{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### New to Plotly?\n",
    "Plotly's Python library is free and open source! [Get started](https://plot.ly/python/getting-started/) by downloading the client and [reading the primer](https://plot.ly/python/getting-started/).\n",
    "<br>You can set up Plotly to work in [online](https://plot.ly/python/getting-started/#initialization-for-online-plotting) or [offline](https://plot.ly/python/getting-started/#initialization-for-offline-plotting) mode, or in [jupyter notebooks](https://plot.ly/python/getting-started/#start-plotting-online).\n",
    "<br>We also have a quick-reference [cheatsheet](https://images.plot.ly/plotly-documentation/images/python_cheat_sheet.pdf) (new!) to help you get started!\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Creating a Plotly Grid\n",
    "You can instantiate a grid with data by either uploading tabular data to Plotly or by creating a Plotly `grid` using the API. To upload the grid we will use `plotly.plotly.grid_ops.upload()`. It takes the following arguments:\n",
    "- `grid` (Grid Object): the actual grid object that you are uploading.\n",
    "- `filename` (str): name of the grid in your plotly account,\n",
    "- `world_readable` (bool): if `True`, the grid is `public` and can be viewed by anyone in your files. If `False`, it is private and can only be viewed by you. \n",
    "- `auto_open` (bool): if determines if the grid is opened in the browser or not.\n",
    "\n",
    "You can run `help(py.grid_ops.upload)` for a more detailed description of these and all the arguments."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "https://plot.ly/~chelsea_lyn/17398/\n"
     ]
    }
   ],
   "source": [
    "import plotly\n",
    "import plotly.plotly as py\n",
    "import plotly.tools as tls\n",
    "import plotly.graph_objs as go\n",
    "from plotly.grid_objs import Column, Grid\n",
    "\n",
    "from datetime import datetime as dt\n",
    "import numpy as np\n",
    "from IPython.display import Image\n",
    "\n",
    "column_1 = Column(['a', 'b', 'c'], 'column 1')\n",
    "column_2 = Column([1, 2, 3], 'column 2') # Tabular data can be numbers, strings, or dates\n",
    "grid = Grid([column_1, column_2])\n",
    "url = py.grid_ops.upload(grid, \n",
    "                         filename='grid_ex_'+str(dt.now()), \n",
    "                         world_readable=True, \n",
    "                         auto_open=False)\n",
    "print(url)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### View and Share your Grid\n",
    "You can view your newly created grid at the `url`:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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8oSlqlNJNLcwK/3FDLdMyNbVQ61ZmlqlXK83M8pZm5qPMq2Vp2sOim3U1b6blM9+Kr3yh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\ng+gVc4sIofmkR7+G9Og1CK23az4/ywa0U0m3e56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fwbftIK0pK0ht3X5+4r+p7DAt22oc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\n4MdAi1NI9m6ncqHRGDO4B+pIgylI2YcZ8/VzGJC/d3rLTl2jqXDu6c2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cAMHtnelETxO0ouh9ZG2uZVq9u5v/M5gbZTo/afE2jXvjFnQAABBBBAAAEEEEAAAQQQQAABBBCo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\nPhsnnC5bA+2EhrIgL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X+zBYX1DIaHx5DNsE1VLa5bfSOa2xbit9tf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\nCIiACIjAHCAwZ4tCnuk5YYvWRmQ2DmcjatuRIxSFzbZigUVbJKZwTI81u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cGC9jfxZZP1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\nI8MMjCBg1Ih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MkQ++u+2I1NXVSvWbDfLV/+M+KUtIk9RY87ys26rHa+w1VubfM0/T8xTG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\n2L/62hS9pVgyj03R612J9QNf+AJgL2i8des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UK+0trbq8lb9xrEybcoW0fPqx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\nrkJggg==\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Image('view_grid_url.png')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "You are also able to view the grid in your list of files inside your [organize folder](https://plot.ly/organize)."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Upload Dataframes to Plotly\n",
    "Along with uploading a grid, you can upload a Dataframe as well as convert it to raw data as a grid:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<iframe id=\"igraph\" scrolling=\"no\" style=\"border:none;\" seamless=\"seamless\" src=\"https://plot.ly/~chelsea_lyn/17391.embed\" height=\"230px\" width=\"100%\"></iframe>"
      ],
      "text/plain": [
       "<plotly.tools.PlotlyDisplay object>"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import plotly.plotly as py\n",
    "import plotly.figure_factory as ff\n",
    "\n",
    "import pandas as pd\n",
    "\n",
    "df = pd.read_csv('https://raw.githubusercontent.com/plotly/datasets/master/2014_apple_stock.csv')\n",
    "df_head = df.head()\n",
    "table = ff.create_table(df_head)\n",
    "py.iplot(table, filename='dataframe_ex_preview')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "https://plot.ly/~chelsea_lyn/17399/\n"
     ]
    }
   ],
   "source": [
    "grid = Grid([Column(df[column_name], column_name) for column_name in df.columns])\n",
    "url = py.grid_ops.upload(grid, filename='dataframe_ex_'+str(dt.now()), world_readable=True, auto_open=True)\n",
    "print(url)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Making Graphs from Grids\n",
    "Plotly graphs are usually described with data embedded in them. For example, here we place `x` and `y` data directly into our `Histogram2dContour` object:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<iframe id=\"igraph\" scrolling=\"no\" style=\"border:none;\" seamless=\"seamless\" src=\"https://plot.ly/~chelsea_lyn/12997.embed\" height=\"525px\" width=\"100%\"></iframe>"
      ],
      "text/plain": [
       "<plotly.tools.PlotlyDisplay object>"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "x = np.random.randn(1000)\n",
    "y = np.random.randn(1000) + 1\n",
    "\n",
    "data = [\n",
    "    go.Histogram2dContour(\n",
    "        x=x,\n",
    "        y=y\n",
    "    )\n",
    "]\n",
    "\n",
    "py.iplot(data, filename='Example 2D Histogram Contour')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We can also create graphs based off of references to columns of grids.  Here, we'll upload several `column`s to our Plotly account:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "https://plot.ly/~chelsea_lyn/17400/\n"
     ]
    }
   ],
   "source": [
    "column_1 = Column(np.random.randn(1000), 'column 1')\n",
    "column_2 = Column(np.random.randn(1000)+1, 'column 2')\n",
    "column_3 = Column(np.random.randn(1000)+2, 'column 3')\n",
    "column_4 = Column(np.random.randn(1000)+3, 'column 4')\n",
    "\n",
    "grid = Grid([column_1, column_2, column_3, column_4])\n",
    "url = py.grid_ops.upload(grid, filename='randn_int_offset_'+str(dt.now()))\n",
    "print(url)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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LozGwpFcWiwWLxdKnadvbNf6ViIiIiIiIiHxx1AJLehUXF0dcXGe+abVasdls\nWK1WHA5Hx+sWSxw2WyLKQiXmmAF8rSb2BCeGjnQiIiLyBfrUY/LPz9VhhtoxrBZ+c88Qhrl0ASLn\n1px/P9jt7zU/HXFOpxeJdTqqSq9GjBjBN77xDVpbWwFwOp0MHDgQq9XKjBkzGD9+PBaLhbi4OIYP\nHw5Yzu0KhAPUHGjF4w9DXBxDhzkZknLq3bWm0kNdQgKT3I4zztpXVceCl00e+9Fwch1fROkFqPzI\nh3NkP9JTrB2vBo97Kd9rMmRsP9Id1jPOY8UTR1mfk8yKm/vhO1TPC38Ps/C2QaTGnW76JFbc3B/8\nXla83kLODQPJ7W9l73t1bGiyc8/1/b8S+6/nozX8sagq+peLW++9C/dX/mjnY83Tz1M9cib3zsnW\nQU5E5CustraWHTt20NDQQDAYJCkpifT0dMaNG4fdblcBfQbeljBmKNIrwQy1420JM0zF8pmtfq+Z\n9/e0MHdyMpMvS1CBdHE2IVTXaU8Os0S+jBRgSa+SkpJOamkVCauCwSDhcLhbF0OLJQyEAes5WHIr\nRas9PFl+8rhaTdhc8fxi0RBGnRw6BRt58hU/ewnywk8dDLnQhef389DrfmbNd3DPuGiZHPdw/6/9\n1GCw7Gt9LCcbYEYuhDx7AqzfEebaGyHVcbrpo/9uCFCwuw3blHZy+5vs/Hsba0wLi6+PTHZRM6tZ\nU1QFrmxunTka33ErI3Ski7B22UdEROQrp729nY0bN7Jjxw6cTidOp5OWlhaOHj3Kvn37eO+995g3\nbx6DBw8+47wCtVVs/9SHEb2sMez9cI924zyLc27lqmdYdyiTJT+YjbPXhVTwzLINuG9YwpyxTqqK\n11DWmsHcmdm6ibmI1RwzKd3byv+a6+LRvxxjYqYdI85C0Gxn9XvNeP1hbpuahCvpzNfUwWNeyg+G\niO9yAdwWhCGXpZyiQrl7pfCZK5EvDnXVx6nxtxPf5bU24hg7rl/vv81uhXychT9vZtYdg1iYaady\n9SEeqIqn4EeDz/zZHveBx2kYk8JtWQ79EKRXOvZLrywWC1Zrz4O61+tl8+bNHDp0KJKZ2OKZMmUS\nkydPPgdLbaXgqWOs8FpY+I0UbpuQ0hG2+A438Ivnfdz/VB0vPDikW0hV93ELeyPJBeurAizMPEXN\nYRiI46wurD7br8rCECD+xEnO38jDv/ZTYxgs+8lQ0j/DyS/9msEUTAan49TJRLdgariLgvtNnNFW\na3OWDmIGxsUfXkX3Iy+QOXUG7jQD0vR7PnG41wFfROSr60R49emnn7Jo0SKSk5NpaWmhqKiIQ4cO\nYZomra2trFy5kvnz558xxKp6bx3F1SfVirwFWdcvZvb4lL7fiYRMQqeZxAqEQiEgQM2OKmpMg5AC\nrItavBWONYUoqWol0NaONS5SaV70sZ/6phDuwfH8ucjLD+eknnFeO99t4pHynuP1zpmf2FnRfLIu\nlcInVyL7qo6xptHOgrzkC15OXVtU/cO0ZO6a0Q+APxY28t+bmzreO3OLrQBrXm7mtR6VnBYec/fr\nU4+VJCAYrXjHAIKfYYzkcBuvlZvsNQMKsOS0pw2RPjPbTOqPHePwp7W0WyAhwY7P5zsn864p8rDC\na+GR+4czKSVE2XtH+eBgGJszjpysZB75SRwP/7yJR9Z5WTY7peOAu77IxOa2cbM3SMGmph4BVs1H\ndTz0ehsNAA6Du7O7H1B91fU8tbaVLZ7I66nD43n8W0NIdwDBRh75tY/cKw3Wvx2kBsAweGxpCr53\nG3m8NNT5me8MIT2aEDVHp4Mmnn6qiTLiePL+zvCqpugw91dYWfGDQR01E8Hqo3xrhckvfpLGqJOS\npuCBBu55OcTjPxoaWUawiRV/8lJwKLLOkybasQW7fqCZXzzbzKS7hjBnuMHeTR4eORDPC4sHYiPE\n3veOsXxzG2X+yOSTchz8eK4LJxCsPsLda9tZmA3PFbcRBHBYeehbLq4afmG6FZjHq1i3dhNVR73R\nKxsXeTfPJ9/dvV7HrH2fl17dgglUrX2GX5HCzO8tJjsJKjetZF1pTcfnr7plAZPT7VS+uZx1teks\nWTwzsi2Ol7H8j4UYo2dz141ZAHg/WsPyoiPM/t5ispK6nu9r2LBqHRW10d9AnMHg0fn8w425GIB3\nZzEFG0rwhSOH28ypc5kzJf3E2lK5aS0bS/d3NIpKm3grC65xA16KV/2Vkurev2/Vm3+k0J+Omyoq\naiLLtrsyuXHBHNz2znVbU7CGKk8AAFdmNkao66qXsOqtrdQ2R5ce7yTr6jnMnnBy4mdSVbyOTeVV\neNsir7jcVzH/1snRfdekctPqzrKNM7DbrQRaAmTfvJSZo60nfU+DjLw5zM1364AqInIevfPOO9TV\n1fHNb36zo5V9a2srbW1tuN1uJk2axPbt2ykpKWHlypXceeed9OvX79TBkgHEZbD4vrmkYOKtqeDN\nvxVSuXEVWVln13X/dFcXoS5T5X93CZOxE0udHIs+9tPoD3Oksfvdf3GFn10Hg/RzxDH98r4McXGE\nBS8Hu72WmpPEirnnb/gH37EmcCXjvMAtjYamGkwencDTaxr4f/9hQMdAJU0tnT00vC19ewq63QCM\neAoeHIIz3OVCKO5Urbe6VwqfXIm8rbCVFS6DBXkXpmx6C6PGX2rvCK8A7prRjx01QbZ/EjjjZzsy\nOxvYxjl5dW4qdJSTtc/DHDefiy8Xl8wv7o+HFHUZFQVYcs60Q3v0/1F9fVrhGU6ZvFYc5qqbXExK\naWXFU8co8MKkywwatgUo2Bam4KdDuGeqj6UVAYKzo13hDjdR4IcF+S7mHT/Ga68HKPPTUVPgqzrC\n0tfbsA2N57GZCdSV+Xh6W5iuY3Z5qtvYaTN4YL6d1KYAj65v4/7XPby6wAW0U+cP88LbQeZc5+Ae\nZ4jlbwZ4+NceII57vpHE0OMBHilu46E3j3e7yLCZfl571st6M45HfjiMrhUJvsYQQW/3cmszwwQJ\n02zSo59fmxmmwQzhMSHdFqBgWSMFXrhtVhJXJ5usWNnKB0C60bmd9prtDG0yAYO2QJiGuhBtgI12\n9laY4LbzSHY8nr1+ni7188KIBO7Lc9BmttPgaePpYgsLb3KSZTVZ/nqAx5c3sOynQ0m/ELvd8Rqq\n6yE7L59hyX7e21RCyao1ZP/LAlzdzr6DyRqbwZby/TjdeUxMTyEtAWo2/ZF1pR5S3LnkZTqpfGcL\nW1Yux/m9paQ4DfBWUd08k+wkqPm4Am8Y2FOB58YsXEDlriqIy2BYUvfVqnp7DRW1IbKmziDdbvLp\n3go8dicGYNYUsvytMkjJ4KrJbhortlCxdSVrnIuZMz6F6rdfYl25B/ugLKZmuThaVYXV5QICFC5f\nTpkX0nPyyR4couzdLZSseh7mLyU/3Y4Z8uGrKaMiPo2rrs/HeqSC4vIqVhUUc+9d+Rj4WPdfK6lq\ngYy8mYxJ9rClqATPiQs5Amx6o5haczB503NJCXmoqtiD3ZnS661D7f5qGJpN/phh+Kvfo6RqC2ve\ny2TBFBe+netYV1rD4OwZzJjoonLjGspqA2TkzWbKJXaq3/4j68o9ONNzmTFuMJ+Wb6KiZBUvMZ87\n89N1SBUROR/BhM9HeXk5/fv37/aQHpfLxdy5c/F6vSQkJJCcnIzdbicQCFBaWsqMGTPOMGdrdAAJ\ng5T0XK7JqaCgpBFfK1S//xKr9g1iyfdmdlTWBfZsYNnaWuYsvYtMO2BawRGisOB5KqOVQSnpedw+\nP5/ezkjVm1ayrjaDJXflR0Ks45WsfnUj+73R8CgxjVu/u6CzMuc8eGVLE58caevx+ur3Irf0lw6O\n71OAFbm2NnhyaQqpZjtBwiQ5Es/jXhJgxTIvk36SzKQYaLLvsEf2U2dC5/56y5Qk7v1tHRvLfPzu\nB0M/Q0DSS2h1hkrhzkrkgewtqOPJw8DhZubtboaBdv6yZNAF7eFw+aV2Pv4kwEubvNx5TeRX89Im\nL9s/CTD+UnuPEOt0nCfuj7qVk8n65XW8MyyJx2Z3hmR7N37Kj/fHf6bvX/PRUZ58M8De6M821WVw\n/4JBTBposragnp2jU3houo3Xnj/KC8eit0U2C07aGZWbwiPXpwB+1q88ztM7IkHmyY0JRAGWSGSH\niTdI6ZeMJe7EuFiQmHgOTq7+AEVY+NnlDqiuo8ALD/1wBFf1h73rDnH/h5HJhritsDUcDWKg7N0A\nEM88t4ETJ7mvN/Lf7zeROz0ZMCksDALxvLBkCKkA7n4ktR7i8d2di06fPpQV0zv//tnhQzy8ow0f\ndFxwTbquH/dcHWkq/MDxT1laHOaBHw5jejSvemDfQZ6sCnR8xgUUvBJpPWMbbmdS/3P4yzvkZYUX\nZn3Dxd0TIhdEjw3zMO/X/h7jG8Wf4mc/a/FwZp34MyuRmvKjrK0OcF9e5wXWPUuGMmdo5AT2eEId\nC14x8fiJtEw73/udewb33td5EZ1peFi2sYaaZnB1CZWMAW4mX9NKSfl+0sZMJm+sHahhXakH0maw\n+NZcAHJHO3lm2Qa27/KwIDsDSkuoqvaRPd6gcteRyMzCNVTUQn5aLftrwXBn9riYDgRCgAP3hFyy\n7JA9Ia/jZL+1sAzi0lm8eG7kc+Mz8T/9PFUVeyBrAJvKPeDKY8m38yO7Q16kG65ZU0yZFwbnLWB+\nfqQ1VNb4wfzxV6soe7+S/PTcE7cd3PqDBbgjU5DgfYYNBzz4AUf1+1S2QFr+XczNi0R8Wel2frVi\nS3QfCeAPAI5BTJyQjRPIzcs/Renbyb/rXjreHe/G8/Tz7D9YA1NcVO+qBgYze2YuLiBt/gwqnlkH\nA9NJsVazqtwDg/JYMj8yh+yxY0hY/gwlH76PJz+9ewApIiJfiH379hEOh/F4PL1WPKakpFBeXk5x\ncXG0ux5UVVX1IcA66bzYZgIhTKDV6wH/SS2lzQDgxddGpNmVYUDzfipDaVw1fTKBo5WUVJSwvMDO\nvyzoOTyFGfBiHvcQAOxmNS/91zqOYCcrbyqu9qNU1VpxnefmWf/n2wN5cMVRDh7rOcjkiIEG/+fb\nA/s2IxMwLIwc6OgWCPgq61jwSpgnf5RGlgOCh45y9/IgS384lCEfHOHp2jiGeNrY4gUMKw8tGsRV\nQ41oUHCEh14PRnshWHnk24OYNNSI9DBY5mfSpDgK3m6jwWGwONVkDbDmlwfBjOPJnwwjK8bCAGuc\nhZZgO2NH2Ps0/lVXzeEQ8WY7EKINK06bAZy5UrizEtnCqDw7udWtlLnieejqeEiIv6Dh1Z3XpnDn\nNSm8tMnLS+94O15/6R1vx3t/LGw8iwvu3holhKira2fngO49WNoC7QSPdd6T9VnYy5OvB6hx23js\nChttjW2sKQ+RmhIZqLXZ284HjSHAYFK+gyE+sCVaqCnx8UJ15N+RUM3D04dgTr6DqckhnnsjwNJl\nRyi4/2zH3RIFWHJRS0pK4orJkxg0eCBxcZFxstxu9+eer+9AG0HicNmgpjoERjy5/U8cIIGR8ZHu\nbScdAF/b0Q6Y/GVdHbYQHAAatvppmJ5MKiEavMBl8XTtIZ+ba8DuzouM4LFG1r7bwvqqEHXB9sgF\nRJeQphmYNKTz0DxkhBVoJ7XL0XroEAvUdf59otvdbe52XtvRwuPvNfHQlHPTV97XFKlp6PbExf4J\n3Gz4KerjPOqqPKzZ2krRkXZ8wXaCJqR3O2lZSHdZY+dIEajl/U3vs31fDf6AGc3p7L2vVihECAiF\nApGr42YvjQC1hTzzbHHks22ROdRW10BeNmmUUFNVA1khdjVD5vQZ+IoKqdxZQ35iLbVA5pie+7l7\nQi5GdQnrlv2K4kEZTJycT97oSCuqxpZICLb82WcgBIbVxAwDddV4Q058QMbEiT2+Q6DRAxhkf61r\nVz43uelQeLgGH7lACOJdDOp6UWfAiZrwQHPkIibD3SUeGpBJRtyWSDdYUsidkMb+0gqe/1UFg925\nTJ6eT2b/3jd07c73eb90OzXH/ZghE8JgjywQ1wAXVHuoqg0wOc2Ot7IKk+gjHUKt+ID03Nxup53c\niRmUFPUMIEVE5IvR2Nh5E7tr1y5ycnK6vb9//37efvvt7tcbPh+maWIYp7oIsELYR3VNDc5WLzW7\nSiipilTOZCdBVfS8dPobEBNwces/naiQyWWQ+TzrdpVQ0TyZ7Pjel2sFaku2cATIm7+E/GjaMPkC\nlG1qkpUnFg7qEWKNGGjwxMJBpPY1aDEAM0R5tZckM3I9mnpJEkOy+rMw5SgP/PkYa5Y4eG55AHKc\nXNXfSmUgzN7qEDmzklkxJo6iVxt5/PljvPDToaRWH2Xp60HmXJfMwsvjeHeDl0eeP8JTPxnGKNqp\n84Z47u0w930zhbHJBq42H8tXBLjvjn7kJli7XefGAq8/zO83HMfTFOLWKWdz8WABs427H6vt9upj\nPxpBbkPfK4XBSvq4/uS8eZgD7gQmTeh3wcvkRIurO69JgXY6Qqw7r0npeK9r18Iz7X8NlT6ebm3p\n/O5JNu652Qk2zl0oZIYJAulpdnKzIus2aUr3SZwnyjvLFe350cT6lcBQOw9cnQzHjkXCq/kDuWdc\npLvhU8465r0SZKcXJqXomK8AS77U2tvbqa+vJxQK0d7ejsViISkpicTERJqbm2lpaenyugOHI5G2\nNpOmJh/BYBCLxYLNZqNfv34kJCRw2WVjGDlyVLQGrx3DiKdrl7zPsaaRG+KhVjBDeMLgjPNTtKMd\nhkTe+2BrG7jsOIGGcj8fAKkp8EGFSbMBSSkWGrxtrK82WRDNG2wJ3dctvutef6yeby1rIeiwsvDK\nRLKGWNm3qYkXGk4+2HbWOrT18dvcdvMg7s4C1+HDvLC+kaJRDqYP7HIRc9KFQfxZ/WotOG3dT6pJ\nNujLaGR17x3m7vUmqcPjWTjdxiX92vnLy/7oQPhdvzMx8sjCGl5atpIjGKRn55KXNgiz9n2KK85u\n7DV7WhZ5bheBYCTYshPAnp4BpJCVDrV11VSW+TBxMn5CLo27CincU0ml0wM4yRrZ89TtdOdz79Js\nSt7dQml5FcVr91M2ZiaLb3RHyi8xjbwJGRDsbL5tT3bjwBe5TjUDnOqS4OSDs2E96ZXTjnhrBQy6\nPwndjt3aeU3ivmYBS7Or2LL1fcqqyljzX2W9DrxbW/wSBSVHMFzp5E7KY1CKyftvFXOini9t6lWk\nfbiKLQXL2HJiXdPymDnWCYFQ9Lt0v3j3BVoBq05AIiIXQGFhISkpKbjdbnbt2kVtbS11dXWf8Tai\nlg0rV3a8Mjgzjzlz8s/i+N6zQiYjMw12VZ/xk55aD8RlMjH9wp9NTg6xzjq86hDmkRWdLWkWfDOB\nhVl2FixxUvRLH/OeaCXoiGfF3C5Vsyl27p4SCQJu+06IV3/eTFG1SVZZEIYncs/VkfdmzY9jy44G\nNuxrZdTI6LXqHQOZdWLs2GCQVIIMGZbMkBgKrz7aF2DNtmbe391KW6id63Od3Hbl2VQKR7pmPrbY\niautPVoZbiHdAb4DZ1spHIp83my/OA8OwXbqPOFu++PnTKv4YF09WxojQ5jQz8bi2U5uc/t4emsT\nc7b5uG1qAvOucZ3mCY8h1i9vZAtxPPbtSHdF37HI9eWa1cd4983IfV6DP3qveLCVSeM0hpYCLPly\nH4uCQd55551uQVVmZiaXX345u3btYu/evbS1tWGxWBg1KoPx48fR1NRMaWlZR1Nzl8tFXl4eQ4cO\nJS7Ois128gn58wVYzmHx2Ghj73FIHxZPOm0sfewQqbTTYACHWpj3xEGCJty3JNLCZf07JqTYeeH+\nrn2vfTz+7w2sKPaywJ1CUgIEq4LdugPu29V557/3owBBLDz5/6SRdWKA9beaPneZN3ckQAnctiSZ\nD37exJPPH2Xsg0M7n6DoD+M5xXqdTrwRCQ4/OBAgN+vERUcLRf6+1I6YbPnABEc8LyweEi23pj6H\nchdEfS1HgIwbljB3bOT7Vtdu6fvnEyKDvfqNdCZPye51kowxGRTWVLLxXcCVhxvwZWdSuLGCje8B\nKbmnHk/D7iLvujnkXWdS/MdnKNlThffGTJx2wJ/AxCmTe26XQFUkHNpbAxO6d6KzD3AB+6ms8pI9\n4USYVMv2ahMG9a1ZdKS23KS62kfu+OgnAtXsb+t+0LcPyGTGnExmUMNLv1pJ5a79zB7ftbVUgO27\njkB8JkvumhMdNLeaLW+d9HXCkJI9k1vHuyB5EK6k6FLsKfQDanZVQZf5flpdC6Sp9ZWIyHnSdTD2\n9vZ21qxZw4IFC9ixYwf19fW9PpDH6XSepvVV9DonLoMF/3wzrlAIq72XltHWPtx4hHrOti+s0TEd\nT10V9MV5bt1xPtrX2u21myYl8cTCQfz5HS/fvjaFdytbWPN+96GtJ4xM4J7ZpxuUPZ6Cnw7p+X0c\nqTxwRQv3bwuz4Jv9O3oWBEywubukTUYcLqCh1cROO91HY7czyuis7GzGwqRh9l43ayw9trpgcyTQ\nG3+JnRsmOpl+uePs7zoMC5nDk3uUa9vnrBS+0E6Me/XSJm/k39dGx8B6xwsWOt470RrrDLcIpOYk\n8djNJ7fYCnyudfQ0hth5LBpgBUO0YWfWwuFcUe1hTXErBcV+Xitu5bH7h5Hby2rWlRzl6UNw23xX\n59MQoweSWVckMik52vPFsIAJo9zxiAIsuQgCrPLy8h4XJ6NHj+bQoUNs376d1tZWoJ1QqI1L3Zdw\nvOE4u3fv5tNPPwVg6NChXHrJpQwdOpRz09rqJCkObjb8PPnqUaYvHsSyH8Wz5cMAwYR4rsrrB4eP\ns2VviKFj+pE10ArHjkeb/DpPOsc6mXdFI1u2tVDmdzH9aoMXXm/j8dX13HN1Ar5PmnmgtHMQ96HD\nrEAb725rJHVUHDvfa+I5D3Aum57a+vGzhUHmrQiwtCAyOHz6KANK21ix0cPdkxNo2NnUbb0647he\nZudOYo7h4bVX6hl1RzJjk8KsX9lMDfRhgHWDkUMtsCPElqqmyGdfb6KsT5+9QKIXxEd2vU9N/0x8\nB0pYV+GFvj6DyMjkqjFO1u3awPI1Hq7LdWM2e6jaVUvmjbPJtEOKOxMn+/GFIT0nEnI5s7JI2ViF\nNwyuzMxeD5bVm1ZTZo4gd+ww7KYHT0vkwseKnclXZ1L2VhXPL1/DzOtyceKjZucuyLye/NGZTHYb\nFFYX8tIGyB/vwltVhSc5i/wJuWQlllBZ9EcKmUPWEJPtb6+jFsiamN3tiv9Ukad99GTS4yrZv7GA\nYutMMpN8lLy1gUBHqfkoXrUOMz2bLPdgzCPV+OillRd2BqcaVNTU8v7Omsh8Nqyje+lHugmGaisp\nwUkoYIJjMLmTJ5OWlE5uppMNVYUUvA3X5A7mSGkhxbXgHJNLmg7PIiLnxciRIyksLCQcjrSoME2T\n1atXM3r0aDIyMigqKurxmczMzDPMNQRYSTEM7L0GXVZo83SrrNu/t/akVMsKYS/eLtMcOerhVF0P\nu53e7XYI116Q7uiF5X58ge6tU3731nFqjrWRn+3g5U1NvFHS87lsDc3+0wdYp7oz8zbw5LYwNgMK\nXjnOaGODUwAAIABJREFUnAcjY7vaDQhWdx1goz1S3oaFgAkEu7YUCtJggu1UjWrM9pgMbS6/1M7S\nG/tzyaDPF0z09unPXClsWGKibF56x8vH1QE+/iTQMeZVr+9d08cbm1O0LLMZ0HDE7BZqlVW19yHo\nNJi1YFjnuLtdpLpdLHTDwsPHmPN8K1sPtpI77qRy9Xp44A2T1Bwnd3dpVRWfGAlmbSOSuCrLjijA\nkotMb4N19vZaO0CcBYsFOOl9CxBnsWBph/Yv5JidwMI77Ly2IsCcp+p4bEE/rro6GQjhO97Ezk/C\n5F49oKPGae8HAcDKbTk9RxTPujIB2zY/W3f7yZ0wiMcOH+HhbS0sLW8BLMwZZ2XNjnYwwJnp4DZX\nI6+tb+I1AIfBwomworJzfkmArZcTlf3kX4/N0lFarh6h0yCemlrL/Vv9rKhysjCrH/ddVs/TW/1s\n2eoHLMy6LI71u7v/KofYu49LFVmmg3uWBji8zMeTL0fGtEgdHs8kRxt1pzuhOiLvjb06kdzd/m6f\nXTC8jS1Gb8uKAUlZTHaXsKW6hJXVJYBBRnYG+yuOnPIjVsBq7bz4zbrxLnyhAoqrSlhVVRJ91UXH\npXmSm/QkqGxOIXtsdOsZbkYPMig5ChmjTxG1mI3sL9/P/vLo33Ep5N0yI3LRM3YO8/1rWF1cxYZV\nVR0fyY4uNPfWu/CuLKCkopCVFZHXnGPSyJ+Qxuzv3krgz6soK1pFWfRQnTl1PrPHOju/od3e/fLe\nau1yve9i7rdn8NKfCyl5ayUlgOFKxxVfg8+IdC80vTWUFddQVnyiDDK49fqeLdSyJk+m5NCWLvPJ\nJNNVRY0RWVj11rJI3VzTEapaIGQGMNuqqCyvYcG/zCd7zp14VhVQUl5IQbScXJn5LLgxSwdnEZHz\nxOl0kpOTw0cffdTxWnNzMx9++CEpKSmMHTuWK664gv3797N161YMw2DixImfa5np7mFQtZ/iDSXM\nuCKDxo+LWVflA+xdGlkZwBFW/nkDc67Lg7oS1pR6ICWPMUmcovFHpAIn84rJGBWFFP6hAPPmqxjc\n5qWqykPWzHzSLtA1zJslPt4s6YyBJmTYaWoJ0+gPMzbdTmlV6xkDhMPH/ZExsACbw06qI0TBiz5q\nhiayZkkiT/+7h/tWN3R2I/QEWV/lZ1amjQ9e99FAHNNH2nEF42GlnzVVCczJtFNZ5GU9Fh4bkQD0\nsh4Ogxzaee3jJnKvcPT+xL7zyB8NCGdPdH7u8AozRNFHHpJO1PyZkD62H+lnXSlsJSkBGipbKJsQ\nh8seT/rAC9td7eNPAlx+qb1bSHXnNSkd4dXnZyc308KK0gAFH3mZ47aw7Z0mVnj5bBX+QS8vvNZC\nbp6D9IFxHP4kslHi4zrvQyK/oFZWvOinAbgv16DmUFPkbtXpIH14CgtTjrLilaM4ZyUx/VIrPk+Q\nd/fDt24eoEHcL/Zso7W1tV3FcPEyXmzA5/Pxm9/8hubm5hMxFTk5uVx33XVs2fIuH35YSiAQOcCN\nv3w8M2ZcS4PnOBs3vk1t7adYLBaGDBnCrJk3cNllY07bAMtclPq51jd42MOTBf7Ik1S6+ZxPQwkG\n8JkQn2DH1ksf66DfBANstvN8xRNdL6fjs9QehPD5I8NlOx0nrXfwOEt/3kzuNwdyT1ZCr58N+tvB\nsPTSHTQ2mYFApK7Xbv/sybsZwNdqQryB024/VysWmScGzqTe5mniaw4ABvaknutuBnxE3nVy8iqZ\ngQCBNhMjyclnW9vOZfe2bmbAR6ANiLfjtJ++m0igOQTxVuxdpwtU8syydbjy5nNnfuelnm/nGp5/\nq5oZ37uX3KSTy94Z6V4pIiLnVXt7Oxs3bqSioqLHe9OmTWPSpElUVFSwZcsW5s6dy+DBg087v6o3\nl7FmTzpL7ptzihtGL8UFf6akNtARVqWlOaitDTFz6RKy7VC5ZhkbPYNxtdRwpCU6WVIGty6cG+m6\nH6hg2bINpN+whDljnVSuWca6Qxks+afZOAHvnmIK1pZ0aTmUwuyli/miG2V86xef0tx65vGBTg6w\nPtzbyl9+PKzXaX1VdSx4ufugDqk5STw+sIWlb7d3XAcHDx1l3vIAdy8eytiP6niglMiQG5FbO+6+\nYwC3ZUau/co2HubhrSfiQgt3fzOV27IcEDzOwp/7eOBHwzu7ZRGibG0dD0d7BDzW7b3z63CDyb//\ndz1zJyexcmsTz/3z0M/c/2Pvuk+5f1vPbXXbNwdyd1YCHG/gkWU+PogWU+rweEY1tFGXlcyym/tF\nt0uoo/wbdhzh7pXBaLe1eAoeHHJeA5M5/36QNT8d0fHvjtCqSwusk59K2HX6E//uLkDBU0dZ405i\nxdxeWgh6j/P0i82sPzFLRxyzUsKs99siT/2L3ndcdccgFmbaqVx7iAeq4nt/ImDQyyM/9/JBl5dy\ncxJ5aO4AnARY8cujbMlOZtk17dz/y+YeY/Taxjl5dX4qBJtY8ScvBYc6owzbcDt/WTwImw73CrDk\nyx1gmabJli1b8Pv9RJp7t3PppSPJyMigqmoPn3xSTShkYrFYyMjIYNSoUTQ3N7Njxw4aGo5jsVhI\nTU3l8ssnkJp6+oDq8wZYHSdxrw9PUxisYEuwMaS/7nj7LAx15XXc/XobD/1wBFf1V5HIF6S5gmd+\nvwFH9mwWz8yK5lQetq56iZJaK7OXLkUtu0VEYj/EysrKor6+nqamJubNm3fG8OpsnKgssSc5T1sB\nFQj4MNtOVRl02iXgaw5gRCuKzoeVW5so23/2rVtyM+zMn5p8ztajbPUhHiWJV+f2Ixg0wWb0vHkP\nm/haQ32vLA0GCGJc0ArOmmMmv19/nPu+kcqjfznGf949GCPui+y2d5pK4V6vtc1IBbRhQNz5LZtT\nh1Bf7GcBgv4AbX0toz7N69SNC/o+o2gjBcP40lTKy+fMN1QEX4GNbBhMmTKFUMjkxEiZNlsiVqtB\ndnY248f37DaUmJjINddcG+1JaIn+d/6O0M4UJ049AvXs+RuY90tftFbIIF1lKF+kpDFMdW+huGId\nv6pY1+2tzPz5Cq9ERGKMxWJh5syZjB8/PlpR2UAwGCQYDDJu3DjGjRuH3X5uD96G3YnRh1na7T1b\nIvf1dsaZdH5vaeZPTT6nQdTnYoaj1/anKIM44+wCB5v9grdgSR9oMHFUAv+52sN3ru33BYdXEAmu\nziL8iDNOGvj9q8HmOHf7xjmbl83+ldwWX+lsQ0Vw8QuHw3z88cfRLoQmcXFxXHrpSNLShmGzxZ/m\nIqfbXyrILwNHMk8ttOIzIX1kSveHz4h8AaeQvFuXMP54DfsPegkB9iQX6e40lF2JiMSutLQ00tL0\nKI0vuyS7hXTj4rzYmzsliblT9Lji3nTtOnimFlVdpxW5GKgL4cV+exkdA+s//uM/8PmagUgtzde+\nNonZs2czYMCAc7q8c9WFUERERERERETkBLXA+krp7AbY3h5WcYiIiIiIiIjIl4ICrK+A9vZ24uLi\nsFo7+3bHxWmQOxERERERERH5clCA9RUQFxfHiBEjaG1tBSKB1uDBg4mPj1fhiIiIiIiIiEjM0xhY\nFznjxYbzujyNgSUiIiIiIiIi55qeUSYiIiIiIiIiIjFNLbBERERERERERCSmqQWWiIiIiIiIiIjE\nNAVYIiIiIiIiIiIS0xRgiYiIiIiIiIhITFOAJSIiIiIiIiIiMU0BloiIiIiIiIiIxDQFWCIiIiIi\nIiIiEtMUYImIiIiIiIiISExTgCUiIiIiIiIiIjFNAZaIiIiIiIiIiMQ0BVgiIiIiIiIiIhLTFGCJ\niIiIiIiIiEhMU4AlIiIiIiIiIiIxTQGWiIiIiIiIiIjENAVYIiIiIiIiIiIS0xRgiYiIiIiIiIhI\nTFOAJSIiIiIiIiIiMU0BloiIiIiIiIiIxDQFWCIiIiIiIiIiEtMUYImIiIiIiIiISExTgCUiIiIi\nIiIiIjFNAZaIiIiIiIiIiMQ0BVgiIiIiIiIiIhLTFGCJiIiIiIiIiEhMU4AlIiIiIiIiIiIxTQGW\niIiIiIiIiIjENAVYIiIiIiIiIiIS0xRgiYiIiIiIiIhITFOAJSIiIiIiIiIiMU0BloiIiIiIiIiI\nxDQFWCIiIiIiIiIiEtMUYImIiIiIiIiISExTgCUiIiIiIiIiIjHNUBFc3Ox2uwohRgUCARWCiIiI\niIiISB+oBZaIiIiIiIiIiMQ0BVgiIiIiIiIiIhLTFGCJiIiIiIiIiEhMU4AlIiIiIiIiIiIxTQGW\niIiIiIiIiIjENAVYIiIiIiIiIiIS0xRgiYiIiIiIiIhITFOAJSIiIiIiIiIiMU0BloiIiIiIiIiI\nxDQFWCIiIiIiIiIiEtMUYImIiIiIiIiISExTgCUiIiIiIiIiIjFNAZaIiIiIiIiIiMQ0BVgiIiIi\nIiIiIhLTFGCJiIiIiIiIiEhMM1QEcr4d3neMA/52bACEAYOhI/sz1GFV4VxwfnaWlLL7aAAMO0OG\npZGdOYpkm0rmohOspfzjWkgcTM64ET3fD3sp/7AKf6KLK8e5z9tqtez+Gw/9oZZFD/8TOQ5tJhER\nERERiVCAJedZC6v/2MhfzZNfP86ECUn87PYhJPVxTs27a/nb8UTunNxfxXouBPfym8fWsuekbWOM\n/zq/uCNb5XOx/RKrtvHiq9WAlUUP/6BHWFS3dS0vvnEUDDfZj7pJ7sM8m3ZvZn2Dm/lTRnyONbMC\nZp+nPjfLFBERERGRWKcAS847mw1s41NYe/sgAILe46z7m4dff9TMglZY+50hfZrP+xv8vDggnjsn\nq0zPhepNW9ljwvR//A5zL3MBIZpqq6l3uFU4F+XR3x79R4jCLdXkXN91O/vZ/N7RyD+d9j6fKErW\nl7J5QOpnC5PCQBwknuVZ6XMtU0REREREvjy3MCoCuRCSsHT825bSn1u+05+hf9nHw9ubebM2lRvT\nbOD18OJfG/nrvjBBAIeVBxcO4bp0K28vP8gTtUBtIzc/0giDEnntB8MI7jvML1f72VzfDoAr3c4v\nFo7gEnVFOqOWVh/gYtJlrugrVpLTRnVredO0ezO/faWUQ/7I3+6vTeT7t08jETBrinjwuWoWP/xd\nxp4o7+Aunnp0I+67FzF3pANz31v87zfgW1PhL6/uogV7tKtYiJ3vrGXF+mpaoh8dN+sWllzrhsZd\nvPjCW5TXR5d5xTR+cOvEyMEreJDVBesoqoyukGFl9BX5/POcHG3QM4q0chrQD6qLy2m6vksrq6Ol\nbK6HRAe0tHVtDeVhw8t/443tXgAS00fx/cU347YFKHrh96yuBWr/hx//7H9gUA5P3JvP/nfXsbpo\nb5d9Zirfv/0KEqNzPFSylmdf3RvZ7o5BTM8NdT81Ne6l4K/FfLDPG1ljh4u5d81jerr1FMucTsu+\nzaxYVcGe+kDnet51M24dB0REREREvrQ0iLvEjMk3JeMCDjREb5gbW1l3ABbdlMQvvuVgQjDEE789\nigcrmZMTmQAwwMbPbkniZzMc2ADP/iA7bPE8+K1+/OImG801AZa+WqfC7YPRl40APDz7wv9wqDHU\nc4KaIv73H0o5lDiCBf94A/Pz06j+sJSHXtgMQFuLFxMfbSeFJHWE8LZGtmmbadJSu4sXX93FiKk5\n3DQjmwEGVG98md+tr8YYOYYF86YyLWsQgwe5IFzNU//xFuX1KcycNz2yzG2b+bdVFQDsWb+WosoA\n026ZzqI7pjE9qx/xCU5tzD5zMP3rY8Cs5u2aQMer5e+UgcPNrGwHkfQYIMCG5/7EG9u95MyYyqJb\nsjFq9vLUr96iCQP3lFyGAwxwM/+Wqcy/LhMDk+qPq2FkNgu+/XVuuiKF6g+38qf3PAC07H6LJ1/d\nS1vaKBbdfQM3jQlQtNXTfRW9NZQdgGk3TWPRHRMZHvSw+rm11J9ymVC/r4aDtkHMvePrLLrJTVvN\nXp5dWarNLSIiIiLyJaYWWBJDe2OYZuDw8SDggPRhFDzS+fa4uBpufqmNA34rE8YP4GsOPwcyHEye\nOKBjmku+fgkFX+/8zGOf7uPH24M0Q5/H1vrKFv9ls1mU/9+8WFzBk/9RQeKANG669QamjUwBQmxY\nWw6k8a//ax5DAC4bQ4bxJ54sLOPvjdPIpe+D8E+847ssHJ8S+SNczVOFHkifyL/dPS3yWt4VANS9\nu5ZqYMHD3+VKB0AOKc3P8uK2XdTfmk1Lqwk4Gfe1HMbaIGf8RG3IsxJiwNgcctjF5qIK5i6cCOFq\nCj8M4b5pIsOb1nZOenQbb9RAzh3fZVF0241L9vHjP++iovEGrhx/BRmOUjwjx3Bl3piOj8285wfM\n7PgRZ3D4w99Tvu8gTHFSuH4XMIJ/vfdmBgCMHENiy7OsrOyyiunTefzRrscBDz/+cw2H/FZyTrFM\n9/V38Pj1J/7KZmHts7z48UGamNinsbxERERERCQG71lVBBI7e6OVoYArIbpbBr1sLmxkdVkbB/zt\nNAN0dD0MEQAw27vNIni0nr+94+PN3SaHg+2RXlIOi8q2T6zkzL6D/3/qQTZvfZ83ig+y8oX/onzW\nLfzztYPx1IPxtXF0HaFs+BU5JBYWseeQl9w+H03s5F6W0vmnGaAemHhNz/Cp7mikq9rKnz/L3wBs\nIVr8AAfZ44fcKbkkfljK7x59mgEj3Vw/YxpXjnRpU/aZCQlpzJjqoHxrKXuYyIgdpVRjZdHUEUQK\nPaLlaCMA5a/8Fw+tjoSVLf5IS72dNV6u7GdEuviZ3Qdgr9u9jfXFFew87KMtGMI0ITneCoRoagSy\n0hnQZfrcvHRWVtZ0+VHXsvntbfy9vAaPLxRt4dc5fldvyzSP7mLtO6WU7PLQEgxFjwNWnfBERERE\nRL7MkYGKQGJFsDrAAWByQhxwnEf/rZ7NWLglP5Fvp9sI1jTxcHH41DM4epjbnvIRdFhZdLWTcWkG\nVYXH+W29yvas9BvBtNkjmDa7loL/fIW/b66g5drBEIT4k6eNt/Y8pBjd/+55kDEjgYKt8xUbYIZb\nge6DFMVHw4orZ01kCAFMwDDAJJVsByQ6pvH4z8bx901b2Vi4l4J91Wye+nUemKOnJvZVmwljr87F\n2LqVzdurydh8ENImkhMHO7s+DTC6IcdNncjY5OgIWoYdTHCPdAKBHvOue/dl/r83jpKYPoIZ109k\nRKrJ+j9spmunXiPR3u0ziUbXfeogv3n0VfZgJSc/l1mXDMJ/YBsFxb7THAc28+CvSjEdLqZNm8zo\ntBT2v/0WRToOiIiIiIh8qSnAkgvkpFZR3nqeeKkVsHJjlgMamngfuP2uEfzTZZGk40CNt5c9uHM+\nVaUtBLHw1L+6GRcd3e3A2uMq6s8sjbGXWPn7xyFM7Ay5BFo+3kvT7dkd3bDqP95BC5A+yAkNAAEO\n1ofISYuEEGZ1FU19PAzt+fggjO/eeioxwQ74GH3FFeTYTvFxm4srr7+ZK68PUfTcs6zetpemOdnq\nKtZXJpCaw7QBWyl6+W+UAxO/3XMQ/PjEhMjWumQi08adZjR048RpJcDf3zsKjlH82z03R7dyNZ2d\nEq0kJIK5q4YWcjoGdd+zo7bz1NRQy35g4j9+j4WXRYKu6gNbT7NM2FNSiYmd7z/4HcZGjwMH17yl\n7SwiIiIi8iWnAEsuCE99Kx/tOAbhEFWVLfz2o0hXpEV3DuaSOMAeRxLwUbmHA6kOmvd7ub84TGfw\nZSU5ETw7fHyUZ8WVYGPocAMIUvz3elyjrex4t4Ff1wMpKu++2LPxVTY0u5h2WRopyQYHK0pZ+WEI\nRrpIxsqU/DGs/sMunlhRxPdnj6Gtbgcv/q0W+o1hyiAriU43iexlw8p1jF4wFUfDDl7+w94zL9g2\nilu+ZuXFD4v4zTqYm+eifncVdf3GMPO6KxhQ/D+8+NifmLtgKqOTrdQf2MVOM5MF146i+p2/Udw2\ngvzcNBJND5GMU13Fzp6dadeOoOjVg8AgrhvX80djpE9lWr8KNv/59xTc9HWmjXTirT/IB1Vw+63T\nSIwGUi0V5ZTnORmQkEJGmpWi7bVs3n2Qsck+ila+xSGIhot2pl2bRtGre3n2r5u549pRePdt43fb\n/HR0EbTbiQc+Kd/GodRRePeV8rtib+f7vSxz6AgXcJAPtu7CdZmTne9uZEM90A9MbWgRERERkS8t\n3efJeZecCNS08uOXWjtem5CVyD/dMoTMlGj3IUc/fjihmUc/8nH3Rz7Awu35Nv5WfOIW1MZ1MxN4\n8S+t/Pi39WDYeO2hZG4fUM9f3zjOXwEc8SyaBC/uUJn3RTwB9mwrZ8+28o7Xho+fyKI7IgOrJ152\nA/ffFODZN8p5qjIyjZE2ige+f0Ok9Ywjm0UzdvCbwr385leR4Gp41iASK49iM4xuYUn8SUeenNsX\nclPbf/NGcRFPFkdeGzA1jZnjs/nXewM8u3wzq//c2XbHPSMz8o82L6WFmyktPHFES2Hu92Z0tOaR\n02xvw+h2ChjwtVzcrx6kaerEyJP9AKPbdnMw/1/mYS5fzd/f+B/+fmKa9BzuiG7XabPGsPnlXbz4\n3KtguPm3eyYzvHIrq//wKquBxPRRXJm+l4rofAfkzWNR7cu8uLWUJz8sBazkjHdRvr01smq2Mdz0\ntVJWftj5/sR8N+XFRzr2pZOX+fjDE5k44CClb7xF6RuAYxDTrkhhc4VOeCIiIiIiX2aW1tbWdhXD\nxctut3+5v0AwSBCw2U7RfywcpNmEJMMG0e5CQX8QjNN8JkYEAoHYW6lwgJbWUCRgMhwYcb1NFKLF\nHwCsJDrsp55Hwqk+f7rt7acFiMeBcdLmM/1+2qDnfKPLO+X6yBfwu/TTYkK8YcewWXtufxMSDXv0\nNxnC9JtgGD2nPXl+p9pngtHxz2z2U++33ZYJpj8QGZLNpn1CRERERORioADrIvelD7AuYjEZYImI\niIiIiIjEoDgVgYiIiIiIiIiIxDIFWCIiIiIiIiIiEtMUYImIiIiIiIiISExTgCUiIiIiIiIiIjFN\nAZaIiIiIiIiIiMQ0BVgiIiIiIiIiIhLTFGCJiIiIiIiIiEhMU4AlIiIiIiIiIiIxTQGWiIiIiIiI\niIjENAVYIiIiIiIiIiIS0xRgiYiIiIiIiIhITFOAJSIiIiIiIiIiMU0BloiIiIiIiIiIxDQFWCIi\nIiIiIiIiEtMMFYHIhWG321UIIiIiIiIi50ggEFAhXMTUAktERERERERERGKaAiwREREREREREYlp\nCrBERERERERERCSmKcASEREREREREZGYpgBLRERERERERERimgIsERERERERERGJaQqwRERERERE\nREQkpinAEhERERERERGRmKYAS0REREREREREYpoCLBERERERERERiWkKsEREREREREREJKYpwBIR\nERERERERkZimAEtERERERERERGKaAiwREREREREREYlpCrBERERERERERCSmKcASkf/L3v1GRXXl\nCb//jpz2wBRYYkVRiVYCSckUbdHBJ6R1Wka84iNpa2ye4MQ8g71MLvGhvaxpslx3+WZe3Le8cI0z\n401z00z0duyRjGZILo44khYD0zpWAg4YiKkWOqUhiqbEAqrl2Af6vqii+CPsKjHG0v591nItoTi7\ndu2zf3v/zq7zRwghhBBCCCGEiGuygCWEEEIIIYQQQggh4posYAkhhBBCCCGEEEKIuCYLWEIIIYQQ\nQgghhBAirskClhBCCCGEEEIIIYSIa7KAJYQQQgghhBBCCCHimixgCSGEEEIIIYQQQoi4JgtYQggh\nhBBCCCGEECKuyQKWEEIIIYQQQgghhIhrsoAlhBBCCCGEEEIIIeKaLGAJIYQQQgghhBBCiLgmC1hC\nCCGEEEIIIYQQIq7JApYQQgghhBBCCCGEiGuygCWEEEIIIYQQQggh4posYAkhhBBCCCGEEEKIuCYL\nWEIIIYQQQgghhBAirmnSBOJBqqqqkkYQQgghhBBCiD8Ce/bskUYQD4wsYIkHrrKy8pGu/759+x75\nzyCExJwQQuJOCIkRIR50nAjxIMklhEIIIYQQQgghhBAirskClhBCCCGEEEIIIYSIa7KAJYQQQggh\nhBBCCCHimixgCSGEEEIIIYQQQoi4JjdxF0LEP9NgIBDEBPTkeVh0GbqEeNCMoQGChgkJOvPmW+In\nYTANjJEEdBkHhMxh9x/nhkGCrssBgZA5RwjxSJCxQQgR966ceZf32m6GflhWSOVL2Q+9TsErrRxr\n9HB1wODpDa+x5bvzZEeJx+iA+wverXmfm+FUoaCsgpzkh12nq5z45/e4eNMM1WphNv/z5UIWSCYj\nZA679znsN00c+Ld2zPDPWeteZtP3lsjOEjLnTFO3X+x/n4GnCqn4UbbsKyEeMrmEUAgR95bl/5jK\nykoKl8XPkerI8O+wLFmGLrtHPI60p/hxZSWVOwri5puu4KfNXLyZwJofvcbrL60l4UYnje03ZV8J\nmcNm4ea1ARZmr+W1n7zO2qd0LjZ7CMquEjLn3KXzRAMy0wgRR8OFNIEQ4tsxQMt779J6JZQi68ka\nhrGEl/6Pl1gG3Pysifca2wmOhv56wYq1vFy0atICUUICMDLpkJYTNT/n4u8WsHnXj9Gbf8F7HTfR\nFuTw6v9cxgdvHuNmApi/B+boWHSD4G1YkL2JH68e4ec1jbBgCfrgVW7+HpiXxY9f28SCGD7NvGfX\nsvlZk2O/2Y8hO1fEa9R91sK7ja2huJqjo2Ow4IWXefmFJcBNWt57LxKTfGcRa//yJVYtmxB1SXen\nCcZvGvnZv3WyIPtH/LgQfvEP73NzVCP7h6/y7JUPeP/TmzBqhuPcgjEUBBZQuOPHBP/9Z5zp01iS\nlsDVqwMAZK37MZu+Fz3qLN/dzGvP6MxL1oBnWUQLV69eh5giVgiZwyZatnYLL4f//+xTi2j5wpxc\nNSH+yOccAPwtNF7SWbN6Ke1fmrKDhYgDcgaWEOJb4Xn3bVqvmGSv28zLPypgwYgJv7/K9SEwr7Qd\nqrHfAAAgAElEQVTwi39vJyFjDS+Xvc5LG3IY+LyFn7/fPqmMu5NrC2v+PAdGBwgOw7K8zRRkz8O8\nNQDaU+T+2QLM3+us2rCWRRgEk3IoyF3Ezc5OBpKfYa1rEcGbV7G4NvHyD1ehD1yk5dN7+Q7akIRf\nxC+/h7f/vRUzLYfNL71EwXcXYIzC1S+vAyYtv/gFrVcSWPPDl3l9x0vkzL9Jy3tv035LXaz+9Cpy\nFsDNgSDwFJv/soB5mAwYIzyZm8uCURP9qVUUuBZhDAXJXlfAIm7y6RcD5GwoYBFBrt6ysenl0IHL\nxeaW2M780CzhxSu4ea6BK0De6izZz0LmsNnOYcYl/vn/3sfbp6+gZ69CLoQXMudMzvEaj7ZiyS0i\ndwEYsn4lRFyQBSwhxINnXuLTq7Bk3V9T+L1nWPJUDi//9SaWLVnB0mS41N4OPM3Lm/NYkmxh2XcL\neCl3AeYXXzAQpeh5GYvGTyVNXkDWkzYYBdB4+kkrzFnG2u/mMA9Y9vxacpbPAzQS0Hl6iQWSstmy\nNoslz+axbA7Id9DicXHJ0wos469fLuCZZcvIWf8ym1zLyFqxDIxLfHoTlm14mbxnl2CZv4yCv97C\nAgwufREl6rQFLJk3/i35gqeyWBTOJrT5T7NgDizNXk1OxjzgaQq+l828OaBpoNuWMQ/I+u8/JGvJ\nMvJcy8Lxeg/DyZUWfnH2KvOyN5Nnk/0sZA6b9RymLyH3+6tYNg+MzjN8IQfoQuaciOCnJ+i8baHg\nhSUMDAyDOcCArGIJ8dDJJYRCiAdvJPTNc6KWMP675Cxeejl09sRNk7uW06d7wliCajD7zgyj2ujI\npITe/P2E/4+Y6E8sDW9ixvAuTFsn8x63EeJbOeYeGYE5+qTembX+JbIAjOvTbDHzU58i8TUe0uHr\noe6OBgDTnHggPTIptkYSdJYtCUedeW8Lxjc/PcEvPryIZUUhrxU+IztZyBx2X3OYhaxVa8nKWcj+\n/ScIDAPJsruFzDkAX1y6Apgc+9m+8G+u8vaxeVS+lCM7W4iHSM7AEkI8ePpTZM2D3576gM6rAwRv\nXaXl2Nvs2/c2l0x4JvsZGP0tJ1ouYZgmwSutvH/2OixcwjzAHBpg4NbN0Ddfwze5OTTAzVvGhBTG\n5NJ/fUFw6ArNZ38Lc0xumnB9IAgMc8MM/a3xu4HwKeDD