{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Seaborn\n",
    "\n",
    "Matplotlib has proven to be an incredibly useful and popular visualization tool, but even avid users will admit it often leaves much to be desired.\n",
    "There are several valid complaints about Matplotlib that often come up:\n",
    "\n",
    "- Prior to version 2.0, Matplotlib's defaults are not exactly the best choices. It was based off of MATLAB circa 1999, and this often shows.\n",
    "- Matplotlib's API is relatively low level. Doing sophisticated statistical visualization is possible, but often requires a *lot* of boilerplate code.\n",
    "- Matplotlib predated Pandas by more than a decade, and thus is not designed for use with Pandas ``DataFrame``s. In order to visualize data from a Pandas ``DataFrame``, you must extract each ``Series`` and often concatenate them together into the right format. It would be nicer to have a plotting library that can intelligently use the ``DataFrame`` labels in a plot.\n",
    "\n",
    "An answer to these problems is [Seaborn](http://seaborn.pydata.org/). Seaborn provides an API on top of Matplotlib that offers sane choices for plot style and color defaults, defines simple high-level functions for common statistical plot types, and integrates with the functionality provided by Pandas ``DataFrame``s.\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Seaborn Versus Matplotlib\n",
    "\n",
    "Here is an example of a simple random-walk plot in Matplotlib, using its classic plot formatting and colors.\n",
    "We start with the typical imports:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAhAAAAFkCAYAAABxWwLDAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nMzPLmRMIMzMzy9n/AbOJysXEcxNNAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x10aaf2e80>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "plt.style.use('classic')\n",
    "%matplotlib inline\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "\n",
    "# Create some data\n",
    "rng = np.random.RandomState(0)\n",
    "x = np.linspace(0, 10, 500)\n",
    "y = np.cumsum(rng.randn(500, 6), 0)\n",
    "\n",
    "# Plot the data with Matplotlib defaults\n",
    "plt.plot(x, y)\n",
    "plt.legend('ABCDEF', ncol=2, loc='upper left');"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# set_style( )是用来设置主题的，Seaborn有五个预设好的主题： darkgrid , whitegrid , dark , white ,和 ticks  默认： darkgrid\n",
    "# set( )通过设置参数可以用来设置背景，调色板等，更加常用\n",
    "import seaborn as sns\n",
    "sns.set()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAq8AAAHcCAYAAAD4P0NvAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x11742ea90>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# same plotting code as above!\n",
    "plt.plot(x, y)\n",
    "plt.legend('ABCDEF', ncol=2, loc='upper left');"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Histograms, KDE, and densities\n",
    "\n",
    "Often in statistical data visualization, all you want is to plot histograms and joint distributions of variables.\n",
    "We have seen that this is relatively straightforward in Matplotlib:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAArEAAAHcCAYAAADBWPI0AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nieXfAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1047d97b8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "data = np.random.multivariate_normal([0, 0], [[5, 2], [2, 2]], size=2000)\n",
    "data = pd.DataFrame(data, columns=['x', 'y'])\n",
    "\n",
    "for col in 'xy':\n",
    "    plt.hist(data[col], normed=True, alpha=0.5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/lee/anaconda/lib/python3.5/site-packages/statsmodels/nonparametric/kdetools.py:20: VisibleDeprecationWarning: using a non-integer number instead of an integer will result in an error in the future\n",
      "  y = X[:m/2+1] + np.r_[0,X[m/2+1:],0]*1j\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAArEAAAHcCAYAAADBWPI0AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n1bXBemDdIwAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x117500748>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "for col in 'xy':\n",
    "    sns.kdeplot(data[col], shade=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/lee/anaconda/lib/python3.5/site-packages/statsmodels/nonparametric/kdetools.py:20: VisibleDeprecationWarning: using a non-integer number instead of an integer will result in an error in the future\n",
      "  y = X[:m/2+1] + np.r_[0,X[m/2+1:],0]*1j\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAArEAAAHxCAYAAAB6auTcAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\nAAAPYQAAD2EBqD+naQAAIABJREFUeJzs3XuMZPV95/33Oafut77PDDMwwMwAM54LQ7yxYXxjh1V4\n4A8HsdHgiEBIlkgR3iWyYq0Xr5OsrY2MpWWRsUIiZSRjOURJLASPzOVRLF+IPRkMBobLwAzMlbl3\nV1d1V9e96pzz/HGqqrvp7pmunu6uqq7PSxpRXedS3+5DdX/617/z/Rmu67qIiIiIiHQQs9UFiIiI\niIg0SyFWRERERDqOQqyIiIiIdByFWBERERHpOAqxIiIiItJxFGJFREREpOMoxIqIiIhIx1GIFRER\nEZGOoxArIiIiIh1HIVZEREREOs6CQuzTTz/N7t272bFjB3v27OHtt9+ec9/XX3+d3//93+fTn/40\nN954I3fccQdPPfXUjP1eeukl7rjjDnbs2MEXv/hFXn755YWUJiIiIiJdoOkQ++KLL/Loo4/y8MMP\n8+yzz7J582YefPBBUqnUrPtHIhHuu+8+/vEf/5GXXnqJhx56iO9+97v86Ec/auzzxhtv8NWvfpU9\ne/bw3HPPcdttt/HlL3+ZI0eOLPwzExEREZEVy3Bd123mgD179rBjxw6+8Y1vAOC6Ll/4whe47777\n+JM/+ZN5neO//bf/RiQS4Tvf+Q4AX/nKVygUCvzd3/1dY5977rmHLVu28L/+1/9qpjwRERER6QJN\njcRWKhUOHjzILbfc0njOMAx27drFgQMH5nWO9957jzfffJNPfepTjecOHDjArl27pu332c9+dt7n\nFBEREZHu4mtm53Q6jW3bDA4OTnt+YGCA48ePX/TYL3zhC6RSKRzH4b/+1//Kf/7P/7mxbWRkZNZz\nJpPJZsoTERERkS7RVIi9HP/4j/9IPp/nwIED/J//83+4+uqrufPOOxf1NVzXxTCMRT2niIiIiLSf\npkJsX18flmXNGCEdHR2dMZL6cevWrQPguuuuI5lM8r3vfa8RYoeGhhZ0zo8zDINMpoBtO00dJ53H\nskwSibCud5fQ9e4uut7dRde7u9Sv92JoKsT6/X62bt3K/v37ue222wBv9HP//v3cd9998z6PbduU\ny+XGxzt37mT//v3cf//9jef27dvHzp07mymvdm6HalVvgm6h691ddL27i653d9H1lmY1PZ3ggQce\n4JFHHmHbtm1s376dH/zgBxSLRe6++24AHnvsMYaHhxudB55++mnWrl3Lhg0bAHj11Vf5/ve/zx/+\n4R82znn//fdz33338f3vf58vfOELvPDCCxw8eJD//b//92J8jiIiIiKywjQdYu+8807S6TRPPPEE\nyWSSLVu2sHfvXvr7+wFIJpOcO3eusb/ruvzf//t/OX36ND6fj6uuuor//t//O/fcc09jn5tuuonH\nHnuMxx9/nMcff5yrr76aJ598kk2bNi3CpygiIiIiK03TfWLbXTqd058juoDPZ9LXF9X17hK63t1F\n17u76Hp3l/r1XgwLWnZWRERERKSVFGJFREREpOMoxIqIiIhIx1GIFREREZGOoxArIiIiIh1HIVZE\nREREOo5CrIiIiIh0HIVYEREREek4CrEiIiIi0nEUYkVERESk4yjEioiIiEjHUYgVERERkY6jECsi\nIiIiHUchVkREREQ6jkKsiIiIiHQchVgRERER6TgKsSIiIiLScRRiRURERKTjKMSKiIiISMdRiBUR\nERGRjqMQKyIiIiIdRyFWRERERDqOQqyIiIiIdByFWBERERHpOAqxIiIiItJxFGJFREREpOMoxIqI\niIhIx1GIFREREZGOoxArIiIiIh3H1+oCREREABzHIZVK4fMZVKt5xsZyVKtuY3t/fz+mqbEXEfEo\nxIqISFtIpVL87INfEO9NEEkHyBfKOLYDQG4iy+7rb2VwcLDFVYpIu1CIFRGRthGNx+jp7yUaCeDP\nT4ZYb5R29KLHaqRWpLsoxIqISNvLZrLsG/41q0qrZt2ukVqR7qMQKyIiHSEaj9LT39vqMkSkTSjE\niojIsqjfuDWXVGoUF3fO7SIiUynEiojIsqjfuBWNx2bdfv70WeJ9PfQPDSxzZSLSiRRiRURk2dRv\n3JpNZiyD4zocHztJ8kKSctXGwmR9/EpcVyO0IjKdQqyIiLSFpJPiRPEMxbOlac8fHT9BzIhwnX0t\na1tUm4i0H/UiERGRljucPsIh+xhF1wuw0UCE/lAfATMAQNbN81bpPc5kz7WyTBFpIxqJFRGRlnpv\n9DBvJQ8CEDD8fGrdJ9m8+hoKhSrlSpmj4yc4MPwuDg6/PPMKn17zSa7tWd/iqkWk1TQSKyIiLXM2\ne74RYIME2Bn8BFcnrsQ0vB9PPtPHDX2b2GZdjw8LF5dXL7zBaDHdyrJFpA0oxIqISEsUqkVeOf86\nAEEryA7fZsJmaNZ9E2aMG0OfwDIsHNdh39lfU7bLy1muiLQZhVgREVl2ruvy6/OvU7K9ObA3r/kk\nQSNw0WNiZoTfXn0TALlKnl+ff2PJ6xSR9qUQKyIiy+509iznchcAuL5vI2tja+Z13LU969nYc03j\nHGez55eqRBFpcwqxIiKyrGzX4cDIuwBEfGFuHNzW1PE3rdpO2PKmHbwx/Da26yx6jSLS/hRiRURk\nWR0dO062kgPgxqFt+EyrqeP9pp8bh7zgO1HJcjh1ZNFrFJH2pxArIiLLpuJUeWf0fQD6Q71cHb9y\nQee5JnEVg6F+AA6mDlFxKotWo4h0BoVYERFZNqeKZxpdBW4a2o5hGAs6j2EY3LRqBwBVp8rJwplF\nq1FEOoNCrIiILIuqY3OicBqAofAAqyJDl3W+wXB/4xwnCqc0GivSZRRiRURkWbw79j5Fx2uptbn/\nukU55yf6rweg7FZ4M/XuopxTRDqDQqyIiCw513XZl3wVgEQgzrroFYty3jWRVfQFewHYN/IqjjoV\niHQNhVgREVlyh9NHGC4mAdjct2nBc2E/zjAMttRGY8cq47yf+nBRzisi7U8hVkRElty/n/VGYf2G\nj2sS6xf13FfG1xIw/AC8cu61RT23iLQvhVgREVlS2UqOt2qLG6wLrcFqsi/spViGydrQagDeHjlI\nrpJf1POLSHtSiBURkSX12vk3qbo2AFeG1i7Ja1wZ8ubYVl2b1y68uSSvISLtRSFWRESWjOu6jakE\n68JrSPhiS/I6CV+cK0KrAHjl3G+W5DVEpL0oxIqIyJL5aOI0Z3PnAfit/h1L+lo31c5/auIM53MX\nlvS1RKT1FGJFRGTJ/ObCAQD8po9tvVuW7HUcx2Gdu4p6z4P9J18jmUw2/jmOWm+JrDS+VhcgIiIr\nk+u6vDn8DgCfGNhMyAou2WtlM1neLL5Nb7CHdHWc3yQPELC9H3G5iSy7r7+VwcHBJXt9EVl+CrEi\nIrIkTmROkS6NAfBbQ9uX/PWi8SjrI1eSTo4zVs0QSIQI+0JL/roi0hoLmk7w9NNPs3v3bnbs2MGe\nPXt4++2359z3Jz/5CX/8x3/MLbfcwic/+Um+9KUv8atf/WraPs8++yybN29my5YtbN68mc2bN3Pj\njTcupDQREWkTbw57Pxt8po9tg0s3lWCqK2OT3Q/OZs8vy2uKSGs0HWJffPFFHn30UR5++OFG+Hzw\nwQdJpVKz7v/aa6/xmc98hr//+7/n2Wef5dOf/jR/+qd/yqFDh6btF4/H2bdvX+Pfz3/+84V9RiIi\n0nKu6/LmSG0qQf8NhJZpRDQeiBH3ex0QzmTPLstrikhrND2d4KmnnuKee+7hrrvuAuCb3/wmv/jF\nL3jmmWf4kz/5kxn7f/3rX5/28Ve+8hV++tOf8rOf/YzNmzc3njcMg/7+/mbLERGRNnRy4hSpYhqA\nm1Yt/VSCOsMwWBe7gkPpDzmfH6bqVJfttUVkeTU1ElupVDh48CC33HJL4znDMNi1axcHDhyY1zlc\n1yWXy9HT0zPt+Xw+z+7du7n11lt56KGHOHLkSDOliYhIG3l75D0AfIbF9sFPLOtrr4t5Cx/YrsNw\nPrmsry0iy6epkdh0Oo1t2zPu8BwYGOD48ePzOsfevXvJ5/PccccdjeeuvfZa/vqv/5obbriBbDbL\n3r17+dKXvsQLL7zA6tWrmykRy1LXsG5Qv8663t1B17tzOI5DKjXKO8MHAbgmdhWlbI4SOTKZFIYB\n5hzX0bQM75/hNcoyDQNq+za2XepYy2RVbBDLsLBdm5HiKHH/Vfh8Bj6f/v9pR3p/d5fFvM7L2p3g\nxz/+MU8++SR/+7d/O23qwM6dO9m5c+e0j++8807++Z//mYcffrip10gkwotWr7Q/Xe/uouvd/kZG\nRvjZ8V9wtuAtNhD1h3gr7c2NPXvqDIn+XqKRwKzHhkMBLL+PcNjvfVz779Rtlzq2vn1NfIgzmfMk\ni0m2JTbS2xulry+6aJ+nLD69v6VZTYXYvr4+LMsimZz+55nR0dFL9t974YUX+Mu//Eu++93vcvPN\nN1+8KJ+PLVu2cPLkyWbKAyCTKWDbamq90lmWSSIR1vXuErrenWNsLMeoM9H4+Kq+9fiDEQBMf4BC\nsUQuX5712EKxjGXbFAoVwmE/hUIFx3WnbbvUsfXtg8EBznCekVyKTC7P2FgOny+ymJ+qLBK9v7tL\n/XovhqZCrN/vZ+vWrezfv5/bbrsN8Oa47t+/n/vuu2/O455//nm+8Y1v8Pjjj/P5z3/+kq/jOA4f\nfPABt956azPlAWDbDtWq3gTdQte7u+h6t79q1eVC0RvoiPoixKwoTi2YOLaLYbqNjz+usb0WXB3X\nbf7Y2vahsDew4uIyWkpTrbr6f6fN6f0tzWp6OsEDDzzAI488wrZt29i+fTs/+MEPKBaL3H333QA8\n9thjDA8P853vfAfwphA88sgj/M//+T/Zvn17YxQ3FAoRi3ltUP7mb/6GnTt3sn79eiYmJti7dy/n\nzp3j937v9xbr8xQRkWXguA7Jstdy8YroagzDuMQRS6M/1NeYFztaHmtJDSKytJoOsXfeeSfpdJon\nnniCZDLJli1b2Lt3b2OOazKZ5Ny5c439/+Vf/gXbtvnWt77Ft771rcbzd911F9/+9rcByGQy/MVf\n/AXJZJJEIsG2bdv4p3/6JzZu3Hi5n5+IiCyjM/nzVFyvrdUV0eZuzF1MlmEyGB7gQn6YVCXdsjpE\nZOks6Maue++9l3vvvXfWbfVgWvfDH/7wkud75JFHeOSRRxZSioiItJEjWa9TjYnB6uhQS2tZFRnk\nQn6Y8eoEJXv2ubQi0rnUz0JERBbNyewpAAbC/fhN/yX2Xlqrp8yLPZ3X6l0iK41CrIiILIqKU+VU\nLSyuily8Y81y6A/1YeLNyT1TOHeJvUWk0yjEiojIovgoc5pqbT5svTtAK1mmRU/QWx3yTP58i6sR\nkcW2rIsdiIhIZ/NW5ErNuu2t4XcBMDAYDA8sZ1lzGgj1kS6NcbagECuy0ijEiojIvKVSKX72wS+I\nxmMztr015oXYmBnBb7bHj5f+UC+MQ6YywXhpgp5gvNUlicgiaY/vMiIi0jGi8Rg9/b3TnnNch7Fk\nBoAeM9GKsmbVH+prPH73zEFuSGyauU9/P6ap2XUinUYhVkRELlu6NN6YD9trtc9oZ08wgYmBg8ur\nw28wlpu+8EFuIsvu62+95NLpItJ+FGJFROSyDeeTjccJs31CrGmYRI0IE26OvFGYMYIsIp1Lfz8R\nEZHLliyMAhAhjN9or/GRmBEFYLQ4huu6La5GRBaLQqyIiFy2VNFb2jVhRltcyUwxIwJAyS6RrxZa\nXI2ILBaFWBERuSz5aqERDuujnu0kPqWmetgWkc6nECsiIpclVZgMhvE2DLFhQpi1H3djpfEWVyMi\ni0UhVkRELstobXTTMiwihFtczUyGYRA1vbrGSpkWVyMii0UhVkRELkv9T/T9oV4Mw2hxNbOLGF6I\nHVeIFVkxFGJFRGTBXNdtjMQOhPpbXM3coqZ3c9dEJUvVsVtcjYgsBoVYERFZsIlKlopTAWBgyupY\n7aY+nQAgU9ZorMhKoBArIiILNjrlpq7+cBuH2FqbLdC8WJGVQiFWREQWrD4fNmgFifoil9i7dQKG\nn4AZADQvVmSlUIgVEZEF64SbusDrUNATTAAwrukEIiuCQqyIiCyI67qNP833BXtaXM2l9dZCrHrF\niqwMCrEiIrIg2UqOqlsFoDfY2+JqLq0+EluoFinb5RZXIyKXSyFWREQWZOqIZl+oA0ZiA4nGY82L\nFel8CrEiIrIg6VqItQyLmD/W4mourT4SC+pQILISKMSKiMiC1Edie4MJzDa+qasuYAUI+0IAZMoT\nLa5GRC6XQqyIiCxIujgGQG8H3NRVFw/EAYVYkZVAIVZERJpWtsvkqwWgMzoT1CVq0x4mKtkWVyIi\nl0shVkREmjb1pq7eUPt3Jqirj8TmKnmqjt3iakTkcijEiohI09JTQ+yUG6baXSIweQNaVqOxIh1N\nIVZERJqWLnohNuaP4jf9La5m/hK1kViATFkhVqSTKcSKiEjTxhudCTpnPixAxB/BNLwffRO6uUuk\noynEiohIU1zXZbwWADtpKgGAaRjEazd3aSRWpLMpxIqISFMKThHb9W6K6gl0VogFiNfmxWokVqSz\nKcSKiEhTJqq5xuNEMH6RPdtTPcRmyllc121xNSKyUAqxIiLSlKzthVgDo9GyqpPUb+6qOBXKbqXF\n1YjIQinEiohIU7K1kdh4IIZldN6PkalttnJTRpVFpLN03ncfERFpqfpIbE8HjsIC00aPc3ahhZWI\nyOVQiBURkXlzXLcxEpvosM4EdUErQNAKAJC18y2uRkQWSiFWRETmbbySwcYBOrMzQV2s1mYrr5FY\nkY6lECsiIvM2Ukw2Hvd0YGeCupg/CijEinQyhVgREZm34VqINZhcNKATxQOTIVZttkQ6k0KsiIjM\n20hpFIBYIIplWi2uZuHqI7E2Nrmq5sWKdCKFWBERmbf6SGwnz4eFyTmxAOnyWAsrEZGFUogVEZF5\ncV2XZG0ktlPba9XFApHG45RCrEhHUogVEZF5GS9nKDveCleduFLXVCErhGV40yEUYkU6k0KsiIjM\ny4XcSOPx1FWvOpFhGI15semSQqxIJ1KIFRGRebmQnxpiO3skFryb00AjsSKdSiFWRETmZbgWYoNm\nAL/lb3E1l68xEqsQK9KRFGJFRGRe6iOxUStyiT07Q7wWYrPVHCW73OJqRKRZCrEiIjIvF/LDwMoJ\nsdHadAKAZGG0hZWIyEIoxIqIyCWV7Qqpovdn95gVvcTenWHqimMKsSKdRyFWREQuaaSQxMVbnnWl\njMRG/JOfx4hCrEjHUYgVEZFLmtqZIOZbGSHWMkzCZgiA0UKqxdWISLMUYkVE5JLqPWJ9htUIfitB\nxAoDGokV6UQKsSIickn1kdj+YB+GYbS4msVTD7GaEyvSeRRiRUTkkuo9YgeD/S2uZHHVQ+xoMY3t\n2C2uRkSaoRArIiIX5bpuYyR2YIWGWMd1SJfGW1yNiDRDIVZERC4qW8lRtIsADAZWWIg1w43HmlIg\n0ll8rS5ARETai+M4pFKTd+t/lDvTeOwrmRRrrbZWgvpILNRD7HWtK0ZEmqIQKyIi06RSKX72wS+I\nxr3FAE4XzzW2HTp9iP6+AXr7+1pV3qLymz4iVpi8XSCpNlsiHUXTCUREZIZoPEZPfy89/b3YAQfw\nAl8i2tPiyhZff7AXUJstkU6zoBD79NNPs3v3bnbs2MGePXt4++2359z3Jz/5CX/8x3/MLbfcwic/\n+Um+9KUv8atf/WrGfi+99BJ33HEHO3bs4Itf/CIvv/zyQkoTEZFFNlHOARDzx1ZUe626voAXYjUn\nVqSzNB1iX3zxRR599FEefvhhnn32WTZv3syDDz44bf7UVK+99hqf+cxn+Pu//3ueffZZPv3pT/On\nf/qnHDp0qLHPG2+8wVe/+lX27NnDc889x2233caXv/xljhw5svDPTEREFkW2nAUgHoi1uJKlMRli\nU7juypnvK7LSNR1in3rqKe655x7uuusuNm7cyDe/+U1CoRDPPPPMrPt//etf57/8l//Ctm3bWL9+\nPV/5yle45ppr+NnPftbY54c//CGf+9zn+KM/+iM2bNjAn/3Zn7F161b+4R/+YeGfmYiIXDbXdZmo\n1EKsP9riapZGfy3EFu0iuUq+xdWIyHw1FWIrlQoHDx7klltuaTxnGAa7du3iwIED8zqH67rkcjl6\neibnVR04cIBdu3ZN2++zn/3svM8pIiJLo2SXqDhVAGIrdCS2PicWNC9WpJM01Z0gnU5j2zaDg4PT\nnh8YGOD48ePzOsfevXvJ5/PccccdjedGRkZmPWcymWymPAAsS/eqdYP6ddb17g663svL5zMwLRPT\nMsmVJkcmE6E4JSuHaXnbZ+Ntm337xbZN216bd2saBtT2nfexTb6uaZkMhSc7LaTLKa7zXTPra8jS\n0Pu7uyzmdV7WFls//vGPefLJJ/nbv/1b+vuXpmF2IhG+9E6yYuh6dxdd7+VRreaJpANEIwHO5IuN\n59f09DM8VsHy+4hGArMeGw4F5tx+sW1Tt4fDfu/j2n+bObbZ160UAlw5tAq/5adiV5hwJ+jrW5nT\nJtqd3t/SrKZCbF9fH5ZlzRghHR0dnTGS+nEvvPACf/mXf8l3v/tdbr755mnbhoaGFnTO2WQyBWzb\nafo46SyWZZJIhHW9u4Su9/IaG8uRL5Tx58sks2OA117LLhsUimUs2yaXL8967MW2z/fYQqFCOOyn\nUKjg1G60WqrXzRfKZMYLDIb6OZe7wKnUOdLp3OxfGFkSen93l/r1XgxNhVi/38/WrVvZv38/t912\nG+DNcd2/fz/33XffnMc9//zzfOMb3+Dxxx/n85///IztO3fuZP/+/dx///2N5/bt28fOnTubKQ8A\n23aoVvUm6Ba63t1F13t5VKsuju3g2A6ZkndTV8wfw3VcHNvFML3ts7nY9nkfWwuujju571K9rmM7\nVKsug2EvxA7nRvX/WIvo/S3NanpiwgMPPMCPfvQjnnvuOY4ePcpf/dVfUSwWufvuuwF47LHH+NrX\nvtbY/8c//jH/43/8D772ta+xfft2kskkyWSSbDbb2Of+++/nl7/8Jd///vc5duwY3/ve9zh48CB/\n8Ad/sAifooiILNTECm+vVTcYHgBgtKhVu0Q6RdNzYu+8807S6TRPPPEEyWSSLVu2sHfv3sYc12Qy\nyblzk0sU/su//Au2bfOtb32Lb33rW43n77rrLr797W8DcNNNN/HYY4/x+OOP8/jjj3P11Vfz5JNP\nsmnTpsv9/EREZIFc1yW7wttr1Q2GvBA7VhqnbFcIWP5LHCEirbagG7vuvfde7r333lm31YNp3Q9/\n+MN5nfP222/n9ttvX0g5IiKyBLqhvVbdYHjyZuNUMcWa6OoWViMi86F+FiIiMquJyuQNTnH/Sg+x\nA43HyYKmFIh0AoVYERGZVX0+LEA8sLKnEwyE+jDw+tNqwQORzqAQKyIis6rPh/WbPoJWsMXVLC2/\n5acnmABgVCOxIh1BIVZERGY1UfamE8T8MYzaKlorWX1erEZiRTqDQqyIiMyqW9pr1dU7FCTVZkuk\nIyjEiojIDN3UXquu0Su2MIpbW3BBRNqXQqyIiMxQditd016rrj6doOJUGS9nWlyNiFyKQqyIiMyQ\ntwuNxyu9vVbd1F6xarMl0v4UYkVEZIacnW88Xuntteqm94rVzV0i7U4hVkREZqiH2G5or1UX80cJ\nWgFAI7EinUAhVkREZqhPJ+iW9loAhmE0RmMVYkXan0KsiIjMkKuF2G5pr1U3GWI1nUCk3flaXYCI\niLQX13XJ16YTrPT2Wo7jkEpNBtaoGwZgJJ8kmUwC0N/fj2lqzEek3SjEiojINDk7T9W1gZXfXiub\nybJv+NesKq0CYLw47j1fzbHv7K8pZQvsvv5WBgcHW1mmiMxCIVZERKZJlcYaj7uhvVY0HqWnvxeA\noVwJsh8AYMV8RI2V//mLdCr9fURERKZJldKNx93SXqsuNmX6RLaca2ElInIpCrEiIjLNaNkLsd3U\nXqsu4o9Q78WQrSjEirQzhVgREZmmPhLbTe216izDJOKLAAqxIu1OIVZERKapj8R2W3utulhtCoVC\nrEh7U4gVEZEG13UbI7Ervb3WXOrzYjUnVqS9KcSKiEhDtpKj5JSBld9eay7RWojNVfO4rtviakRk\nLgqxIiLSMJxPNh53Q3ut2dRHoB3XoeiUWlyNiMxFIVZERBpGClNCbJe116qLTvm887Xld0Wk/SjE\niohIw0htJNZnWF3XXqtuaq9YhViR9qUQKyIiDSOFUQAiVqTr2mvVBa0AftMPQN5RiBVpVwqxIiLS\nMFybThC1wi2upLXqo7EaiRVpXwqxIiICeO21RvL1kdguD7GBeogttrgSEZmLQqyIiABee61iLbRF\nrUiLq2mtyZHYfIsrEZG5+FpdgIiItIep7bXaeSTWdV1yuekLEeTzOSy/j2w2O2P/+jbXdec9z7fe\nXqziVslXNaVApB0pxIqICDA5HxbaeyQ2l8vx3rHzBEOTQXtkJIvls8gZM+seGcliO1XWrLuCWGx+\nvW+nLrmbKqdZz1WXX7iILCqFWBERASbbawXNAAHDv+DzuLgXHRGdbVs02lxP2mAoTDg8eUwwGMEK\nmNOem7qtaje3aEFsSq/Y0doyvCLSXhRiRUQEmByJHQj2XVZ7rUK+wJl0cdpIKcw9WloqFvjEhjUL\nfr2lELZC+AyLqmsrxIq0KYVYEREBJkdi+wN9l32uj4+UwsVHS9uNYRjEAjHGSuOkygqxIu1I3QlE\nRATXdaeNxMrkzV0aiRVpTwqxIiJCpjxB2S4DMBDsb3E17SFemxebKqVxXbfF1YjIxynEiojItPZa\nizGdYCWodygoOiWyldwl9haR5aYQKyIijExpr6XpBJ76dAKY/vURkfagECsiIo2R2IgvTMTXvgsd\nLKfYlF6xU0eqRaQ9KMSKiEhjpHEoMtjiStpHyAriMyxgsnODiLQPhVgREWmMNK4KK8TWGYZBpLZy\n2bCmE4i0snvtAAAgAElEQVS0HYVYEZEu57gOI4VRQCOxHxe1vKkVGokVaT8KsSIiXW68lKHiVACN\nxH5cpBZihwtJtdkSaTMKsSIiXW7qnferNBI7Taw2naBklxkvZ1pcjYhMpRArItLlpt55P6SR2Gmi\n1uQSucP5kRZWIiIfpxArItLl6jctxfxRIv7lba/lulApG6TSkMlaZHMmmQmHbM7BcVr/5/tobSQW\n4HxOIVaknfhaXYCIiLTWSL52U9cyjMJWqyZnTpuMpU1KBSgWDRynt7a1tsjCa3kgj2FAPG7QEzcw\n3Cg9CYeeAWfJa5zKb/qI+6JMVHMaiRVpMwqxIiJdrj4Su1TzYR0H0imDs+dXkctFAGNex7kuZDIu\nmYwLhOEsvHOoSCJuEIqGGVpl0NvnYszvdAs2GBxgoprjfH54aV9IRJqiECsi0sUc1yFZWLqR2My4\nwQfv+ygWDcDfeD4ac4hGXUJhF9Mqce3aMBPpDJgWfUNDWKbFaKrC+LjNeMYlna5Srngz4DITBpmJ\nEMPnIRRyuWKdjeEYWItevWcg2M/x3EcaiRVpMwqxIiJdLF0cp+pUAVgVGVi08zoOnDhmcfojk/rI\nq2VV6enJcfXGCNHo5HzXQqHM0GAYn1PF8rtceZWPaCRALm/g2N70gY+OfkSp6qfCIB+dKnN+GBzb\noFg0OH7Uh2Gsp7c3S6IXAsFF+zQAGAz1A5AqjlG2ywSswOK+gIgsiEKsiEgXm9pea7EWOsgXfBw+\nFief88ZGLctlw3U2bvkUvqBJNNr8zWOGAdGIw9qr/KxfV+LD0+Pks3HOnjaZmDBxXZN0OsEbr7lc\nu9Fm1Rpn0aYZDAa9EOviMpxPcmV87eKcWEQui7oTiIh0santtRZjoYPUuJ83Dg6Rz3ljJIkeh5t+\nu8LqRQyVAKYJQ6sdbvxklRt/q0IslgWgWjX48LCPg2/7KBYW57UGg5Mj1Bc0pUCkbWgkVkSki9VH\nYuOBGCFfaMZ213XJ5XKNj/P5HJbfRzabnbHvaArefC+O45gYhsvV19qsu2pxw+ts4gmXK1aPUBrI\nMjK8mkLBYCxt8sZrfjZcZ8/zNrK59fgT+E0fFafKBd3cJdI2FGJFRLpYfSR2rlHYXC7He8fOEwx5\nUwBGRrJYPoucEZm2XyFvcrgWYMFh/bXjXLk+OssZl04kUuKm/1Dho5PeXFzHMThy2Edfbx89PecX\nfF7TMFgVGeJM9pxGYkXaiEKsiEgXq4/EXmw+bDAUJhz2AmkwGMEKmI2PAQp5+PCwH9s2AJe+3pPE\nExFgeUMsgGnBNRtsBocc3j/oo1Q0SI/1Uq4Y2PbCz7taIVak7WhOrIhIl7Idm2QhBSy8vVapBO++\n5adS9v5ov3ooSTg8vmg1LlQs7npzZeNed4Ncrod/+3eDUmlhq4CtjgwB3pxY1239SmIiohArItK1\n0qUxbNcbnlzIQgeuC4ff81EqeQF2w6YqicTMubKtEgjA9p1VopE8ACNJgxf/tbigILs6sgqAsl0m\nXRpb1DpFZGEUYkVEutTUzgQLGYk9/ZFJZtz7MXLlVTZrr1zeJWHnw7LgijUXiMfTAKTHXP71ZyUq\nleaC7NrYmsbjc7kLi1qjiCyMQqyISJeaHmKbW+hgImPw0QmvD2ws7rD+2suYcLrEDAMG+i9w3UYv\nuI4kHX72cgnbvnSQdRyHVGoUK29g1vocfHjhKMlkkmQyieO0X3AX6Ra6sUtEpEvVb1LqDfYQ8s1/\nmSvHMTj8vg/XNbAslxu2VDHbfEjEMGDndhfH8XH0uM2Zcw7/tq/MxnUXPy6bybJv+NesKq0ibIXJ\n2XneSx/Gb1vkJrLsvv5WBgcXf7leEbm0Nv+2IyIiS2W4FmLX1OZ7zteF8/0UC/V5sDbhyCUOaBOG\nAZ/bFeCqdd6PvuMnbd4/GuVS92lF41F6+nvpD/cCUKBIT38v0XhsqUsWkYtYUIh9+umn2b17Nzt2\n7GDPnj28/fbbc+47MjLCn//5n3P77bezZcsWvv3tb8/Y59lnn2Xz5s1s2bKFzZs3s3nzZm688caF\nlCYiIvNUH4ldVbvzfj4mshHGx73wNjjkLe/aSUzT4D9+PsjqVd6PvzMXwpw4Pb9R6J5gAoDx8oQ6\nFIi0gaZD7Isvvsijjz7Kww8/3AifDz74IKlUatb9y+UyAwMDPPTQQ2zZsmXO88bjcfbt29f49/Of\n/7zZ0kREZJ5KU+6yXz3PEFutwkjSmzsbDLpsut5e8tW4loLPZ/Cf/mOQ3h6v+MNHw5w9d+k5vfUQ\na7s22UruEnuLyFJrOsQ+9dRT3HPPPdx1111s3LiRb37zm4RCIZ555plZ91+3bh1f//rX+d3f/V2i\n0bkbXxuGQX9/PwMDAwwMDNDf399saSIiMg+O4/DB2Q8bH4eqgcaNSslkklRqFJeZI40fHbewbe9W\nik03VPH5l63kRRcMGPynW4P4LAcw+PkvS0xkLz6q3BNINB6PlzNLXKGIXEpTIbZSqXDw4EFuueWW\nxnOGYbBr1y4OHDhwWYXk83l2797NrbfeykMPPcSRI0cu63wiIjK7VCrFyyd+1fj49Phpfn3uN41/\nvzy6j3wuP+2YXNbg7BnvR0YsnqOvv/P/nJ5ImGy/YQJwKZXgp78oUa3O/XnFA7FGh4LxkkKsSKs1\n1Z0gnU5j2/aMOzEHBgY4fvz4gou49tpr+eu//mtuuOEGstkse/fu5Utf+hIvvPACq1evbupclqV7\n1bpB/TrrencHXe/F5fMZ2EEXKmAZFlesXosxZV5AdmIC0zIwLRPTMgCDox9agIFhOKxZM4Zhzn4z\nmGF6gxumAYZpzLrt488DFIt5iqU8PsdHPpfFsQMUi2Wc2tzTxrZCjmIxj8H081/s3IYJ2N5reJ/P\npFhknA3rDY59lCCVdnn5V3lu/pR3E1g0Eq19HWpfC0wSwQRjpXEy5QnMyFp8PgOfT/9fXg69v7vL\nYl7ntmixtXPnTnbu3Dnt4zvvvJN//ud/5uGHH27qXIlEeLHLkzam691ddL0XR7Wap+gWAOgNxYlF\np9/YFA4FsPw+opEAjh0kMxZqLGowNJghEjYIBGb/8RHwW5R9Fv6ANWOfgN/C9PlmPJ/NlDl2Nkdh\nvIAVsCj5Zq76dSFZ35ZjfGyUUCQ67TxznbtRU6nKsbNjJBLTt11IFrCCZfoHIqRGfZw8ZWAGSvQP\nZLjxhuC0rwXAQLTXC7GVCSLhAL29Ufr65p4qJ/On97c0q6kQ29fXh2VZJJPJac+Pjo4uap88n8/H\nli1bOHnyZNPHZjIFbLuz7paV5lmWSSIR1vXuErrei2tsLMd4yQuKUX+MXL48bXuhWMaybXL5MmOZ\nEieOeQEuHHZJJNJUqhblcnXWc5crNpWqTaVsz9inXLGxYMbzlYqNafqx/AEsn4U/EMLnt6hW7MZI\nbH2b5Q9imP4Z55/r3FNr8l5jemC3/AEsv8XmrS4HXnfJ5wxOHA8QjgbJF0rTvhYAMcvrzDBWzJDN\nFxkby+HzdUiPsTal93d3qV/vxdBUiPX7/WzdupX9+/dz2223AeC6Lvv37+e+++5blIKgdtPBBx9w\n6623Nn2sbTtUq3oTdAtd7+6i6704KhWHbNWb8xr3x3A+Fhwc28UwXRzb4Z13oVLxRmE3bKpSznvf\n911n9rmjruNtd1xm7FPfNuP5xv71x952Z8q+U4+d7fxznXu+NZmmt2jDgdd9uI7BsQ+jbL7Gnfa1\nAEj447XaHLLlHNWqq/8nF4ne39KspqcTPPDAAzzyyCNs27aN7du384Mf/IBiscjdd98NwGOPPcbw\n8DDf+c53GsccOnQI13XJ5/OkUikOHTqE3+9n48aNAPzN3/wNO3fuZP369UxMTLB3717OnTvH7/3e\n7y3SpykiInWZShYbr6VUIhCfc7/xjMORY97jgUGHvgGXC/k5d+940ZjLtZtsjn3oo1iweOsdlw1r\np+9Tb7MFMGGrzZZIKzUdYu+8807S6TRPPPEEyWSSLVu2sHfv3kZLrGQyyblz56Ydc9dddzVuGnjv\nvfd4/vnnWbt2LT/96U8ByGQy/MVf/AXJZJJEIsG2bdv4p3/6p0bIFRGRxTNamuzrnQjMverU6wcq\nuK6BYbhcu3H26QMrzRVrHcZSDqlRk6PHDWLBAFesmewhG/VHsQwT23XIVhViRVppQTd23Xvvvdx7\n772zbpttRa5Dhw5d9HyPPPIIjzzyyEJKERGRJiWnhNj4HCF2LGNx4qQX3oZWlwiFu+POccOA626o\n8sZrPioVk/eOxOjrm2ynZRoGiUCCdGlMI7EiLdYd35VERKShHmLDvhB+c+aKBa4LHxzzbrzw+VzW\nrC0ua32t5g/ANRu9gFqpmrx7KDptmdn6lIJsdWYXBRFZPgqxIiJdJlkaBeaeDzs65ic15oXbzde7\n+P2dv7BBsxI9Va7f5H3eybSfI8cmpxTUV+7K2QWqTndMsxBpRwqxIiJdpj4ndrapBI7j8uEJr+9p\nOGxwfRffmrDtEy6RkBdef/2bMvm8F2p7gl74d3EZLaVbVp9It1OIFRHpImW7wnjFm+M520jssRM2\n2bx3u8RNO/z42mJJnNbwWfCJ67xlactl+PdXy7iuO61DwXApOfcJRGRJKcSKiHSRkUKS+uSAj4/E\n2rbL6wcqAETCNtdvspa5uvbTl6iyfl0JgI9O2Rw/aRP1RfAZXrofLirEirSKQqyISBe5kB9pPK43\n7q87/GGVXM6LuNdvKGCaxrLW1q6uv7ZALOp9LV55tUypNDmlQCFWpHUUYkVEusiF3DAAJiYR/+Ry\nqdWqy1vvejcpxaMVVg9WWlJfu3Bdl1wuRz6fo1zO81s7vbmxxRL86pU8EdP72p3PXyCZTJJMJnEc\nrTYlspwUYkVEukh9JDZqhTGNyZHWwx9WKRS8UdiN6/MYXT4IWyoW+PDUKKdGspwaniBXHWdgqD6t\nwGAi5XVvGKtk+OU7p/jXVw6RSqUudkoRWWQKsSIiXWQyxE6OwlYqLm+96428Dg2aDPZ19yhsXSAY\nJhiMEAyHCYejbLrewOfzgv7YeW+VSgwgDrFYT+sKFelSCrEiIl3CdV2G6yHWNxliD31QpVhbz+C3\nbvR3/SjsXPx+uPpab1pBIT3ZoWDc1rxYkVZQiBUR6RKZ8gRF2/uTuL/qI5vNkh7L8va7ZQAG+10S\n8QL5fI58Pk82myWXy0H3rXUwpzVrHaIxBypB3Ko3pWDcHm1xVSLdqYs7AIqIdJcL+eHG47G0zdHK\nOOfPBimVvVHZvlVZjp2rMjKSxfJZ5IwImbEUwXCMcCTaqrLbimHAhk027xzw4+TjWIkU41WNxIq0\ngkZiRUS6xNT2WrFAH35/lAvnwgAkehxWrQ4SDkenzQMNBEOtKrdt9fS6DK2ycfNem610deQSR4jI\nUlCIFRHpEhdyXtjyO0EsLM6dMalWvQmwV19ray5sE67ZaOMWvcUiyhQoOoUWVyTSfRRiRUS6xLnc\nBQAiThzbhjOnvRW5enodeno18bUZwSD0hf2Njz/KajRWZLkpxIqIdIl6iA07MUZHQ1Qr3tDrVVfb\nrSyrY63uNRo3vZ2cGMFx9YuAyHJSiBUR6QL5SoHxcgaAsB1jZNibCxuPaxR2oXymhd+uTSnwjfPW\nsbEWVyTSXRRiRUS6wPkpnQlymRiVijeV4KqrNRf2cvT5+gAwwxP85PUL2Fp6VmTZKMSKiHSB87Wp\nBAAXLngttaJRh74BjcJejrjhhVgjkiWZKbHvnfMtrkikeyjEioh0gfp82ABhisUAoFHYxRCnFmJN\nByOU58f7jlOpajRWZDkoxIqIdIF6iLXz3qIFwWCVgSGNwl6uGL2Nx0Z4gtFMiZcPnGlhRSLdQyFW\nRKQLnM95c2JLE95UgtWrCxqFXQQR4li1xS97B71esc/vP0mprI4PIktNy86KiHQwx3FIpVIX3ado\nl0iXvDvnnUKMkB/6+ktAcBkqXNkMw6DHHCBlX2BgVZnUh5DJlXn5rbP8zm9f1eryRFY0hVgRkQ6W\nSqX411cOEYv1zLnPmDvZiN8tRFkTq2oUdhH1+AZJ2RfIGSk2rE1w7GyGn7z2Ebt/ax0+S3/wFFkq\neneJiHS4WKyHRG//nP/sSLWxr1mOMRTTjUeLqccaBCBdHuc//fYaAEYzJV47NHyxw0TkMinEiois\ncCMFbyTWrfi5Mh5Cg4OLq8caaDweWlNlVZ+3kMT/9+uPcLWKl8iS0bcyEZEVrr7QgVuIcWW/vu0v\ntvpILMD5/AX+n0+tB+DUcJb3TqRbVZbIiqfvZiIiK1i+WKVoeDd1xa1+gj5Nhl1sQTNMEG/09Uzu\nHLu2rSEe8QPw0q9PtrI0kRVNN3aJiKxg7300jFFr/XRVYg2Mt7igFSpGLyUKnEyfItOf5pYt/fzr\n6xd470Satw6dYt1geNbj+vv7MU2NJ4kshEKsiMgK5DgOY+k0H46cxlf7a3fMCZOdGCefL2D0aa7m\nYgqWwxCA07kL7HvnLD5cLBNsB5755Uf8h+sSM47JZsf5nZs3Mzg4OMsZReRSFGJFRFagbGaMV08c\nxgkWG8+lyyPkrHHGimlWl9YCc7flkuZEHC+kVinj7wnQY8a57kqbQx+NcSZV4lPBOLGwv8VViqws\n+huGiMgK5LouY+O9GKEsABY+ehL9RBJxgpHZ/7QtCxd1Jkdax6ujAGy5pg8DcF14Xzd4iSw6hVgR\nkRXowliZctnCjHghNmRGMbTCwZIJO1Fwva/vuJ0EIB4JsH51DICjZ8ep2urPK7KYFGJFRFagY+e9\nm7nMsBdiw0a0leWseCYWETcOTIZYgOvX9wJQrjicPD/RktpEViqFWBGRFWY8W2Z4vAJmFSPghdmQ\nqRC71OrzYqeG2DX9ERLRAACHPxprSV0iK5VCrIjICnP4lDf/0ghloTaDIKwQu+SirnejXMZO47g2\nAIZhcP1V3vPJ8SKjmeKcx4tIcxRiRURWkErV4ejpDACxwcmRv5CmEyw613GYyKTJjKXIToxjZi3v\neRzOjZ0gM5bCcRw2ruvBMr3fJj7QaKzIolGIFRFZQY6eHadSu4Eo3OOFWRMLvxFoZVkrUj6b4+jE\nO5wovc+wdYqcO7mSxPHKQd4ffY1sZoyg3+KaK7z5ssfPZShX7FaVLLKiKMSKiKwQruty+KQ30tcT\n9eEEc4A3lUCdCZZGKBYh1pMgkogTi/Vh1dqvOyGbcCzW2O+G2g1eVdvl2NlMS2oVWWkUYkVEVojz\nqTzjuTIAG1aHKRneTV1hM3axw2SRGBiNuccFJzdt20AiRH8iCMDhU2O4rlZME7lcCrEiIivEodoo\nbNBvsXrQoGp4gTZsKMQul/ovDAU3O+15wzC44SpvNHY8W2Y4XVj22kRWGoVYEZEVIFeocHrYC06b\nruyhYEzeQBTRSOyyqf/CUHFL2FSnbbvmigR+n/dj9/Ap3eAlcrkUYkVEVoAjZ8ap/4H6+qt6yDC5\nzKmmEyyfqV/r+nSOOr/PZMNar5fsRxeylKtawUvkcijEioh0ONd1+