3DTgZr+BEbwZvofVAAOjYARjvFWnEWTg\n1tXQNv1XGbg1gHwvJ+LJMznZMHqJD051MmAEufpZC2/v28fPGy+BvoxnkuDKr09wyW9gmgO0NrzP\ndWBZ2p8CJgP+AW5ev4mJyc2rNxnw34xcQpGgJUDv53xxK8iV/2ri0iiYwZtg3iQ4CsbAjUisDYQj\nzOgPvT48MsLA9dAFHAPhGL0Zw43kjN808osPL0JyFoV5S2hv/Gf++dQl2dFC5rB7ncPMqzS++x4t\nn13BMA0uNrdhot+1aCDEH/Ock735VV7b8RqvbX+ZguwFMC+bH2+WxSshHraEv/3bv/2/pBkeX5r2\ncE+y+/Wvf833v//9R7oN//M///OR/wwP3xzszsX0fdZK6/nztP1XJ1dvjvDM6hf5/nIrmu0ZnrjT\nyydtn/CJx0PbZ5cZWZBN6Sv5JM2BX9f+jONn27kyBPzuKu1t52nvvMXKPAdztQX8obeTC50XaGv7\njBsGMDrAb64NcKnzC0YY4oubSSyec4Wezy5hzXqGq7/5jM96r9Lp/QpuX+Wz3z2B7be/orXPIPjl\nZ9xe/BxPz1fHzqXG/5d3f9VJEAhe9XL+vy5g+W4ei+fK3paYi5Oosz5N+p/08UlrK+c/aaOz+yoj\nC55h8w+/j1WbS2bWE/Re+IRPWj/B4znPZf8I2RtKyc+0YF75iP+n9gTtn10F4OrFds53tOOft5Ks\nRXOZn/IH2jsu0PlfbXz2xdcADH3Zw8B1L7+9NULwyy9IXLaQK1/0cKl/Po75V/ms8zN6vZ303h7l\n6meXeCIrhV8dO4/BEJ95f8/3n7MrP88XbR/hvWHAna+52NHOFzeCMN/BqmflJu4SdzKH3dMcNucP\nXG77iPOffsYnnk+41Bdk2eof8Rd2q+xqiRGZcyIfaC56os5vTx3iw8+HwLjBpcH5rHr2CdnZUeLk\nBz/4wUOtw8iI3A7kcfYnw8PDf5BmeHzpuv5Q37+qqorKyspHug337dv3yH+GeGIMBTEJPSlmmmfN\nELxlQNKfYtHvbfHVNIKMJFjQ5cLoR57E3DfMNAgOm/AdCxZ9+pg0TPjT+ZZ7vK+ASXBoBEuyLm0s\ncSdz2CM4h5lDoXv66MkLph0bhMSIzDliNnGyZ8+ehztOG/J88MeZHOoJIb5VerKFmVMPHcv82SUm\nmm6RAU2I6YNDmfCrY1KdQliSJeqEzGGP6hymJc9jgdzzSsicI4R4hMg9sIQQQgghhBBCCCFEXJMF\nLCGEEEIIIYQQQggR12QBSwghhBBCCCGEEELENVnAEkIIIYQQQgghhBBxTZ5C+JiLh6cQCiGEEEII\nIYR4/MlTCMWDJI9yEA/co/7I4Xh4HKwQf0yqqqok5oSQuBNCYkSIRzBOhHiQ5BJCIYQQQgghhBBC\nCBHXZAFLCCGEEEIIIYQQQsQ1WcASQgghhBBCCCGEEHFNFrCEEEIIIYQQQgghRFyTBSzxSDMNA8P8\nI66naWDMVLBpKJ/CYRgG5mzKfWCf1VTWN173tWlM31ZG1Pqa4b8xJZBnSdmH47DcWcfyA4sNc/ZP\n6rmPMeJ+yjUMAwmZxzPu4q++9xl3pjlDfzUf7Nhl3nt9Z5rHHtV9LnPTN1xulL78zcdI9PrOdvqZ\nbYwIIeKHPIVQPLIuNv6CE503AXh67ctsWbUkLuvZdbyG+gt+ADLXlVLyQnpM2wUve6g7fobegEHm\npnJKcqwTX6XxQDVt18MzrdVJaZmb9HBE+87UUdviDf2Q4qB0VzFj7xq82Ej1B22RZMW5oRT3qvCr\nZi/1B2vp8ode1Ra52LG9CJsGGF4O/kMdfaMTqmF1UlHuxgJg+Kg7UIs3EHpJX57H668UhF7DpOPk\nUU61+zA0B+VvFDPx03SdPEj9+b7QD3NsFO7YQe5CLWobGj2N7D/SNinxsjrdlLudAHSfOsjRj/vG\nB7yl+fx0+2o0oPvkQY6e75vU5s7NFbizLVHLBTBvtHHoUCN9dwCsFO8ux6GF2+GfavEOhv7OsaGU\n4lWT97m/vYGDJzpC5c91UvFGuA1FjAI01FTT4QewkL+9nNVLY5nOgjTWVNPmH9+z6WtLKV0T2j+9\nrfXUftgV3u8auZvLKMwO91Szm0P/eJTeO+PTZ972n1KwVItSrkFjzf5JrzHHSlF5Oa6U8KfpbKD6\nWEcobjIKqNiaF5mclbGhijllfaOX2/AvjXR95Scho4jKra4JGb5ijJig+2Q1R88PU7SrMvI5jYsN\n7PugY/yP5topfWNbZGxStYNx2cOBd5sIhMcf+/PFbFvvkFD4FinjY9Zxp44P5VgcbU5SjRNR4oPB\nLmrerMcPkJRJ6a6SyPxqfNXG4XfHxn5IW1lE6YuuCQm1ScfxQzRcCMWX7nBTWRyaO3zn6qg9HZ6b\nsZC35VUKsizR4y5SdDc1e48SyChi94TXlfGhnJsNPEcO0NQTetHiKKS8ODfyWZT5gri7p99He/nO\nNdBwrovA7QQKd1WSm3KPsTdD31CVG72+M/dlVYyo+5yi3FjyzBnyq2h5mypG1DGtzl+FEN8+OQNL\nPJLMK02c6LxJ9n//MS+tXsJvW96jfSgO63m5kfoLflyby9i2Np3u07W0Dca47e+CWNLt6NO+eI0A\n6RRsLadiewF6oIuWzkAkiWlo8WJdWUTlrhLshpdDR9oim359LUDaygLKKysoyNDpOnWW4Fgy095E\nlz+B/K3lVLxSQML1Dhpa/eFXhzH1dAq3FFO8tZi8pcBoYqR+/tYmvAEb7l27qdxeAJc9NHSOlTzC\nsGnBvlgDc+rKuUGfH1zrSqjctQ2H7qfxw66Y2tC8PYy+KJfiLcUUby0iHTD18RYL9t3C4sjHvdlN\n0aZCiv5i/CDDMEzSVhaGtt2cF0oLk7SYymWwg/1vN9I3P5fSXZXs3l0WWrwCuj+qxztopei1CkrW\n2vF+OHmfB9vrqDnRge25IioqK9kti1f3zHfqMB1+K+6d5eQvDdL8y3oCsS59DYJjbRHuzUUUbShi\n7cq0yKJYy4ddkJEfig1HAm3Hwsk5wO0AX9+xkr/ZjXtTEYWb3OQu0mIo12TY1HFtcFO8pYSiF9Jh\nFCxJkU/DkWMdWFe6KX8lD6OniffbAzHFhjLmlPVVl8udIGZyGmlzYWTqAZpyjBiPj/rzgfCnnzBs\nGUFIcVC02U3RpiKKNq4mjVjaAc6cbCKQkkv5nj2UrsvE9/FxOgyJhW9z0VgZH7OOO3V8qMdi9Zyk\nHCeU8WHS9Mt6/FYXZbtKSDe6qa0bX3jt/FUjfWRSsrOSbesc9F1ooK1//LN21O2n4UIfuZtLqazc\nPX7ATy9Np73YnnOze08lBRkGnvqTkflXFXeRsuunb3NVfKjGCbPnFE09AZybyijfmofhbZwUd6p8\nQdztftrLuA1py2zAyJQcKbbYm6lvzFxu9PrO3JfVMaLOB1XlqmNalV9Fy9tUMaKOaVX+KoR4GCQO\nxSPpi08vQlI2+X+2AJ3NPH3251z6IkjOd+NrKaCnvROSXKzPtqFTTGbLfrw9QXJzotfTmlVAcZZJ\n3cW93HWcpmVS8mpm+IcVLKZp/JTo2wECaLg3utA1cD0Jvi96CJCLFbCvK8E+tmXGYpp6zMhBpiWn\nmHKHjjVFi5Tb+1UfYAPdRdnfuCLJS/cxSPtv49/U+v23YO4KHCkaWko2i2lieHisZJ28F92YF+vY\n+8HU1Fyn4JUdkZ/sC8E74fxuVRtast1UZI/9pZeTwKrnMieVnpy6iPRUjVvfycS+cDyZcbrLiKRi\nPd1AOnkZodejldt2ohEjyUn5q4VYTNAmjKRBfxAy3LgWWiDVCS0+vD0BcnOsQICGk150RxGlG10y\nCM9KkI5PA+jOYpypVvirQpr3NdE9yKRvlmdYFgYSmP9kOlZziMRn7NgiXSJ0oKunWtGA7OWLafJe\no89g/G/mJLNoaRpa/zCZGekTFpdV5Vpwl1dE/rK7pwEWrSJz7GyOix34sVC80YlVc1K03ENDlw9y\nXFFjQx1zqvqqyyXFibvYibfOS93w5BZUjhFhZ99tAGc+jiutUy5LMdGS0rEvtfL1YCKZy8e3UbdD\nEH8/WHIcWAGrMwNOdzN8B6Zf4RffvBjiY1Zxp44P5VisnJNiGCdmig/DS3sAnFvWY0vRKd5oZ/8J\nL0FcWADXj8pZkWTFogHOdDjtpferIKRaoL+NRq+BY9PYGTITRvhBP32AK8uBhka2I52mngmXbini\nDoAbTTR4E8lf+yStPnPSmKiKD9U4YQwGYI6DjTk2dNZgn+Oh2zsWd+p8QdztftrLsa4Ih9nF3r0N\nU7aJIfZm7BuqcqPUV9WXo8SIcm5SlRslz1TlV+q8TR0jyphW5q9CCFnAEiJGhjECaUsjCWfCd+D6\n9RsQZ+eyDA+PwJLxxDhhLlzruwZkxvpJUU2XvtOHqD3XC1jGLzGcm4iOyZlTXpwb0/AFAC1hcrAb\nXg6+WUffHdBXloyfDq1ZsIaTe/+ZenxA/g+c0yTSH9NxW6No5fgBqOMHa9C6mvj76j6so334sVHs\nmHyitTEy86eZePq3a2v2Pbeh/8wZgnMcuBZOHOFG6Dt3lOpz4dxoeT4/eWX1Xce8H3/UARlFEw7B\nVeUG8X1pwp0uqqtCZ63YXyhh27pQfRKtFrhwBq/hJO1S7+SBdtDHl6NgeBvYW9UAWMh75XUKlstR\n+L3FPyxenh6ZxjRM+m4YkBKtHTUwDTyHa/CEfzPxklRL6lh/9VN/yge2PBwTihwZ7eXoWzWRRaD8\n7T9h9VI9arkTehNnLwTJ3DR+eYdpGDBnceTSCy1Rg6t9GBPWZmaKjWgxN3N91eVGYm+6I68oY4TR\nU0+z30ppWS6evzs3JcnQMK83U/1W+MekTLbtKsGuRWsHC4Xr7VR/WEt1bxrm9T6w5pKdIrHwbYoW\nH7ONO1V8RB3jFXNStHFi5vgwGUHD/nT4w2ka8DW9Jjg00FKskX599v0mwEZudij3CH7lwwS8J2qo\nOgEk2Sl+dRuOFCDFReHyRhoP/z19S630feXH+tzdlyNNG3cYNBz2YHm+lOcXnOVM96Q9o4wP1Tih\n6RYY7aL5YpDCtG5ujU5zYDBTviBmmKDuo71GzFnEnqpvqMtV1VfZl6PEiKrPqctVx7Qyv1KOFeoY\nUcV0LPmrEOLbJZcQiseG+TDuvGj6qDtQw8EDB8f/1dRw9HS3op7f3CT4REYueSvtQJCm5vB76k6K\nX0jHf76Oqqqx+39MvpQHPZ28NXnYrWBcaKF7StOZl5uoaenFurKY1dMcLHg/PgcpLpwT76XQH8AE\ndEsyyXN1YJhbw7Hvk4SFDta+4MIKdJw6g6Hc1yN3JfeeT/qw5LgmLWHaXyii+LVK9uzZQ9kGB8bl\nM3ROvYTT9NJ6HVyrVkx70HB3uRqJOjDXTvHOCtzPpeE7Vx85Fd2xdiPpc/3U7auK3M8nYm64hKV5\nlFeWkWsL4nnvuFyS8U2E4p1Y+prO8y+6Kavcw549uyl06HSfbply2UWQxgM1+EZtFG8vGE+OkzIp\n2lRC5Z497NlThiPJoPmjznsoF4yeM/Ri5bnsKAvtU+4wO1NsKGNOWd97j7m7qjjtGBHk+Htd6CvX\nk84QBhC44Y+MPfry53FvKWPPnj3sfq0Q/XY3Z9sDMbVDnz90jXhycjKJScCdIYal2z8EM8THfcdd\ntPiYfoxXzUnKcSKG+JiyJeaUacd3+hDNX0Hu1u2Rs1jG555iKne6Sbvtoz5yeW4Qf9AEdJKTk9GB\n4UBs9z4IttfTcdvCxj9PJxAYBjNAwIgtPlTjhJ61nrxFGm0f7KfqrYbpLwmNki+Ib6u9po+9aH3j\nfus7fV9Wx0gs+WC0cqeLaWV+FWWsiGUOUcW0EEIWsIS4v/xA1+Hr6+OLMiOwaNlDuIn7SJDArQC3\nBm9N+Bdg6E5oFk9M1OFG33g9zYnfCId/1e+j7VwHvYPTJxwJ4UWT6ViWOyl4cRvuDA1/3/iBoH1d\nKbt3VVC5u5xcG5CUPCXpt+B8oYBtZW40+gjcHn/F317P3sMeLM4iyl+c7ibJfjwXDNK+55xUq+5z\nbWDLp2J7CdvKfoJjTpC2C72TtlQd7GgpdvLWFVG2ORP8fZHEIpY2pL+djtt3Xz5oXe7EEb5s0LYq\nGx2TnsuTl4sCrR6CpOPKmOZUgmnLHWY4CDzhwJFqwblxDRojmGM3A05xUPrGbsp3VlC+JTdUj5TE\n0Gt3Qvc2SXPmYdVtFKx3wJ0RuSTjHiVo8HXvtUk9Kz3dMimR9nW20Xaxd0rbatizneHLLjRcOZlA\nL77B8b5dX72ftutWinaVTT67RLPizMkMnxVlw/W0Dtd84cXHaOWGtP+6CxblRC6PCm2aAKNfc80c\n798sTJ90luBMsaGMOWV91eVGi9cZxwijG98oGBfqqKqqwXfHwHOkho5wO2ipdpxZoW/TtYUuVsyF\n3su+GNohQMd5P2nryindWkLZLjfabS9tlyVyvl2K+LivuFPER5QxXjUnKceJKPGRgElvrzkhDhZj\n18c/Z0d9NbXnenFuKqdw4twRPoJ3rHagpzpZ69Awh8ORNfg5bX7I31lBSfE2KjZnYvS03bVgMN3H\n7/b6gCB1+6qoOd2Led1D9b+OHcCr40M9N1soeHU3FTsrqNzpxgZYrFOXCGfOF8S0mZmivWaKkSnm\nxh576r4RrVxFfVV9OUqMKPtclHJVMa3Mr5RjRbQ5RBHTMeSvQghZwBIiqmXPLIOhds5eMRj4tIlL\no/DUkw/h8kHdyY43dlP5N5Xj/97YzY6NoYM6+7N2GGyj5bJBoP0k3lHIWD6xnkHqD9bSeLqBQ1O/\nTTKCBPp7CYzCcH8vgfA3WgD+1gZq65rwDRoYN7rw9JhoiYlTFoQ0Pj95hDY/5L4Y/rbO7KXhnVqa\nOn0YpkHXKQ8mOlo4qTEuNlBzogtSnBR9P5224wc5eNI7uVo9HnrRyF05eREp0WqBfh8+A+jvpm8U\nkq3zxz/pYJAvbwwBw1zrDxAIL9iZN9qofaeejq8CmIafprPdMFePJAvR2xC6z3pg6qUlph/P6bN0\n3whimgYdJ5sx0HE+M3FbA09rL2S4mO45QdOWi5XMpzT4ugefCb3nQk8TnHqpVKLZzZEP2sCaR8FY\nMpRiJ2Mu9Hk7MDBoa+2BOZIY3evBgWuFheCFFnymScfxU5ikY594NmBnPbXHGmn8oDayeBJaLPbS\ndKYD/6AR6munumBuBitSQrHYWF1DVwCcGwpJ72/j0JuH8IZPSwpc9HC2tZugaWLc6KCly0B7agWW\nqOWOvbkXz1eQmTv58ijLimwsBGj5Dx8MdnCyxyQ9Iz2m2FDFnLK+UcoFg+Cgn74hE0w//v4AQTOG\nMUJ38vrOcsp3llG6tZC0ORquTWWRew55z52lrcePYZr4O5vouAMZjsyo7QCJWJKgz9sVOqursxsT\nwvfhEt8OdXzMPu7U8aEei1VzknqcUMUH+gpWJEHHRy2YBDj5q25YujzyJZD3eA0NXQEszkLWLP2a\nhgPVNF4MLX1ZMhxogLfVB2Yv57+YcJPEuaGbUXd/Flq07eq5BiTzhBY97lzF5ZTvLKf8tVIKV9rA\n6qLsf+TGFB/R5mYAy5/e4tR79fixUbg+fOAfJV8QU9dvo7fXTDECYA4G8ff6MTEJ9PoJ9BsxxZ66\nbyjKjVJfZV+OEiOqPqcsN0qeqcyvlGOFOkZUMa3KX4UQD4dkf+KRpD+7gbVP/ZaW935GK7DAtZlV\n8+OwnllFFFzopunwPjyA7bli8lInh+D8+RpcN7Fakydt6z15gLqu8AR6ro7qcxqFu3aTmwKJieDz\nevB5w3cUSbKzLfyoYEwv1Xvrwk9b0sjdXE7h8rEbyySjGT48x3x4joUXiNZuwxWe/3094bMhBrs4\n+nbolG7LlFtgfd7aAUm5d12q4Vi7nrTP66ndVxVerHFQNHZfLqOLA2/WR77dPvpWNVr4Uc9aYiJD\n17poeKeLhlCrkffKi5FEKHobBjl/IYhl5dRLS4bwftxM77nmyG8y123DOTHXMT6nbRBcm1ZMe8A2\nfbngKi7B+2YttXtDn9XqLIy0h/d4NXUXwq2/KJfyVydeZmPF/XI++99pZl9VqF7ODQXyFMJ7lPli\nMZmXDlG7dy8AuVvck+5fpqfMjxzEJk482Lrdi6fFg6elIfJ6/vZwXzO6+Tx8EmPXh0fpCu+vsTT1\n1jUvzed6af6QSP+OxJyq3MiBSwdBLHdfHqU5KF6XyaHTtVSdA2y5FL8QPkspSmyoYk5V32jlGhdP\nsv+DsUs6PNS85SFzUwUlOZYoY4QWuleL0cWBtxoxgL4Th7FnVeDUoberGc/1ZhrHWimjgBfH2kPR\nDqCTvzGXrg/G48aSUUBOqsTCtyZKfMw67qLFR5SxWDUnqcYJZTyjU1hSwOfvNLG3ygOkUfy/8iJ1\n+fxSqCGCXY3UhMMkEgIpLrat7eJQSy1VLQA2Ctc5Iwu87ufbOBp5DTLXuSP3HFLFHZoFayp01R2g\n0WsAfg6ftFPhdkaND9U4YVxsYN8H4S/P5qbj3lk6fgZclHxBTD2iit5eM8YIQRoP7KcjfPaT50gN\nnrkOKt4oxhIt9pR9Q1FutPqq+rIyRqLkg8py1TGtzq9UY4UqRqLEtCJ/FUI8HH8yPDz8B2mGx3ih\nR3+4mUZVVRWVlZUPrPzgrZuMYGHe/Af3Offt28eePXvur579fkySsaZ+k/U0CdwIYGqJ2FInXz4V\n7A8wbGokL7RO+5AuczBAYNgkcZ4Ny71WyTQw0NFnWP4O3PBPU6fY2khVZ1UbmoYBuj7tirzRH2DI\nNElMtYWeMDOlDQ1jZMY4UZUbaf/EZGwTbh5uGkECA8NoiclYZ7qpuGng7x+aXfv/Eaiqqooh5kLt\nzzwbVv0e46Y/gGlqWBda7+1bHNMg0D80Q/+OVq5JqDvN0JsGAwSGwbbQes+xMWPMKesbvdwHwTQC\nBAZMtETrtGdQqdoBDPw3hmbcVnwbcXcf89X9xIdqLFbOSYpxIkp8YAbx95uzio+xfp680Hb3tkYA\n/8BMc9J9rTIq42PacSJaG9xvvvBHGCOPWntFq6+yL0eJEVU+qC53+piOJb9S520yhzz6c0mMo6Fh\nyI54jEn0ikeaZf6CR6OeqbYHEr7WhbZpf29JtSnP6tFSrNhm+wQvTVcm89PXKbY2ssyyDTXFQq2e\nqjr40GY8YIpW7kztr+kWbAstUdvQtlBWrh5M/49hu9nGo6ZjnXG/RStXQ9WdVDEZLTZmbAdlfaOX\n+0D2mm7FtnC2Y5PEzSMdr/cTH+oXlWP8bOMDzaLsq7Pu51FiYPbU8TFtO0Rrg/vNF/4Ye/oj1l7R\n6qvsy1FiRDVHq8udPqZjya/UeZvMIUI8DuQeWEIIIYQQQgghhBAirskClhBCCCGEEEIIIYSIa7KA\nJYQQQgghhBBCCCHimixgCSGEEEIIIYQQQoi4Jk8hfMzFw1MIhRBCCCGEEEI8/uQphOJBkqcQigeu\nsrLyka7/vn37HvpALMQfk3h4BLMQEndCCIkRIe49ToR4kOQSQiGEEEIIIYQQQggR12QBSwghhBBC\nCCGEEELENVnAEkIIIYQQQgghhBBxTRawhBBCCCGEEEIIIURckwUsIb4hhmFgfsvlmoaBYaje1cQw\nDAzTvPv3g4r6mtHKjVrp6ev9oMp9UPvmfusr4jjmZoqNWDYNbXuvmyrr+6D6mrJcU/mkHtMwmG2V\nVO1jqMqVmHuMqfvbg4yP6HPlg/i4sxsnHtRcZzygeBbfYvwMPpg8c/Z9efZzyIOKyWjlRhvoywwA\nACAASURBVI2rWcaeEOLbI08hFI/okesVGt9v4vOrN0l4qpCf/Cj7IVYmQENNNR1+AAv528tZvTSW\n0ArSWFNNm398mkxfW0rpmvTQqxcbqf6gLTKJOjeU4l6VPtYAeI4coKknAIDFUUh5ce6kgPa3N3Dw\nREdo+7lOKt5wYwGMy2c5cLiZ0JZWCl4rI2+hNl5u3QGavKFXSbJT/Oo2HCnR6xvKHHppeOcIHddD\nCY1jcwXF2ZbQtgeqabse3tbqpLTMTfqkZjJorN5H220HFW8UY5mUkcxQrtnNoX88Su+d8SEtb/tP\nKYi0v2LfGD4a/qWRrq/8JGQUUbnVNakuM7cDdJ86yNGP+8YH0qX5/HT7ahlQ4z7m1LERvOyh7vgZ\negMGmZvKKcmx3pWsdxw/RMOF0L7XHW4qi50x9GF1fQOdDVQf6wiVmVFAxda8SF/ynWug4VwXgdsJ\nFO6qJDdl4tup+nCUmBvsoubNevwASZmU7iqZ9NrBmnr6wnFlcxaywz15fMHspmbvUQIZReye8L7G\nZQ8H3m0iMBr62f58MdvWOyL1rfunWryDoR8dG0opHhvTzF7qD9bSFR5ftEUudmwvwiZBFTeix4eC\nor/1ttZT+2FXeK7TyN1cRmG29R76xcxzh3mjjUOHGsN92Urx7nIcWvR+rIo742ID+z7oGP/FXDul\nb2wjPYZxQhnPyjlUXd9oc92McXc/8Sxm1H2ymqPnhynaVYkrJZac1svBf6ijb3TC76xOKspjydtM\nOk4e5VS7D0NzUP5GMdYYy41eX8Wcp5pDgK7jNdRf8AOQua6Ukhdiz19niunukwc5er5v0l86N1fg\nzrZELVedU88ce0ZPI/uPtE1a0LI63ZS7ndLRhXhI5Aws8Wj6fZARyyIWfgdGHnJVfKcO0+G34t5Z\nTv7SIM2/rA8nGTEchg+CY20R7s1FFG0oYu3KtMhrX18LkLaygPLKCgoydLpOnSU4Ns/2nKKpJ4Bz\nUxnlW/MwvI283z7+rsH2OmpOdGB7roiKykp2vzGWrBg0H2smYHVRVllO/vIgTQffH6/vV2do8gbI\n3VLOnsptZI74qDvREVN9IUDdPx6i4+v5FG2voHL37vHE27xGgHQKtpZTsb0APdBFS+fkVgq2H6ct\nMP1ixYzl3g7w9R0r+ZvduDcVUbjJTe4iLbZ9cyeImZxG2txp+lCUdgj23cLiyMe92U3RpkKK/sIl\ni1ePSMzNHBtg/i6IJd2OPsO2HXX7abjQR+7mUiord09ZvJq5D6vr6+PIsQ6sK92Uv5KH0dM0KZaN\n25C2zAaM3N3HVH1YGXMmTb+sx291UbarhHSjm9q68f5t3OiDJ1yU7Kxk27pM/F1NdAxOaYv68IHL\nFGdONhFIyaV8zx5K12Xi+/g4HeEv6Ls/qsc7aKXotQpK1trxflhL2+BY2zXR5U8gf2s5Fa8UkHC9\ng4ZWv3T2OBItPhRbKvpbgJYPuyAjPzTXORJoOzbet2LpFzPOHYMd7H+7kb75uZTuqmT37rLJi1eK\nfqyKO9MIQoqDos1uijYVUbRxNWkxjhPKeFbNdVHqqxpjVHF3P/EsZlqs7aD+fCDc82M1jKmnU7il\nmOKtxeQtBUYTw7EWJW9jhGHTgn2xBubUMxNU5Uav78x9WT2HmJcbqb/gx7W5jG1r0+k+Pd7nouWv\nqpg2DJO0lYUUbymmeHNeaFE7SYupXFVOrYo98/Yw+qLc0HtuLSIdMHVd+rkQsoAlxD1KzmLT5k2s\nsmuYD3UFK0jHpwF053qcqVZW/1UhjPbQPRhbUg8JzH8yHWuSlfTvurCnjKce9nUllL6Yh1W3sCJj\nMYyakeTCGAzAHAcbc2xYM9ZgnwPdXl9kIm446UV3FFG60YWu6xMSGpPAIGSuXY9Nt5LrssOoL1Lf\n4A0/YCUjywq6HcdiYNiMqb6B1ka8dywUlZXiWmRB1yakUVomJa9uIy/DimXpChbDlFPRezlywotj\nXR7WhJFJSZSyXIA5ySxamoYlxUZ2jgOrFuO+SXHiLnaT95R212nx6nYId8HURaSnWrAuzca53CIx\n+UjEnCo2wJpVQLHbjX3ONAce/W00eg0cm8oozE5D16cefs7Uh9X1NS524MfC+o1OrMsLKFoO3V2+\nyNaOdUUUu0NnZN1VJ0UfVsac4aU9AM5167GlZFK80Y7Z440k83pGATu2F5GZqmN3LAfMye99o4kG\nbyL5azPRJ71xEH8/WDIcWIF0ZwZgMBw+kyvoD0JGPq6FFjLznICJd+zb8pxiyndVsDrDimV5qL59\nX/VJd48jyvhQUfa30KLLT7euxqpbyF6+GPiavvAiSfR+MfPc0XaiESPJSfmrhaQl6WhT544Z+3GU\nuMNES1qMfakVS2o6rmz7+DgSZZxQlRt1rlPEnWqMUcXd/cSzmN7ZdxvAmY8jRYs9TnQXZX9TSm6W\nA0dGBsP9kPa9sbOH1Hkb6OS96Mb9fAaMjtxDuVHqq+rLUeaQnvZOSHKxPtuGfU0xmZh4e4Ix5K/q\nmHa6y9jxYi6OLAcZScNAOnkZekzlqnJqVexZst1UvFqII8uBIyORW8Cq5zKlowvxEMlJA+KRFg+3\nSjEMWLw8PRJSGiZ9NwxI0aOHn2ngOVyDJ/ybyadZh5KEg2/W0XcH9JUlkdPCNd0Co100XwxSmNbN\nrdEJwTzo48tRMLwN7K1qACzkvfI6Bct1QMOSBB1nmwlmF+Dz3QISIttacgrIPFnD0b+rJj1lmF4/\n5G5ZEVN9ey9/CRg0vLWXBkBfnsfrrxRMOk3dd/oQted6Acuky0+8x+voS8ljx6o09jX7Jw1M0cod\nGe3l6Fs1kUQuf/tPWL1Uj3nfDE/Th9TtAGgj9J07SvW58Lsuz+cnr6xGvpOL85hTxkak9GnP6gx+\n5cMEvCdqqDrBXZeVqvqwqr6mYcCcxZFLL7REDa72YcB4fxpRD3TDipenjzmTETTsT4ffQdOAr+k1\nmXCGikHTgf14rpuQlDvhUieDhsMeLM+X8vyCs5zpnhQ5FK63U/1hLdW9aZjX+8CaS3Z420SrBS6c\nwWs4SbvUOzkJ0SxYw3/nP1OPD8j/gVyiEYfRN4uzntX9zZI61i/91J/ygS0Phx5bv5g57oL4vjTh\nThfVVV2hA9gXSti2LjOGfhwt7jTM681UvxX+MSmTbbtKsGvRxwlVueq5Tl1f1RijjLv7iGcxTXT0\n1NPst1Jalovn787N7iDrxsd03NYoWmmL7E9V3hZ575GReyxXXV91X1bH9PDwCCxJj8xhCXPhWt81\nIFOdv0aZSyf6+KMOyCjCFkteHCWnjiV/DY1BZwjOceBaKH1diIdJzsAS4gEw78Sysqbz/Ituyir3\nsGfPbgodOt2nWyafxq+nk7cmD7sVjAstdIeL1bPWk7dIo+2D/VS91TB5m7nhyXxpHuWVZeTagnje\nOx7+Zkwnf2Memr+N/VV7w/cnmJD0GH5ujQJ6MhZLMgBDweHY64tO3pZyyrfkYlz2cLIzOOnVJzJy\nyVtpB4I0NYcz5cE26i8Eca1fA4MBYJjefuOutpq23KRMijaVULlnD3v2lOFIMmj+qPP+942yHcD+\nQhHFr1WyZ88eyjY4MC6foXNQ+n3cx5wyNmJjf6GYyp1u0m77qP+w6x768D3U9xu8W/K0MTfDIsPk\ns1kTyMgrwLXcCrfbaOkJfZ5gez0dty1s/PN0AoFhMAMEJnyT0OcfAiA5OZnEJODOEGOR41i7kfS5\nfur2VUXu+XVXLS43UdPSi3VlMavlIOFxjtgp/S1I44EafKM2ircX3H3Z3nT9Qhl3Gok6MNdO8c4K\n3M+l4TtXH7n8LVo/Vs7cy5/HvaWMPXv2sPu1QvTb3ZydcgnUtONEbKVPO9fNpr5jY4wq7u4nnsVU\nQY6/14W+cj3pDGEAgRv+e74ZuPfjc5Diwpky3ieUedusy42tvrH3ZVN5RYRpjETPX2OdS00vrdfB\ntWr8i0VluVFy6ljyVzDwfNKHJceFnHMvhCxgCTFrCfFQBw2+7r024Tca6emTbiOLr7ONtou9UxID\nDXu2E5se+r8rJxPoxTdpIcSC84UCtpW50egjcHv89wWv7qZiZwWVO93YAIs1/J53QqlNmjMPq26j\nYL0D7oyfhm3JKmD37grKd1VS/JwNsGJJCqczF9vwk0bZrlKKXynDnaHh/bgjpvqa5ghgZ02WFWtW\nAc453PWEN8tyJwUvbsOdoeHvCyX8wZ4eTKDjg31UvdWMMdpL3Vt1kfs7KMvVrDhzMsPf8tlwPa3D\nNV9kQSL6vpn+NFR1O4B1uRPHwvC7rspGx6TnclACMt5jLkpsTB5XpvSMcGbuWO1AT3Wy1qFhDg/H\n1IeV9dUSYPRrrk28Undh+vRn882dvj1U3/JPF3Ohz2jS22tO2H4xdn3q+JRL0StlOOZAb3/os4Yu\nyQhSt6+KmtO9mNc9VP/r+P2MOs77SVtXTunWEsp2udFue2m7HP5wKQ5K39hN+c4KyrfkhmIpJTHy\njv72evYe9mBxFlH+otwoOr7nXW3aA9jp57po/c1PffV+2q5bKdpVNn72VZR+oY67YYaDwBMOHKkW\nnBvXoDGCGb78Td2P1XGnpdpxZoXO+9AWulgxF3ov+6KOE9HKVc110eqrHGMUcXdf8SymrG904xsF\n40IdVVU1+O4YeI7UTLl/4MwxMhYLngsGad9zToowVd4WyzwwbbnR6hulL6tiOjFRhxt945/RnHiG\n4Mz5a7S5dEyg1UOQdFwZ+qR8eca8OEpOHUv+Sn87Hbfl8kEh4oFcQige1UyB4FCQG0ETtJvcvDWA\nnjwPy7feoy24VljwXmjBt9FO4PgpTNKxTzjFPthZT+0xbyjc0ndHLsUx+720fDaMa+UKrHOHaDrV\nBXMdrEgh9DSUwy0k5q5mzYrFdJ/yYKKjTUl4LX96i4Z36vFjo2R9eFJNsZMxF3q8HRircmlv7YE5\n9snBrlkwexqoO+/H9vw2MscuX0qxAL10XA5SsNzE5zfBYo1eXyDTYYeeHtq+MniedrpH4cnwu/pb\nG2i8nMjqDWtYPNyNp8dEc4QSaEuOm4rlw5imyddfeXj/ZC+FO8afoqMqN3DRQ1fQhivHjtbfRUuX\ngeZYEf52LNq+MQgODtE3ZILmx98fIDHFikVTtwOmH89/eLFlu7CnanSdasZAx/mMfCcX7zEXNTaM\nIIHf9YaeuNXfS6A/DUuqFY3QfWA0uvG2+sjN0zj/hQlPajH0YXV9LSuysRzz0vIfPjJXBTjZY5K+\nbsLzzAaD4W/FTQK9fgKpyVhT9ah9WBVz6CtYkdRAx0ctFGbkcvJX3bB0/HKJtvpafCku1q92YF5q\nwjsKjsTQZ3UVl2MfNMEcovvjBhovp1P2P3LDWyZiSYJubxfGC6sZ7uzGBKwp2qS0I9Hs4p0P2sCa\nR8HY/UsuNlBzogtSnBR9P5224wfp0NawY6MsZMXPtDtzfCjjTtnfgjRW19AVAOeGQtL72zj0Thd5\n/3spDl3dL9RxZyXzKQ3vlz34zFy01tBTR8fqqu7H6rjznjvL0EIH2cutDH3eRMcdcDhC869qnIhW\nrmquU9c3+pg4U9zdfzyLCN3J6zvtmJgM9ftofK+JtI07Jj1pcsYYGQuxHg+9aBStTJ/miG36vA0g\nOBjk2o0hQONaf4AnNMuk/TRtuVHqq+zLUeYQ+7N26Gqj5XI+uf0n8Y5CwZR7hU6Xv0bLB8fmPU9r\nL2QUkT5dhjBdXhwlp1bF3pjusx6QyweFkAUsIWadR/+miZ//28XwT6384mArT294nS3f/fYXETJf\nLCbz0iFq9+4FIHeLG9vEnCZlfiTJTJy4AHW7F0+LB09LQ+T1/O0vhhIALRnN8OE55sNzLJwQrN2G\nK3zcOukx3nPTce8snZDMWHG/nM/+d5rZV9UMgHPDhPtovLkv8g1b2nNudqy3j9c1I5/cRV48h/eH\n73NlIf8vs6PXN5x45Hf9jOZ39tEMYHVSkBN6NTERfF4PPm/47llJdrZFHkGsY0nVMTrrOHrCC0DD\n4ZNk/k3o6XCqcm9d89J8rpfmD8cWKBwTylXvG+PiSfZ/MHY6vIeatzxkbqqgJMeibgeG8H7cTO+5\n5vH3WbcNp9wAK/5jThkb4D15gLqu8Jl05+qoPqdRuCt8kJHiYtvaLg611FLVAmCjcF1sfVhZX81B\n8bpMDp2upeocYMul+IWxV4M0HthPR/hbYs+RGjxzxx8rrurD0WKusKSAz99pYm+VB0ij+H/lRVop\nMWEI77l6vBPu8fbi2NPQNAvWVOiqO0Cj1wD8HD5pp8LtJHSpSy5dH4y3ryWjgJzUcPser6buQui7\ndG1RLuWvjl8q5usJn8Ey2MXRt0OfySK3wIoryvhQxp2ivxndfB4+vaLrw6N0hePUjKlfqOPOVVyC\n981aavdWhUp1Fo5fPqXsx+q46+1qxnO9mcaxT5tRMB4fynFCXa5qrlPXVz3GqOLufuJZ3H1IZUm1\ngtHFgbcaMYC+E4exZ1VE8oOZYyTk89YOSMqdcJlf9LwNo4sDb9ZHzjw/+lY1WkYRu7e6opQbpb5R\n5jzVHKJnFVFwoZumw/vwALbnislLjSV/Vcd0qIDPaRsE16YVk48LVOVGyamVsReO3fMXglhWyuWD\nQsSDPxkeHv6DNMPjS3/Ij3qtqqqisrLykW7Dffv2sWfPnih/ZRK4EYB5Nqz31OQmgf4ApqlhXWi9\n+74fgwECwyaJ82xYJpZrGgT6hzC1RGypM0ynpoG/f+iubY3BAEPTlTkxEej3MzRtndT1Hd82EdtC\ny7RtpKyzatFypnKjtsVs942qHcDoDzBkmiSm2h7CmX+Pt6qqqgcYczPHRmybBggMmCQvtN3jTfvV\n9Q3FOtgWWr/BlowSc2YQf79J8kLr3Z/FDOLvH0ZLTMaacq8NbOC/MYSWaJ10FoBpBAkMzLZMER9x\ndz/dUdHfHtybhmIgMRnbN9jnxsaBqX38/scJ1Rw6uzHm/uNu+niWGHkQ3dXAQGfqQ25jydtmU+59\nz3lRYjrY78dk4lnDMeavUfq5YYzcfXwTQ7kz5tQxxJ5pGDDlycXiIcVJLKOWYciOeIxJHArxDYWS\ndaFtdtulzrydlmLFNt0TfzQd68IoWYymY5vmb/QUK3qUpwjpqTMl3er6Rt12Vm0UpdyobTH79535\ns4CeapWnDj6SMTdzbMS2qRXbwm++vjPG+oNsI80y82fRLLM4gI5Ex7Ttq+n3U6Z49EPWMsvYeUjj\nxH2MA7MfJ9Tzzmw+6/3H3ezHS3Hvc9N0LR1L3jabcu+7r0eJact0+WIs+WuUfq5PtxIXQ7nR5llV\n7Gm6xIAQ8UJu4i6EEEIIIYQQQggh4posYAkhhBBCCCGEEEKIuCYLWEIIIYQQQgghhBAirskClhBC\nCCGEEEIIIYSIa/IUwsdcPDyFUAghhBBCCCHE40+eQigeJHkKoXjgKisrH+n679u376EPxEL8MYmH\nRzALIXEnhJAYEeLe40SIB0kuIRRCCCGEEEIIIYQQcU0WsIQQQgghhBBCCCFEXJMFLCGEEEIIIYQQ\nQggR12QBSwghhBBCCCGEEELENVnAEo800zAwTGmHGVoHwzAwZ9uus2zYqPvEDNfL/EY7wqzra6jq\nG6Xc2bav+GY8qPa/v/5phvuUeW/lmg8o5u6j3G9kfJ7mvVX1vZ+xR4hvc+6I2znJfLTGCZmbvsFy\nZ5lfPahyw4VPX/799rkHUO79HlPI/CXEt0OeQigezeTgajvv/WsT138f+nlRdiF/VZgdfx3a8NHw\nL410feUnIaOIyq2uey6i+2Q1R88PU7SrEldKuNieRvYfaZs0cVudbsrdTgB85+qoPe0Nv2Ihb8ur\nFGRZAAhe9lB3/Ay9AYPMTeWU5FgnVhjPkQM09QRCWzoKKS/ODbWr4eXgP9TRNzrpTakod2MJf9a6\nA7V4Q5uiL8/j9VcKQq+FD+w7jh+i4UJf6HWHm8piZ/Ryx7buaWTvkTYyN1VQkjP2SpDGA9W0XTcj\n25WWuUkPVZjGmv20+Se00hwrReXloXY0fNT9Uy3ewdBLjg2lFK9KH2+HugM0jX2YJDvFr27DEW7/\n3tZ6aj/sCre/Ru7mMgqzrRKY35oADTXVdPhD/Tt/ezmrl8YQ/VH6mnHZw4F3mwiEX7c/X8y29Y7x\n/nvyKKfafRiag/I3ipm6x/3tDRw80RHqF3OdVLwRQ7lmL/UHa+kK91NtkYsd24uwaeH+XVM9qQ+n\nry2ldE2onxpftXH43Ub67oReS1tZROmLrsg4GOhsoPpYRyjeMgqo2JoXUyx3nzzI0fN9kz6bc3MF\n7uwJEWl2U7P3KIGMInZPGdfMG20cOjRWLyvFu8txaNHqqxh7RFxQzx2zj7uYyp2uv0Xrx6cOcvTj\n8X6sLc3np9tXh/uUau5Qx516XleUG8scOuOcpIjnKGOMOu5U7aDOQ8Q0MXKxkeoPxnMz54ZS3BP2\n4WxjJPqcN0N+BfjONdBwrovA7QQKd1WSm3Iv9Z253LFcqbF6H223HVS8UTwpZ8PspeGdI3RcN0L9\neXMFxeE5RNWXZ12uci6N0pcV+Wu0fFs15wkhZAFLiIiLzU1c52l+tGMTCd2NvNfSSPvz2ayaH2cV\nvRPETE4jba6fvtlsP9hB/fkAoE+aPM3bw+iLcnGvtsPcYTxHGril6+FXe2k67cX2nJsdGzNpO7Kf\npvqT5GWFkgDzd0Es6Xb0gPfuY4SeUzT1BHBuKiM/pYOaI428354ZPqAYxtTTKdyYR/Jc6P11HZ7B\nRMbe1d/ahDdgw71rB5mDbfzsnSYaOvMoCScsHXX7afAa5G4uJf+ZNHR9bPhRlzu2YFF/rC2SUI1X\n+BoB0inYWkR24uf8/J0mWjrz2ZZjBUyGTR3XhiIyLTrD187ScG4IS1I4ifmoHu+glaLXtmP5TT1H\nP6ylzbE7lNx9dYYmb4DcLeUUPn2Lo2/WUneigz1bXUCAlg+7ICOf8r908fnxn9N0rJ7c7FJsEprf\nCt+pw3T4rbh3vkLgWDXNv6zH+X/evaB0N3VfO3OyiUBKLuXlhQydO8qh08fp+HMHLh1ghGHTgn2x\nhvfa3ZNnsL2OmhNe0p4rYutfrEDX9cjfqMoNtjfR5U8gf2sZLu1zfn64iYbWPEpfCPWmwCA41hax\nwgrmMFgdaZH37PxVI31kUrLTjeY9Tu3pBtpWu8hLBfBx5FgH1pVuXvluH9WHm3i/fUVMsWwYJmkr\nC1mTkQwjvdQd86AlTf7EHfX1+KdLIgY72P92I8aiXEpL8klLSkDTotdXPfaIeKCaO+4n7mIpd/r+\npi432HcLiyOf9Q4rpjmMlrpifHvl3KGOO+W8rixXXV/lnKSMZ/UYoxwnorSDKg8Rd/v6WoC0lQW4\n/7dsPv//fk7TqbOsX1UyeQFmFjESbc6bOb8C4zakLbMR8PrvGq+j1VdVbmjeO05bAJg79fMEqPvH\nQ3jNNIq2b2XFIh19bCKI0pdnW260uVTVl1X5qzrfVs95QghZwBIiIvuHr/FM4jwsGrBiCbRc4urV\nIMy3xFdFU5y4i51467zUDd/75mffbQBnPo4rrZMmW0u2m4rssZ+8nARWPZcZnkxDSbUry4GGRrYj\nnaae8dOsrVkFFGeZ1F3cizHl/YzBAMxxsDHHhs4a7HM8dHt9kOMC3UXZ37gii0jdxyDtv42fIeH3\n34K5K3CkaGgp2SymieHh8Lv2t9HoNXBsGjtTacLQE6VcgN7TR/DiJC+jl76JDaFlUvJq+HOzgsU0\nTTjF3YK7vCLyp909DbBoFZnhgoP+IGS4cS20QKoTWnx4ewLk5lgJ3vADVjKyrIAVx2LoHo60IO6d\n5eipVjQge/limrzX6DPApktsPnhBOj4NoDuLcaZa4a8Kad7XRPcgk75ZnpayrwXx94Mlx4EVsDoz\n4HQ3w3cgdBShk/eiG/NiHXs/GLkrqW446UV3FFG60TVlclWXa8kpptyhY03RIn2496s+wBZerE1g\n/pPpWM0hEp+xT+pjrh+VsyLJGhoHnelw2kvvV0FItWBc7MCPheKNTqyak6LlHhq6Yotlp7sMZ2RR\nuxtIJy9jwhvfaKLBm0j+2idp9U0+pG070YiR5KT81UIsJpMSeWV9VWOPiAuquWP2cRdDuTP1txjm\njuTURaSnatz6Tib2hXqMc4c67pTzuqrcKPVVzUnKeI4yxqjiTt0O6jxE3M2+rgT7WGtmLKapx4yt\nzaLMTco5T5VfAY51RTjMLvbubbirLsr6RikXejlywotjXR595/yTyg60NuK9Y6FoZymuFG3Spuq+\nPPty1XOpui+r8ldlvh1lzhNCyAKWEOMdN3lepPN6/q0FWEDOn1nitr7Ds8j6jJ56mv1WSsty8fzd\nuRmD1X/mDME5DlwLx5JrF4XLG2k8/Pf0LbXS95Uf63NTz04xGJmuXXULjHbRfDFIYVo3t0ZnGCRu\nfEzHbY2ileOJgeMHa9C6mv5/9t73OYosvff8GNKkcEqTrakG9aAZqkeaW+DiUrirbwuDjYzYFot6\nKTNlCw/tFTfoXg23hlV41EHc4G/QC8KyTbQVPdqBvc0sGsNYzYpFLGojRvJAqNpUL4UpQ92Wdgp3\nMQioEdmiBiWb4H1RpdLvzJKEGtF+PhFEIJXyqZPnnO/zPOfkOSf5q5ZB9KeDpHAR9GS+NX07gQXE\nz7XSdI4pW/Ls7GLFae9L4d+7j9JfHCE5TXESF4/T1pcEtBlWbKS4fC1N+Y6xwXCBrsG1S8RNLyWf\nJSc4RG1DFeXnWzn1ly2UFo2QTIF/15qxRKlYz9ntuJAAVwUembz60jBNeGV1aS6MKVgM3jOhaBaN\nMKWvaVRvc9PycRstyRKsu4Og+1k3qY+aT6ZRznCCz5+CGe/kcFMnoFHx9vepWq0621U09KJRLXeQ\nACr/0DsWoi2T8IlWwtnflG+to3Zj5t6VIj3XZy9/1A248GdXPFqmCUteyW0FUgoU1dR++AAAIABJ\nREFU+NUg5uh8nJ3mxvHJz6NQVjNuCGDSeSKM9kYdb3z9Mpf6J04uJj634HGMlqZYZoC0sZY9W8sd\ny5u37xGet/qmjR1z152TXbv+5mBXecJg3yla+rJzBKsr+cHbmyb0/+ljh73u8onrjjFpmvLaxSR7\nPdv7GDvdOZU33zxEGN9l4xx7v53Bx6Cur0V/Bhqxi3l55VdPrFmX18lu/Gw7g0UV7Hu9hOaeiau7\nkrc+z2j3g8N0MnFLnlNsmqtd+1hq35ft8lfbfNsh5gmCsDDIIe7CC82/9v6US7+CDd/9Ht96HgWw\nErQfbeXY0WNj/1pbOXWxf56G05z9WQx1/TZKeYgJGPdS0zzJMwn/0yDaBt+4JeppUmkLUCksLEQF\nRoyHeX2runYbFSsVIqeP0PRBJ6kZ/i7+SR8U+fCOP0thyMACVK2QwmUqMMKDSRm+e2OQxv0BSh4l\n6Pg4lpfdaHsH6eU+KlcpPBgByxiccsjmy2V+Kta7gTTdPf3TTAZeIonOa+OSds+W7ZQuS9He3JQ7\ni2HsghQPngJqIZpWCMDD9MiUNuo62kriqYvg3ipJ7J8z1uPZzRJP19cGUxmdFBYWUrAcePyQvBZO\nZrc5KKsqCDXW43elCf/sLOlZ2LVuddPam0RfH2RTLjlWeeOtAPWNhzh06CDVHpX+i71TdJm4eJye\n2+DfvTf3NH36SrLyqoexv49z5S74Xh+bvE1f7SD6SGP7H5RiGCNgGRg5QSoUqMAyN8H9DQReKyHR\n10HUdC5vvr5HeLGx7W/TRULb/mZv172xhuC7jRw6dIj6Nz2Yty5xfTif2JGf7uxwiknTldc2Jjno\nOR8fY+cnpi9vvnmIMDGRKqVicwVuHcxrvfRbC6ORyTHPKb+aa3mntTscoeNaGt+2zTBsACMkhyav\nn1Sp2BUitMuPeSvM+etp5778DOxOH0vt+3I++ev0+XZ+MU8QBJnAEgTA4nrnj/nZlV+x9s13qXr1\nOS1/eZLGeGDwYPjBuH8GDx9PfJZsN7lhDSWI9EVJDo8LlmY/iadgXmunqamVxGOT8MlWopOSb4au\nEn00cTkzwzeJpKByfwO1wT007CzHHIhMSUqWTlsyjap3DtKwv4HG/QFcgKZPXtmWInzNpOT3vBOu\n7u+LgKuShr217Kn/AZ4laSLXsuulrEx9eDZ5UIu9bPEoWCMjedg1iP/SgkdRmpua6L5tMvhJO+1X\njYmlXu2l6q09BMoUUoPGlDq++osYrNyQ2z4IQJGHuvcOEtrfQGiXHwC9qCCTzNyIkKKE+gN1BN+u\nJ1CmEP8kOqGsHS1HiNzVqTlQL6uvvmSWKnA/eWeCwkpLJxz5T+J6hMiN5AyDren7WvTTFCVbQ9Tt\nrqX+QADlUZzILctZy4/hCVDirUBXXVRt88DjJ9nvdrabutrB4RNhNG8Nobc8E77Nvc6b3b6k4NtQ\nDiRJDI/dZ7Sjhba+JN4dIarHb/NTlsLT+9yxcn8KK0onnS03vZZzNXIlTJpSfOPs9scTQJr25iZa\nLyax7oZp+ftRbYwwkgZe9uAp1vBu34zCE6zHeZQ3L98jLAr9zaiEuejO3q59f7O3q6/24sluG3S9\nvg4Vi4Fb6Txih5PunOO6fUyaoR5sYpK9np18jJ3ubMqbbx4iTMmjvBur2FMfQGEQ49H8NWIb8/LK\nr7Ism0V5beymBwawgOjpZpo+6MF8mqT9g3aM3HzUE8DN5rU6+toqvEsYezOvTV+el127WOrQl23z\nV7t82zHmCYKwEMiiAeGF5LOu/0bXzS/Q1lRR8Y1f0/WTUygV36PqP3zJAx7Vy773vDZ/YJIefsjg\nQwuUFKkhg4Ki7FkUmTSAjmNtxB8DAxaH3vbn7H5/vxsLi4dDCbp+1k3J9n1TzvjpvxyGCcuZgWWZ\ngz/7/yXBps1uYgN3gJd5Ofe6ojTGb5KZtxUNJTGGStCK9QnOQPudB3R+2EEKF7XbJi6FNgfCJFGo\nWT9xO0WBrsHnCRLmJty/6WfwKRTqmVP1tTIPCv3EryTwVyh8+ksLvqnkYVfnu6EG0lhYw/cJn/2I\nxKpqgq9nlnanrnTSdauATW9u5pWRfsIDFoqnYNKYKk74NhO2D453gQVWjA9PR0CvoCqb2CtFGpAk\neitN1WqLRMoCLbewnq6WVmIGeN+spnQowvEPY1T8L3UykfUlDQ58azTi13pJbHdjnL2ARSnu8asB\nr3fQdiaeCXGlB6foZvq+VoC2HPrjMcyNmxi53o8F2fM0snaH09y59xBQuDNk8LKiZT4vclO2DAbi\nUczX/Vy9MgBL3FlN2ds1b3TSei4GRV5qfr+UyNljRJXN7NvuwRqK0/svI/jWr0Ff9pDuCzFY5mFN\nbgtHK50xA81bzeZV9+k8egJl016q12poa9ahnYnT+48Jyl83OD9gUbq1NC8tj/qu8JUklNUw/lNf\nMIR72ALrIf2fdNJ1q5T6P/Hn9Fr+qkL88wESlh/lSuaNjKM1aFfefHyP8JxxiB1z0529Xfv+ZmPX\nShH+xziudT7cxQqxCz2YqHi/oznGDifd2cX1fGKSve6mj0n2erb3MXa6sy1vnnmIMNrnknSe6KXA\nv4nNa16h/0IYCxVl2Xxjk33Mc8qvrOF0drWRhZFMYRQXoherjuW1s6ttCNCwegTLsrh/O8xH55NU\n7xs7qqLc44aBASK3Td7gKv1P4ZtZT2HXl+dj1y6WOvVlu/zVNt92iHmCIMgEliDkJhA+G/gi87+b\n3fy3m5nfrl2M+f6N8xw5PbqUO0zrB2HKdzRQu0HLSfCllxS4a6HrhROkqRXrYMY4+kEXJjB47gTu\ntQ141bF6+PRaGm29b+IbblQvgTcinOpto6k3G/S3BnIJQPz8Udpj2afQfe209ClUH8gkUuaNTppP\nZ59uLyslsL9u4qol4OaVKCz3T1ne7tmyjZKbHbQ1N2V+UeShZvQsjSIfe7bEOJ4rk4vqrd687CpF\nGjppOo6eIvYISHVy3l1OYJ1GQQEk4mES8exJJcvd7AlMtJu+HiWNNmH7YCapb6H9Wua5nrLST+id\nsW2Aalkl/pVxwieOZM9A0aj84+wpnmY/N7OPA2MfnyKWTWJkW8WXR/lbQco/O07b4cMA+HcFJrwB\nUi16KZf4F0zzxHn6vqZSud1P7HQPzU092QS+ig3Fo2KOcfT9jty2wFMftKCU1XBwtw/QCXyvkiMf\njl3rfTN7LoeD3cRAIvOf4RinfpzpTdpoF36UJNwbJtzbmbufyr1vZe2muflZpiOmY120Zt1Mrvcr\nHoJbyzl+sY2mPsDlJ7jRlZfmMvd7k8gw+HasmSRIDb0YYu1H6YqbQIoT5900ZHXnC9YSf7+NtsMZ\nP6B7q7P27cubj+8Rni92sWPuunOw69DfZrb7kPgnPST7esb8xtY9ufhpGztsdWcf1/OJSTPWg01M\nsteznY+x1519efPJQ4Qx31iIYiYIn0kQPpP5lXvLnuxbbOenEduYZ5tfpek6eoRodlVV+GQr4WUe\nGt4LojmV19auilasYl5v59S5zNtDO0+cp/wvAmjZiajK2N/S82EzPZlAQNVo3uvQl+dq1zaWOvRl\n2/zVLt+2jXmCICwUvzUyMvJvUg1fXVT1+WYZTU1NNDY2vtB12NzczKFDhxZl2SzTBFWdfibaNEh9\nYVFQ7Bq34svRIMbQQyylAFexNuPfmKioM9g07qVmvN4yDYwvLApXuFBnadem0Bj3DJsyW2SqSZn0\ndWmML0ZQCgrRZzj82xxK8dBS0FfoMtv/JfsNZ81l2p2vudDVWQvHpq+ZpO49RCnQJ6y+ytduaugh\nBV9zoanPyq6FMWRgzbEfWsMGxgi4VuizrAcL03wyxxiS1WRBIa58D9bPx/cIi0B38wpYc/Txc7dr\nDhk8tGaKg3axYz66c4hJM5Q3n5hkq+f5+BjbGCrMRiOZNrJmiAPz0Yh9zLPNr+ZR3rnaHcuhCnCt\n0GbZl+dudz7Y5682+fZcYp7EkgXFNOUgsq8yMiYThBdZwHaDS1XHtWLWBtFXqI5/Y/cX+gqXzaU2\nZXKwa+fG7L4TFKarJkXVHJMftdiFpCKLN3zZt/tc+7CKa4U6Z7szXztXuwp6sWvutVSk4yqaSz0o\nUyZ9F7Rt8vE9wosesBbGn9rYVYt12z4+cz+dj+4c+v8M5c0nJtnqeT4+ZoVL+uez6o62bTQfjShz\nz6/mUd652nXKoeZTTwuVm9nXryoaEoRFghziLgiCIAiCIAiCIAiCICxqZAJLEARBEARBEARBEARB\nWNTIBJYgCIIgCIIgCIIgCIKwqJEJLEEQBEEQBEEQBEEQBGFRI28h/IqzGN5CKAiCIAiCIAiCIHz1\nkbcQCguJvIVQWHAaGxtf6PI3Nzc/d0csCP+eWAyvYBYE0Z0gCKIRQZi9TgRhIZEthIIgCIIgCIIg\nCIIgCMKiRiawBEEQBEEQBEEQBEEQhEWNTGAJgiAIgiAIgiAIgiAIixqZwBIEQRAEQRAEQRAEQRAW\nNTKBJbzQWKaJaS2OspimibWQ9zndjVoz/D7zoe1bOBayvLO+jzzK+++hDwmLo11ttWGnOcucex+2\n1fI87nWh7D6XtrEwh2duG+d6kLcSPf9Yl/HzpmXNqm0zf5K5dsql84l189DH8/Bd9jFU+AoErgX0\nUzNp7znF4Tzy1zmXdEZfMQ8dWaI9QVgsyFsIhReThzf4P/73c9z9/zI/fn1NFX9es+E5dWiDztYW\noikAjcq9ITatyqckabpaW4ikxgJi6ZY66jaXjsXLexGOH+9i8DGATvBgCI8CYBJuP0p33Mj84XI3\nwXf24CnKXjgco/X9DlIAy8upO1BLabZIySsdtH0cyyYGCv6d9VSv0ycF6n5aD5/CKKvh4G5ffuU1\nE3T+XRex2ymWltXQmLsuW96TR+keyJRX81QTCvqz7WUS6ThBV2ww86fLSgnsq8NbjKNdc6CLIycj\nE5Ic3RsgFPBmSnwrTPvZSyQNk/IdIWo3jN2neTvCiZ+O1i2UrK+h7i2fOMWvALGzrXRcSwFQvrWO\n2o2lz0DLabqOthC5a412NOrqAzldJS6109Ybz/xQ5KHuQJDRb7Xrh7Z2zTjH/rqdwacTOjgNoQCa\n470ulF2L6PlTXLiawFQ8hN4LMv5u+i8c49Qng2NJxqpKfrh3E4qj5uztmrcuc/REDxkPolP1bj0V\nK5S82tyubYT8ySt22JC62smxc9HM9cu8NLyX6W9ObQsW0bPH6byW6VeqJ0Bj0OsYO9I3umg5PRYf\nvG/WEXg92/JWko5jbcSy8UxZ6WPf3hpcSn6xGcAa6OLwyQjlOxqo3aA5xyQn3Q3HONbakdOHy1vN\nvsBYnJw5htr7mP7zxzj16eCEsnt3NhBYp4HVz/G/OUXy8diwoGLvD6laJZFwLtj7envmHEPyaMPp\ntWfS1XpkQj9niU5NKISvyMkn22vEKb8yrnfSciaa0XNZFQ27K3KfJfraabuYrQc0Kna9Q9XarL5u\ndNJ8OjpW3mVu6t7bM86fz+Qr7HNqe7sO+bYgCF86sgJLeCEx79+Dl9fx3X0/4E+3fJtf3+zl+sPn\nU5bEhRNEUzqB/SEqV6Xp+UlHNhHPY7g8DJ4tNQR21lDzZg1b1peMfTgc5ciPuxh8yU/dgUYOHqzP\nTl4Bty/RHTfw7wpxqHEP5U8StJ+L5gJ49086SOk+6g/UUmr209YezQ3Qez+OQVklocYGqjxLiZzJ\nTnSNI9ox9XeO5X2cxiosoWQZPJl0nTVwge4BA++OekK7KzDjXXx0NVtLw9fpig3i3lJL44E9eJYm\n6fjocn52H42grvQT3BUkuLuGUsBS1bHPf5NGK3WjTnMv1/+hi0HKqd3fyJ6tHgavdRIZEm296Fi3\nuui4lsK3s549W0rpv9hGZPgZaNm6g0EpVbtDNOytQjVi9F43cgOIzt44+voaGg/U4jbjHD8Zyasf\n2tplBEstpXpXkODuIBWrgKcFOTu297pQdnnCiKXhfkUBa+pTsPTgAzRPJYGdAWp2VFPzR2ODFnvN\n2dk16TnTg6H7qG8MUbk6Tfexj3JtY18P9m0j5Et+sWPGgf3VdlrPRXG9VkNDYyMH3xudLLVvW4Bo\n+xE6rw3i31lHY+PBsQGpQ+y4f8egZH1VprxlKrELl0nnytNNLLWUyt0hGt6uYundKJ1XUvnFumx9\ndJyJ5GJufjHJXnfmvUF42ZfVRzmpWDfR4TxiqIOPMU2LkvXVmTLtrMhMcSzPKuyRwf3HOpU7AwR2\n1FC9I4B/pUxezTn+2Pl62wvnEUMc2nBm7VmMWCq+NwMEd9VSs7EUnoK2PD9fb6cRe1+f4OSZKPr6\nAKG3KzAHusf15STdF+O4Xgtw8FAjVWUm4Y7zOd1aZhqKPNTsDFCzo4aa7ZsoycdXOOTUtnZt821B\nEJ4HEqWEFxL11S38+avZH8q/Cb3/L89nYW+a6D8bqN4g3mId/qyanuZu+ofB7/h0xgKW8tI3S9Gt\nhxR8x41rXHYSOdeFudxL6J1qNAuUcWpN30sBOmVrdUDH8wr0j2RrwIxz1QDvrm24ilSC290cORcn\njQ+NzOBcLdZRgHWrX6E7fodBk7HvvtdNZ7yAyi3f5ErCyru8FHkJBL3E2+O0j0xKoIcNWOJh+wYX\nKptxLwnTH0/ABh8U+Qi9uwZ9RSalKl8B8Tv3SUMmybKxq60L0LBu9Kc454HXXyvPfa6vrSK41qL9\nxmEmL8r3fTfEmuU6mgJ4S+FinOTtNBRrIrAXmIGr12G5j23rXKgEKe89QnwgjX+DNj8tK+XUvjPa\nt9bwCt1j2xMeGRgoBLb7UBXwfRMSvxzAwI/u0A9t7ao+6v/Cl9Nf/xko+U9jqy5s73Wh7KJS8VYA\n60Y7h08/mbYmC4tXUlqs8OC3y3GvUPPUnJ1dC2MYynduw6Wq+H1uem4lcm1jW16HthHyJY/YYTP5\n1Xk+juqpoW67b1Lyad+2DEXoipt4doyu9hoXCB1ih3trLe5RBZS9QveAlcsTtA1BQh4VvUjJ6SN5\nexBwOcc6IHnxJHG8VJQlGbTyjEkOulPLqthXlv3Bsxou9ufKaxtDHXyMN1DP6DDeGugHSqkoG3dD\nSwpZuaoEZWiE8rLS2U++CHnlHLbMJ4bYtqGd9jQCoYbcT/0DnbDydcpzf2Dvk+00YufrzRtRUmgE\nt3vRFS81q8N0xrJ9eTjFIOBb60FBYZ2nlO6B8VsJLZTlpbhX6dwfLqB8tWvsS+18hUNObWfXNt8W\nBEEmsARhdpj0/uRHXLlnwfINbCh8TqUw4ZXVpTlJKVgM3jOhSHWWn2USPtFKeHQuLrf1JU3icwse\nx2hpigHg3ljLnq3l2eS7ivLzrZz6yxZKi0ZIpsC/a00uED9Bwf3t7PcrCnCfpAUeBbTi0WFbio4L\nCXBV4FHH6rTzRBjtjTre+PplLvXnW94xpovriqrB0xg9N9JUl/Tz4Ol456Ogj24XGQrTeQtcb/iY\nPN3glC+kLl0ivcSDb8XUfjLdMFsp0nNluPxRN+DCv04mr150RkaewDfGEvily+DO4B2g/JloOXHx\nOG19SUAb28axrAAVi0sX4ni3l5AwAGXplFVET2y+e1q747n3CdFHCjXrXbO614Wyaz6Z4W6UJwz2\nnaKlLzsEWl3JD97ehJqn5qa3q6Ath+jlHtLrqkgkHgBj9Wtb3rzaRsgH+9hhw3CCz5+CGe/kcFMn\noFHx9vepWq06tm36dgILiJ9rpekck7bv5BE7zDjH3m9n8DGo62vHJi0VDb1oNHZ0kAAq/9CbX6yz\n4rT3pfDv3UfpL46QnHVMml53o36i++gRwnctWO7PPQizj6H5+RiAT34ehbIaxn/rk6dJTn3Qmpu0\nqNz7Azatkmms+eSmT2Z7yTxjyIxtaKu9Cb2Vy9fSlO/wTb2bGXyynUbsfL1lmrDkldz2e6VAgV8N\nYgJqkY/q1V10nfgrBlfpDN5Oob82fuuignW3h5YPsj8uL2fPgVrcipOvsM+p7eza59