fC0d2f8FQMR4pEAWdcLsQEj\nhGX4WlleV5naj/fjIRZg0zqvZ6zjuJwZLS1bXSIrkUKsiEiHGx4rky96f7q+rjbvcgLvz9UahV1e\nluEjYIQAKJGfsb0/EaQ35rU7+2hECx+IXA6FWBGRDndi2AtDoYDFVatiuK5LtjadQDd1Lb/6Lw6z\njcQahsGmK73R2HS2yvCYgqzIQinEioh0sIl8hfNjtbZaaxNYpkHWGcPGa6ivm7qWX7i2OlrJKMza\nSuvaKxLU2/a+/mF6xnYRmR+FWBGRDvabD9PUc9J1V9ZaONnJxnZNJ1h+9a+5azgUyM7cHvSxbsjb\n5/UP0ziOesaKLIRCrIhIh3Jcl1cPpwBY3RempzbXcrzqhVjDNQka4ZbV162m/uIwwewjrZvWeV0K\nMvkqB0+klqUukZVGIVZEpEMdPplmNONNJbjuqp7G82O1kdigG9Jysy0QMsIYtR+vWWbvB7tuKEbA\n512bfe+cW7baRFYShVgRkQ718ltnAfBbButXxxvP16cTBIm0pK5uZxgmIcP72k+4s4/EWqbBlYNe\nF4M3PkiSK1aWrT6RlUIhVkSkA2ULFd74YASAq4ZC+Czv23nFLZFzMgAEXU0laJX6DXVzjcQCrB8K\nAlC1HV59f3hZ6hJZSRRiRUQ60CsHz1O1vRuCrh4KNZ4fr442HgddjcS2Sn1ebI4JbLc66z49ER9X\n9HvX7ldva0qBSLMUYkVEOtC+d88DsG4wTE90ckWuqZ0JNBLbOpM3d7lk7NFZ9zEMg09e1wfA8XMZ\nLqRmLo4gInNTiBUR6TCnR7KcPD8BwH+ohaC6+k1dISJYaLnZVpm6/OzYlF8sPu6mjb2NnrH7D55f\n6rJEVhSFWBGRDvPv73hhxzINdm7snbatPhIbp2/GcbJ8fASwXO+XiHrLs9nEI34+cbV3rV45eGHW\nxRFEZHb6NV1EpIPYjtMYsbtx0yDR0OS3cdd1G4FJIba1DMMg6IbJGxOMzzGdwHEcUqlRtq6PcvBE\nmuGxAm++f4r1q+aey9zf349pavxJBBRiRUQ6ysHjKcZzXm/Yz2xbM21bzslQxWvVFDP6KFFY9vpk\nUsANk2dizjmxuew4/3bgAn39qzENcFx48dUz7Lhm9lXWstlxfufmzQwODi5l2SIdQyFWRKSD7KtN\nJYiF/WzfOMBYenK1p6k3dcVRiG21+o11RTdPySkQNGfeaBeJJhgYHOSq1WVOnp/gbKrMrh19mKYW\nqRC5FP1NQkSkQ+SKFd780AuqN29d3egNWzdme31jTSwixGccL8sryGRonWtKQd2Gtd4ytMWyzblR\ndSkQmY8Fhdinn36a3bt3s2PHDvbs2cPbb789574jIyP8+Z//Obfffjtbtmzh29/+9qz7vfTSS9xx\nxx3s2LGDL37xi7z88ssLKU1EZMV69f1hqrYDwGe2XTFje30+bI81gGlojKLVprY4G79IhwKAtYNR\nAn7vmh0/l1nSukRWiqa/y7344os8+uijPPzwwzz77LNs3ryZBx98kFQqNev+5XKZgYEBHnroIbZs\n2TLrPm+88QZf/epX2bNnD8899xy33XYbX/7ylzly5Eiz5YmIrFj//o7XEP/KoSjrV8+cN1lv5dRj\nac5kOzCxCOO12rrUSKxlGlyzxhs9/+jCBJWqs+T1iXS6pkPsU089xT333MNdd93Fxo0b+eY3v0ko\nFOKZZ56Zdf9169bx9a9/nd/93d8lGo3Ous8Pf/hDPve5z/FHf/RHbNiwgT/7sz9j69at/MM//EOz\n5YmIrEjnRnMcPeuN0H1m+xUYxvQ5k2WnRM4ZB6DPt2rZ65PZxWpdIua6uWuqa6/wphRUbZfTw9kl\nrUtkJWgqxFYqFQ4ePMgtt9zSeM4wDHbt2sWBAwcWXMSBAwfYtWvXtOc++9nPXtY5RURWknpbLdMw\nuHnrmhnbx+zhxuNea2jZ6pKLi+H18R2vjl6yB+yqvnCjZdoxTSkQuaSmuhOk02ls257R3mNgYIDj\nx48vuIiRkZFZz5lMXnwO0WwsS/PAukH9Out6d4duv96O6/LKwQsAbNvQz0BPqLHN5zMwTYPx2k1d\nBgYDgVXkChMYJhgfu8vdMAwMo/bfOe6AN8zJ7YZhYBqT55m67WLHTj1mtvN+vCZv//pjb7tpGDjm\npWu6VF2LUdPFznuxmhJmHzhQpUyJLFEzMe01LNP7V3uGjet6ePvoKGeTOSpVm1Bg8se0aRr4fAY+\n38p6H3T7+7vbLOZ1XnEtthIJrRXeTXS9u0u3Xu+Dx0ZJjhcB+J2br6Gvb3JqVrWaJxwONP5c3ePv\nJxGN4ZRLBBwfgcD0b/N+v4U/YOH3zdxWF/BbmLXtfr+FaVmNfadum+vYss97jY/vM9ex9ddwatt9\nfgug8d9L1XSpuhajprnOe/GafAyGhqDWbKDgG2coPDlKHg4HsHx+IpFg47lPbBjk7aOjuC6cGS2w\nfePkAE+5FKC3Nzrt+q8k3fr+loVrKsT29fVhWdaMEdLR0dHLar48NDS0aOfMZArYtibEr3SWZZJI\nhHW9u0S3XO/6Ck4f9//+22kAgn6TwVCZDz880diWSo2Sz5cYwbvpq8ccIp8vUSiUKVeqlMvVaeeq\nVGwqZZtKdea2unLFxgLK5SqVio1p09h36ra5jq1Uvdf4+D5zHdt4jdr2asXG57eoVmyc2p/gL1bT\npepajJrmOu/Fa6riM8IYmLg4DOfOM+he1dheKJSxfJDPlxrPhf0G/fEgqYkSh06k2HhFfNr+Y2M5\nfL65V/TqRN3y/hZP/XovhqZCrN/vZ+vWrezfv5/bbrsN8JY53L9/P/fdd9+Ci9i5cyf79+/n/vvv\nbzy3b98+du7c2fS5bNuhqrs6u4aud3dZ6dc7mUzyr68cIhbraTxnOy6/Oex1f1nV4+eV2txY8ELv\n8SPvEUrEmViVBiBUjpJOjTKRSWMHXFxn+jxM13Vx3dp/ndnnaLrO5HbXdXFcGvtO3XaxY6ceM9t5\nP16Tt3/9sbfdmbLvxWq6VF2LUdPFznuxmnBN4lYfGXuUsWoSe+p218V23GnPAVyzNkHq8AjD6QJj\n2RLxSMD7ejgu1aq7Yt8DK/39LYuv6YkJDzzwAD/60Y947rnnOHr0KH/1V39FsVjk7rvvBuCxxx7j\na1/72rRjDh06xPvvv08+nyeVSnHo0CGOHj3a2H7//ffzy1/+ku9///scO3aM733vexw8eJA/+IM/\nuMxPT0Sks8RiPSR6+xv/JioBKrYXcm64ZmjaNtM0SfrOcC4w+f00X8lyovQ+H6QOUC6paX476LEG\ngEu32aq7dsro6/FzE0tSk8hK0PSc2DvvvJN0Os0TTzxBMplky5Yt7N27l/7+fsAbSTh37ty0Y+66\n665GO5j33nuP559/nrVr1/LTn/4UgJtuuonHHnuMxx9/nMcff5yrr76aJ598kk2bNl3u5yci0tGO\n1U0hWmgAACAASURBVNpqhYMWawZm/hk5FIlQiVUaHw/EV2MZPnIZhZ9Wcx2HiUyaYNy7bhk7xVg6\n2ViIwnEcLGvmcdGQn9X9YS6kChw/m2H7hv4ZLdVEZIE3dt17773ce++9s26bbUWuQ4cOXfKct99+\nO7fffvtCyhERWZHKFZvTwznA6yFqzhFkSkYBgKARxjJW3P26HSufzXG0/A6+kB984OLwYfkAQcIU\nsll6i0PEe0OzHrvhigQXUgXGc2VSmdK0jhQi4lE/CxGRNnXy/ERjfui1axNz7lc2vGkDETM+5z7S\nGqFYhL7YZEcCIwqxngTh2MwV16a6ek288UuLlqEVmZ1CrIhIm6pPJeiJBeiPB2fdx8GhbHjttxRi\n21PACGHizRsoOPNbiSvgt7hylddK6/i5TOOXGRGZpBArItKGsoUKF9LeNIENVyTmnBNZ9Zehtmlq\nI31pH4ZhEDa9QFpwc/M+rr4MbaFkcyGlm/REPk4hVkSkDU39E/LFphJUfJM9RjUS275CRi3EznMk\nFuDKoSj+2upc9VF5EZmkECsi0mZc122EllV9YWJh/5z7Vvz/f3t3Ht9GfSf+/zUzumzLlu84tnM4\nCYlDbigQQsLVdruwPSClwJaWpTdtt6Xb8qM/Hg++bdnu/qDt0os92bIFWr5tt0tLaQnHlpJCQkLI\nfd9xfDuWJVuSdc/M74+xlTh2YiuRLcl+Px917YxmRm8jS3rrM+/P+2MlsS6lSCZ15bAC1aqBjZtR\ndFMf0zGapjJrmvXBpLkrNKyfrBBTnSSxQgiRY/zBGH2hOABzzjMKC5CwW/tJKUFuGywnAIgaYy8p\nGHz8E0mDTn8843EJkc8kiRVCiBwzOAqrKgqzas5dIhA3o+iatcypJLG5bXAkFiBijr2kYFp5AYVO\na4S91RvNeFxC5DNJYoUQIoeYppmqh62vLsJpH6Eb/oA+Tq8AVahJPWwusysObFhlIZE0RmIVRWH2\nwApeXb1xwtHkuMQnRD6SJFYIIXKIN5AgErNqJgdnp59LH14AFFOhQDl/31GRfYOjselM7oLTJQWG\nCbub+jIelxD5SpJYIYTIIS0Dl4wdNpX6qqLz7ttnWiOxDrMgtZSpyF2pNltpjMQClBU78bgdAOw4\n2pvxuITIV/KqJ4QQOSKeNGj3WZN3ZtUUo2nnfok2TZPAwEisyzx/sityw+BIbJI4SRJjPk5RFOYM\njMqf6Oynp09qY4UASWKFECJn7D8ZIKlbbZRG60rQb/QRx2qv5TQLxz02cfEGe8UCxJVIWseeWVry\n9oGujMUkRD6TJFYIIXLEjqN+AIpcNqrLCs67b0+yI/Wzy5CR2HxwZputWJpJrLvQTnmx1aVg877O\njMYlRL6SJFYIIXJAIBznUGsQsFboOtcys4O8A0msqmvYcIx7fOLiaYoNh+IC0k9iAWZUWMe2dvfT\neiq9yWFCTEaSxAohRA5458ApBhdkGq2UAE6PxNoTThTOn/CK3DFYFxsj/SS2tsKJOvBQb9ovo7FC\nSBIrhBA5YNPAJWJPoY1St/O8+ybMGH36QGeCxPn3FbmlYKAuNqZEMElvGVmnXWVBvdUz9u39XRim\nLEMrpjZJYoUQIss6feHUKl31laMnpb5kFwwkQHZJYvPKYF2sqRgktFjax6+YVwaALxDjSIu02xJT\nmySxQgiRZW/ttUoDFAVmVLpG3X+wlEBBxZ6Ueth8cubys1Fbev1iAS6dVYLTYa3itkkmeIkpTpJY\nIYTIIsM02bTXSkbm1xXjcoz+sjw4qctDBYq8jOcVp1IIAzXMUVs47eMdNpV3LagCYMuBU8TieibD\nEyKvyKufEEJk0eHmXnoC1mXlyy8pG3V/0zTxpZLYynGNTWSeqqi4FKuvb9Se/kgswJqltdbxcZ2t\nh05lLDYh8o0ksUIIkUUbB0oJCpw2Fs0avStBn+4lYVqrepUqVeMamxgfg3WxF1JOAHBJvSfVR3jD\n7o5R9hZi8pIkVgghsiQW19l6qBuAKxqrsdtGf0nuTralfi5n2rjFJsZP4UBdbNQWwSD9cgBFUViz\ndDoAh1p66fKnX5YgxGQgSawQQmTJ9iPdqZrGVYtrxnRMd6IVgBKtPNU4X+SXAtVqk4ViElaCF3SO\nVYunM7gexsY9MhorpiZJYoUQIkveGkg+qkpdXFLvGXV/0zTpTrZbx9jqxjU2MX4KlNMdCvrVvgs6\nR1mxkyVzKgDYuKcTw5CesWLqkSRWCCGywB+Msb/JDwyOqo2+6lZA9xE3rZWeqmz14xqfGD92xYFm\n2oALT2KBVEmBPxhj7wlfRmITIp9IEiuEEFmweV9nar2mq8daSpBsTf1cZZeR2HylKApO05qYFVYu\nPIldNq8Sd4EdgA272zMSmxD5RJJYIYSYYKZpsnGwN2y9h+rSgjEdNzipq1gtwzUww13kJ6dptdnq\nV/swL3D5WJumpmqpdxzxEgzHMxafEPlAklghhJhgJzqCtHut9kqrlkwf0zGmadKdsJJYGYXNf4Mj\nsUklTsQMXfB5Vg+UFOiGyeZ9XRmJTYh8IUmsEEJMsDd2WZd+HXaVKxqrx3RM0PATM61WSjKpK/8N\njsQC9CW9F3ye+io3DdOtbgdv7Gq/4FFdIfKRJLFCCDGBovEkbx+wRsyuXDiNAqdtTMd1JZpTP1fZ\nZ4xLbGLiOHGhmNZkvl69+6LOde0yawWvNm8/R1ovvMZWiHwjSawQQkygM9e7H0w+xmIwifVoFakV\nn0T+UlBxJq3R2F79wkdiAVZeWkOBUwPgT9tbR9lbiMlDklghhJhAg6UEdZVFzK0dfZlZAMPUOTWw\nyME0+6xxi01MLFfC+jByMeUEAE6HxjWLrdrYbYe66QvFLjo2IfKBJLFCCDFBWk+FON4eAGDNstox\n9YYF6El2oJMAYJp95rjFJyZWQdJa9CBo+EmaF9dZ4IbLrDpp3TBTH5SEmOwkiRVCiAny54HkwqYp\nY15mFk6XEqhoMqlrEilInC4L6b3I0djpFUVcOrsMgPU729EN46LOJ0Q+GNuMAiGEEGkzDAOfz1pJ\nKZE0UsvMLppVQrS/j2j/0P19vh7MEZYP7RxIYitttWiKvGxPFgWJ08vP9urdVNrHXiM9khtW1LO/\nyY8/GGPnkR4uX1B1sSEKkdPk1VAIIcaJz+fj1c0Hcbs9tHijRAYmdLmd8NbejmH7d7Y34/ZU4KEi\ntS1mRPDrVjeDGqmHnVQ004bLKCKq9uNPnrro8y2/pIKyYif+YIw/bW+VJFZMelJOIIQQ48jt9lBS\nWk5rTxKA4kI7c2ZOo6S0fNhXkbt42PFdiZOpn6UedvIpMkoB8OsXn8Rqqsr1y63R3AMn/XT09I9y\nhBD5TZJYIYQYZ4H+OF3+CADz6jxjntAF0J44AUCB6sajVY5LfCJ73KaVxAZ0H7qZvOjzXbusFk21\n/r5e39520ecTIpdJEiuEEOPsYLMfAEWBuXWeMR+X1BN0xK0kttKoJdjnJ9DrS30FA35ZoSnPDY7E\nmhgE9J6LPp/H7UyVEWzc20EkdvGJsRC5SpJYIYQYR4mkwbFWq63WrGnFFLrGPhWhJXCY5EBrLTNp\n0hQ7MOTrsG8n8bj0BM1nRcbpDzX+5MWt3DXo3ZfXAxCJ6WzYPbz2WojJQiZ2CSHEOGrujpLQrXZH\nCwdaII3VKbMFGGitVVyHqgwdd+gPBOkPyzKj+cyBiwLVTcQIjVoXa3W7GH20ttRpMqOqgJbuCP+7\ntYUbL69DU2XMSkw+ksQKIcQ4MQyT451WLWylx0VVacGYjzVNk1NYq3R5tIphCayYPMq0aiJGiN5R\nOhT0h/p4Y2cX1dWjL4xQU2qjpRu8fVG2H/ZyRWN1psIVImdIEiuEEOPkYEuQ/pg1Cts4K71R2D7d\nSxRrdrlM6JrcSrUq2hPH6dW9GKaOqmjn3LewqISS0vJRz+kuMdl7sp9I3ODlt5t514KqtCYUCpEP\n5KO9EEKMkw37rFWYCpwas2qGt886n9b4EesHU8GjVZx/Z5HXym3TADDQ6cvA5C4AVVWYO90a+T/R\nEeBIq5SdiMlHklghhBgHrd0hjraHAFgwozTV9mgsTNOkOX4YgCKzGJtiH5cYRW4oG0hiAXzJroyd\nd1a1C5fDept/ZUtzxs4rRK6QcgIhhBgHf9xq1bOqClwyozStY/36KfoNa+Ss2Bj90rHIby61kEK1\nmLARHFidbUlGzqspsGxWIW8fCbHziJcDx9qo8jhHPa68vBxVJoKJPCBJrBBCZFgokmDTvk4A6iud\nFDjTe6ltiR8CQEXFbaZXSyvyU7k2jbARxJfszNg5+0N9JGNRFMWGacL/vHGSZQ3nL2sJhfr4i5WN\nVFZKHbbIfZLECiFEhq3f0UYiaU3omlNTmNaxJiYtMasetpJ6NM49yUdMHmW2abQmjtKn+0iaiYyV\nkJR5SmhI2jjeHqC5O8YVi+pxOeRvSkwOcr1ACCEyKBpP8uo7Vn/XOdOLKC1Kb6wgoPYQMa1a2unK\n7AxHJ3JVua1m4CcT/yitttJ16UB/Yt0wOXjSn9FzC5FNksQKIUQGrd/RTihirbL1nhXTRtl7uFPa\nSQBs2KmiLqOxidxVZjvdx9WfwcldAOUlLmorrSsCB5v9qasEQuQ7SWKFECJDYgmdl9+2ktBL6j3M\nnV6U1vFJEng1a0LYDOd8NEUqvqYKu+KgRLMm8fn0zCaxAEvmWG3a4gmDwy29GT+/ENkgSawQQmTI\nn3e2Ewhbo7AfvKYh7ebyPbZ2DEUHoMG5OOPxidxWplkj95lsszWouqwgtWLc/iYfui6jsSL/SRIr\nhBAZEE/ovLTZGoWdW1uSqkNMR5fdqqUt0Soo19IvRRD5wzQM+kMBQoFeAr0+Ar0+ChNW54B+ow+v\nvx3DyFyiqSgKS+ZaI72RmM7RtkDGzi1EtkgSK4QQGfDm7g76+q017T9wAaOwfUkvIc26zNvgXCRL\nhE5y4VA/HUYTp7RmmmIHaIodIBwPpm7fE3yLUCCzl/3rKosoK7b6xO474cMwzIyeX4iJJkmsEEJc\npETSYN3AKOzsmmKWzEl/gYKjsd0AKKbKLEdjRuMTuclZWEBhSTFuTwluTwkVJdNQB96WjQI94/dn\njcZatbGhSIKmThmNFflNklghhLhIG/Z04A/GgPRrYQ3DoNvfRlNsPwCl0WpigQiBXh/BgB/DlNGy\nqUJRVIrUEgAiSmhc7mPmNDclhVYP2j3HfZjy9yXymCSxQghxEaLxJC9sOAHAzGo3y+ZVpHV8KNDL\n9vDrGFgjb1rUnrq8fNi3k3gsnPGYRe4qUj0ARJUwhpn5yVeqorB4oFNBXyhOy6nxSZaFmAiSxAoh\nxEVYt7k5VQu79rq5adey6maSflcfAAW6G09RZerysqsovRZdIv+5NSuJNRWDIOOzMEFDbQmFLqt9\n266jPTIaK/KWJLFCCHGBevqivLKlGYDFDeUsnZveKCxAG8fQlSQApXpVRuMT+WdwJBagl+5xuQ9N\nVVJ9Y/3BmIzGirwlSawQQlyg//nzMRJJA1VRuOPGeWkfb5oGJ80DABQoblyGjLxOdTbFjkuxVtfq\nNccniQWYV++R0ViR9y4oiX322We58cYbWbp0Kbfffju7d+8+7/5vv/02a9euZcmSJbzvfe/jt7/9\n7ZDbf/vb39LY2MjChQtpbGyksbGRZcuWXUhoQggxIY629fH2fqsp/XUraqmrcqd9jrbEccJYbZWm\n2WeiIG21xOnR2PEaiQVrNHbpGaOxzV0yGivyT9pJ7Lp163j00Uf58pe/nEo+P/3pT+Pz+Ubcv7W1\nlXvvvZeVK1fyu9/9jrvvvpuHHnqIjRs3DtmvuLiYjRs3pr5ef/31C/uNhBBinBmmyS9fOwJAgdPG\nLasbLug8h6PbAbCZDsq16ozFJ/LbYF1slH4ixvgll3PrPRQNjMbuPiajsSL/pL0w91NPPcUdd9zB\nLbfcAsDDDz/M+vXree655/jMZz4zbP9f/OIX1NfX88ADDwAwZ84ctm3bxlNPPcU111yT2k9RFMrL\n0++tKIQQE8UwDHw+HzuO+jnebvXYvHFZFbFwgJGaCPh8PZjnaCjvTbTTk+wAoMyoRlGkuktY3GfU\nxXYn2pjpXDAu96OpVt/Yzfu6UqOxZa5xuSshxkVaSWwikWDfvn187nOfS21TFIVVq1axc+fOEY/Z\ntWsXq1atGrJt9erVPPLII0O2hcNhbrzxRgzD4NJLL+WrX/0q8+alX2MmhBDjxefzsW7jAd4+ZrXD\nKnJpaCR4a2/HiPt3tjfj9lTgYfiEr0ODo7DYKTVkQpc4zakUopk2dCVJd3L8kliAuXUe9hzroT+a\nZNdRL9ctKhm3+xIi09JKYv1+P7quU1lZOWR7RUUFJ06cGPGY7u5uKioqhu0fCoWIx+M4HA4aGhr4\nx3/8RxYsWEAoFOInP/kJd955Jy+++CLTpqW3frimyWjGVDD4OMvjPTXkyuNtsymc9NmIxBMArFxU\nQ0Vl8Tn3DwV70VQFTR1a6xrQ/bQnjgEwQ5mPpmooqoKiKKgKKAP7K6o1UKCoI9fKDt5+5jFn3zZs\nu6KgKGM770TGZO0/+LN1u6ooGOroMY0WVyZiOt95Mx4TCoUUE8SPN9mW+vtRFGXEv6dzGcv+mqqw\nbF4lb+3tpDcUp9Mfx2ZTsNkm7rmWK89vMTEy+TinXU4wHpYvX87y5cuH/Pvmm2/mV7/6FV/+8pfT\nOldJSUGmwxM5TB7vqSXbj/e+4x2c6IoA1ghWY0PlefcvKHCg2ewUFjqHbN/h2wWAikpj4VLaIidw\nOGzY7RqqpuFwWC/NDruGarOl/n02h10jbtOwO7Rh+5zrWLvd2t8+ynkHj52omFRNwxi43WbXAFLf\nR4tptLgyEdO5zjseMQEUqx6Cpp+A7kNx6hRohef8ezqXse6/dH4Ve477CIbjHGwLU+IppKxs4jtl\nZPv5LfJPWklsWVkZmqbh9XqHbO/p6Rk2OjuoqqqKnp6eYfu73W4cDsfIQdlsLFy4kJMnT6YTHgCB\nQARdz/wqJyK3aJpKSUmBPN5TRC483rGEzpN/sCZzOe0qVzRWEQ7HzntMJBJHszFkv6gR5mhoD4B1\nmThmJ55IEo8nSSR0VB3icatvbDyho3H632eLJ3QSSZ1EXB+2z7mOTSSs/RPJ5HnPO3jsRMWk6qdv\nTyZ0bHaNZEJPLbt7vphGiysTMZ3rvOMRE4AjWQgDOXxz4AQznPNG/Hs6n3T2Xzq3nI17OunrT/LG\n9nbec9XEJbG58PwWE2fw8c6EtJJYu93OokWL2LRpE+9+97sBME2TTZs28fGPf3zEY5YvX84bb7wx\nZNvGjRuHjLyezTAMDh8+zPXXX59OeADoukEyKU+CqUIe76klm4/3c+uP4Q1YK3O9q7Eah11DP8ek\nrUGmaaIb5pD9Dod3oQ8sMTvfeRlGyMQ0wDRMTNPEMElNBjMN6xznmhw2ePuZx5x927Dtpolpju28\nExmTtf/gz9btxhn7ni+m0eLKREznO2+mYwJwGAXYNAdJ4nTFW6m1zx3x7+l80tm/YXoJu472EIok\neGVrJ9deNidV1jFR5PVcpCvtwoR77rmHX//61zz//PMcO3aMb37zm0SjUdauXQvAY489xte//vXU\n/nfeeSctLS1873vf4/jx4zz77LO88sorfOITn0jt8y//8i9s3LiRlpYW9u/fz/33309HRwe33XZb\nBn5FIYS4OCc6AqmVuaaVOphTe2GTX5JmgqMxq5Sgxj4Lj+385Qhi6lJQKMNqu+ZNto37/amqwpK5\nVoegLn+MrQdPjft9CnGx0q6Jvfnmm/H7/fz4xz/G6/WycOFCfvKTn6TaY3m9Xjo6Ts/Ura+v54kn\nnuCRRx7hZz/7GTU1NfzDP/zDkI4FgUCA//N//g9er5eSkhIWL17ML3/5S+bOnZuBX1EIIS5cImnw\n03UHME2rjGBZgxvlAkeoTsYOEDejAMx3XZbJMMUkVK5Mo9tspVfvJm5Ex/3+5tZ62HWkm3DM4IWN\nTbyrsXrCR2OFSMcFTey66667uOuuu0a87ezWWQBXXHEFv/nNb855vgcffJAHH3zwQkIRQohx9dyf\nj9Ha3Q/AzVdOx9TjF3Qe0zRSixuUalVU22ZkLEYxOZVxujtP9wSNxi6oK2TH8RDt3n62HjzFlQvT\n6xAkxESSfhZCCHEOu495efWdFgAWN5RzVWP6C7IYhkGg18fR3t2EjD4AZhgLCPb5CfT6CAb8qRpQ\nIc5UQhl2xeoscCrRMiH3OaPSRXmxNen6hY1NGGOsvxUiGySJFUKIEfSGYjz54gEASgrtfOr9l17Q\npdVwKMCBnnc4qG8FrCVmY/EwTbEDNMUOcNi3k/hIy32JKU9RVKps9QB0TVASq6oK715h1eK2e/t5\nR2pjRQ6TJFYIIc5imCY/+cN+gmFrUYNPv/9SPEUjtwQcC6VYIapaJQk1jpkUe0pxe0pwe0pwFU18\nP06RP6bZrbKToOEjrox/XSzAZfPKqC61WiC9sPEEuiEdA0RukiRWCCHO8vLbzexv8gPwl1fOZPGc\n4cvGpsOvWqNZKioVtukXHZ+YOqrtp2unezXvefbMHE1V+MA1swHo6Anz1t7OCblfIdIlSawQQpzh\nWFsfv33jOACzaopZe92cizpfQokTVHwAlNumY1PsFx2jmDqK1TIKFDcAfROUxAJcvaiG2krrKsEL\nG06QSOoTdt9CjJUksUIIMSDQH+dfn9+Lbpg4HRr3fnARtotc59tX2IapWJNjqgfqG4UYjWkYBAN+\ngn1+ykyrRrVXPUUwYE0INMb5Er+qKty6xvoA1xOI8fqO9nG9PyEuxAW12BJCiHxnGAY+ny/1b90w\n+clLx/EHrSU6P7K6Ds0I4/WennTl8/Wcc6WqkZgY9BRYb/7FahkFqtS/irEJh/o5Ft9DqbMKQzHA\nBgktTofjGL09HSzkCkpK0++WkY7L5lfSML2EEx0B/vBWE2uWTqfAKWmDyB3y1yiEmJJ8Ph+vbj6I\n2+0BYN/JEMc6IgDMnV5AKBzhrb2RIcd0tjfj9lTgYWw1sn7tFAnNSoqrZBRWpMnlLsTtKcFhOOmM\nNgFgFOsUmO4JuX9FUbjtujl875c7CUUSvPpOCx9a3TAh9y3EWEgSK4SYstxuDyWl5ZzsDHJkIIGd\nVlbA1UtmoKrD22kFA/4Rz2MYBqFA77DtbYpVW6uZdkq1i5scJqYuh+qkQCkiYvYTVgOgT9zkwIWz\ny1k0u4x9TX5e2dLMDZfVUVJ44Z06hMgkqYkVQkxpfaE4b+2xZl8XODWuXV47YgJ7PqFALwd63kn1\nfm2KHeBIbCdBp1WuUBQvQVHk5VZcuJKBD0FRJYTBxLa8WnudtQR8NK6zbtPJCb1vIc5HXlWFEFNW\nImnw+o42ErqBosB1y2svuOavwO1O9X51e0qIFARBAUxwJ0ozG7iYcjwDSaypmESU4ITed8P0Et61\noAqAP21vw9sbGeUIISaGJLFCiCnJMEy2Hg0S6I8DcEVjNdVlhRk5t2maePUOAGwRB3ZTLr+Ki+NW\nPSim9ZYdUvom/P5vvXYOqqKQ1A2eG2hBJ0S2SRIrhJiSXtnWSVevlcDOq/ewYGbmRkuDho+EaU3o\ncgQzkxiLqU1RVAoMa0JXvzrxSez0iiKuX1ELwNv7uzjWNvExCHE2SWKFEFPOlgNdvL6rG4CqUhdX\nXVqNoqRXB3s+3qRVY6uaGrawM2PnFVNboVEMQEKJETYntqQA4IOrG1LlNr/80xFMc+zt5oQYD5LE\nCiGmlJOdQf7rxQMAuBwq16+oQ1Mz91Kom0l6dStBduseFDKXHIuprVA/3Vqrm9YJv/+SQgcfWDUb\ngGNtAd45eGrCYxDiTJLECiGmjN5QjMd/s5t40sCmKVw1vyTjzdv9+inMgdnjbr0so+cWU5sNBw6j\nAIBT5sQnsQDvvryeSo8LgP9Zf0yWoxVZJUmsEGJKiCd0Hn9uN76AVat625p6ytz2jN9PT9Ka0OVS\nCnGaBRk/v5jaikxrcQ4/XcSN2ITfv92mcvsN8wDw9kX549bsJNNCgCx2IISYJM5eRnbIbabJ//1T\nMyc6rDrCG5dXM7vc4EBrZmv6okaYkGFNeKmwTZdSApFxRYYHv9aJiUlnoomZzgUZPb/1POo57z6z\nKhRmTyukqSvMCxtPcPWiaZQWuzIahxBjIUmsEGJSOHsZ2TMdaOnnUFsYgNpyB8VOg/Vbj6a1hOyY\nYhiY0AVQrtXQTyBj5xYCwGEWYDPtJJUE7YnjGU9i+0N9vLGzi+rq+Hn3m1XloKkrTCxh8OyrB/ji\nh1dkNA4hxkKSWCHEpDG4jOyZjrcHUglsRYmL6y+fgU1TCQWHLxN7MUxMenQriS1Ry3GoTvozeg9C\ngIKC2yilV+umI9GEYeqoipbR+ygsKhn2PDpbSSnM9Rscawuw7YifQ81+FsyUGnAxsaQmVggxaXX2\nhFNLyhY6bdxwWR02bXxe9iJKkLgZBaDCVjMu9yEEgNu0ehonzTjdyezVpF6+oAq7zSqZeeaVQyT1\niV0OVwhJYoUQk5I/GOX1HW0YpolNU7jh8joKXeN38alPteoIVTRKtapxux8hCsxiNKxJia3xo1mL\nw+WwsWhmEQAdPWFe2dKctVjE1CRJrBBi0glFEvxxaxuJpIGiwHXL66goGb+JJ0kzQVDxA1CuTcv4\n5V0hzqSiUk09AG3xYxhm9kZAZ1W5mFVtrUr3+41NeHsjWYtFTD2SxAohJpVoXOe1ra1EYkkAVi2u\noa6qaFzvs4tmTMVKJKSUQEyEGmUWADEzktWSAkVRWHtNHaqiEE8a/N8/HslaLGLqkSRWCDFpJHWT\n17e30tdvzay+bH4lc+uGdyvItDbTuqTrVAopUsf//oSooBab4gCgNZ7dxHF6RQHvvcIaGd551Mu2\nQ91ZjUdMHZLECiEmhXjCYPOhPrp7rclVjbNKWdRw/hnWmRDU/fixlt+stE1HUaQ3rBh/mqJREnDS\nbwAAIABJREFUa58DQGuWSwoAPrS6gbJiJwA/e+UggfD5W3QJkQmSxAoh8l4sofPTV0/gDSQAaJhe\nzBWN1ROSUDbF9ls/mFJKICbWDMclAMSzXFIA1iSve25qBCAQTvCzlw9hmpldTESIs0kSK4TIa7GE\nzo//ZzfHOqyurA3Ti7lm6cSMiJqmQVPsAGAtB2pXnON+n0IMmmafmSopaI4dynI0sGROBdevqANg\n2+FuNu/rynJEYrKTJFYIkbcGE9gDJ63OAHUVTq5ZMh11gi7pdyaaiZpW8uwxKifkPoUYpCk26u3z\nAKvVlm4msxwR3H7DXKpLCwD4+f8exheIZjkiMZnJil1CiAlhrcnuS+uY8vJyVHXkz9qB/jg/fm43\nx9utpV2XzfEwq8qOqk5cTWpTbB8Adpy4TZnQJSbebOdCmuL7SRKnLX4s48vQpsvlsPGp9y/k0Z9v\nJxJL8tN1B/jqHculVlyMC0lihRATwufz8ermg7jdY0v2QqE+/mJlI5WVw0c4O3r6+cF/78LbZ43y\nXHXpNG5ZWc3b+zszGvP5xIwIbYnjANQyB0UubIksqLTVUagWEzaCnIwfmPAk1vpw2jNkW5kLrlta\nxfrd3exr8vPCG4e4ZtHp5/H5PpwKkQ5JYoUQE8bt9oy6JvtoDrf08vhzu+mPWpdOb7pqJh++fi6+\nnp5Rjsys5vhBTKwZ4XXKXHqYuARaiEGKojDLsZAD0S1WeYvRj0sd377IZ+oP9fHGzi6qq4d2Iyh2\nmZQUagTCOr/f3E5vMEyZ237eD6dCpEs+Cgkh8sabu9r5p1/uoD+aRFHg4+9bwEdumDdhNbCDTNPk\nxEApQZk2jWKlbELvX4gzzXI2DvxkcjILE7wKi0ooKS0f8lVWXsF1K2Zg0xQME945GsJRWDLmKzFC\njIUksUKInBeNJ/nBL7bzn7/fT1I3cdo17rttKTcMzISeaH79FH26NfLb4Lw0KzEIMahYK6PCNh2A\n47E9OdPaqqzYydWLrLZz4WiSN3d15ExsYnKQJFYIkdNaT4X45pNb+NPWFgCqSl38v3ddxtK52bsc\neTS6CwANGzMc2Z1IIwTAHOdiAEJGL6eSLVmO5rSG2hIaZ5UC0NET5kBrOMsRiclEklghRE4yTZNN\nB3r49jNb6eix3viuvHQa37znSmbVFGctrjhRWuKHAesyrkOV3rAi+2Y45qf6FB+L7slyNENdvqCa\nqoG2W4fbwuw72ZfliMRkIRO7hBA5JxRJ8NbBPrr7rBW47JrKZ25dwlULKtH17F6O7LSdwEAH4BLX\n8qzGIqYm0zAIBvzDtteaczjJAdoTx+hPBrIQ2cg0VeG65bX84a0monGdX65voaG+mpnTsvdhVEwO\nMhIrhMgZpmlyuKWX329oSiWwtZVFfPOTV3DT1bOz3mvSwKDTZrXVmmabSYlWkdV4xNQUDvVzLLiH\nptiBIV9qQgPAxORQcFuWoxyq0GXjuuW1KArEEgY/+O9ddPdGsh2WyHOSxAohckJ/JMFr21rZvK+L\nhG61rrphWRXfvOeKnBmx8draSSgxAOa5lmU5GjGVudyFuD0lQ77KPdUUq1anjBbzEPrAFYNcMa28\nkMvnWs/lvv443//vXQTD8VGOEuLcJIkVQmSVaZocbe3jhY1NtHut2ldPkYPrFpdy0xXTsdty42XK\nNA1aHUcAKFbLmG5vyHJEQgxXY58JQJwY3bbcmeA1qL7SxfuvsjopdPnC/Oh/dhOL51ayLfJHbrw7\nCCGmpHA0yZ+2t/HW3k4SSQMFWNRQxvtXzaLMbc92eEO0xI8QVfsBWFhwZdZLG4QYSbFajtMsBKDN\ncTy1IEcuuXZJFX9xxQwAjrcH+Off7CGRzL04Re6TJFYIMeFM0+R4ex8vbDhBW7eVGBYX2vnLq2Zy\n+YJqNC23XppM02R/ZAsALqOIGY75WY5IiJEpikK5bvVmjalhvFpbliMa2e03zuOqS6cBsOuol0ef\nfkcSWZE26U4ghJhQkViSzfu6aDkVSm1bOKuMFfMrseVY8jqoJX6YoOEDoD7ZiKrkZpxCABSbZfRS\nTIQgLbaDLDFX5tzfrKoofPLmhURiSXYf62HL/k4i0QRfvHUxDruW7fBEnsitv2ohxKTW6o3ywoam\nVALrLrDzvitncMXC6pxNYHUzyZ7wRgAcSReF/mICvb4hX8GAH0NWIhI5QkFhrmItfhBRg5yM789y\nRCOz21S+eOsSLptfBcCe4z388Ne7pEZWjJmMxAohxl0kluSX65vZfjSY2rZgZimXza8658QtwzDw\n+aylXW02hWQyTG9vP8nkyMmiz9eDaWQ+kTwU3UbYtOIu7C+mW2slFgsN2afH10lRWTEg68KL3FDL\nHI7rewlrQfaGNzPDsQCbklt15mAlsn/74SU8ue4gG3e1c7C5l+//907uu20pha7ci1fkFklihRDj\n6kRHgP/43T5ODfSELHLZWLWkhukVRec9rj/Uxxs7u6iujqOqCgUFDiKROMY5EtXO9mbcngo8ZK53\na8QIcTCyFYBCo5gy5zTUAjtuT8nQWAPBkQ4XImsURWVWfCEHCrYQNfs5HN3BpQVXZjusEdk0lf/n\nrssxdYO39nZypLWPf/zZNu77yDKqB1b6EmIkksQKIcaFYZq8uqWF5/58DH0g8ayvcLJ6xQwctrHV\nvBUWlVBSWo6mKhQWOnE4Y6lznW2kFYwuhmmabO9/HZ0koFClz0BBOhKI/FGqV+HRq+jTujkYeYeZ\njvm4tdKsxnTmFZZB1pWWItauqkZPxnn7oI+OnjB//9Mt/M17Z9NQU0R5eTmqmpslRyJ7JIkVQmRc\noD/OT17cz97j1mQoh13llqtricWiY05gs+1k/ADtCWt1rpnMx0UhCWJZjkqIsVNQaEgsZZdmfRjb\n2v8a1xWvzWp7uDOvsAw680pLjUdl8awi9p7sJxzT+fcXj7GwVuOemxZRWVmZtbhFbpIkVgiRUfua\nfPzk9/vp67fepGZWu/nchxZhNyO8tbcjy9Gdm2EYhAK9AETMfnaY6wEopJjpoTn4HKeyGJ0QY2ca\nBsGAn1CwD0W1M8e1mGPspjvZyv7et1nouTKro5qDV1gGnX2l5bIyqKoI8eaudpK6yf42nRc2tfPx\nm8pzZvETkRskiRVCZERSN/jtm8d5eXMzgxf83/Ouej5y/TzsNhWvN7fXSQ8FejnQ8w5OdyEt2iGS\nagJMqNTrOObbQ1FZMZpdXjJF7guH+jkW34OiKSiqjeJECQ6bi7gS5YCxhdK+KurK5mY7zPOaUe3m\nppUz+dO2NvqjSTbs89Ls3cq9H1pMTXlhtsMTOUI+0gghLlqnL8wjP9/OSwMJrLvAzpdvW8pH3zM/\nr0ZOXO4ifK6O1Mpc0+2zqSqpxVV0/kloQuQal7uQwpJiCkuKKfaUMqdgMQoKpmKyw1xP3IhmO8RR\nlRW7uPnqWVR7rC4FzV0hHv7pO2zck7tXdMTEyp93FyFEzjFNk9e2tfKt/9rCiY4AAI0zS3n4k1ey\nfF7+1a/51S56dOsN0qNWMN3ekOWIhMiMIrWEmY4FAEQIsSm0Dt1MZjmq0RU4bVzd6OGvrpyOpirE\nEjpPvniAf3t+L30hqVGf6uTamBDigviDMf5r3QH2nbAmb2mqwq3XzuEvr5yJqubfLP4W8wjdWisA\nLqWQBueirE6AESLTKm219EV66NW6OZVs4a3Qi6xy/xWaktupgKIoXLekissW1vHvv9tLd2+Udw6e\nYt8JH7fdMJdrl9WiynN1Ssrtv1whRM4xDJM/72rnufXHCMeskZz6qiI+/f5LmTmtOMvRXZim2H72\nm5sBsCsO5jmX5fwbuxAXotqYgUNzcYoWOhNNvBX6AyvdN2FXnNkO7ZwG23KVl1fwpQ/OZd2WDjYf\n9BGOJXnm5UP8eXsLH15dT025K3WMtOSaGuRVWggxZk2dAX72yiFOdFjN/RXg2iVVvO9d07BpMbze\nc1/eG68VtS6GicmhyDZ2RzYAoJk25rtW4FSlwbqYnBRUlilr2Gd7m/bEMToTJ3mt71esKn4/JVr5\n6CfIgrPbctWUaqxZVMrO40GCEZ2Tp8J8/zeHmVHppLG+CDMZ4i9WNkpLrilAklghxKgC/XFe2HiC\n13e0YQ7koW6XwmVzPZQVwZYDXaOeYzxW1LoYBgYn7bvoiFi9YJ0UMD3ZgEuVSVxiclMVjavdN7Gt\n/zWa4gcIGn7+2PcLFrlWYgZBVR0EzjGZ0V1SmpURzrPbcpWUwsy6avaf8LH7WA+6YdLijdHWE2NW\ntYtgOIGksJOfJLFCiHMKhuO8vKWZ17a1Ek8YADgdGu9dUY1KgtKysSekmV5R62JEjH72FWwmqFn1\nvMVqGSvM6+miJcuRCTExVEXjXUXvpcw2jZ3hN9BJsju6Aa3chidaRSTWN2yFukgoxEKuGJJMZpOm\nKiyZW8GcuhJ2H+3haFsfhgknuqI88quDrFzUy3sur8/bMicxOklihRDD9IVivLa9lf/d2kosrqe2\nX7mwmjtuvAQ9FszphQvOpy1+jG39rxHTrL611bYZrHTfRCyQ231shcg0RVGY51pGpa2Wrf1/xK+f\nQncm8Tk7iKlhptlmUKpVoii5XVta5LJz9eIaFjWUs/Ool6aOIEndZMPuDjbs7uCSeg/vvrye5fMq\ncdjzY8VAMTaSxAohAGvC1r4mH3/e2c6uo170M+pXV1xSyYdWN6RGNLyxYLbCvGAxI8zrHc8RLPCl\ntrn8xRQZpezt2oyv6xQVDdOyGKEQ2VFqq+LdJXewr/dtDiW3YmgG/UYfx+N92HBQZaul0lab7TBH\nVVLk4NpltcypOkUoprDzWC/xpMGR1j6OtPbhdGismFfJFY3VLJ5Tjj1PlsAW5yZJrBBTmG4YHG3t\nY9exHt450EVPYOjErKVzK7hlTQOza0qyFOHFM0ydE7F97Im8RaLA+v3sipOK2HSKisooLS0DIJoI\nkyr4FWKKURSVmcoCeno6SZYnCdl7iJsxksTpSDbRkWyiUCvGZtqYZyzDobpGP2mWlBTa+Msrp/Ox\nv1zEm7vb+dO2NnoCUWJxnc37u9i8vwuXQ6NxZhkLZ5excFYZdZVF0lIvD11QEvvss8/y5JNP4vV6\naWxs5KGHHmLp0qXn3P/tt9/mO9/5DkeOHKG2tpZ7772XW2+9dcg+L730Ej/+8Y9pa2tj9uzZfO1r\nX+O66667kPCEEOegGwZt3f00dQbZ3+Rj73Ffqk3WoCKXxuWXlHHlgnKqS11AHK/XO2SfXOw0cDbD\nNGiNH2FfZBMhoy+1vUKrod5xCcFIryz3IqYc0zDOWZ8eDPhRTIUyYxqzXQvoM3roTrQRMHoACKtB\n9pmb2d+7hRr7LOocc0EBJ46J/BXGzF1g56arZvG+K2ZyuKWXdw6dYtvBUwTCCaJxnZ1Hvew8ar22\nlRTamVdfyuyaYmZPL2Z2TQnuAnuWfwMxmrST2HXr1vHoo4/y7W9/myVLlvD000/z6U9/mpdffpny\n8uHF3q2trdx777389V//Nf/0T//Epk2beOihh6iuruaaa64BYPv27dx///3cf//9XHfddfz+97/n\ni1/8Is8//zzz5s27+N9SiDxm9Uj0jb7jGZK6ga4W0N0Xo9sfocsfprkrRHNXkHjSGLa/TVMoLYSG\nGjc1ZU40VeFoq5+jrSOfP9c6DZwpaoQ5GTvI0dhOwsbpsgePVonHX0VVzfQsRidEdoVD/RyL76HU\nWTXsth5fJ7pifahVFIVSrZJSrZKYEaZH76In3kFciWJi0JE4QUfiBBSB2yijN7KAatsMymzVWe+x\nPNhX9kyVRXDTZRW8b3k5xzv72X8ywNH2EJ1+a/ndQDjB9sPdbD/cnTrGU2SnutQ58OWiyuOkvNiB\np8iOpirSizYHpP2X9tRTT3HHHXdwyy23APDwww+zfv16nnvuOT7zmc8M2/8Xv/gF9fX1PPDAAwDM\nmTOHbdu28dRTT6WS2J/97GesWbOGT3ziEwDcd999vPXWW/z85z/nW9/61oX+bkLkPcM0aevs5tXN\nh3E43cSTBgndJJE0SejGwHeTeNIgljCIxq3v8eToo6QVJS6Wzq1g6dwKqtwGWw92jXnWcS51GjBN\nk34jQKetCb+9m97eU5ic/v2LVA+LC1Yyw7GAvd7NWYxUiNzgchfi9gwvEeoPBOkP9w3b7lQLqVUb\ncIdKKdSLCRT20EkzEawPiSHVz77IZvaxGRWNclsNlbZaym3TKNHKcaueCZ0cdnZf2ZFUFitULigm\nGi/i6MkOgnEbUcNBIJxMVRX19Sfo609wpC007HiXHWrKC6ksc+MpcuApclBS5KDIZcPltFHgsFHg\n1HANfHfaNSlXGAdpJbGJRIJ9+/bxuc99LrVNURRWrVrFzp07Rzxm165drFq1asi21atX88gjj6T+\nvXPnzlQCe+Y+r732WjrhiRxhmiaGaWIYJrpxju9p3j74czAUIhDqBxRcLjvxeALFBFUFVVVQFQVN\nBVVRUFWrBUtdTQ12uw1NU9BU60tVFTRVHfg+eJyS+reiMOYXHMM00XWDpG6SHPiu6wZJw/p3ImkQ\njSWJxnWiCd36Hk8SjenEEgM/x/UzvpJEYknC0SThWPKMMs0LSxwVwOO2M63URX1VATMqC5lRVUBx\n4elLZT6fPyfLA0xMdDOJbugkE2F6E31E9DBRI0zI6CWg+/Alu4iZYTirRK/CNp35rhXU2efm/Oxq\nIfJBJBQmEPdRaq9iBvNJEMMbbSPmjBK3R0ABAx1vsg1vsi11nIpGiVZOsVZG0pHEqRShxyK41ELs\nihOn5kTV3eimiWmqGUn2zu4rey4lQCLah6I5qK2bga4b+EMxevpi9IZi9IXi9PXHiZxVdhVNQFNX\nmKau8JjiURRw2TVsNgXbGe81Z36l3o8G38OU0+9rZ743pd6vFFAGvmuqQlFh4RnnGHiPGziHTVPR\nNAWbOvBdU7Fp1j42TUEb6d/q6e2Dx1kx5E4ynlYS6/f70XV92CoYFRUVnDhxYsRjuru7qaioGLZ/\nKBQiHo/jcDjo7u4e8Zxn1+GNhabJm9WFiiV0fvzr3bScCmJizXGxElLrH6ZpJWxgfR+83fo+8HNW\nf4NzubBWUIMvJGfO9TExGfwlzYH/y+bvbNcU7DYFu03FZVdxOazv8UgvihFnWqUHlx001QQiEI/Q\n2u6jtX3oebq7OijxlKPZxvb8iYSDaJqDUBojsqMdc1DfRpt5DAMdAwOjSLcy8DRyd1eyiDr7HGrV\nObjxQBT6o6dHlmKRfrSo9Tsm4lFU1UY0ar0JxaNR4skIupEcdt6AvwfNrqHaVFTVhh6PjXj72S/u\nwT4//YFeVNU85wv/mccG+/xDzn+u8555bDTaj81mz/uYVNVGrD+CZtfQFBXNpqEndYyBZ9j5Yhot\nrkzEdK7zjkdM5zp2LDGdeexIf6+ZiCkWO524OQIuXKobVIXqklqihWH8nKLX7MbAas9noNOrd9Or\ndzNYPtvUv2foyYc8zxVUFBRUVFTMQhNQsPvsXKIup06dO+LvPSjd16ez93cpUFcKdaUOBgNOJA1C\nUZ1wTCccM+gLRnA57USTKsFwgmAkSVI/97uBaUIkrsO5B4fzhqYqaJqVXIP1Pon1P1Cs7sKDA0HW\nNuu2ytICvnDrEqaVF2YslknXnaCkRJaLvBj/3xdXZzsEkReuHodjLuScmY5BCJH/0n2ey+tCvkpr\n2LKsrAxN04aNkPb09JxzjeKqqip6enqG7e92u3E4HKl90jmnEEIIIYSY2tJKYu12O4sWLWLTpk2p\nbaZpsmnTJlasWDHiMcuXLx+yP8DGjRtZvnx5WvsIIYQQQggxKO0C0nvuuYdf//rXPP/88xw7doxv\nfvObRKNR1q5dC8Bjjz3G17/+9dT+d955Jy0tLXzve9/j+PHjPPvss7zyyitDJnLdfffdvPnmm/z0\npz/l+PHjPP744+zbt4+PfexjGfgVhRBCCCHEZKOYZvpL1Jy52MHChQt56KGHWLJkCQAPPvggbW1t\nPPPMM6n933nnHR555BGOHj1KTU0NX/jCF1Ituga98sor/OAHP6C9vZ1Zs2bxwAMPsGbNmov89YQQ\nQgghxGR0QUmsEEIIIYQQ2ST9qIQQQgghRN6RJFYIIYQQQuQdSWKFEEIIIUTekSRWCCGEEELkHUli\nhRBCCCFE3pEkVgghhBBC5J1JkcT++7//O3feeSfLly/nyiuvHHGfxsbGIV8LFy5k3bp1ExypyISx\nPN4dHR189rOfZfny5VxzzTV897vfxTCMCY5UjIcbb7xx2HP5P//zP7MdlsiQZ599lhtvvJGlS5dy\n++23s3v37myHJMbBP//zPw97X7755puzHZbIkK1bt3LvvfeyZs0aGhsbee2114bt86Mf/YjVq1ez\nbNkyPvGJT3Dy5Mm078eWiWCzLZlMctNNN7FixQqee+65c+736KOPcu211zLYGre4uHiiQhQZNNrj\nbRgGn/3sZ6muruZXv/oVp06d4oEHHsBut/N3f/d3WYhYZNpXvvIVbr/99tRzuaioKMsRiUxYt24d\njz76KN/+9rdZsmQJTz/9NJ/+9Kd5+eWXKS8vz3Z4IsMuueQSnn766dTzWNO0