uCIMgEliDM\niqW86t/CSOwK1//1Kpd/uZktry6OpMt6bIHjc0yVN94KUPUdLy7VItJ+hK6LvaQ27sGFQoEK4Ca4\nL4D1yUk6+jqIbmrEpwJmigdPAbUQTVMgZfIwPQLMNAFjYT0Zr/g0XUdbSTx1EdxbNTZYuNpB9JFG\n8A9KMf6fEbAMDNNCVxWH8jrc6dptVFyOEz59hMhMzmc4zrEPukH3s3ebe9YJY/ifBtE2bGG2U1CJ\ni8fpuQ3+3Xtxi6gWP1aC9g+7MMb3oCcWhd+ponbr9JNUlvnkmWn55TI/Fb9RCF9L0N3TT/m2clC9\nBDdGaOtrp+nT0QEJs1oVOq3dccQ/6YMiH16HlZ2T73Wh7M6Ee2MNwa3leFaopK600/rxJa4Pb5qw\nInX2mlOp3F5B7HSYI02RvNKXXHmfQdsI45k+dtgPzrMttqqC+j/zEf6wlfDPzlLxXhAtz7Z1bwwS\n3GBx4oMOOj6OcXDC1iCb2KGWUrG5guinYRLXeunfXj5uhQlYt7pp7U2irw+yaUU+sRmi7R2kl/uo\nXKVwdQQsYxDT0lGV/GPSzLpbSllFFSPRMNFbEXoHKqkqU/OLoY7OLM6Vu+D7o3GD7+Xl1OzQKd9Q\njkqK9r9upefn19n0tl+6+pfJfPyUXRvaam9cbx24RBKd2rwf4uWXD+bt63PLg9Ok0hagUVhYyANS\njBhj54Ooq98gsKsK71oX1r0IR37cxeWrBu7XdQdfYZ9T29qddb4tCMJCI2dgCS8wCt/63Q1U/+l/\n5jtL4PaD5/OGqaUK3E/emVCu0lJtwuRR4nqEyI3kpGREwb3Om112reDbUA4kSQwDjDCSBl724CnW\n8G7fjMITrOyBmOkbEVKUUH+gjuDb9QTKFOKfRMelwBbJpDUuyX0Fd24MnqKj5QiRuzo1B+onPEHv\njyeANO3NTbReTGLdDdPy99E8yjv+rqZDo+qdgzTsb6BxfwAXoOnj6uhehJb32xks8hIKVU879Web\nrA9dJfpo4vbBiUOC6SxYRDtaaOtL4t0RorpMnji/EDxJYzwweDD8YNw/g4ePMxMWBQUq3Bsc05o1\nflVV9ldDCSJ9UZLD1iy1DNpqL1Vv7SFQppAaHDuDxr21joMHGmg8GMLvApYXTklvl9opZAa7o5oN\nXzMp+T3vhKvzudeFsjuTHvXVXjzZbYOu19ehYjFwK5235mayq62t4uDBBkIHGgm+5gL03FktTuXN\np22EfJg5dtjGuseZ8wtLvBXoqouqbR54/GRsO59N22aevIBnkwe12MsWj4I1MjKL2KHh3VjFnvoA\nCoMYj8bdzdUODp8Io3lrCL3lyTM2G8R/acGjKM1NTXTfNhn8pJ32q8YsYtL0uhv7bj81b9fjWQLJ\noZH8YmgePsa4EiZNKb7xulN0vBvKs/XmwvdtFe4kcmcOCXPMC2dsh5nywXnEELs2dNDeKFd/EYOV\nGyZM7tr7ZKd80MbXK0vh6X3uWGP+mhXZFbTDN4mkoHJ/A7XBPTTsLMcciNCf/Vul2I13bWaKTFnh\nY80ySN5K5OEr7HNqO7tO+bYgCDKBJQh5cbXzZ5zpvcEXpsWv/6WXz56Cpi59DiXR8K3RSF/rJWFZ\nRM9ewKIU97inqunrHbSd6aLrdFvuQNbMIDpO96UoqWETy0zRfSEGy8pYUwSgU/6qAvcHSFiQ7Mu8\nPWY0kVCKNCBF9FYaMEikLNCyT6DUNaxZDtGf92JhcP4f+mHV6mwilKarpZWYAd43qykdinD8/ePE\ns3N/vmCI0P4QoXfrqF7vAt1H/Z/48ygvgEl6OMXgQwusFKkhg/SkLEn7nQdc+FkHKVxUj64EMWO0\n/LgLA52qnZu5f6WTlqNd4855cLbbfzkM023VMNMYQ0mMpzAylMQYMnKJW/xsK50xA81bzeZV9+k8\n2kLXDUnbFz2ql33vHaTxLxrH/r13kH3bMwNQ939ww3CE3lsmxtXzxJ9C2erxw4A0Hcfa6LrYyfEz\n0by1nLrSSVt7N4lhE/NejPCAhVJQMDGlL1K4ef4kkRT43xq3OsWmH+Zj1xwIk0TBv37iJJLdvS6U\nXYD0cJrP7z0ERrgzZGCMTgRaKcIXL9N/L41lmUTP92Ci4v2OlpfmZrSbq2ANa+AC7Z+mcL1RnRts\nObe5TdsIeWIfO+xiHUVuypbBYDyKiUnkygAsmTQwnqFttTIPChC/kgAryae/HHd4jV3ssJJ0fthG\n9/UEpmUSuxDGQkXJrkgxb3TSei4GRV5qfr+UyNljHDsfzys2fzfUQOhAiPq9tfhcCvr6GoKv6/nF\nJBvdRTraaL8YwzAtUte7iT8FrUBxjqEOPmY0joavJKHMN+ENnMaNMJev9JO2LMx7UXpjJsqra2SC\nd644tMOMGplHDLFtw3y0Z8UJ34Zy/9TtgzP5ZKd80M7Xa2vWoWHQ+48JGI5yfsCitCzbK5dlXmrQ\n/y+ZyaPYwB2gkJezBY73XSYykMK0MhqJPoYyT7mzr3DIqe3s2ubbgiA8FySHE17MMayS5rMr5/js\nSvbnb22m+nefT8pV/laQ8s+O03b4MAD+XYEJS6jVopdyA+SCZeM+eJQk3Bsm3NuZ+7xy71u5xNEX\nrCX+fhtth5sy4ddbndtuoJZV4l8ZJ3ziSPb8AY3KPx49OValuraKmx92c7gpDJQQ/C8V2SSon5vZ\nB8Wxj08RywZ2a9wgQi+GWPtRuuImkOLEeTcNAa9jec0b5zlyOpb9KUzrB+Hc68UnvKJ4WSmB/XW5\nAUr6s5vZN04ZdJ/InuFQ5GN045ad3dGB1afX0mjrp56bFT9/lPZYdoDc105Ln0L1gYP4i9Lc/Czz\nrelYF61Z816R1ovvG9bWUHWtn+4TzYQB12tBKoonhr2XXlLgroWuF+at5YICSMTDJOLZEz+Wu9kT\n8OYGAC2H27P9WMG/M0T1aiWPfuhgN8vNK1FY7p+y3cjuXhfKLmaMo+935FbcZMNbAAAgAElEQVRo\nnPqgBaWshoO7fcBD4p/0kOzrGavTrXvwqhmd2mrO1q5J5/vNuQFfyWsB9o3bKmZbXoe2EfIdmDvE\nDrtYh07ge5Uc+bCH5qZM3/C+WZV7C6Fd21LkY8+WGMd722jqBXBRvdXrHDuUQhQzQfhMgvCZ7ETn\nlj2ZLfhAYiC7amM4xqkfZ+5G8+YXm5UiDZ00HUdPEXsEpDo57y4nsM45JtnprmDpQ+J9HcTHnR/3\nVtamXQx18jEZAzeJDINvx8Szex7cidPTl6Tn49H69kzxE0L+OLXDjBqZRwyxb0M77Y1OqkVJo/Ha\n5O2Ddj7ZViMOvl7xENxazvGLbTT1AS4/wY3ZSKt6CbwR4VRO71C+NZA7AysZ6yF8t4eu0W8tq8pp\nxM5XOOXUdnbt821BEJ4HvzUyMvJvUg1f4cGc+ny3RTU1NdHY2Lgwxq00vzZMFFXja4ULd5/Nzc0c\nOnTIqTAY9wz4mgt9VkWxMk/SLAV9hT7NjHLGrlVQiGuaQ+HNoRQPZ7rWSpMasihcoT/Dtwo5lXem\ny0yMoYdYSgGuBXjLn2WaoKoyI/8VoampKQ/N2ZMeSmFRiF6szr6Pz6jlrB6n9GOL9JDBiKXMUW8z\n2R3Tj4k66YydfO51oew6zHUMGTy0LAqKXZm3UD2L+ZNhg4cjFgVfc6GpsynvfNtGdPcMHTWpoYdT\n2jCftrVMA+MLi8IVrlm1oTVsYDjYfqaxLp+YZKc7K01qaASloBB9fMyfdwy1MM0n0+eECxyfRSP5\ntc+8/JRTG86gvbG+Aao6614+P40MGxgj4FoxzWom0yD1xfQxZNQXKAV69i2is/EVM+fUTnZt823h\ny40l+eQMpikN8RVGNCi8wL1X4+subdFISV/hmtt1xa4521WLbZJ5RcO1YgHus3gO96mo6CsWbuio\nqDIsFSaizaWfOmpups8UtGLXPLbdOPgPRbUd0Mx8rwtl1x61+NlPFKlFOmrRXNp8vm0jPENHjWua\nOJBP2yqqPqd4phTpuIq+xFiXT0yy052i4VqhLUAMVWaeoFjg+Czk1z7z8lNObTiD9sb6xnPQiJ02\nbfTu5AvsP585JjrZtc23BUH4UpEzsARBEARBEARBEARBEIRFjUxgCYIgCIIgCIIgCIIgCIsamcAS\nBEEQBEEQBEEQBEEQFjUygSUIgiAIgiAIgiAIgiAsauQthF9xFsNbCAVBEARBEARBEISvPvIWQmEh\nkbcQCgtOY2PjC13+5ubm5+6IBeHfE4vhFcyCILoTBEE0Igiz14kgLCSyhVAQBEEQBEEQBEEQBEFY\n1MgEliAIgiAIgiAIgiAIgrCokQksQRAEQRAEQRAEQRAEYVEjE1iCIAiCIAiCIAiCIAjCokYmsATh\nGWGaJtaXbdcyMc2ZPrWey1s4TNPEtKsIK1Muy1ocbWPZlde2foWvquZscewTVlYD1tTfD8+xvJb5\nXLRsOWn5OWGZosuvrJ4XIHY8Fz9h34Nt9fw8dGevqXn4LolNL0SfcyzvfPI205zW/nz8+ELlbZIP\nCsKLgbyFUHihsX7ZzZGPrvLtN7/Prv+oPZcyJK900PZxLBucFfw766lep+d1baKvk86+GMajpVQf\naMRflL9d43onLWeiAKhlVTTsrhgT9HCM1vc7SAEsL6fuQC2lCoBJV+sRIqlxQXiJTk0ohK9ofMX2\n03r4FEZZDQd3+yZnI3S1NBN55KHhvSC5WjcTtP9vbcSHMz963qwj+HrphAQqevY4ndcGM2X2BGgM\nesGMc+yv2xl8Ou5PdS8NoUDGtpmg8++6iN1OsbSshsbx5bH6Of43p0g+HnNpFXt/SNWq0Zow6Gxt\nIZoC0KjcG2JT9jPzdoQTP+1iMHttyfoa6t7yZerQStJxrI1Ytp6UlT727a3BNZs6FF44zaVvhWk/\ne4mkYVK+I0TtBn1Cvw+3H6U7bmR+XO4m+M4ePOOuT13t5Ni5aKZcy7w0vJfpw+atyxw90UPmSp2q\nd+upWJHthwNdHDkZmZDc694AoYA3U95L7bT1xjMfFHmoOxBkVFX9549x6tPBCffn3dlAYJ2W0dv5\nU1y4msBUPITeC6LnWQ+YCdqPtjF6q+rqCr7/dhUTPOy0PsJBGzZadqoHAOtehOPHRzWrEzwYwiNZ\nzJeGvT7mrjvzVpijP+3GyMYA9xtB9mzzOMcO0nS1tkzob6Vb6qjbXOrsJ2xjh73d+ehu5tic+exY\na0cuJrm81ewL+LMxyT7W2bWNeaOT5tPRsTIsc1P33p6sHzEJnzxK90BG7JqnmlDQn8sl7HyXMI1G\nbnTRcnrMj3nfrCMwIQ+aaZLHPg/qv3CMU5+M9TllVSU/3LsJJR/fadPnnMs7k/YcYkg2j+r88CTR\nu5mJM8/OBoLrNIc+Z68927yNNF1HW4jctXL1V1cfGNNXLm62cOrTEWoONI7lbLYxzzn2z2hXEASZ\nwBKEiXzBuf/7avb/T55TGQx6P45BWSWhP/Zx8+yP6D7TgX9dHa48rjYfQcm3XBjx1CQxOtlNcPJM\nFH19gLf/4yAtJ7r56OqabNJq0f2TDlK6j/r/2UNnyyna2qPZQabFiKXie7OGck1l5M5lOvseoi2f\nWK5oRybZmc5BpK+eJWIAyyYF7593EB/WqXl3L9p/7+DUx21EPAdzSU20/QidcRP/zjoqv1OCqo5a\nH8FSS6neXkHhMkj+op3wcAHqqOHHaazCEkqWpRicXJhHBvcf61TurES3LEYooHzlWKkTF04QTekE\n9r+NcaaFnp904P2vmQHF9X/oYpByavcHUOJnabvYSWSTj4piSF/tJpZaSuXuenzKTX50opvOKxXU\nbXTlXYfCi6Y5sH6TRit1oxrxqRfevkR33MC/K0T1tx9w6v022s9FOZSdhElfbaf1XJyS12rY/Udr\nUFU1a9+k50wPhu6j/p3NxP++le5jH7Hmv9aiA9ajEdSVfgKb3LBshPDJTh6oam6Q3dkbR19fwztb\nNNpbT3H8ZIRDu/0Zy6ZFyfpqNpcVwpMk7WfCKMuVnE8csTTcryjE70zVsl09pK50EzdcBA7so3w4\nwt9+2E3n9Qpq12kOPsJBGzZatq0HgOEoR37chbnST11tJSXLl6JIBvOlYquPeeju0vlujCI/oVA1\nD/tOcfziWaJ/4MGnOsUOMIbBs6WGNTpYI6B7SvLzEw6xY2a789GdXWwG894gvOyjduc2lHgHbRe7\niW71Z2KoQ3nt2sYy01DkoeaP1oBlgaIzejfWwAW6Bwy8O+qpLIrSerKLj66WZ3MJe98lTOX+HYOS\n9VUE/od13Pw/f0T3hctse70W58er9nlQevABmqeSbR4dyxpBKV6T61v2vtO+zzmV1057dpoGg/a/\nOU7cKqFm727WrFRRsw7bvs/Za88ub8O6g0EpVbtrWFdwkx992E3v9Ur2jJ9oH47S8akBqBMm/Gxj\nnkPst7MrCIJMYAnCBH7V+xGfsZbXX73N3ecWMXQC+0OoxToKsG71K3TH7zBogkt1vtqztQaPFePw\n4c5JQc/ernkjSgqN4HYvuuKlZnWYzlgCNvjAjHPVAO+ubbiKVILb3Rw5FyeNDw2NQKhhbNJpoBNW\nvk75eE9wr5vOeAGVW77JlcTkik1y8lwcz9YKBvtSE8qcTqWhLIBvhQbFXuhNEB8w8G/QYShCV9zE\ns2P0Cfi4L1R91P+FL5ds9Z+Bkv809gSYIi+BoJd4e5z2kWkqcUkhK1eVoAyNUF5WOjbxRZroPxuo\n3iDeYh3+rJqe5m76h8FfBL7vhlizXEdTAG8pXIyTvJ2GYg1tQ5CQR0UvUoA1vEI3yduDgAvyqUPh\nBdQc6GurCK61aL9xmMmbLdL3UoBO2Vod0PG8Av0jVi5Z7zwfR/XUULfdNym4WhjDUL5zGy5Vxe9z\n03MrkeuH2roADetG/zbOeeD118pzE7QGCoHtPlQFfN+ExC8HMPCjA95APd7cQLQfKKWibLQSVCre\nCmDdaOfw6SezqodU6gEsW4OnSEEpWscrdDMyYuXhIxy0YaNl23oAIue6MJd7Cb1TjWYhk1fPQ3k2\n+pi77tKkhkDb4EEHdG8ZXOxn5DGgYh87sIClvPTNUnTrIQXfcY/zAXn4iRljh53deejONjZnVlLv\nKxutsNVwsX9iXc1YXqe2sVCWl+JepXN/uIDy1WNT/eawAUs8bN/gQmUz7iVh+uPZXMLBdwlTcW+t\nxZ39/5qyV+gesPKb0HDKg4DC4pWUFis8+O1y3CvU/HynQ5+zLa+t9uxjiHGli/hjjZr9dfiKlAmX\nOvU5O+3Z5W0o5dS+MxozMnnb5C2Pl3/aCd5KPP96ZeIElk3Ms4/99nYFQZAJLEEYl499xpkrv2bD\n9/6cb/T9iNvPsSha8ejTnRQdFxLgqsCjzsLAE2vWdi3ThCWv5JZGKwUK/GoQk8zznycouL+d/WNF\nAe6TtJi03SbF5WtpyneM3yJo0nkijPZGHW98/TKX+ieWKX62ncGiCva9XkJzz8SnbgW6BtcuETe9\nlHyWnOBg0rcTWED8XCtN55hxCTb3PiH6SKFm/dS1NCMzZAVPniY59UFrbvBQufcHbFqVuXfThFdW\nl+bcnYLF4D0TilSUIj1XvssfdQMu/KMrTBQNPVu21KUOEkDlH3qn+fbp6lB4UTU3qoHp1nNqG6oo\nP9/Kqb9sobRohGQK/LvWZD4cTvD5UzDjnRxu6gQ0Kt7+PlWrVUBBWw7Ryz2k11WRSDwAlk4bfFOX\nLpFe4sG3IvuLZQWoWFy6EMe7vYSEASjTX/vJz6NQVjNlFZr55Mms68Hzh5tRYt38Vcsg+tNBUrgI\nevS8fEQ+2hhxyPCn1ANpEp9b8DhGS1MsM1DcWMuereUihi8dc+7rnaftbxrV29y0fNxGS7IE6+4g\n6H7WFeUTOxSwTMInWglnrZVvraN2Y2lefmLm2GFvd+66yyc2m3QfPUL4rgXL/RMmiuxinX3bKFh3\ne2j5IPvj8nL2HKjFrYCiavA0Rs+NNNUl/Tx4On5gkL/vEiZOVB57v53Bx6Cun8NqtenyIOUJg32n\naOnLtv7qSn7w9iZUR9+ZR5+bobx55W0zxJDkrc8zseKDw3QycUueU5+z055t3pYlcfE4bX1JQJu4\nlXagg56UTl29n/Bf9k3ox3Yxzzb2O9gVBGFhkEPchReS62fOkV6+js3fUDBMePLF3ed82HCarqOt\nJJ66CO6teoYBbBZ27U+/xZr8MHjgEkl0XhsX/NNXO4g+0tj+B6UYxghYBsZoxQ5H6LiWxrdtMwwb\nwAjJobFnvZ4t2yldlqK9uSl3Ntdk3BuDNO4PUPIoQcfHsSmfxz/pgyIf3nyf7i4vp2ZHLY2HDnHo\nUD2e5SY9P79uP/f52JqS7PTcBv/uvbknkbm/vdVNa28SfX2QTSumyVOnqUPhRdfcTIOSFA+eAmoh\nmlYIwMN0dhlRdjutsqqCUGM9flea8M/Okh4daG6vQElFONJ0mI5rKabf8mwS/qdBtA2+se0mqpfg\nxlJSn7bT1DR6lhtTn/Baca7cBd/ra55NzQ4ZWICqFVK4TAVGeDD6NNrORzwTbUxTDygUqMAyN8H9\nDQReKyHR10HUFBV8FRhMPQSgsLCQguXA44eM5BU7VN54K0B94yEOHTpItUel/2IvqXz8hG3syMfu\ns9Ld5Ni8lLKKKnyrdXgUoXfAnHOsy7mR1W8Q2FXPoUOHOPhuNeqjfi5fzZzno67dRsVKhcjpIzR9\n0DnpHvP1XcLEaiulYnMFbh3Ma730zzI3nS4Pcm+sIfhuI4cOHaL+TQ/mrUtcH87Hd+bR5xzK65S3\n2VQEFbtChHb5MW+FOX89nVefy0d7dnnby2V+Kta7gTTdPf05P3D2ZzHU9dso5SEmYNwb20VgF/Ns\nY7+DXUEQZAJLELJ8wWe3LHh0nb9tbqb3VyZ3I2c4889fPKfypOhoOULkrk7NgfppVoJYJK5HiNxI\n2ge1ZbOwqyyFp/e5YzE2ol0xtqVgKRbJ5OjRtQCv4J5Urqu/iMHKDRO2vvXHE0Ca9uYmWi8mse6G\nafn7zGRUemAAC4iebqbpgx7Mp0naP2jPHu5K5oDp9w4S2t9AaFfmjB69qCBbvky25NnkQS32ssWj\nYI2MTLnf8DWTkt/zTjsZMe0EhaLj3VCevW8Xvm+rcCeRnTiApQrcT96ZYKW0VMtVWrSjhba+JN4d\nIarLJlZQ6moHh0+E0bw1hN7yTNtk09Wh8CJrblQ/U3tc+kaEFCXUH6gj+HY9gTKF+CfZidrHmWFd\nibcCXXVRtc0Dj5/kvltbW8XBgw2EDjQSfM0F6FPPTBu6SvTRxG1zAO6tdRw80EDjwRB+F7C8cMrg\nxLgSJk0pvjI1P9041EN/XwRclTTsrWVP/Q/wLEkTuZZ09BH5asO2TNPWwwgjaeBlD55iDe/2zSg8\nwXosSngeLJ2xFeeiO4PopylKtoao211L/YEAyqM4kVtWHrFDwb3Om91ipODbUA4kSQznE0PtYoeT\n3bnrzjk2K7jX+al5ux7PEkgOjeQV6+zaRil2412bWc2jrPCxZhkkbyVGvRNV7xykYX8DjfsDmU3y\n+piHyct3CZPQ8G6sYk99AIVBjEez0cj0eZC+2osnu23Q9fo6VCwGbqXziiHOfW6G8uaVt00fQyzr\nCeBm81odfW0V3iWMezOvXZ9z0p593gagrfZS9dYeAmUKqcFshmr2k3gK5rV2mppaSTw2CZ9sJTrs\nHPNsY7+DXUEQZAJLELJ8jf/p3e/zbv27/OfvfZd1X1f42rpqdv7e155DWdJ0tbQSM8D7ZjWlQxGO\nv3+c+LiVAenrHbSd6aLrdNuUoGYNp0klU1hYGMkURm5Fk71dbc06NAx6/zEBw1HOD1iUlmW3N6hr\nWLMcoj/vxcLg/D/0w6rVk94gFid8G8r9E7f3+IIhQvtDhN6to3q9C3Qf9X+SmYzSNgRo2B8i9G49\ntTt8KEtc1Lw76Q1LKBRY/Zw8HQG9gqpscqGVeVCA+JUEWEk+/eXUQ2zMgTBJFPzrJ2/TMEkPpxh8\naIGVIjVkkM7mQcaNMJev9JO2LMx7UXpjJsqra7L3quFbo5G+1kvCsoievYBFKe7sU8342VY6Ywaa\nt5rNq+7TebSFrhuZhNC80UnruRgUean5/VIiZ49x7Pykw3FnqEPhRdUcYKYxhpIYT2FkKImRfSoL\noBRpQIrorTRgkEhZoGV7f5GbsmUwGI9iYhK5MgBLJg0jFQ1r4ALtn6ZwvVE9ZWKn/3IYJmz9GHdp\nkcLN8yeJpMD/1uTVZibhK0ko8zFZOenhNJ/fewiMcGfIwBi28qqHAl2DoQQJExjqZ/ApFOovOfoI\nZ23MrGX7etApf1WB+wMkLEj2Zd70KPPGXzI2+pi77grQlsNgPJZZvXA9c+5T5vxB+9hhDcXpvhQl\nNWximSm6L8RgWRlripz9hF3ssLc7D905xOZIRxvtF2MYpkXqejfxp6AVKHnEOvu2ifddJjKQwrQy\ndqOPocwzcZJD+50HXPhZBylcVG+btDXXwXcJo508SeeHbXRfT2BaJrELYSxUlGX5aWTGPMhKEb54\nmf57aSzLJHq+BxMV73c0Z99p1+ccyuuUt9nFkHKPGxggctvEuh2h/2nmEAenPuekPbu8LXWlk7b2\nbhLDJua9GOEBC6Ug+xBV9fL9/SFC++up211NyRIF34763BZdu5hnG/sd7AqCsDBIGBJezI5bqPE1\n0pz7yUfceAT8uovub77Kjt/9krdymf3czD7giX18ilh2sDU+qVeLXhoN1xQsmzQQP3qEaPZpV/hk\nK+FlHhreC6I52VU8BLeWc/xiG019gMtPcOPoeQkq1bVV3Pywm8NNYaCE4H+pmJhgX4+SRpu6vUfR\n0Ish1n6UrrgJpDhx3k1DwAuoaMUq5vV2Tp3LTOZ0njhP+V9kXvMcP9tC+7VMoZWVfkLvjBtoF/nY\nsyXG8d42mnoBXFRvnXim1M0rUVjun7J90LxxniOnR5eth2n9IEz5jgZqN2g8uBOnpy9Jz8ej3+Nh\nT2DMbvlbQco/O07b4cMA+HcFsmeVpLn5Waas6VgXrVnzo1cmBrJPp4djnPpx5kNt0hFYM9ah8GJq\nDoifP0p7LPtUu6+dlj6F6gOZN2mqZZX4V8YJnziSPZtDo/KP1+UmWALfq+TIhz00N/Vk+tKbY6/g\n7ny/OTdYKXktwL5t7imTcp9eS6Ot902ZaG45PLrKUcG/M0T16klh27xJZBh8OyZtYzJjHH2/I7dC\n49QHLShlNdm3T9nXg2fLNkpudtDW3JTTVc3oWSK2PsJeG3Zatq0HwBesJf5+G22HM2XSvdX5bzUW\nngl2+pi77lQqt/uJnR7TjlZWxYbiPGLHoyTh3jDh3s7c91bufSvTdxz8hG3ssLM7L93Zx+aCpQ+J\n93UQH3fO0VtZDTnFOru2ScZ6CN/toWv0bsqqcnbNG500n86uJllWSmB/3bgJqnx8lzAuMUUxE4TP\nJAifyfzKvWVP7m2a9hqxy4MeEv+kh2Rfz1hus3UPXjWPGGLX55zKa5u32ccQbUOAytjf0vNhMz0Z\nh03Vhjz6nK327PO2ggJIxMMk4tnTs5a7x2lEyZyJZ8Y4+kEXJjB47gTutQ14VfuYZx/77e0KgrAw\n/NbIyMi/STV8dVHV5+tBm5qaaGxsfKHrsLm5mUOHDi3KslnDBsYIuFZMc0yolSY1ZFG4QmdqL7Aw\nTSa8EnneZTHTGF+MoBQUohepM/yNgfGFReEK19QyWSYmKrMukmViDD3EUgpwFU83mWRh3DPgay70\nZyqHZ1+HwpjfWKyaM4dSPLQU9BX61CdAlklq6CEFX3Ohjetr5rDBwxFryu8nXmqCqk6yaZEeMhix\nlBl0PNoPnyyIrzfupWx0tTDamL4eJmrZKijEVSSjg6+W7kxS9x6iFOi51Vf5xQ4rs9poJk3OOXY4\n2Z2H7uxis5UmNTRDHHWMdXa3mqm/KfXrYDMf3yUamS4vm2Od2eRB5pDBQ8uioNiVeQvfbHynTZ9z\nKq9t3pZXvCzAtUKbXc42V02Pxog5xS37mGcb+4VFl8OZphyS+VVGNCgIL7KAi3RcM61CUDRcK2aW\n/rMe7yqqNjFJmfZv9JnLpKioc/ti9BWqrZvTV7gWxH2qktD/u0MttkniFRXXNH1RLdJRi5y6sTpt\nH9OKXQ4H8ioLNok6d93MXRuK+jy0LCwCZU2rHefYoaAXu+ba2Wxih5PdeejOLjYrNnHUMdbNIfY6\n2MzHdwmzyMvy6JPqjLFHt82RbH2nTZ9zKq9t3jaXeJlPzlY899gznxhhd61t7BcE4UtFzsASBEEQ\nBEEQBEEQBEEQFjUygSUIgiAIgiAIgiAIgiAsamQCSxAEQRAEQRAEQRAEQVjUyASWIAiCIAiCIAiC\nIAiCsKiRtxB+xVkMbyEUBEEQBEEQBEEQvvrIWwiFhUTeQigsOI2NjS90+Zubm5+7IxaEf08shlcw\nC4LoThAE0YggzF4ngrCQyBZCQRAEQRAEQRAEQRAEYVEjE1iCIAiCIAiCIAiCIAjCokYmsARBEARB\nEARBEARBEIRFjUxgCYIgCIIgCIIgCIIgCIsamcAShC8ByzQxrS/9WzFNk5m+1u4zLBNzjgW2vdfn\nZNc0TSy7rzXN6esjH7vSvV9UVWKaJuaUjmFhDj+HdrXta9bc36gzX7szaQOny2a+xk7Lljl3HyG8\nGJr7su3a+v+vYqxbVHmIsDg0Mnd/PZ8Y4tjnLGsGfc7DrrVAMcSS2CQIiwV5C6HwQmL+9y7+9v+6\nPvaL3/4W3/tf/5RvLMKyxs620nEtBUD51jpqN5bmdV36Vpj2s5dIGiblO0LUbtCnCaj9tB4+hVFW\nw8HdvtyvE33ttF2MZ3/SqNj1DlVrtYzdG120nI7kkhXvm3UEXs+WyUrScayNWCrzqbLSx769NbgU\ngDRdrS1EUmMBvHRLHXWbS/O41zRdR1uI3M1eq3upqw9QqoyWt5POvhjGo6VUH2jEXzS+sRO0H20j\nbmR+VFdX8P23q8jcjUm4/Sjdox8udxN8Zw+e7PXmrTBHf9qN8TTzs/uNIHu2ecbVX5LOD08SvZtJ\nlDw7Gwiu0xzqwaEOzQSdf9dF7HaKpWU1NI5rF8w4x/66ncGn4+5P99IQCmTvR3hm2rAhdbWTY+ei\nmfZb5qXhvUz9m7cuc/RED5nepFP1bj0VKzKNbg50ceRkZEKSr3sDhALe8Z2VrpZmIo88NLwXnNKm\n/edbOPXpCDUHGvEVjV1j14dj54/R8elg5oclLqr37cOfLZNtXwOM6520nIlmdFNWRcPuimzQN4l0\nnKArlrW7rJTAvjq8xeShjX6O/80pko/H0oiKvT+katVoOmHQ2dpCNJXxPZV7Q2xapeThI0zCJ4/S\nPZCpB81TTSjolyRlEdF/4RinPhkcSyBXVfLDvZvyaKM8+tsM+rDXnb1de/9vH5Ns9Twc41hrB4NZ\nDbi81ewLjPbVhYp1dnqG5JUO2j6OZetJwb+znup1Gb9o3o5w4qddufKWrK+h7i1f5lpHPQuzyEzp\naj0yIUdiiU5NKDTO3z97jTjlg3Z92TaXsY1NzuW1z30tomeP03ktc73qCdAYdNb0fDSST95gDXRx\n+GSE8h0N1G7Q8siLBUF4HsgKLOGFxDJ/A4Xfofp/3EH1m9VUb6tgxWIs560uOq6l8O2sZ8+WUvov\nthEZzvPa36TRSt2oNn8T7eggNeW3SbovxnG9FuDgoUaqykzCHedJZz+9f8egZH0VocYGqspUYhcu\n5z5LX+0mllpK5e4QDW9XsfRulM4rY99gDINnSw2BnTXUvFnDlvUl+d2rdQeDUqp2h2jYW4VqxOi9\nboylVo+g5Fsu4MmUwVDqSjdxw0XgwEEa91bBrTCd17Mlvn2J7riBf1eIQ417KH+SoP1cNHftpfPd\nGEV+QocOUbe1nMQnZ4nmHuoZtP/NcaL3X6JmbwONBw9mBuh51INdHSryPyAAACAASURBVPI4jVVY\nQskyeDKlbUaw1FKqdwUJ7g5SsQp4WmDbxsLctDHj5NfVdlrPRXG9VkNDYyMH3wvkJkN7zvRg6D7q\nG0NUrk7TfewjRnup9WgEdaWf4K4gwd01lAKWqk6yfZaIMcMXD0fp+NTIpu7jsO3DJoMp8G2tpfHA\nHjxqiq6PY2PX2va1BCfPRNHXBwi9XYE50M1HV7OFG75OV2wQ95as3aVJOj66PH7qa0Zt8Mjg/mOd\nyp0BAjtqqN4RwL9yTLWJCyeIpnQC+0NUrkrT85OOsTq08RHWwAW6Bwy8O+oJ7a7AjHeNlVdYHBPH\ngw/QPJUEdgao2VFNzR/58ptgdOxvM+vDVncOdm39v0NMstOzeW8QXvZRu7+RPVvLScW6iS50rLPT\nMwa9H8egrDITkzxLiZwZyw2u/0MXg5Rny+th8FonkSHy0rMwq8jEiKXiezNAcFctNRtL4SloyxdW\nI/b5oH1fts1l7GKTQ3mdct9o+xE6rw3i31lHY+PB7OSVs925aySfvMGg40wk15bkmRcLgvDlI1FK\neGETBWX5N/jWN3R+Pazy6re+vihLOXD1Oiz3sW2dC5Ug5b1HiA+k8W9wXm+jr60iuNbi/2fvjZ+b\nytL87k/ghmsiq297NGAWzVgzdo9g5SC2RdoEdnEwaRPci7ZXiXsDKbNF93o6Hsq14y5+8N/geota\nb0J1/FLOQFWzgQlM3F2mMIU7mDG7UFYHdzCLltbbdkbsiMFNK0Zta/AlF/L+IFmyjXWubGMwvc+n\niips+R6dc+7zfZ7nnHvOuV23jzDnQur7ffREi6je8T2ux6alM+MJRgH/Ri8aGpVeN30jueXhnp31\neDL/31C+jr4RK/uZY3OIJq+O4dSADayjj/jdUcCVCegrefV7bgxrgqLXPLj0AtuqVVD/bsXUt7KO\nvhlLxr076/BaEY4c6XkqMUskHsCqDXidGpqzknX0MTmZ/qvU/QRgUL7RAAy862B4cqqEFIkxcGz2\nYgCGrxwuDzP5CNAheb2X6CMHde834HdqM7yhuh/UfYjTRzDkI9oVpWtyVmN0P41/7s/a8PA5KP1n\nsspkvthqQ5Gg9lyMonvraNjtnxUELZLjULF3Fy5dJ+D30H8nxvA4BJzgqAzSXDn1t1EuAlter5gx\ncXzmQhTvzipGBxJP2fG1n/eArxrv31+f8ZnahnVq9h/M/q1nDUSnC0dha+btIRI4CO32YWg+6srC\n9ERisNkPTj9N723AWJP2QxVrIHrva1KAA7U2AFhRzNr1pWhjk1SUu6cNCFIM/W0S3RfCV2LAn9TS\n396X7UOVjzDHk7DCy+7NLnS241kRZjiaqa+wbCguWYu7ROPBP67As6bAKWQbe1PpQ6k7Zblq/28X\nk1R61strOFg+FbzK4PJw7vMlinVKPZOeMNZLDDSgsmwdfdF7jJrg0sH/x01sWG3g0ACfGy5Hid9N\nQYnDRs/C/HAQbGrO/jQ80gNrt1ChLa1GlPmgjS2rchllbLKprzIfHBukN2ri3TO1SlAruB8WrhH7\nvCF++QxRfFSVxxm1Cs8HBUGQCSxBKNh0rftX+dmJzI+rf8i/+bO3+f4ys+jJycfwO7mEcOUquDd6\nD6gosARzjpUV6d/3nArjeKOBN75zjavDMxOh2rJeek/9JaPrDUbvJjBeDzFjsbQZ5cSHXYw+An1T\nfe4zzYGRWZaeuNpNDKj+A1/OXVgm4VOdhDO/mb4svJC2xi6f5PRAHHA8vXz78dxnC3j/YDtapI+/\n7BjFeDJKAhchr5FJLGqouNjJ2b/owO2cJJ6AwNsbsslk7S4PHZ+epiNeivXVKBgBKjPti9/5dbof\njx2hh1lL0ZX9YNOHU/fe7qiE+58x9FCjbpMkQQsjnzYUjMf49RMwoz0caesBHFTt/zE1ZTqg4VgN\nQ9f6SVXWEIs9AFbOGSQTV6+SWuHFP23ZZ/R8F6POKg5uKaW9PzHjOnOkm/6EQUNjgPBfDMz4TG3D\nU9fntlH536l82s/MYWuWacKKddmtS1qRBr8ZxQR0NIypbYhjYXrugOsNf3agpNQG8PhJnLPHOrOT\nbNUHfsK29WnlmyasK3NnfYaGxeh9E5y60kdougOeROi/naK2dJgHTyRBWX5h9zGjA2fpGMjc+bJq\nfrJ/WwETHmp7U+lDrTtVuWr/bxeTVHqe8j99x48S/sqC1YGZWwGXINap9QyOkqnvSNB9KQauKryZ\nG6M5jWz9r33cB7gIVOYeoqn0LCyUBNdupqjYU+gE/GI0osgHC7HlPLmMOjap66vy9am7MSwgeqGT\ntgvM2pqoLncxGlHmDVaUroEEgQMHcf/NUeIzbk0B+aAgCM8V2UIovJTo3wuw5w//lJaWlvQy/Yf/\ni/DffvP8K2LF6DreyYnjJ3L/Ojs5e3k4/yXm40V/bepGN0MPHez+fTfJ5CRYSZLmtJVHKQvQKS4u\nRgcmkxOzOtBN1fYqPAaYN68wPCuftu700XkljrEpxLbsYEHnjbeCNLa00tp6mFqvzvDlK6gWUs9u\n63fLA1Rt8gAp+vqHC2vrWBIL0B3FFK/SgUkeTI3YzQQPngB6MQ5HMQATqdxSlNFEut3FxcUUrQYe\nTTBzoYpO1dtNNL0dwLwT5mJ2KbqqHwrrQzuinw2A04/PKXp+bqzK5KPrq2hqaSTgShH+xfnMlgmd\n6t1VaIlBjrYdyZzd8XjOibPw/xjFsdk/7UycQbpvpvDv2g7jSWCS+JiZ1eP5X0TQN+3CzQQmkLw/\n7Sm4jQ0DrFzjZcdWPwYwdOkqCz7id/ZJueNRThzrAyPAgV2e2QY+tzZWV1C3p56W1lZaWxvxrjbp\n/+Ut9dc+smx9hL5xF1VrNQY/OUrbsR5kg8byw7O1jtB7LbS2ttL4phfzzlVujc+jgDntzUYfKt3Z\n2LG9/88Tk5R6zqqS8qoa/GUGPBzkyoi5tLGuED2Tovd4J7EnLkIHap6aqIhdPkn/XQi8cyC76mYh\nehbsMUeuEsfg9cp5nm65AI0o88FCbDlfLlNAbFLHEHU+6NkaouX9IKUPY3RP3xqvKHfxGpmboa5u\nUqv9VK/XeDAJVnL0qUPilfmgIAgygSUIdmivfp+NP0pvG9Rclbz2j+E3v/7751+RxymSD5I8GH8w\n7V+SiUfpQF1UpMP90Vwybk1fnZD51ViMwYEh4uNzB9qV6VbO+N1wNAak6Gpvo/NyHOurMB3/beps\ngi8YTED1+83Uh/bRvLcCc2Rw1gSLA9/WGvY1BtEYJfkw90niRjdHToVx+Opoess7vdfxVPoy2wY1\n/JsrgDixzACmkLY6ynzUvLWPYLlGYjSpnGTItnVgEFzVNB+oZ1/jT/CuSDF4M/18LHV7kASlNB5q\nILS/kWC5RvSzqfODkgx9nqB0ZxMN79TTeCiI9jDK4B0rk9c8Bjxs32hgbKzBt4IZb6TL3w/2ffj0\nHZtNgvBNk9Lf88kqk0WwMm9PW8RuDTJ4Oz5zIPwoPSVV6qvC0F3U7PLCo8e5LbQbazh8uJmmQy2E\nXncBxtPnl4zdYOjhzO2DqZERLGDok3bajvVjPonTdawrffaTOUzsCZg3u2hr6yT2yCR8pjN7Zo7a\nhjO25PRQtbOOxr0VkBh9ahA+pw1pK+HJ19yzcnpkzbTtQfcH6fiwi1Gnj6am2hmraJTa0Ax8mysy\nf+/C/0Md7sWy56as1ODr+L0ZtXO7HQX4CAc17x6m+f1mWt4P4gIchrzaYDlhlPnwZrYNurZUomMx\ncidlrzuVvdnoQ6U7tR2r/b8qJin1PCMeBqjb34h3BcTHJpc01tnqmQTdHUcZ/Mqg7lBjdvXV1B8P\ndXdweiCOb08TteXTPrTRs7AwbvxNBNZunmP74LPXiCofLMyW585lbGOTIoYofb2Vzo+927zoJT52\neDWsycmCyl2cRvLlDUmiv7Lg4RDtbW303TUZ/ayLrmnnZ9nng4IgPNd5AOkC4WXky+thUq7X2Pi9\nV0j9f1e49X/gtYofPP+K6D4OfpB/KbHnRx6IDHLlTjWBsYtEn0BN2fRBWYruE6eJPgJGLFr3B3If\nmSmSv42n36A0Fic5Voojc8aFP9SEZ9wCa4Lhz3roveOm8V9nrl2VPhR8+O9ibNvuITJyD/gu39VI\nv1ns1BWKAtvYvmEdw5fCWOhomUTavN1D54UIOH3U/XM3g+dPMKRt5+BuL9ZYlCt/N4l/0waMVRP0\nXYrAKi8bnPZtTVzvofdOEdve3M66yWHCIxaatyiX0o2nMk8ULZLxBMmSYoySdNpRZDjg1zFi5jY8\nvx1m9AkUG69mBvYOIM7QnRQ1ZRaxhAWOqQXwRThWw3A0grl1G5O30ueUpM8xgAqvB0ZGGLxr8gY3\nGH4C35t6R5uiH+z6EExS4xOMTligJUiMJSlyZs4fmfqLkTBxNOo2uUXMC0GhDYDUrW5On4umQ5z7\ncG57j9ND+SoYiQ5hbglw4/oIrPDMDISaA2ukh67PE7je2PfUAGT4WhhmbR90bA7SXDaJZVl8fTfM\nxxfj1B7MbNvVffz4fQ8WFhNjMXp/0Ufp7oPZOqls2Lo/yNkLcXz/shqfy6Lv2jCs8k6rb35bc2yo\nxHEuypW/jlGxJcnFEQv3zqk3ZUbo+FkvSQxq9m7n6+s9nBrSePfd9GBBpY3k7TCRlAv/Zg/aWIQr\nERPNuyG7bcu/wUH05hViuz0kz1/Cwo3HWag/BMc/eUDPR90kcFG/q0JsfblgJQj/dRRXpR9PiUbk\nUj8mOr7Xcvcvr+5U9majD5Xu1Has9v+qmKTUMzDYfZqY08+ubV6sL/uIPgFvkbaksU6pZ1L0dnQS\nSYLvzVrcY4Oc/ChC1Z814NUher6TnkgSh6+W7eu/puf4KbRtB6jd6LDRs7AwrUQJ32XO7YNLoRFV\nPqi0ZZtcRplf2cQQla93lHvRGCZ6PUagSuPzX1nwPa2gcheuEVXeYPDHTc2ksLDGvyZ8/mNi62sJ\nbTHs80FBEGQCSxAK5Te3r3L9/lX6pgY9P9hB7e8uv5RL31hHzc1h+k61EwZcr4eoKpkpwVdf1eAr\nC8MonnFt9OJxuiKZ56ADXXQMaNQeyiQ8mgOjBCJdx+mNmkCCUxc9NAd9oPsIvjHI2SunabuSvrxi\nZzCdsGjFaGaM8LkY4XOZQeWOffgzj6hiI7H0f8YjnP1Zekm3Y2p+7mGc8JUw4Ss9U71O9YG3somu\nqq1FRRCLholFM6dnrfawL+jLJd/HjzKUeeoXPtNJeFXuVc/eHbso/aKb0+1tmUkIL3WZM0X08moC\na6OETx3NnMvloPqPps4I0qneHSDyST/tbf2ZxKmGzSW5SYfqyH+i/6N2+gEMHzWZw/WV/WDTh+bt\nixz9ZGo5fJjOY+GZr2QGvrg+BKsDsn1wgSi1AejOV7M2WjRjlYNB8N9Wc/SjnE343qzJvoWw58P2\n7FPt0teDHHxqS0SKz2+mcGyavY1Jx1GiY97q4uyFKAA9py5S8edBHGjp82nMCMeP9WICoxdO4dnY\njE9X27BWVMTEvQg9H0XoyXxP1f6c5pS2pnkJ7azg5OXTtA0ArgChrenz1lJffpF5Ap+k71Tm7Bun\nP701w0YbD+5F6R+I0/8pWT3mtAwVb4Wo+PIkp48cASDwdjB71K3KR5i3e2j/JPN0f5Wb4PsNhR1+\nLDwnJoh+1k98oD93r3fuwzdteUM+3antTa0Ple7U5ar9vzomqfQMRSsniA50E512FthblY4ljXUq\nPWMO80VmsUjk07NEMr4u86oTvvgys7Is0ktnxl1M1chOz8L8Sd0aIoVjzu2DS6IRVT6osmWbXEYV\nm+xiiDL3dfrZtyPCyWyO6qJ2p6+gchesEZu8QXM6MEjRffwskYdAooeLngqClQ51PigIwgvhH01O\nTv5f6YZvL7r+Yg/ibGtro6WlZUnKtsxv+GbCQtNf4ZXipRvptLe309rauriEZiyBRe5J63PBTJL4\nxqKoxDVj9Q+ANZ4kOWlR9IoLx7yqZJEcS2JZGsYaY84Z8PxttUjeT2JpRbhK5j/ZmLyfyHutOZZg\nIm+dTBL3J9CKjOzT96evLcK1Zn51WngfApaJiY4uA/S8fmOxmrPr/8TYxFP3zhxPMmFzTy3TBF1/\n5k9/VDacGkswaWkUrzHm/YawtJ2Ca42xwDrNoQ3LJDk2odByWuu84sLQC/QRtmUKy0F35liSCWvu\nuLKULFx3Kv+/iJhkpUiMTaIVFWM4n1+sW4yeVf5QtPcsY5NF2lxfjgBvl8uo86uF576WmST5jUXx\nGte849pz14iwvHK4Qjy/acqN+BYjwyfh5TVe/RW+85K8KMdR8gLeNKcbuPIcNKk5DVwLWv2jYdi0\nJX9bNYw1C+8H1bV6iSoB0nEpXveuvlbREwvuQ0DT5VXlL9Z5zGkTutNAd9pdujR3TmWHjhLXgrf0\nLMZO89ZJ0zHW6Go/odDrnD7CtkxhOaCXGC/Edy1cdyr/v4iYpDkUDz2WLtYtKu4o/KFo79kOrfSX\nqDvtbGqhOZJd7qspctRlpxFBEJYVcoi7IAiCIAiCIAiCIAiCsKyRCSxBEARBEARBEARBEARhWSMT\nWIIgCIIgCIIgCIIgCMKyRiawBEEQBEEQBEEQBEEQhGWNvIXwW85yeAuhIAiCIAiCIAiC8O1H3kIo\nLCXyFkJhyWlpaXmp69/e3v7CHbEg/ENiObyCWRBEd4IgiEYEYf46EYSlRLYQCoIgCIIgCIIgCIIg\nCMsamcASBEEQBEEQBEEQBEEQljUygSUIgiAIgiAIgiAIgiAsa2QCSxAEQRAEQRAEQRAEQVjWyASW\n8PJjmpimifWtbZ6ibZaJaVqKz5biLRzWC+lvyzTJ31RFP2Bhjn977UNYuA0vgZEuqeYWog2lj1iE\n5pZKy4upr7AMYtIy1POCY+hLZ8eLiHWiu2WikaWy5YWXa5tfLTQ2LVUMeUH+69s8DhGE5Ya8hVB4\nicegv6H35x9z6346eL72r37M3t91LLMsJkbPf+0lcjfByvI6Wt7xz+PiJD2dHQwlABxUH2hi2/op\nyZqEu47TF02mf1ztIfTuPrzO9I+xq12cvhJN/+D00nAohDtzXW/nUQYT08LsCoO6pib8TjBHejl6\nZnBGEDZ8QZqCvnS5A12cvpwpFwdVb79LzUaHfVutYU7+x7PEH+VcT9WBn1KzfroLMuntaGfwoZfm\nD0Jk7+R4hBOd3YxmrnX5ajkYDGScl0n4zHH6RtL94PDW0hQKZB2beecax0/1k/7UoOa9RqrWzHR7\n1kgvR84MUrGnmfrN6W+164fhSyc4+9lozpGur+anB7alv3dR91wohNSdMF3nrxJPmlTsaaJ+s1H4\nxeMROj/sJgGwuoKGQ/W4NftybbWRV3M5hi92cPbzSeoOteB35gYAQxfPculGDFPz0vRBiGnfymD3\nKXojGVtb5SZ4sAFfSSHaSNF7vIPBr6ypytLQGMy2NTbQQ89AhOTDldQeaiHgnNlH+cvNabrzyFmS\n5XUcnmbjyntjp2WFT1P3ofA8iF/v5vSnkYwGNAJ7G6mtLEB7ZpQT/6GL0SczxENzUxCHnT9V2pta\nH6nbvXR8ktOs780Ggltyqkze6qHj3BAAenkNze9UZXy4ur6YMbqOn2bKVPWyKn68vyYTsxS6synX\nvN1D+ydDuc9WeWj4YB/uAvyPMtYpY5JKd+p8QZgjNtnYnEIkal+vygetON0nThPJ3CdtrZ+DB+pw\naYvViDq/ilw8QffnmXJXuKg9eJDAlM0pfb0i5tlpD4ic76T7ZgKAip0N1G+d1b95YpPKf6m0p47R\ni/CLgiAsGFmBJbykfMO5//fn3EoY1P7bH/OT5ublN3kF8CiFVVxK6Sp4PM9LY5dOMZQwCL7fRPX6\nFP1/1Z1JToG7V+mLJgm83URryz4qHsfoujCUDd49V6IYm+poOVSPx4xy8sxgdrA8aen43wwSerue\nuq1ueAKO1ZlPH06irw0QejtE6J063ICl61Nhmr7LUVyvBznc2kJNuUm4+yKpQtr6MMnXjwyq9wYJ\n7qmjdk+QwNqZE0mpG+cZTM6R1t0fhe/6qX+/hX07K0hE+hgan5p8ukTfSBLfnkaa3qnCjPby8Y1k\nNvnqP9dP0vDT2NJEdVmKvhMfk5w1Sdh9Ltc32fxH2Q+QGn2Aw1tNcG+Quj211P0Lf26wtYh7LhQ4\nd/3bFA63B33+V9L3V90kDD+Nh+pxm8Oc7hoqqFylTSg1NzV5M0T358lZlgbwmEnLgWedBtasp0rj\nt+iNjOLZUU/LoX14V8bp/vhaQdrAukcSNzXvNNF8oAY9GeHKrZz1mw+h9Psu4PFTT7KU5WYY6s5M\nAs7j3ijLVfk02z4Ulp4kVz6NQHk1TS3N1HhXMnhubht4mkks3U3t2yFC74SoWg88KcraiNKfquzN\nRh9f30tSuqkmXd9yncila7l4RYwz54YwNgVp2l+FOdI3LXao65u43kc06SJ46DAtB2rgTpieW6kC\ndKcu1zJT4PRStzdI3Z466nZvo7SgmGQT61QxSak7db4gPI3a5hTY2LIqH0zd6COSWEn1O000769h\n5VdD9FxPLFojdvnVaAL8OzPl6gl6P40UGEMUMc9OI3d66b6ZwL+3kX073AxfPs1gQbFJ7b9U2lPX\ndzF+URCEhSIrsISXc/rqf/bx5f9xUHvwT6gs1pavJTt9BEM+ol1Ruibnc2GKob9NovtC+EoM+JNa\n+tv7GB6HgBNS9xOAQflGAzDwroPhSSs7WZREI7jbj66B/3sQ+9UISQIYOAg2NWe/ZXikB9ZuoSLT\nf47KIM2VU59GuQhseb0ikwglGAX8G71oaFR63fSNTFsybdfWFcWsXV+KNjZJRbl71gA3zpkLUbw7\nqxgdSMwYnOrlNRwsz/zgLYPLw9nPzfEkrPCye7MLne14VoQZjsZgsx+wSI5Dxd5duHSdgN9D/51Y\ntg8B4pfPEMVHVXmc0WlfquyHDMUla3GXaDz4xxV41ujP4J4LhWJsrCG00aLr9hHmtWHPjHIjCb63\nd+Fy6oR2ezh6IUoKPw6bcpU2odRcmms/7wFfNd6/vz5r8kWn6q0g1u0ujnwya3jp9NP03gaMNenJ\n+Yo1EL33NSnAYaMNtArq352y2Q2sow9r2hd7d9bhtSIcOdLz1GSQslyA+330RIuo3vE9rsesgu+N\nqlylT7PtQ+E5qI7g+03oJQYaUFm2jr7oPUZNcNnNJOt+Gv/cn50UGT4Hpf9s5oq+vP5UZW82+vDs\nrMczpYDydfSNWLnYcXuIBA5Cu30Ymo+6sjA9kUzssKlvIvEAVm3A69TQnJWso4/JKVtV6c62Hyy0\n1W486w2+Hi+iosxVYEyyiXWKmKTWnTpfEJ5GZXPqXFFly+p80LE5RJNXx3BqWZuL3x0FXIvTiDK/\n0qnZfzDX7jUQnRZg1DFEEfNsNDJy4xas9rOr0oVOiIorR4mOpAhkVs/nj012/iu/9pT1XYxfFARB\nJrCEf1jc/fVdwKT3xFF6Af37W/jTf7MDxzKt7+QCRlumCevK3FmpaliM3jfBqePYXEPFxU7O/kUH\nbuck8QQE3t6Q/tNVRehYXL0Uxbe7lFgS0FbOIfYE126mqNgz9xa3xNWrpFZ48a/JJVi1Zb30nvpL\nRtcbjN5NYLw+cym1qq2Pn8Q5e6wzmxBUH/gJ29anI3z0fBejzioObimlvT8xR11N+o4fJfyVBasD\n2QkoTXfAkwj9t1PUlg7z4Ml0p6bhWA1D1/pJVdYQiz0ApvWDFaVrIEHgwEHcf3OUeJ778FQ/AGiP\nGR04S8dApjVl1fxk/7YZk3KTMsJeYswFrHCzeIyG54eZO6VpwNfELfBqhZf7lE3YaM4c6aY/YdDQ\nGCD8FwNzBl7z8eM5Q7QxtSVjLEzPHXC94Z/l5+bWxhSxyyc5PRAHHE9vtXxsKft37nJNek6FcbzR\nwBvfucbV4fnem7nLVfq0AvtQWFocJUY2dnRfioGrCu98B2n3P2PooUbdJleB/lRlbwXow4xy4sMu\nRh+Bvqk+G68s04QV67JbarUiDX4zigkzH67MUV/vH2xHi/Txlx2jGE9GSeAi5DUK112+fkDD+qqf\njmOZH1dXsO9QPR7NLibZxDpFTLLTXaH5gmBvc3bDMZUtq/JBNAeGc8o2uokB1X/gW7RG1PnVlF/O\nbW31v1NZYAxRxTy1RiYnH8Pv5B6ArlwF90bvARW2sUntv+y1l6++z8QvCoIwL2QLofASo7PlD9/j\nvT/cjPn31+n7u9Tzr4IVo+t4JyeOn8j96+zk7OXhpfm6R5kM1Ezw4AmgF+NwFAMwkco8WtV9hLa6\nSXzeRVvb1JkJT2+5MUeuEsfg9UrHnIPM8P8YxbF5eqKTIpGyAJ3i4mJ0YDI5UVjFV1dQt6eeltZW\nWlsb8a426f/lrfRn44N030zh37UdxpPAJPGx2Ws3VlJeVYO/zICHg1wZSX+ub9xF1VqNwU+O0nas\nZ9aybZ3q3VVoiUGOth3JnJmQS0CGurpJrfZTvV7jwSRYydE5DgWdqx/As7WO0HsttLa20vimF/PO\nVW6NiyJfTiysec2EzWETSs2lOP+LCPqmXbiZwASS9xPzW0E0HuXEsT4wAhzY5SlIG1N8tzxA1SYP\nkKKvfz5+ae5yUze6GXroYPfvu0kmJ8FKkpzXabp56qvyac+iD4VnRIre453EnrgIHaiZ90Ri9LMB\ncPrxOQvzpwXZm0ofupuq7VV4DDBvXmFYZTSWVVB9U2NJLEB3FFO8SgcmeTBrdshOd3OVq5e9QfDt\nRlpbWzn8Xi36w2Gu3UgWEJPUsU7tzlS6KzRfEBZsc/Py9Xnywamf7/TReSWOsSnEtjUsWiPq/Crj\nzdd42bHVjwEMXbo6a9WtOjYtxFfM2Q/m43nEprn9V2HaWzq/KAiCTGAJ/wB4bD0Gvk/Vj17hlR/t\nYOOKAp7mLElFUiQfJHkw/mDavyQTj2bWRRXMrLEYgwNDxMdnWqbz5gAAIABJREFUBtqVGnwdvzej\nFLc7c0zs7UESlNJ4qIHQ/kaC5RrRz3LnxXh2NnD4UDMth5sIuIDVxU+tTrvxNxFYu3nu7QBjNxh6\nOGvb3PgXDCag+v1m6kP7aN5bgTky+FRyNmdbNQPf5orMUzMX/h/qcC9GCkiNjGABQ5+003asH/NJ\nnK5jXbPOqtLwVAao29+IdwXEx6YSbAc17x6m+f1mWt4P4gIcRq6ljo01HD7cTNOhFkKvuwAjc35H\nkuivLHg4RHtbG313TUY/66JrdsIyVz8ARpkPb2abi2tLJToWI3dSBd9z4dmwMm9PW8RuDTJ4O/7U\nJMdKLOJxa9qV6/DohZab3ybyas4cJvYEzJtdtLV1EntkEj7T+dSZUnnt5f4gHR92Mer00dRUO8fZ\nUvm0kdFAmY+at/YRLNdIjOZJyFfNKdo5yx2OxoAUXe1tdF6OY30VpuO/Dc3j3sxdrtKnFdiHwlKT\noLvjKINfGdQdapxjlUF+3U1dH75pUvp7vhmWofKntvZmqw8Hvq017GsMojFK8uGUGa6EJ19zz8pW\nHdbM3to+d32HBwbBVU3zgXr2Nf4E74oUgzfj89Dd3OVqJR58G9OrTbQ1fjasgvidWEH+J3+sU/sY\nu1yioHxBKMzm7DSisGVVPgiQuNHNkVNhHL46mt7yzjOG5KuvOr8C0JweqnbW0bi3AhKjTM4jNmk2\nvmYujRQV6XB/NNd3Vm5lmn1syu+/CtGetmC/KAjCs0ZCkfBS8oPXvg+/+hU3fmMS4G/5X09gfWbI\n9FzRfRz8wKf4A5PU+ASjExZoCRJjSYqcBo6s8lJ0nzhN9BEwYtG6P5BNHPwbHERvXiG220Py/CUs\n3Himts45HUCcoTspasosYgkLHMasxEIjcv4UgwkI7J/1RMiKEr5L3u0Aw9fCMHvb3Kr0QZrDfxdj\n23YPkZF7wHf5rmbf1uTtMJGUC/9mD9pYhCsRE827IT3A3xykuWwSy7L4+m6Yjy/GqT2Y25o42H2a\nmNPPrm1erC/7iD4Bb9FM1+X4Jw/o+aibBC7qd1XM8nIOrJEeuj5P4HpjXyYBN/jjpmZSWFjjXxM+\n/zGx9bWEthj2/WAlCP91FFelH0+JRuRSPyY6vtccBd5zYdGYKZK/jZN8AozFSY6V4sicQQGQutXN\n6XPRdIhzH85tXdA3sGF1D0O/vEJteYCL/30Y1tfkJndtys1rEyrN6T5+/L4HC4uJsRi9v+ijdPfB\nGdspUuMp7t2fADTujSX5ruZIn2diRuj4WS9JDGr2bufr6z2cGtJ49930IESljcT1HnrvFLHtze2s\nmxwmPGKheYtyZjyeyqxiskjGEyRLijFKdFvN+UNNeMYtsCYY/qyH3jtuGv91oKB7oypX6dMK6ENh\nqUnR29FJJAm+N2txjw1y8qMIVX/WkB2w5dXdlGmMhImjUbfJXbA/VdqbSh9WnJ5TVygKbGP7hnUM\nXwpjoaNlJmsdGypxnIty5a9jVGxJcnHEwr3TbV9foMhwwK9jxMxteH47zOgTKDZeLUh3qnKjA9eY\nWOOlssxg4os+hh6B11thH5OUsU4dkwrJJezyBWGqn9Q2p9SI0ter80Hzdg+dFyLg9FH3z90Mnj/B\nkLadg7u9i9KIKr+y7g9y9kIc37+sxuey6Ls2DKu82Vhpl7fljXk2GvH8yAORQa7cqSYwdpHoE6gp\nK8BX2PgvO+3lr6+9XxQEQSawBCEdUP/pHrZ/8TOu/vw/cRXglY3s+KfLb2m7efsiRz+ZejNLmM5j\nYSr2NFM/deAkGq++qsFXFoZRPOPairdCVHx5ktNHjgAQeDv9BAxAL68msDZK+NRRwpkJr+o/qswm\nmx1HplYwaQT2NlFbNuuNf7eGSOHIsx0gxec3Uzg2zTonQfcRfGOQs1dO03YlU8edwexEk6qtD+5F\n6R+I0/9p5mOnl33BqYk/HUeJjnmri7MXogD0nLpIxZ+nX5tctHKC6EA30Wnno7yVqfeMVx+vchN8\nv2FG0t7zYXt2lUbp60EOTls6rzkdGKToPn6WyEMg0cNFTwXBbJ/k6QcmiH7WT3ygP3evdu7Dpxd6\nz4XFEr14nK5IZsXbQBcdAxq1h3KDAd35anYiuGhGMq5TW1/DFx/1caQtDJQS+vdVBZeb1yaUmtPS\nZ2SYEY4f68UERi+cwrOxOW0zZoTjH3Zn3/x09lgHWub136kvv8iUmaTvVOb8OKc/vX3JRhtFRRCL\nholF0x6C1Z5pmkvRe/woQ5kn7eEznYRXeWn+IGSrOTQHRglEuo7TGzWBBKcuemjOlK3qQ1W5Sp9m\n14fCcwhmw3yRWUgU+fQsaQ9nzHzhRl7dpfni+hCsDszaEqT2pyp7U+pDK0YzY4TPxQifywx+d+zD\nny3XS2hnBScvn6ZtAHAFCG11FVBf8O7YRekX3Zxub8vGs7rMOVdq3anLjUf6CX/VT+9UL5bX5HSn\njEnqWKeKSWrdFZIvCLmkwsbmFBqx8/WqfDA2klkpNB7h7M/S99nhK6Bcm/qq8iutqIiJexF6PorQ\nk4mtVfvfytqlMoYoYp6dRvSNddTcHKbvVDthwPV6iKoSe19h57+U2lPVtwC/KAjCs+cfTU5O/l/p\nhm8vuv5is/u2tjZaWlqWLqd+8L9JPdb5jmvpEqv29nZaW1tfUA9aJO8n4RUXxhy30hxLMGFpGGuM\nGW8ySo0lmbQ0itcY6HnKNU3Q9bnnsK30h3PPcJtJEt9YFJW45reqyDJJjk1gaUW4SuZ5v6wUibFJ\ntKJiDKdecJnmeJKJSYuiV1w4FiAFVT+YY0kmrAX0g1CQ31hSzVkpEmOWQh/ztYlCNLeUbZlDG9P8\nxzPV3JLWN59PE74dujMx0Zkr7CyVP7XGkyQVMSD9ObjWGPOqL2TOYZtTWza6U5RrmUmS31hoRcaM\nFSl2MWmxsU6tO3W+IBqZn80tVT74zDVSQM6WGkvkj3uLiSE22kuNJbDIrRp+Nu5JrT1hGcWSQnya\nacqN+BYjChVeavRXv4P+LZeoscaVv/0lrjnPxHGUuGzeyKihmtvUVB/qBq41C2mKjrFmgXdLc+Ba\n45h3mbrTQF/ENiNVP+glBrL442WVlWNhNpzXJgrR3FK2xbEg/7Hwcpeqvvl8mvDt0J2e994ulT/V\nnAYu5wI/V9QXUGjLRneKcjWb+JovJi021ql1p84XhPnZ3FLlg8+8vgXkbMq4t5gYYqM9R8kS9MNC\nc1tBEJ47coi7IAiCIAiCIAiCIAiCsKyRCSxBEARBEARBEARBEARhWSMTWIIgCIIgCIIgCIIgCMKy\nRiawBEEQBEEQBEEQBEEQhGWNvIXwW85yeAuhIAiCIAiCIAiC8O1H3kIoLCXyFkJhyWlpaXmp69/e\n3v7CHbEg/ENiObyCWRBEd4IgiEYEYf46EYSlRLYQCoIgCIIgCIIgCIIgCMsamcASBEEQBEEQBEEQ\nBEEQljUygSUIgiAIgiAIgiAIgiAsa2QCSxAEQRAEQRAEQRAEQVjWyASWIDwHLNPEtJaqcAvTNLGs\np7504W/hsEzMvBW2XsjbPZR9qKzvIr9TUe6c/f487rmwpJimibVAm1iEsS1Yc4uztXTZpvUs22Rh\njtv0obUAn2ZzD0Rzyz4QvpDYobKlQuzt2ceORcZQRX1tfdcCY6iqXOFZ9pfaNpYqNtnWN6/N2dfX\ntBaukedty6bEEEF4KZC3EAovJb+69F/4eOirGb/b+K9+zJ7fdSy7ukbOd9J9MwFAxc4G6re6C7ou\ndSdM1/mrxJMmFXuaqN9sPBXgh86fpOfmKAC6N0hLyAdA7GoXp69E03/m9NJwKMTUtw5fOsHZz0Zz\nTmB9NT89