LEckMiUcDrNw4UJu\nu+02vvSlLw27/YknnuDZZ5/lO9/5DnV1dfzwhz/kU5/6FOvWrcPhcIz5fiZFEvu3f/u3APz2t789\n737FxcXyQjgJjPZ4v/nmmxw/fpynn36a8vJyFixYwH333cdjjz3Gl770JWy2SfFnP6UVFhbKc3kS\neuqpp7jjjjtSKzo+/PDDrF+/nueee47PfOYzWY5OZJrNZpPn8SR17bXXcu211wIw0ppazzzzDF/4\nwhe44YYbAPjud7/LqlWr+OMf/5jWiPykKCcYq7//+79n5cqVfOQjHznviK3Ib7t27WL+/PlDXhxX\nr15NMBjk6NGjWYxMZMoTTzzBVVddxa233sqTTz6JruvZDklcpEQiwb59+7j66qtT2xRFYdWqVezc\nuTOLkYnx0tTUxJo1a3jPe97D/fffT0dHR7ZDEhOgpaUFr9fLypUrU9vcbjfLli1L+7k+ZYak7rvv\nPlauXElBQQEbNmzg4YcfJhKJ8LGPfSzboYkM83q9VFRUDNlWWVkJQHd3N42NjdkIS2TI3XffzaJF\ni/B4POzYsYPHHnsMr9fL17/+9WyHJi6C3+9H1/XUc3VQRUUFJ06cyFJUYrwsW7aMRx99lIaGBrq7\nu3n88ce56667+MMf/kBhYWG2wxPjyOv1oijKiM91r9eb1rlyNol97LHHzjtZQ1EU1q1bR0NDw5jO\n9/nPfz71c2NjI5FIhCeffFKS2ByR6cdb5Jd0Hv977rkntX3+/PnY7Xa+8Y1v8NWvfhW73T4B0Qoh\nLtaaNWtSP8+fP5+lS5dyww038NJLL/HhD384i5GJfJKzSewnP/lJ1q5de959ZsyYccHnX7p0Kf/6\nr/9KIpGQN74ckMnHu7Kykj179gzZNvjprqqq6sICFOPqYh7/pUuXous6bW1tzJ49exyiExOhrKwM\nTdOGjcT09PQMG7ERk09xcTGzZ8+mubk526GIcVZZWYlpmni93iHP7Z6eHhYuXJjWuXI2iS0rK6Os\nrGzczr9//35KSkokgc0RmXy8ly9fzn/8x3/g8/lSdbEbN26kuLiYuXPnZuQ+RGZdzOO/f/9+VFUd\nVkIi8ovdbmfRokVs2rSJd7/73YA1IWTTpk18/OMfz3J0Yrz19/fT3NycmtQnJq8ZM2ZQWVnJ5s2b\nU+V9oVCIXbt28dGPfjStc+VsEpuOjo4O+vr6aGtrQ9d1Dh48CMDMmTMpLCzk9ddfx+v1snz5cpxO\nJxs2bOCJJ57gU5/6VJYjFxditMd79erVzJ07lwceeID777+f7u5ufvSjH3HXXXfJh5Y8t3PnTnbt\n2sVVV11FUVERO3bs4NFHH+WDH/ygtMybBO655x4efPBBFi9enGqxFY1GRx2lF/nnO9/5DjfeeCO1\ntbV0dXXx+OOPY7PZ+Ku/+qtshyYyIBwO09zcnOpM0NLSwsGDB/F4PEyfPp2/+Zu/4d/+7d+YOXMm\ndXV1/OhHP6Kmpib1AXasFHOk3gd55sEHH+T5558ftv2ZZ57hiiuu4M033+T73/9+6j/orFmz+OhH\nP8pHPvKRLEQrLtZojzdYie63vvUttmzZQkFBAbfeeitf+9rXUNUp1ZBj0tm/fz8PP/wwJ06cIB6P\nU19fz4c+9CHuuece+YAySTz77LM8+eSTeL1eFi5cyEMPPcSSJUuyHZbIsK9+9ats3bqV3t5eysvL\nufzyy/nKV75yUWWCInds2bKFu+++G0VRhmy/5ZZbeOSRRwB4/PHH+dWvfkUwGORd73oX3/jGN5g1\na1Za9zMpklghhBBCCDG1yLCUEEIIIYTIO5LECiGEEEKIvCNJrBBCCCGEyDuSxAohhBBCiLwjSawQ\nQgghhMg7ksQKIYQQQoi8I0msEEIIIYTIO5LECiGEEEKIvCNJrBBCCCGEyDuSxAohhBBCiLwjSawQ\nQgghhMg7ksQKIYQQQoi8I0msEELkkEceeYT3vve9Q7aFQiGWLVvGn//85yxFJYQQuUeSWCGEyCFr\n166ltbWV7du3p7a9+OKLeDwerr322ixGJoQQuUWSWCGEyCELFizg0ksv5Xe/+11q2/PPP8+HPvQh\nFEXJYmRCCJFbJIkVQogc8+EPf5iXX36ZRCLByZMn2bFjB2vXrs12WEIIkVMkiRVCiBzzgQ98gFgs\nxvr16/n973/PsmXLaGhoyHZYQgiRU2zZDkAIIcRQxcXFvOc97+HVV1/l4MGDfOxjH8t2SEIIkXMU\n0zTNbAchhBBiqE2bNvH5z38egA0bNuB2u7MckRBC5BYZiRVCiBx09dVXU1ZWxuWXXy4JrBBCjEBq\nYoUQIgf19/fT19fHbbfdlu1QhBAiJ8lIrBBC5JBAIMCmTZt46aWXqKurY+XKldkOSQj21wTXAAAA\neklEQVQhcpIksUIIkUOSySQPPfQQFRUV/PCHP8x2OEIIkbNkYpcQQgghhMg7UhMrhBBCCCHyjiSx\nQgghhBAi70gSK4QQQggh8o4ksUIIIYQQIu9IEiuEEEIIIfKOJLFCCCGEECLvSBIrhBBCCCHyjiSx\nQgghhBAi7/z/+Rm9FzDJGnYAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x117913710>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.distplot(data['x'])\n",
    "sns.distplot(data['y']);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAp4AAAHVCAYAAABYAfuhAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x11501c208>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.kdeplot(data);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/lee/anaconda/lib/python3.5/site-packages/statsmodels/nonparametric/kdetools.py:20: VisibleDeprecationWarning: using a non-integer number instead of an integer will result in an error in the future\n",
      "  y = X[:m/2+1] + np.r_[0,X[m/2+1:],0]*1j\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAkYAAAJICAYAAACE1yscAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\niCCMAAAAIggjAACAiP8Hpyn7zuhihe4AAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x117be4d68>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "with sns.axes_style('white'):\n",
    "    sns.jointplot(\"x\", \"y\", data, kind='kde');"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAkYAAAJICAYAAACE1yscAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\nAAAPYQAAD2EBqD+naQAAIABJREFUeJzs3XmYJVV9P/73qe1uvff0bDDDMOzICDOICogMQ3zARCMP\niUYMxBjBIDEBnojjggaGXRA00bDJAyjj4GOEAAFEQP2SHyJugBBFZBhm6dl677vVrapzzu+PuvfS\ny73dVT3T+/v1PKDTU3XvudVF16dPnfq8hdZag4iIiIhgTPcAiIiIiGYKFkZEREREZSyMiIiIiMpY\nGBERERGVsTAiIiIiKmNhRERERFTGwoiIiIiojIURERERURkLIyIiIqIyFkZEREREZdZ0D4CIKA6l\nFHp6eiJv397eDsPg74BEFA0LIyLa7yazeOnp6cFDP3kZDY3N426byw7gQ+tWoaOjI/JYiGh+Y2FE\nRPvdZBcvDY3NaGlt35chEhHVxMKIiCYFixcimo14452IiIiojIURERERURkLIyIiIqIyrjEionHF\nfcqsu7sb0HoSR0RENDlYGBHRuOI8ZQYAuzq3oqmlHS1tCyZ5ZERE+xcLIyKKJM5TZoMDfZM8GiKi\nycE1RkRERERlnDEiommllArXJEUUZ/1S3NdmfAgRsTAiommVyw7gx7/YjUWLCpG2j7N+Kc5rMz6E\niAAWRkQ0AzQ0NE3a+qU4r01ExMKIiAjxb7sBvPVGNBexMCIiQvxberz1RjQ3sTAimqfiNG2cLw0b\neduNiFgYEc1TcZo2smEjEc0XLIyI5rGoTRvZsJGI5gsWRkRzBPPMiIj2HQsjojmCeWZTi80jieYm\nFkZEcwjzzKYOm0cSzU0sjIiIJohPsRHNPZzXJSIiIipjYURERERUxsKIiIiIqIyFEREREVEZCyMi\nIiKiMhZGRERERGV8XJ+IaJLFbQYJsCEk0XRhYURENMniNIOsbM+GkETTg4UREdEUYDNIotmBhRHR\nDBYnGJahsERE+46FEdEMFicYlqGwRET7joUR0QwXNRiWobBERPuOjzwQERERlbEwIiIiIipjYURE\nRERUxsKIiIiIqIyFEREREVEZCyMiIiKiMhZGRERERGUsjIiIiIjK2OCRaArFifgAGPNBRDTVWBgR\nTaE4ER8AYz7mK6VUWBRH1N7eDsPgDQCi/YGFEdEUixrxATDmY77KZQfw41/sxqJFhUjbfmjdKnR0\ndEzByIjmPhZGREQzUENDU6QCOu7sEsAZJqKxsDAiIprF4swuVbbnDBNRfSyMiIhmuaizS0Q0Ps6l\nEhEREZWxMCIiIiIq4600on0UpzcR+xIREc1sLIyI9lGc3kTsS0RENLOxMCLaD6L2JmJfIiKimY1r\njIiIiIjKOGNEVAPXDRERzU8sjIhq4LohIqL5iYURUR1cN0RENP+wMKJ5Ic6tMYC3x2juiputxlw1\nmm9YGNG8EOfWGMDbYzR3xclWY64azUcsjGjeiHprDODtMZrbmK1GVB/nR4mIiIjKOGNEM0bcdUAA\n1z8QTaa465EA/jdJsx8LI5ox4q4D4voHoskVZz1SZXv+N0mzHQsjmlHirAMiosnH9Ug033C+k4iI\niKiMM0Y0a8VZ/8C+REREFAULI5q14qx/YF8iosnH5pE0F7Awolkt6voH9iUimnxsHklzAQsjmlRM\nqSeaX6L+ssJWADRTsTCiScWUeiKqha0AaKZiYTQHTWajxImEsfJ2FxHVEqcVQJwZJqUUAESeXeJM\nFA017wqjc889F69vfiPyLRvDNOHYs+swKaVQcH0YQkTbXmukk3bkwijOa0spYRgGTNMcd9tABhAQ\nkbaNu/1Mee2ZMg6+9swdB1+7/vZaa5jG+NtLKQGBSNvG+fk3FQ488EDcd9990z2MeW12XfH3k0w6\nNd1DmFSmaaLZtmfdawOJSdx+prz2TBkHX3vmjoOvvX+2J5oYoTVXuxIREREB7HxNREREVMXCiIiI\niKiMhRERERFRGQsjIiIiojIWRkRERERlLIyIiIiIylgYEREREZWxMCIiIiIqY2FEREREVMbCiIiI\niKiMhRERERFRGQsjIiIiorJ5Vxide+65OPfcc6d7GERERPsFr2v7lzXdA5hqu3btmu4hEBHNSPmC\nh0DpWPs0pG2Yxrz7HXtG2bVrFwayBXR1daGjo2O6hzPr8WwmIiKa5QwhpnsIcwYLIyIiIqIyFkZE\nRAQAsB0TcSYeDCHAeQqaa+bdGiMiIqrNsUxYhoAXKJQ8Oea2qYQF2zIgeAuH5hgWRkREVGUYBhK2\ngG0acL0AgRy+GDthmXAcAwYXXNMcxcKIiIiGEULANAXSSRtSKhRKAQwhkEpYMAzBWSKa01gYERFR\nTUIIWJaJBsOAEGBBRPMCCyMiIhqTYbAgovmDN4mJiIiIylgYEREREZWxMCIiIiIqY2FEREREVMbC\niIiIiKiMhRER0Ti0jpc4DwDPP/88zj77bKxatQpnnHEGHnzwwUj7PfDAA/jLv/xLvP3tb8fJJ5+M\nq666atQ2d911F8444wysWrUKp556Km6//fbY45tsI49Zf38/zj//fJxyyilYtWoV1q5di6uuugq5\nXK66jVKjj/N5552HI488svrPUUcdhSuuuGKfx3f77bfjr//6r7FmzRqcdNJJ+Kd/+ids2bKl7vZf\n+cpXcOSRR+I73/nOsK93d3fjsssuw3ve8x6sXr0aZ599Nn784x/v8/jikkqiu7sbSqkpf++5ZlY/\nrn/HHXfg5ptvxsc//nF84QtfmO7hENEE+b4P27Zn5PtKqeD5EpZlwDKjRWDs2LEDF154Ic455xzc\ndNNNeO6553D55Zdj4cKFOPnkk+vud/fdd+Oee+7B+vXrsWrVKhSLRXR2dg7b5uqrr8bPf/5zfOEL\nX8Bhhx2GgYEBDAwMRPvAU0SqMFLEHnLMDMPAn/3Zn+HSSy9FW1sbtm7diiuvvBIDAwO48cYboZSG\n6wVI2CbMEcf5Ix/5CC655JJqsZVMJvd5jL/+9a9x7rnnYtWqVQiCADfffDM++clP4rHHHhv1+k8+\n+SR+97vfYdGiRaNe53Of+xxyuRxuu+02tLS04JFHHsEll1yCBx54AEceeeQ+jzMqIQT+98VOLFiw\nAB0dHVP2vnPRrC2Mfve73+H73//+lJ54RHPdeeedh8MPPxwA8NBDD8GyLJxzzjm4+OKLq9t4nodb\nbrkFjz76KLLZLA4//HD867/+K975zncCCGcGrrrqKvzqV7/C4OAgli1bhgsvvBB/8Rd/Mep9TNPE\nww8/jCOOOAL33nsv/uM//gMPPPAAuru70draijPOOANf+tKXAACDg4O4+uqr8bOf/Qye5+GEE07A\n5ZdfjoMOOggA8OCDD+Laa6/FLbfcgmuvvRa7du3C8ccfj+uvvx4LFiwAAHzhC1/A4OAgVq1ahY0b\nNyKRSOCpp56qeSyU0vADCbecGeYFCpYhkIzQ/XnTpk048MAD8bnPfQ4AsHLlSvzmN7/BPffcU7cw\nGhwcxDe+8Q3cfvvteNe73lX9euX7AQCbN2/G/fffj0cffbT6uQ844IC646jnm9/8Jp566imcc845\nuPXWW9Hf34+1a9fi6quvRkNDQ+zXqxh5zPxAwTTCjtmNjY346Ec/Wt12yZIl+NjHPoa77roLJU+i\n5If7BDKAbRlIOCbMcuxIKpVCW1tb3ffdvXs3rr/+ejz77LMwDAPHH388vvSlL415bO68885hf77u\nuutw0kkn4ZVXXsE73vGO6tf37NmDa665BnfddRcuuOCCUa/zwgsv4Morr8QxxxwDAPj0pz+Ne+65\nB6+88sqUXp8s00JTc+uUvd9cNitvpeXzeVx22WW4+uqr0djYON3DIZpT/vu//xuWZeG//uu/cPnl\nl+Oee+7BD37wg+rfb9iwAS+99BK+/vWv4+GHH8aZZ56JCy64ANu2bQMAlEolHHPMMbjzzjvxP//z\nP/joRz+K9evX4+WXXx71Po7j4P7778eVV16JJ554Avfeey+uuuoqPPnkk/jWt741rChYv349fv/7\n3+O