sC3jDFL0Hu9g8KtMBDd8NDQGcWsAJoPdp+iNZK5d5SZ4sAFfSabciyc4+/nojBr69jYT\nrHSANczJ/3iW+KOc66k68FNq1mtgRjnxH7oYfTLtQsNHc1MQB8B4hBOd3YxmrnX5ajkYDKTra8Xp\nPnGaSCJdX22tn4MH6nDN8mzDFzs4+/kkdYda8DunMpUYPf+1l8jdBCvL62h5xz89jSF85jh9I0kA\nHN5amkKBrMM074Q5/vM+kpk6e94IsW+XN/2Dqr7Tyu/taGfwoZfmD0I4RNLPcOSguq9q4te7Of1p\nJJPcagT2NlJbaRRkE6r7qtaySnNpe+r8sJsEwOoKGg7Vz/jM1tasYTqPnCVZXsfhWX2RuNHDiQtD\n6fau8tH8QVpz5u0e2j8Zyv3hKg8NH+zDDZgjvRw9MzhjAGD4gjQFfRltXOP4qX7SvWRQ814jVWu0\nAv1hfp8GYN0f5OTJ3kx7DUKHm/BqhWpOWCz2MSk/+WOSSW/nUQYT0yxqhUFdUxN+p729qXSn9NN2\nMXSgh56BCMmHK6k91ELAOe3bFPqw9RMKPStjqK0+kvR0djCUAHBQfaCJbesL0Z1JuOs4fdF0fVnt\nIfTuPrzOQnyiML8YYpMrXjxB99T9X+Gi9uBBAhnfuWSx6XYvHZ/k9OV7s4HglgJ9sio2mTG6/vNp\nouPpH71vNhDa4i6ovrGBLk5fzvgKHFS9/S41Gx2LtmVlW1X1VeWvgiC8EGQFlvBSMmlarK2sYe8f\n7mXvv9oCwMrVyy+YWHd66b6ZwL+3kX073AxfPs3geIHX/jaFw+1Bz/P5UNdRem6OEtjbQEvL4VxS\nYQ3TcyWKsamOlkP1eMwoJ88M5gYhow9weKsJ7g1St6eWun/hzyU61j2SuKl5p4nmAzXoyQhXbmWS\ngfFb9EZG8eyop+XQPrwr43R/fC2XHpkWpZtqCb0dIrS3Kh3mp+7JwyRfPzKo3hskuKeO2j1BAmun\nvnUSS3dT+3aI0DshqtYDT4qy7Tbvj8J3/dS/38K+nRUkIn0MZfowdaOPSGIl1e800by/hpVfDdFz\nPTGzo8aH6P48mUnFpvEohVVcSukqeDy770cu0TeSxLenkaZ3qjCjvXx8I5n9/OrFPpLOAE2trTTs\nrCD22XmGTPv6Zu/BjfMMJkXHS4LivqpJcuXTCJRX09TSTI13JYPnMsl5ATahuq9KLas0h0XfX3WT\nMPw0HqrHbQ5zuis3cC7E1oa6c22YWdcuOi8M4Xq9juaWFg5nJq8ALDMFTi91e4PU7amjbvc2Sqc+\neziJvjaQ1vk7dbgBS8+qlf5z/SQNP40tTVSXpeg78THJAv1hXp+W0fHRn/Uy+mqAhkMtHD7cmJ68\nKrAfhGcQz2xiUv4LVTHJYtLS8b8ZJPR2PXVb3fAEHKsLsTe17lR+2s7ezIdQ+n0X8PipiVClPpR+\nwkbPqhhqU9/YpVMMJQyC7zdRvT5F/191F6a7u1fpiyYJvN1Ea8s+Kh7H6LowVJBPFOYXQ9SYjCbA\nvzOTX+kJej+NLHls+vpektJNNelyy3Uil66RKiTPtLHl4V92Ex03qHuvmfodHqKf5mxOXd84fZej\nuF4Pcri1hZpyk3D3xWydFm7L6raq6qvOXwVBkAksQSiQjXV/yr+r3cxrP3qNH6yeBH6HLT/Ql109\nR27cgtV+dlW68GwPUYFFdCRV0LXGxhpCwSCeFTy93HlskN6oiXdPI7WVpej6tGD6MEkSjerdfnRn\nBf7vAb8aYXruUlyyFneJA2N9Jb6yaet/tArq391HVbmBY/0G1kFuybjTT9N7zezbXoHu9FCxBnjw\ndTYB8AUbOfhWAO9GL+WrJwE3VeXT7smKYtauL8XhdFG52YsxVWXdT+OfNxDY6MVbXs7kGJT+Xu5p\nnF5ew8EDdVSU6Hi8ZYCV7Q/H5hBNh5rZVm7gKEvXd/TuzCfY137eA75qvE5tZj86fQRDQap+oD21\nLN4cT8IKL7s3uzDKt+NZAcPR2FQqSGIMHOVeDMDtKwdMJh/Z13cqQTtzIYp3ZxXGyseyLeNZo7iv\nNooj+H4TP31nG4buoLJsHfA1o2YhNqG+r0otqzRnRrmRBN/OXbicFYR2e7BGolnN2dra/T56okVU\n76hAn9EZSXouRtG9dTTs9qPr+qxBuoW2eh2e9QaOEjf+Sk/2c0dlkOZ3a/Fu9OItL+IBsOX1iux1\nyXGo2LELl24Q8HvgSYzh8QL8ocqnAYMXejFX+2h6t5bS1TqalvvcXnPCs0BpxyqUMclBsKmZui0+\nvBsrcPz2AazdTIVWiL2pdKf203b25t1ZRyhYhcZcbc2vD6WfsNGzMoYq65ti6G+T6L5d+EoMtv1J\nLTwZKUh3qfsJwKB8owG6B+86YNIqyCcK84shanRq9h+kbms6v/KsmR4Ili42eXbW0/BWFYbuYEP5\nOngyzXeqbM7GllOJFJRX41/joKLKB1hEMyuulPUdTzAKuDd60dCp9LrhSW7L38JtWd1WVX2V+asg\nCC8EkaDw0jP4N7fgB7V8ZxnWbXLyMfyOO/vEeuUquDd6D6gosARzzlUkqbsxLCB6oZO2C8xcKr2q\nCB2Lq5ei+HaXEksC2sqc2LXHjA6cpWMgkzaVVfOT/dtmPFWPXT7J6YE44Ji2TUTDmNoKNBam5w64\n3vDPuf3ts18OQXkdrmm/e/wkztljndlkrfrAT9i2ftak4/3PGHqoUbfJ9VQ/9B0/SvgrC1YHcts5\nNAdG5v+Jq93EgOo/mPYUfaSb/oRBQ2OA8F8MzOnwJucYiWm6A55E6L+dorZ0mAdPpjtLB7W7PHR8\nepqOeCnWV6NgBKh0FlBfIHq+i1FnFQe3lNLenxAnvFTaW8AMhqNkytYTdF+KgasKr16ITRRyX03l\nirC5NWfxGA3PD6cqoQFfE7fIrj7Kb2smPafCON5o4I3vXOPq8LQvG4/x6ydgRns40tYDOKja/2Nq\nyvSs1q2v+uk4lvlxdQX7DtXjmdWoxNWrpFZ48a/JpRSO1TB0rZ9UZQ2x2AMg53tU/lDp00gR+7UF\njyJ0tKVXJXi21rNvZ0VBmhOeJeY8VzYWEJNyFsW1mykq9sy97fdpe1PpTu2n1fY2FbSsvKlzPn2o\n/UQhep47htrV1zRhXZk7Wz8Ni9H7Jjh1pe4cm2uouNjJ2b/owO2cJJ6AwNsbCvKJwvxiSEHqmrZl\n1v9O5fOJTWaUEx92MfoI9E31GAXZnNqWiwwH3LxK1PRR+mV8xoBTWV+nn9qyXnpP/SWj6w1G7yYw\nXg9l67QYW1a1VVXfgvNXQRCeG7ICS3i5sb7kxn2o/L3XXtD3x+g63smJ4ydy/zo7OXt5OP8l5uNn\n9vWerSFa3g9S+jBG99Ryc91HaKubxOddtLVNnYmRe4rs2VpH6L0WWltbaXzTi3nnKrdmbbf5bnmA\nqk0eIEVf/6y2jEc5cawPjAAHdnnmaGCU61+Bf8u0xGF1BXV76mlpbaW1tRHvapP+X9566tLoZwPg\n9ON7avC5kvKqGvxlBjwc5MrIzEea1p0+Oq/EMTaF2JYd3KQ4/4sI+qZduJnABJL3EwWtHNA37qJq\nrcbgJ0dpO9bz1BaA0cQEAMXFxRStBh5NMFlIfccH6b6Zwr9rO4wngUniY/I4e6k1Nz9S9B7vJPbE\nRehATW4loMomnsF9VWpuZgdgPba3tdSNboYeOtj9+26SyUmwkiSnTqddlRlIrK+iqaWRgCtF+Bfn\ncyu7yt4g+HYjra2tHH6vFv3hMNduJJ+ayAj/j1Ecm6dPYutU765CSwxytO1I5pwStb+b7Q/n9Glo\nFOnAKg+h95sJvl5KbKB7xnYwOx8hvEBsYlJu8H6VOAavVzrmnDh7yt5sdGfvp/PZm01zFPqwix32\nes4TQxdQX+uRZa87M8GDJ4BejMNRDMBEarIgnyjML4YUwso1XnZs9WMAQ5euYj6P2KS7qdpehccA\n8+YVhq2F2lzOlr07duNelaCrvY2Oc0PzyK9SJFIWoFNcXIwOTCYnCoshhdhynraq6lto/ioIwvND\n4pDwUvPNjeuk+B3+6YvaPvg4RfJBkgcrV0773WN4lA6oRUU6/P0o1pTYrOlPSTPBdyzGUDRJqc+H\n2/m0JFcC1mypZrIE7zYvug47vD2cncwFas/OBg5vSfF4tUX/iQ4GreJs0m+U+bJPnVxbKtE/jTJy\nJ0Vg2qDBUeajpsxHaeoI3aPTBq73B+n4WS9Jp4+mpto5z0JJXg+Two1/+vZBzcCXXVXiwv9DneiX\nMVIEpg1+E4RvmpTu8M3hmDQ8lQE8lX4m/58jxMcmIfPtiRvddF6I4PDV0fTWtAN6zWFiT8C82UXb\nzfSvYmc6MQ61zlidMbcTdFDz7mGqxlJoxPjoWDeWMVXTJEOfJyjd2UTDVgOsCEeOdDN4x6K2TFPW\nNzUyggUMfdLOVIrUdayLptZ9yLG4z0ZzhQS3/JpL0N3RSSRpUHeocdaT8/w2Ueh9nVPLNppbiUU8\nbuEv1zJXrsOj22sjvSXDoqu9LfN3cTr+m0Hr/gA8Sk8rlfrS2ylqdnkZPJPbWqKVeLIvZ9DW+Nmw\nqpfInRhsmbYyZuwGQw+h+vWZq0kdG2s4/FoVyYcao9c+ouvz3HlGSn+o9GmTTKaAdV68JQ7YvZ2e\nz7uxHmXdgNJHCM+W/HZsEbs1RGJlKf6N7hl/oYpJU9z4mwisrc5uH5zBHPam1p2Nn7aJoTNYNSsa\nKfWhih2F6DlPDLWp70oN7sXvweaKrB7cboet7lK3B0lQSuOhBlxA5MwRuj8bgi01BfhE4Wns+iu/\nRgA0p4eqnR4Ca1IcOTfKtExnCWOTA9/WGnxbSjlypJvkQ8BZgM2pbNnppeGDwyTHTBi9SscngxjO\nIvv8avwLBhNQ/X4z20rAunWWI+cGGbYCVGiLtWVFW1X1LSh/FQRBJrAEoSBMrn/+G/hBLb/zoqqg\n+zj4gS/vx54feSAyyJU71QTGLhJ9AjXTz5wiRfeJ00QfASNWenCZbV6K5G/j6TcojcVJjpXiKDHQ\nSJ/roTFM9HqMQJXG57+y4HvarERII3L+FIMJCOzPPK2zEoT/Ooqr0o+nRCNyqR8THd9r6TolrvfQ\ne6eIbW9uZ93kMOERC82bCeJmJD15hUHN3u18fb2HU0Ma7747fSLLJHw9DuV1TJ+mS94OE0m58G/2\noI1FuBIx0bwbZgR/cyRMHI26TTMn+Aa7TxNz+tm1zYv1ZR/RJ+AtSrfVvN1D54UIOH3U/XM3g+dP\nMKRt5+BuL+g+fvy+BwuLibEYvb/oo3T3wRlbrFLjE4xOWKAlSIwlKXIaOKZ1o+OfPKDno24SuKjf\nNTUwKMKxGoajEcyt25i8NYwFGJmJEFV9HZuDNJdNYlkWX98N8/HFOLUHQzJ59Qw1Z39f82kuRW9H\nJ5Ek+N6sxT02yMmPIlT9WcOMwcJcNmF7XxVaVmpO38CG1T0M/fIKteUBLv73YVhfk9WNytb8oSY8\n4xZYEwx/1kPvHTeN/zrTVqeH8lUwEh3C3BLgxvURWJE7xyc6cI2JNV4qywwmvuhj6BF4vTMnqoav\nhWHWdq6c83FgjfTQ9XkC1xv7shMSKn+o9mkGFT/QiP56hJgVQLs+lBvA2PSD8CxDbn47Bkjd6ub0\nuWj6zrgPP7WNc86YlB3XRwnfJe/2wbnsTa07tZ+2i6HWeCqzYtciGU+QLCnGKNEL1secscNGz6oY\nqq6vA/8GB9GbV4jt9pA8fwkLNx6nve40pwOIM3QnRU2ZRSxhgcOYl08UKLi/8mnEuj/I2QtxfP+y\nGp/Lou/aMKzy5t4OvRSxyYrTc+oKRYFtbN+wjuFLYSx0tFUF2FxBtqxRZEX46JNBMKqoKdftNbIq\n/QKf4b+LsW27h8jIPeC7fFdbpC3btFVV30LyV0EQZAJLEApMpr/kxgRUvvnasq2ivrGOmpvD9J1q\nJwy4Xg9RVTJTgq++qsFXFoZRPOPa6MXjdEUym3oGuugY0Kg9lEl4nH727Yhw8spp2q4AuKjd6csO\nBDqOdGUOyNUI7G2atjJoguhn/cQH+rPfU7FzH75MXlFUBLFomFg0nP7Fag/7Mq8rT335RabMJH2n\nMmcBOP2kF3tP3ZMvGBwH/56ZWx8e3IvSPxCn/9PML5zebLlTfHF9CFYHnto+WLRyguhAN9FpZ3a9\nlVktFhuZOvgzwtmfpZe2O3y5vnWUGGBGOH6sFxMYvXAKz8ZmfDqYty9y9JOp5fBhOo+FqdjTTP1m\nx8zXpK9yE3y/YdqqAJ3q3QEin/TT3tafSfRq2FxiX1/QcZTomLe6OHsh/ZronlMXqfjzoCRDz8ot\nKO6rUnPmMF9kFj5FPj1LJDNxkj1P3cYmVPdVpWWV5kCntr6GLz7q40hbGCgl9O+rCtIGmgOjBCJd\nx+mNmkCCUxc9NAd9gEHw31Zz9KOcDfvezA0+4pF+wl/105sdPNdMs+H0gOrzmykcm/xPDb57PmzP\nvgGw9PUgB6dtM1b6Q5VPA/yheqIfnub0kfSKMsNXm/UVas0JzwplTAJ056vZCZWiVTMnp/LHpKmB\n/RApHHm2D+azN5Xu1H5abW8peo8fZehhxouc6SS8ykvzByEcNvqw8xMqPatiqJ0+Kt4KUfHlSU4f\nOQJA4O1g9vwsle708moCa6OETx0lnLl31X9UWZBPFGYHH/v+yqcRraiIiXsRej6K0JOxlar9b6Xt\nfalik1aMZsYIn4sRPpeZINqxD79eiM2pbTl6voOumxnFrw3Q9G5uwlpZX91H8I1Bzma/Eyp2BrMP\ngxZsyzZtVdW3kPxVEITnyz+anJz8v9IN3150/cU+Jmtra6OlpWWJSrcwzcdL3sb29nZaW1sXVUZq\nLIFF7gnuM+sBM0nyG4viNa5pq6AsUmNJJi2N4jXGnJtozLEkE5ZFUYlrxoqjqeuT95NYWhGuEsez\nuyeWSXJsIn+5lomJjj7nzpQUibFJtKJiDOdzsGm7umYG64n7E2hFRvap/gur77eMtra2RWvuxdjE\nwn2ZUnNWisSYNbeeF2NrlklibIKiV1w49Ll9y5z2DVimCU+9vTD9hqmJSWvOMgvxh3P7tFn9VFSM\na3ZbRXPLWHf2MSkdO3jqbYB29lbArEJ+P21rb/ax96nVFwnTAAAgAElEQVRyC/ETKj3b5DWF6INX\nXBj6/HRnjiWYsDSMNYY82X6BsSk1lrDRybOPTdZ4kqTCZyttLo8tW2aK5Dd5/HEh9TWTJL7Jl6Mu\n3JbztVVZ3yWP/6KTpcA05RzMbzMSp4SX2nzzJbvLDUeJa2l6QDdwrXm6XxwlLuWKHr1ElRxpGGtc\nz/6eaDrGGl3VmPx10hy41jzHpMGurulexJXvb553fYVlYhML92VKzWmOOXT+DGxNy2/Dc/uW6Z/P\nfZ3uNNCdC/eH6u9V9JNoblnHaruYlI4d87c3exR+ugA7n/d1hfgJlZ5t8poF68NGd3qJS06MWya5\nomP+xrio2KQ5DVxOFmZzeWxZ0xX+uJD62uhyobacr63K+i55/BcEYb7IWwgFQRAEQRAEQRAEQRCE\nZY1MYAmCIAiCIAiCIAiCIAjLGpnAEgRBEARBEARBEARBEJY1MoElCIIgCIIgCIIgCIIgLGvkLYTf\ncpbDWwgFQRAEQRAEQRCEbz/yFkJhKZG3EApLTktLy0td//b29hfuiAXhHxLL4RXMgiC6EwRBNCII\n89eJICwlsoVQEARBEARBEARBEARBWNbIBJYgCIIgCIIgCIIgCIKwrJEJLEEQBEEQBEEQBEEQBGFZ\nIxNYgiAIgiAIgiAIgiAIwrJGJrCElxrLNDGtb3cbTdPEWlAbLdu3cFimiZmvAy0rz3ery7W9J3nL\nfYH32jTTdXr6S/P3j9jm8tAGC9fGwmS1cJuwL/vZa0Op8QL6d6FNVbVDtPEPNmIv+M1QajteonIt\nc4li3SJj6FLEOmGZxKacfZh5HGg+my1EI1a+z8YV9V2qmLeUsVQQhG818hZC4SXNDv6ec3/1C778\nJv2j/v0t/Om/2YFj2dUzRs9/7SVyN8HK8jpa3vEXfumdMMd/3kfySfpnzxsh9u3yzkoAhuk8cpZk\neR2Hp5UduXiC7s9H0z+scFF78CCBNTm5W/cHOXmyl9FHAAahw014tVwyM3T+JD0309fr3iAtIV9B\n5UbOd9J9MwFAxc4G6re6ZyRJ+crNtJjejnYGH3pp/iA0417mLdca5uR/PEv8Uc6lVR34KTXr03Ua\nvnSCs5+N5hze+mp+emBbzvFZcXo+OsPQV+nBhHdvM6HK9Dcnb/XQcW4oXdfyGprfqcpepyzXjNF1\n/DTRZMY2y6r48f6a5WebLzVJejo7GEoAOKg+0MS29YWFs9hAF6cvRzM/Oah6+11qNjoKspf8NpGi\nt7ODwUQuGXfvaKBhu3vGdw9f7ODs55PUHWrB76QAbdiXm19zJuEzx+kbSRuiw1tLUyhQWH3NGF3/\n+TTR8fSP3jcbCG1x5+p68SyXbsQwNS9NH4QwCvVbKm3YaNm+D4WlJnUnTNf5q8STJhV7mqjfbBQa\nzRjsPkVvJKOtVW6CBxvwlRTgT5V2DIxH6PywmwTA6goaDtXj1gqpr7rc2NUuTl/J+Amnl4ZDIbLK\nujvIqZ9PxU8o3VRHw1v+aQm1ItYp6rvwWGfS23l0hp5ZYVDX1JTTSJ5YZ470cvTM4IzJC8MXpCno\nKyyGCjM1cruXjk9y/el7s4HgFnfB1ydu9HDiwlD6+lU+mj8IZnOH/HmbjS0rYp555xrHT/WTvtKg\n5r1GqrI5XYre4x0MfmVNGQYNjcGMvRYW86yRXo6cGaRiTzP1mx1ZW+w+cZpI5lptrZ+DB+pwaVP1\n7aFnIELy4UpqD7UQcBaYUy8mHywkV8+TbwuCIBNYglAQ//t/XuHLb77DnsZ/xw/Hb/Czn1/h078L\n8PbvLrNpgkcprOJSSlclGJ3npVcv9pF0BmhqqmVi4CwnL59n6Pe9+PXc3wx1pxNhbdZgYfT/Z+/9\nn5vK8jvvV+CGa3Ktvu1RGzN4gmasXkHJg5x2P5hAghezbQr3ou0oj8lAxTwFvR7iYb2Ju6gUf4N/\noEISqsfFeBtqYQrPQsfNYx7MgzuYMRkoq4N6EUFptG3viBkxGNCYi63Bl+faeX6QLMvGOlfYfHH3\nnFcVVe2+0kfnnvt5fz6fc+459ybAt6mezV6Fc0c76Pk0QuXOdMIdCXP4ox7MZZU01FdTsnQxSpaB\ncOdhuqMmldsaqH6zBFVV8rJr3e6h60YC37ZGvEY3HZc6CHn3Z4qP3HbTpdL1c4QMYMmMmkFk97HB\ngyc61duq0S2LMQpwL5uymxx6iOapZrNHx7LGUIpWZfWVQeffnyBqlVC3azurlqmomY6IcepsGH2N\nn53fHaLtZC+fXF+VGQCJ7Cau9RI1nPj37cY9EuKHx3vpvllFfbmcwnpexC6eJJzQ8e/diXG2jb4f\nd+H96+kTKbMTp/dSFOdbfnZvcRM6dZjergtUrU5NmIr9RewTxgh4NtaxSgdrDHRPyfSfHgnT9bkB\nqE/d6RZpQ2RXpA1r8CK9gwberY1UO8K0n+rhk+vuvNo78NMuoiM6de/vQvtfXZz+tIOQZ1LL44xZ\nGq7lCtG7TxcRorgl1IaNlu36UPLisX6TRCt1oRrRZ/viyE16IkO4NtYTWJPKHV2fXMW7Z71tPBX7\nsUXvj7tI6D4a/9xDd9tpOjrDmcGlqL1Cu9YA3Zej6Gvq2LNRo7P9NCdOhTiwvRKAm//YwxBu6vf6\nUaLn6LjUTWi9j6oiOz3btHfOuc5izFLxvVOHW1MZu3uV7v5RtKX2uc56PIa6rBL/ehcsGSN4qpuH\nqppnDpXM5MFdg5I1Nfj/Qzm3/u8f0XvxKpvfrs/rBlbyeift56OUvFXH9n+/ClVVsyZqc9dtYo2I\ncp5J39k+DN1H454NRP+hnd5jn7Dqr+tTudS6i0EpNdvrKC+4xY+O93L5ZjU78s15GHSdDWV8dOo8\ne4kkFlO9vRGfcosfneyl+1oVDeucqUrzMZT8vhMjmnja10Q19XzqwTxq9dnrbYlE8iqQWwglX80J\nrF8b8Lvf5M1CBfWbq1kGjJnjC6+hDi/+gJ+qbyvPuC0oSWIYtDIPOlDqLQNMxp5kfeR+L93RAqo3\nulGnGVep2bmbunVuVIcLVzFk/3jofA/mUi9Ne2opWaqiZM9eDYfoiZp4tjZSWz5zkklsd/D6TVjq\nY3O5E9eGAG4sooPJPOymJhZOnY/i2VSFvnh82uBUaBdgUSHLVpSgOZyUV3jQZ5guLFpGaZGGvqIc\n78qpMtK41kP0iUZdYwO+ZVrW5BWYX4RJoLF5ixd9ZQ11K2EgEsvLbiLxEJaU4nEoqCvKWQ6Mjcnh\n9vMjSfhfDFTvZrxFOuv/rBYmBhkYyWcgnSpOS1d7UFAp95TCxPStE7muq9gnLGAxr3+rFH2pTul3\nfbgc0x3x6k+6wVuNx6FMn3wRakNsV6QNc8SARR62VDjRyzbgWgQD0fzam0wkoawaX7GGu8oLWETT\nd/dBpepdP/61ZTAx/kxxy1YbNlrO2YeSl4K+uoaA349rEc/W/w4fTe83s2NDKne4i4GHD0jmozuR\nH5tRrhvg3bQZp8NNYIsLazCasStqr9DuYwMDheotPlSHG9+3gJ8PMqkA35800fxf63EXqbi8qRUn\n8Tt55Dqb9s4912n4m5qpe9uLZ7Ub7TcPYVkFbsU+12nlfpr31OJZ7cFTVsBD4O233HnlOsnTuDbV\n0/BuFbqqsapsOUxYeWrFoPtCFNVTR8MW3/TJK5u6TejLwpxnYYyAe+NmnKpOpc8FE7GpXKq4qd+z\ng6oyHW3FKpZPK/nsc1780imieKkq06fVv1pFgKZ9zawv09FWpuwO3ZmaNvJsqiPgT61utp61pp5j\nPWhrN2e9LZFIXgVyIlnyleTN9VUoty7T9tF9Xpu4x6/5BtvefG3BtvfZ5y80aje7aPu0g7Z4Cda9\nIdArKc8spTbpPhlEW9vA2m9c5crA0xaytwb4tpdnBpixX1rwJEJbayRVcK2rZ8emVMGavBPDAqLn\n22k9Dyx1EdizA4/Dzi6MjY3DN0uZvHe7eAncHboLuG3tRs91MuSoYvfbJRzqm37XTWQXYHwizukj\n7ZnBdfWuH7B+RfrTyjhD/adp608fXVnND3auRwXit3+Z6scjB+lm+nYmyzRh0fLM1g6lQIFfDWFC\nqh0Cu54/3oAS6eVv24bQJ4ZI4CTg0aVonyOmCctXlmbSmILF0H0THKrtQLp2ZQ89J/+WoRU6Q3cS\n6G9lrdwSXFexTyhgmQRPthNMm8re/mMOdtGX0GlorCT4N/3T/FusDbFdkTYUVYOJCH1fJKktGeDh\nRHbCF9st0DW4cYWo6aXky/isxYI5Pv7McctOGyIti/pQ8lLVx7PfKlLQJ7clDQfpvg3Otb6pVSkC\n3Yn92GIcBdd3JuO9AjwgbpG1JX729grtLilAxeLKxSjeLSXEDEBZnDmuOPTMf1/9pBdwUpleYSvW\ns7i988p1GRJcvZHEvXVqi5Mo10375pUrJBd58BVnd1TuayPJJZEoxz7sZOgJqGvqySv7j8T45QSY\n0W4OtnYDGlU7v0/NStW2bhP6sjDnKWhLIXy1j2R5DbHYQ2DxU7E1dukEHf1xQMvahivOIVhROvsT\nVO7aTenPDhOfJj4N3THpc13EgOo/9k7/0XFrTjX1XOtBsV37elsikcgJLInEluTDR1iApmlopsqv\nMTFMCwpfsktbMTqP92BkS2ncovDNGuo3uedleigxCkBhYSFjI0Mkn4wyBqmtTte7CD/WCPxRKcb/\nHAPLwDAt9Ky7vYuLPWxcZxHqDxO+eIXNZTWoKBSoAC4Cu/1Yn52iq7+L8PqWaVsTXesCBCosTh7p\nouvTCPuznlU1u90c3TNjVdysdkdCdN1I4ntvA4yEgDHiwyaeotwlcsbuUjd1W3XcFW5UEnT+XTt9\nP73J+p2V6d+rI7DJjadYJXGtk/ZPr3BzZH3WMxVUqt7bQyVB2s4EuXCzKvMMrKd/1Mo6j9x2k8NG\n2jcLKTQfkmCMh2MWOGS4faFSfGJNTi+KIgeJpAVoFBYW8pAEY8ZoXtdV7BMqa9/1U/OmF6dqEeo8\nTM+lyyTW7cBJknMfR1DXBChlFBMw7iewHM5pCXh2zYnsirWhrt5M1dUowTOHCT2V8MV2PRu3UHqr\nk85Drc83bom0IdRyfn0oWeCMRDl2pBf0SnZtduWlO7Efz6oArHH76lZoV/USWBeio7+T1s8nJ7We\nXg0Su3SCvjtQuX0XrhnHRDn0Wdqbb67LDLUHrxBHn2XLul2uMwn+8xBaxfRniT5zTJSAWkrVhirC\nnweJ3bjMwBZ3ZjVcTtKPTlBWVNH4Zz6Cx9sJfnyOqg8CaDZ1m1gjopynUr2lisiZIIdbc6vrjbJK\nqn6jELwRo7dvAPdmt20OCXd2kVzqo3qFwvUxsIwhTEsne0GidbuX9stx9DUB1hc/h36fdz2Yo2rI\no96WSCQvF7mFUPKV5OfXrsM3NvD9773H//l/vc+bi5Jcv/mrl9+Q8STGQ4OHIw+z/hmMPpk+cSNK\nc9ZwjFB/mPhIdnlsEP48QcmmJhq219O4z4/yOEroduozqeXhSToPtdJ+KY51L0jbP4Sn/6bDRdWm\nOhq3uSExxBgAY4wlgTc8eIo0vFs2oDCONbk10Uq127Peg1rkZaNHwRoby8MuFBSocH+I7BXmmVUy\nArvJwUEsIHzmEK1H+jAn4nQe6cxs1xDaVXS8Fe70tIUT33dUuBub2kKy0ounOH307XJULAZvJ9Nz\nD+OAiw2rdfTVNXgXMfXWH2UxTDzgrjX1mxRP3RkX2R3oD4GzmuZd9exo/AGeRUlCN+JStM+RxQo8\niN+dprDSUm3aoDB2M0Toi/j0QefILUIJqN7bTH1gB83b3JiDIQYs++sq9gkFV7kXZ2p5Hr4KNxAn\nNgKYA8QmwLzRSWtrO7EnJsFT7YRH8tGcwK6dNtCo2bOf5r3NtOz14wQ0XcvLLg4PDR/sp2lvM03v\npYp/3VGQR0yziVsibYi0bNeHkperv5wekEN3APdDtH3YyZDDS1NT7bSpZqHuhH4Mi7GIx62sFi3H\npebTXrFd16YG9u9rpmV/E5VOYGlh1sSORbirjY7+ON6tTdSWZf2gTQ4VtXc+uW6S6z+LTNs+aJvr\nJhm+Tvjx09sHxddGMjsa3nU17Gj0ozCE8TgPjTyBcaDEW4WuOqnZ7IEnk49TsKnbRL5sk/O01TXs\n399M074WAm85AT3r2Wnpz6z0UvPuDvxlCokhI48cYhD9uQWPwxxqbaX3jsnQZ510XjcyNhPXuzh4\nMojmraPpXY/txN5MZs0/86gHRXbzqbclEomcwJJIbFFf0+DhL/iFCTz839ybAO21V7BNS/Wy+4P9\ntPxly9S/D/aze8tkQjZJjiQYGrXASpAYNkhOq1qSdB3roOdSNyfOZifEArSlMBSNpFYb3BzAAvT0\nKh5foImmvU00vd9A7Ron6D4a/zQ10LTuh+g43kX4joFlJui9OgBLJp+noOP+tgIPBolZEO9Pve1m\nMmlrZR4UIHo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j39uEWqSjAOUrl9MbvcuQCU5VbFcr99NcPtmCKBeAt99yZ9qkr64hsNqi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P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BGOftSd\nW11z6kg7SkU9+3d6pRQXASIfBlBtr+Ymu4qnrZ7Q8f24hsMfD3CoLeMXnndrp22HSV8Nk0bjrRlb\nNESaA5W6hlquf9zPwbYgUI7/b6qzvjTE9exN4MgXp4hk2zF5p7e4GGLRILFo9ik+Jc4pu2aU9oOT\nqxwVqrYHqFupTBvU6qTpPnqKyAMg2UOv04WvUrPw4TR9Rw8TzsbT4MkOgkVTr1cX2hVoGVRqtlQR\n+Wyqf7WKWtaWLbS9EO09Slck++lgF+2DCnX79sttGs8tmYn9WKg7kR9b2BXq7kGc4PkgwfM9ue+t\n2V1YrhPqbiH6sHlp3Bjh+PlO2s4D2Knb5MkNon3vhDiV+wxcm3zTn4FlXCc0Ct6t059vJc514tgl\nsmsV10R6ljxFjWS5fikMJVWzbh+c6/rGhrMPVh+NcOrnmW/VPIXUbUrmmV1GhKNH+jCAxJkTOFe3\n4FGt68E5cx5QvHSM6GA30bznQm2bbLcw1otztEh7Yk2Lz1VUZ4r7V1xnSiSSZ8P/Dx1rJn8jDpQ0\nAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Image('rand_int_histogram_view.png')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Make Graph from Raw Data\n",
    "Instead of placing data into `x` and `y`, we'll place our Grid columns into `xsrc` and `ysrc`:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<iframe id=\"igraph\" scrolling=\"no\" style=\"border:none;\" seamless=\"seamless\" src=\"https://plot.ly/~chelsea_lyn/13000.embed\" height=\"525px\" width=\"100%\"></iframe>"
      ],
      "text/plain": [
       "<plotly.tools.PlotlyDisplay object>"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data = [\n",
    "    go.Histogram2dContour(\n",
    "        xsrc=grid[0],\n",
    "        ysrc=grid[1]\n",
    "    )\n",
    "]\n",
    "\n",
    "py.iplot(data, filename='2D Contour from Grid Data')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "So, when you view the data, you'll see your original grid, not just the columns that compose this graph:"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Attaching Meta Data to Grids\n",
    "In [Chart Studio Enterprise](https://plot.ly/product/enterprise/), you can upload and assign free-form JSON `metadata` to any grid object. This means that you can keep all of your raw data in one place, under one grid.\n",
    "\n",
    "If you update the original data source, in the workspace or with our API, all of the graphs that are sourced from it will be updated as well. You can make multiple graphs from a single Grid and you can make a graph from multiple grids. You can also add rows and columns to existing grids programatically."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "https://plot.ly/~chelsea_lyn/17400/\n"
     ]
    }
   ],
   "source": [
    "meta = {\n",
    "    \"Month\": \"November\",\n",
    "    \"Experiment ID\": \"d3kbd\",\n",
    "    \"Operator\": \"James Murphy\",\n",
    "    \"Initial Conditions\": {\n",
    "          \"Voltage\": 5.5\n",
    "    }\n",
    "}\n",
    "\n",
    "grid_url = py.grid_ops.upload(grid, filename='grid_with_metadata_'+str(dt.now()), meta=meta)\n",
    "print(url)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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4b4kHksekHKS5pD/JNMjGyqnJQ/LdCjmKFkp0SsPKJSouqhyqo0gWuKqzqI9onNR00RLU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\nIhTMmcoz2yJEthUwdUkxnv1Oks4Pz0Woi1qsJkJheRGZzCZ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      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Image('metadata_view.png')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Reference"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Help on class grid_ops in module plotly.plotly.plotly:\n",
      "\n",
      "class grid_ops\n",
      " |  Interface to Plotly's Grid API.\n",
      " |  Plotly Grids are Plotly's tabular data object, rendered\n",
      " |  in an online spreadsheet. Plotly graphs can be made from\n",
      " |  references of columns of Plotly grid objects. Free-form\n",
      " |  JSON Metadata can be saved with Plotly grids.\n",
      " |  \n",
      " |  To create a Plotly grid in your Plotly account from Python,\n",
      " |  see `grid_ops.upload`.\n",
      " |  \n",
      " |  To add rows or columns to an existing Plotly grid, see\n",
      " |  `grid_ops.append_rows` and `grid_ops.append_columns`\n",
      " |  respectively.\n",
      " |  \n",
      " |  To delete one of your grid objects, see `grid_ops.delete`.\n",
      " |  \n",
      " |  Class methods defined here:\n",
      " |  \n",
      " |  append_columns(cls, columns, grid=None, grid_url=None) from __builtin__.classobj\n",
      " |      Append columns to a Plotly grid.\n",
      " |      \n",
      " |      `columns` is an iterable of plotly.grid_objs.Column objects\n",
      " |      and only one of `grid` and `grid_url` needs to specified.\n",
      " |      \n",
      " |      `grid` is a ploty.grid_objs.Grid object that has already been\n",
      " |      uploaded to plotly with the grid_ops.upload method.\n",
      " |      \n",
      " |      `grid_url` is a unique URL of a `grid` in your plotly account.\n",
      " |      \n",
      " |      Usage example 1: Upload a grid to Plotly, and then append a column\n",
      " |      ```\n",
      " |      from plotly.grid_objs import Grid, Column\n",
      " |      import plotly.plotly as py\n",
      " |      column_1 = Column([1, 2, 3], 'time')\n",
      " |      grid = Grid([column_1])\n",
      " |      py.grid_ops.upload(grid, 'time vs voltage')\n",
      " |      \n",
      " |      # append a column to the grid\n",
      " |      column_2 = Column([4, 2, 5], 'voltage')\n",
      " |      py.grid_ops.append_columns([column_2], grid=grid)\n",
      " |      ```\n",
      " |      \n",
      " |      Usage example 2: Append a column to a grid that already exists on\n",
      " |                       Plotly\n",
      " |      ```\n",
      " |      from plotly.grid_objs import Grid, Column\n",
      " |      import plotly.plotly as py\n",
      " |      \n",
      " |      grid_url = 'https://plot.ly/~chris/3143'\n",
      " |      column_1 = Column([1, 2, 3], 'time')\n",
      " |      py.grid_ops.append_columns([column_1], grid_url=grid_url)\n",
      " |      ```\n",
      " |  \n",
      " |  append_rows(cls, rows, grid=None, grid_url=None) from __builtin__.classobj\n",
      " |      Append rows to a Plotly grid.\n",
      " |      \n",
      " |      `rows` is an iterable of rows, where each row is a\n",
      " |      list of numbers, strings, or dates. The number of items\n",
      " |      in each row must be equal to the number of columns\n",
      " |      in the grid. If appending rows to a grid with columns of\n",
      " |      unequal length, Plotly will fill the columns with shorter\n",
      " |      length with empty strings.\n",
      " |      \n",
      " |      Only one of `grid` and `grid_url` needs to specified.\n",
      " |      \n",
      " |      `grid` is a ploty.grid_objs.Grid object that has already been\n",
      " |      uploaded to plotly with the grid_ops.upload method.\n",
      " |      \n",
      " |      `grid_url` is a unique URL of a `grid` in your plotly account.\n",
      " |      \n",
      " |      Usage example 1: Upload a grid to Plotly, and then append rows\n",
      " |      ```\n",
      " |      from plotly.grid_objs import Grid, Column\n",
      " |      import plotly.plotly as py\n",
      " |      column_1 = Column([1, 2, 3], 'time')\n",
      " |      column_2 = Column([5, 2, 7], 'voltage')\n",
      " |      grid = Grid([column_1, column_2])\n",
      " |      py.grid_ops.upload(grid, 'time vs voltage')\n",
      " |      \n",
      " |      # append a row to the grid\n",
      " |      row = [1, 5]\n",
      " |      py.grid_ops.append_rows([row], grid=grid)\n",
      " |      ```\n",
      " |      \n",
      " |      Usage example 2: Append a row to a grid that already exists on Plotly\n",
      " |      ```\n",
      " |      from plotly.grid_objs import Grid\n",
      " |      import plotly.plotly as py\n",
      " |      \n",
      " |      grid_url = 'https://plot.ly/~chris/3143'\n",
      " |      \n",
      " |      row = [1, 5]\n",
      " |      py.grid_ops.append_rows([row], grid=grid_url)\n",
      " |      ```\n",
      " |  \n",
      " |  delete(cls, grid=None, grid_url=None) from __builtin__.classobj\n",
      " |      Delete a grid from your Plotly account.\n",
      " |      \n",
      " |      Only one of `grid` or `grid_url` needs to be specified.\n",
      " |      \n",
      " |      `grid` is a plotly.grid_objs.Grid object that has already\n",
      " |             been uploaded to Plotly.\n",
      " |      \n",
      " |      `grid_url` is the URL of the Plotly grid to delete\n",
      " |      \n",
      " |      Usage example 1: Upload a grid to plotly, then delete it\n",
      " |      ```\n",
      " |      from plotly.grid_objs import Grid, Column\n",
      " |      import plotly.plotly as py\n",
      " |      column_1 = Column([1, 2, 3], 'time')\n",
      " |      column_2 = Column([4, 2, 5], 'voltage')\n",
      " |      grid = Grid([column_1, column_2])\n",
      " |      py.grid_ops.upload(grid, 'time vs voltage')\n",
      " |      \n",
      " |      # now delete it, and free up that filename\n",
      " |      py.grid_ops.delete(grid)\n",
      " |      ```\n",
      " |      \n",
      " |      Usage example 2: Delete a plotly grid by url\n",
      " |      ```\n",
      " |      import plotly.plotly as py\n",
      " |      \n",
      " |      grid_url = 'https://plot.ly/~chris/3'\n",
      " |      py.grid_ops.delete(grid_url=grid_url)\n",
      " |      ```\n",
      " |  \n",
      " |  upload(cls, grid, filename, world_readable=True, auto_open=True, meta=None) from __builtin__.classobj\n",
      " |      Upload a grid to your Plotly account with the specified filename.\n",
      " |      \n",
      " |      Positional arguments:\n",
      " |          - grid: A plotly.grid_objs.Grid object,\n",
      " |                  call `help(plotly.grid_ops.Grid)` for more info.\n",
      " |          - filename: Name of the grid to be saved in your Plotly account.\n",
      " |                      To save a grid in a folder in your Plotly account,\n",
      " |                      separate specify a filename with folders and filename\n",
      " |                      separated by backslashes (`/`).\n",
      " |                      If a grid, plot, or folder already exists with the same\n",
      " |                      filename, a `plotly.exceptions.RequestError` will be\n",
      " |                      thrown with status_code 409\n",
      " |      \n",
      " |      Optional keyword arguments:\n",
      " |          - world_readable (default=True): make this grid publically (True)\n",
      " |                                           or privately (False) viewable.\n",
      " |          - auto_open (default=True): Automatically open this grid in\n",
      " |                                      the browser (True)\n",
      " |          - meta (default=None): Optional Metadata to associate with\n",
      " |                                 this grid.\n",
      " |                                 Metadata is any arbitrary\n",
      " |                                 JSON-encodable object, for example:\n",
      " |                                 `{\"experiment name\": \"GaAs\"}`\n",
      " |      \n",
      " |      Filenames must be unique. To overwrite a grid with the same filename,\n",
      " |      you'll first have to delete the grid with the blocking name. See\n",
      " |      `plotly.plotly.grid_ops.delete`.\n",
      " |      \n",
      " |      Usage example 1: Upload a plotly grid\n",
      " |      ```\n",
      " |      from plotly.grid_objs import Grid, Column\n",
      " |      import plotly.plotly as py\n",
      " |      column_1 = Column([1, 2, 3], 'time')\n",
      " |      column_2 = Column([4, 2, 5], 'voltage')\n",
      " |      grid = Grid([column_1, column_2])\n",
      " |      py.grid_ops.upload(grid, 'time vs voltage')\n",
      " |      ```\n",
      " |      \n",
      " |      Usage example 2: Make a graph based with data that is sourced\n",
      " |                       from a newly uploaded Plotly grid\n",
      " |      ```\n",
      " |      import plotly.plotly as py\n",
      " |      from plotly.grid_objs import Grid, Column\n",
      " |      from plotly.graph_objs import Scatter\n",
      " |      # Upload a grid\n",
      " |      column_1 = Column([1, 2, 3], 'time')\n",
      " |      column_2 = Column([4, 2, 5], 'voltage')\n",
      " |      grid = Grid([column_1, column_2])\n",
      " |      py.grid_ops.upload(grid, 'time vs voltage')\n",
      " |      \n",
      " |      # Build a Plotly graph object sourced from the\n",
      " |      # grid's columns\n",
      " |      trace = Scatter(xsrc=grid[0], ysrc=grid[1])\n",
      " |      py.plot([trace], filename='graph from grid')\n",
      " |      ```\n",
      " |  \n",
      " |  ----------------------------------------------------------------------\n",
      " |  Static methods defined here:\n",
      " |  \n",
      " |  ensure_uploaded(fid)\n",
      "\n"
     ]
    }
   ],
   "source": [
    "help(py.grid_ops)"
   ]
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      "Collecting git+https://github.com/plotly/publisher.git\n",
      "  Cloning https://github.com/plotly/publisher.git to /private/var/folders/k_/zf24qrfn2kg710j9pdrxzrz40000gn/T/pip-9_JTe2-build\n",
      "Installing collected packages: publisher\n",
      "  Found existing installation: publisher 0.11\n",
      "    Uninstalling publisher-0.11:\n",
      "      Successfully uninstalled publisher-0.11\n",
      "  Running setup.py install for publisher ... \u001b[?25ldone\n",
      "\u001b[?25hSuccessfully installed publisher-0.11\n",
      "\u001b[33mYou are using pip version 9.0.3, however version 10.0.1 is available.\n",
      "You should consider upgrading via the 'pip install --upgrade pip' command.\u001b[0m\n"
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    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/chelsea/venv/venv2/lib/python2.7/site-packages/IPython/nbconvert.py:13: ShimWarning:\n",
      "\n",
      "The `IPython.nbconvert` package has been deprecated since IPython 4.0. You should import from nbconvert instead.\n",
      "\n",
      "/Users/chelsea/venv/venv2/lib/python2.7/site-packages/publisher/publisher.py:53: UserWarning:\n",
      "\n",
      "Did you \"Save\" this notebook before running this command? Remember to save, always save.\n",
      "\n"
     ]
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   ],
   "source": [
    "from IPython.display import display, HTML\n",
    "\n",
    "display(HTML('<link href=\"//fonts.googleapis.com/css?family=Open+Sans:600,400,300,200|Inconsolata|Ubuntu+Mono:400,700\" rel=\"stylesheet\" type=\"text/css\" />'))\n",
    "display(HTML('<link rel=\"stylesheet\" type=\"text/css\" href=\"http://help.plot.ly/documentation/all_static/css/ipython-notebook-custom.css\">'))\n",
    "\n",
    "! pip install git+https://github.com/plotly/publisher.git --upgrade\n",
    "import publisher\n",
    "publisher.publish(\n",
    "    'grid-api.ipynb', 'python/data-api/', 'Upload Data to Plotly from Python',\n",
    "    'How to upload data to Plotly from Python with the Plotly Grid API.',\n",
    "    title = 'Plotly Data API', name = 'Plots from Grids', order = 5,\n",
    "    language='python', has_thumbnail='true', thumbnail='thumbnail/table.jpg', display_as='chart_studio'\n",
    ")"
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