2227D97//fWit8alPfQpSvhV2WiwWcffdd+Omm27C9773PezatQs33HDDsPd97rnn8Oabb+Ke\ne+6peQtKa43nn/8ljj9+Dd79rhOw9pR3V/95z8nvwjvecTyOP/54PPLII3WP4UsvvYSTTjpp2Nfe\n85734MUXX6y7z7PPPgutNXbt2oU///M/x6mnnopLLrkEu3fvrm7z05/+FMuWLcNPfvITnH766Vi3\nbh0uv/zyYTNGnZ2dOPLII/GrX/2q7nsBwNatW/GjH/0It99+O7797W/jD3/4A6688sox91m9ejXW\nrFmD1atXj/pnzZo1uPwrX6kWRRVSaeSKPkqeHHabZ/fu3XjiiR9jzZp3VIuiCj9QyBV8lLwAAPDI\nI4/g3e9+Nz74wQ/i5ptvhuu61W2DIMAnP/lJNDY2YtOmTdi0aRMymQzOP/98BEEw5ucZKpvNQgiB\nlpaW6te01vjc5z6H888/H4ccckjN/dasWYPHHnsMAwMD0Frj0Ucfhed5w4pbml1m5YzRhg0bsG7d\nOpx44on4z//8z+keDtGcsmTJkuqt6RUrVuCPf/wj7r33Xnz4wx/Gzp078eCDD+JnP/tZdbr+E5/4\nBJ555hn88Ic/xKWXXopFixbhE5/4RPX1/vZv/xb/+7//i8cffxyrVq2qfv2ggw7CZz/72eqfK695\n4oknwjRNLF68uLr91q1b8dOf/hTf//73ceyxxwIAbrrpJqxduxZPPfUUzjjjDACAlBJXXnklDjzw\nwOp7j/wZkU6ncfXVV8OyRv/4k1LB9QKsPOwobNz0X2Mep/b2NviBrHl7raurC+3t7SO2b0cul4Pn\neXAcZ9Trbd++HVJK3HHHHbj88svR0NCAW265BZ/4xCfwyCOPwLIsbN++HZ2dnXjiiSdw4403QkqJ\na6+9FhdffDHuueceAIBlWVi5cuW4t5t838dXv/rV6vfx8ssvx4UXXojPf/7zo8Ze8fDDD4/6mpQK\nJT+AlEAmk6n7fiVfwvMlvvLlL+BnP/0JXNfFKe9diy9++Yq6+7iexPvOeD8uWL4MixcvwmuvvYYb\nb7wRb775Jv793/8dAPDYY49Baz1sLdY111yDd77znfjlL385qkCtRWuNa6+9FscffzwOPfTQ6tfv\nuOMO2LaNc889t+6+X//613HJJZfgXe96FyzLQiqVwre+9S0sW7Zs3PelmWnWFUaPPvoo/vCHP+CH\nP/zhdA+FaE6qFB4Vxx13HO6++25orfGnP/0JUkqcccYZwxbX+r6P1tZwGl8phVtvvRU/+tGPsHfv\nXnieB9/3kUqlhr1u5dZDxZlnnol7770Xp59+Ok455RSceuqpOO2002CaJjZv3gzLsvD2t7+9un1L\nSwsOPvhgbN68ufq1ZDJZLYoAYOHChejt7R32PkcccUTNoggACm4ApTUcx8EBQ16nnqIboCHjYH8E\nZmitIaXEl7/8ZZx44okAgK997Wt4z3veg+effx4nn3wytNbVgmb58uUAwiLg7LPPxptvvokVK1Zg\n0aJFeOyxx8Z9vyVLlgxbi7J69WpIKbFly5a6hVGti30270FFXJyuAVx86WfxD+f/I7Zt3Yr//OY3\ncMvXvorPff5Ldff50Fl/BdMQaEg7OPzww9HR0YGPf/zj2L59O5YtW4ZXX30VW7duxerVq4ft53ke\ntm3bBsdxqrfAhBDYsGEDPvCBDwzb9oorrsDrr7+OTZs2Vb/2yiuv4Lvf/e64i+a//vWvI5fL4d57\n70VLSwueeuopXHzxxfje976Hww47LNJxoZllVhVGu3fvxrXXXou77757WhZqEs13+XwelmXhwQcf\nhGEMvxOfTqcBAN/+9rdx33334Utf+hIOO+wwpNNpXHPNNfB9f9j2IwulxYsX44knnsDPf/5zPPvs\ns7jiiitw11134b777os8vlo/F0Y+HTXyfWt58YXf4pJ/uaju3wsh8PkvfhlnnvnnNf++o6MDPT09\nw77W09ODhoaGmrNFlX2AcD1SRVtbG1pbW7Fz587qNqZpVosiANVbPLt27cKKFSvG/Wz7YvXq1RBC\n1HxKTwiBM9//F1j/hcvHfI22tna0tbXjoINWoKmpCZ86/+/xyQsurFuMjVQpjrdt24Zly5ahUCjg\nmGOOwU033TRq29bWVjiOM2yma+T7bNiwAc888ww2btyIhQsXVr/+m9/8Br29vVi7dm31a1JKXH/9\n9bj33nvx9NNPY9u2bdi4cSMeffTR6vfhiCOOwK9//Wts3Lhxvzw9R1NvVhVGr7zyCnp7e3H22WdX\n/8OUUlZPwpdffpnpz0T76He/+92wP7/44otYsWIFhBA4+uijIWX4WPDxxx9fc//f/va3OP3006u/\nlWutsWXLlki/PTuOg7Vr12Lt2rX42Mc+hve///147bXXcMghh0BKiZdeegnHHXccAKCvry/y68Z1\n9NuOGfdWWlt7/cXAxx13HJ555plhX3v22WerY69lzZo1AIAtW7ZUn37q7+9HX19fdRHxmjVrIKWs\nzpZUthdCYOnSpeN/sCF27dqFrq6uakH2wgsvwDRNHHzwwXX3qXUrLVfwUKmTxrqVVotUEkII+J4X\neZ/f//73EEJUx/22t70Njz/+ONra2uq+f73bWhs2bMDTTz+N++67b9TxO+uss0YtlP+Hf/gHnHXW\nWTj77LMBAK7rVp+4G8owDD42P4vNqsLopJNOGrXg8fOf/zwOOeQQfOpTn2JRRLQf7Ny5EzfccAM+\n8pGP4P/+7/9w33334Ytf/CKAcM3RBz7wAaxfvx7r16/HUUcdhd7eXvziF7/AEUccgVNPPRUrVqzA\nj3/8Y7zwwgtoamrCPffcg56ennELmAcffBBSShx77LFIJpN46KGHkEqlsHTpUjQ3N2PdunX48pe/\njCuuuAKZTAY33XQTFi9ejHXr1u33YxD1Vlo9H/3oR7Fx40bceOON+Ku/+is899xzeOKJJ3DHHXdU\nt3nqqafwta99DY8//jiA8NiuW7cO11xzDTZs2IBMJoObb74ZhxxySHUh70knnYSjjz4aX/ziF/HF\nL34RUkpcddVVOPnkk6tPqUVl2zY+//nP47LLLkMul8M111yD97///WPO3OzLrbSfP/u/6O3pxVFv\nexvS6TQ2v/46/uPfb8Gxx63G4iVLAABdXXvxTxdegCuuuhZHH/02dO7YgR/96DGccsopWLq4A6++\n+iquv/56nHDCCdWF+R/84Adx11134aKLLsI///M/Y/Hixejs7MSTTz6JCy64oOYj9kB4++zRRx/F\nrbfeilQqhe7ubgBAY2MjEokEmpub0dzcPGwfy7KwYMGC6szcypUrsXz5cnzlK1/BZZddhtbWVjz5\n5JN47rnnZmRvKYpmVhVG6XR62MI4IJwWb2lpqfvEABHFc9ZZZ8F1XXz4wx+GaZr4+7//e3z4wx+u\n/v3111+PW2+9FTfccAP27NmD1tZWHHfccTjttNMAhI8r79ixA+effz5SqRQ+8pGP4H3vex+y2Wz1\nNWr9EtPY2Ig777wTN9xwA6SUOPzww3HbbbdVL07XX389rrnmGnz605+G7/s44YQTcMcdd8A0zUk+\nIvEdeOCBuOOOO3Ddddfhu9/9LhYvXoyrr7562ELgbDaLN998c9h+X/3qV3HdddfhwgsvhBAC73zn\nO/Htb3+7+hmFELjttttw1VVX4dxzz0UqlcKpp56K9evXV1+js7MTp59+Or773e/ihBNOqDvGFStW\n4H3vex8+9alPYXBwEKeddhr+7d/+bf8eiCESiST++79/iK/fciM8z8OiRYtx2ul/hr/7+D9UtwmC\nANu2bYXrFgEAlm3hV7/8Bb6/aSNct4jFixfjzDPPxIUXXljdJ5lMYuPGjbjpppvwL//yL8jn81i0\naBHe/e53j9l64P7774cQAuedd96wr1933XU466yzau4z8ry1LAt33nknbrrpJlx00UXI5/M46KCD\ncMMNN+CUU06JfYxoZhB6Ii1dZ5C/+7u/w1FHHRW5wePpp58OAHj66acnc1hEs9J5552Ho48+et42\nTI2zkBgABICGjANjBs1W/+IXv8DFF1+Mp556qm47k29+85t4+umnI3fjHkvcYzYRlcXXVNvpp5+O\nfKGES778DZx+wnI2eNxHs2rGqJaR7dmJiOazZ555Bv/4j//IHm9EEzTrCyMi2n/m+zq9dNKC6wUI\nZPTHzwtFH8mECWuG3NKrdNuebFqHER5xbjoIIOwcLoCiJ2tmo43aRwBJx4TWet6fnzQ1WBgRUdV8\nn4E1TQPppA0pFQqlAFGu+VJp5IsBbEuVL/oz/+L9mc98Bp/5zGcmtG/YS0mhFEQrbCoStgnHNqpP\ncDWYBgKpUHQD1HuVpGPCtkwYxsw/pjR3sDAiIhpCCAHLMtFgGMNyv8bjBwqB9OBYJhKOOSdnN4Jy\nZ3AZcUYNQDUrbWS+nBACtmXCTAt4vhoWCzIyK41oKrEwIiKqwTAEEo4FyzRQLPmQEdrSaB1GXwRS\nIVGe7ZgLtNYolgIEgao7uzOSEEAqYdWMTBnKMAwkHAHbMuB6ARK2CXOcfWg0KSWyg/0Alo+7LY2N\nhRER0RhM04AhDEhEb9gnld4vMSEzhecr+EG8hoUJO3phKISAaQqkEjZvm02QUgrvOXZp5A7iVB/n\nKYmIxjOBa/Ws7oMyTVgUTZxpmliwYMGoLtwUH48gERERURkLIyIiIqIyFkZEREREZSyMiIiIiMpY\nGBERERGVsTAiohlBax0rXmIqTaSbtdaYsZ8nrgk96DRDP7rWetJDb2l2Yx8jIppWWmsoFeZuSaUj\nNQWcagknjKUo+dFjMIqlAEoNj8GYrWzLRCYJuJ6EjPD5bcuA48ys5pbV88wPIAONVHLmnWc0M7Aw\nIqJpo5SGF0iUhsRuFNwApiGQTFgwR8RITBchBBzbrHZn9gMVKUet5Et4vpwTF2HLMpExDZR8Cd+X\nqFUfhd+3mROoW6GUHhXvUnADGOW4kplyntHMwMKIiKac1joMEK0T1BoGs/pIWCYcZ+bMuAgRdmd2\nLAXXC6M/xqMxdy7CQggkHQsJ20SxFFS7YRvlwtGxZ1bxN955psrnmVPOZpsp5xlNLxZGRDSl/PIM\nUZRbMqVAohRINKRsmObMuWiZpoFMykDJD+CWooXMVi7CCdtAwrFmVAERlxAC6aSNQCr4gURyBn6e\nIFDV27Pj8QIFL1Az7jyj6cEzgIimVCBVpIvVUHG3nyq2ZcZOCwmknnFFxERZpoFUwp6Rn2cunWc0\ntThjRERENMtJJdHd3Q0AaG9v523BfcAjR0RENMsJIfDC5hwe+snL6Onpme7hzGqcMSIiIprlLNNC\nW3sHZ4r2Ax5BIiIiojIWRkRERERlLIyIaEpN6PmlmDtV+tdMhbgPZCkVP5IibKg4uU9Maa3h+cGc\niTGZkJn3cB1NA64xIqIplXAs2JYOOygHYxcvQqAaERJVICXcUtgnyTLDhoST1ZtGAMiknFFdlcei\nAeQKHhzLRMIxx3zUXSmN3kE37AZuCjRlHDSk9v/j8a4XoD9bQsmXSNgm2pqScOyZ1b06roRjwrYN\nlLzJOc9o7mJhRERTSggB0xRIGQKOpVAs1Z4NSTombCvMKItCaz2sGzMQ9gzKF31YloFUYv83IRRC\nQIiw2LOsaBfhcKxhXEggVXgBt8wRf68xmPeQK/jwyzNfKtDoGXCRL/poa0rAsff9x7dSGj2DxXKu\nW/g115PY3VNAOmmhrSkZ+fjPNEIImEIglRj7PEs4JpwY5xnNfSyMiGhaCCGq+VtBEMY2AGEAacI2\nI8/yaK3HzO/SAPxAQUp/UmMrTMN46yLsRQublUqj4AawTIWkE35mtxSgrzx7U4vrSezuLSCdsCdc\nuGitMZD3kCt4COTocSqtkSv6KHkSjRkHjemZ2cQxisp51lA+zwrl86wym2jM4ogWmhwsjIhoWlVy\ntixTQGvEulApHc4IRSlClNZwvQCBDOMsJuNiOPQiXHD9mkVHLYFUyLsKbknC9YKaBd5QSqFcuARY\n1J6OFdoqlcbe3jxK/vgzW75U6B104XoBOlpSs7qAEELAtk00mgJKa5jGzMp1o5mDhRERzQgT6b+i\ntY5UFA0V3v6a3AviRF5fa8ALas961eNLDRFzxbBSKlJRNJQ5BcdsqhiGwaeOaEw8P4iIiIjKWBgR\nERERlbEwIiIiIipjYURERERUxsXXREREs5yUEp07tiKXG0R3dxoA0N7ezlDZCeARIyIimuU0NGTg\nI5VM4YXNOTz0k5fR09Mz3cOalThjRET7nVIaSimY5uT2ijGEgGkIyBjPuGutobWOPC6tNUqehGUZ\nsSIjLNOAVBJRo8eEABzbhNJvdaGOolgKkIkYE6K1Lnfm1ogTDCYncMykVDAMEXnGQqkwq822TZic\n5YjNMi0sX3Fo9c+cKZo4FkZEtN9UwluLpaDarDGVsGBOUndhIQQyKbvc+VqNGbRqGAIJK8zPilNE\nhA0OJYQAFjSnkEpYkbpNJ5wwe8v15LiBtpZpIJkw0ZRJwPXKna/HyV4LAom8G2AgV0Jzg4PF7Rkk\n7PrZa75U6Bt0sas7DwBIOgYSjj3me9iWgaa0g4aIna8rfaWKpaBarKYSFmyr/jEPw2slugdc+IGC\naQgsaEki6ez/CBeiKFgYEdE+01pDKg13yAURCGcB8kUfjmXAcSZnJkCIMNohYYcX5CBQ0MP+HrBN\nA8kYWWlSKmQLPvpzperXtAa6+otwLAPtzWHI6nivZ5oGMikDXiDheXLUzJZpiFFZaUnHwuI2E9mC\nj2zeq2alVSilwm7fQ15qIOdhIOdh6YIMWpuSw2a2lNLIFj1s35OFHNKJ2/UUXK+ETMoeNRNmGgLp\npIXWpiSMqF3IlYLnq1FRJsVSgJInkEqYo2YQ/UBiMFdCthhUvyaVxp7eIlKOidam5JhFFdFkYGFE\nRBNWuS3leQqloP4MhxcoeIFCKmHCsszIF9s4hAijPgKp4HoBpNThTIwTPXetMtvRM1Cs24HaCxR2\n9RTQmLYKKapfAAAgAElEQVTQlEnAinC70LFM2GYYMusFEgKAbZt1Z3iEEGjKOGhI2ejLuuVCSKPo\nBvDGCKnd2Z3H3r4Cli1qREPKRsmT6OzKIe8GdffJF30YQiCTsmAaBhIJE22NYeEXRXWW0A1Qb75O\naY28G1Rz8CCAghugd8Ctu0/Rkyh259HSkEBj2mamGU2ZWVcYbdq0CZs2bUJnZycA4LDDDsNFF12E\n9773vdM8MqL5J5AKhTEuuiMVSxIJHc6KTBbLNJBJ2tVbeXHs7S3ArRPeOlK2EKBQDHDAwkZEuV4L\nIZBMWHAcEwLRYkMMQ6C9OYWSL9HVV4w0rkBqbNk5iIRjoORFW6yktEa24GPl0iY0ZhKR9qnIF/3I\na7z8QMHzJXLF6Dly/bkSXC/A4vZMrHERTdSsK4yWLFmCz372s1ixYgW01njggQdw0UUX4aGHHsIh\nhxwy3cMjohkgzEOLv5+MulK6LN7WoYnMlk1knsQP4o8u6szaUDEPGQDEWiw/0fcgmqhZVxitXbt2\n2J8vvfRS3H///XjxxRdZGBEREdE+mXWF0VBKKTz++OMoFos47rjjpns4RERENMvNysLotddew9/8\nzd/A8zxkMhl885vf5GwRERER7bNZ2QFq5cqVePjhh/GDH/wA55xzDtavX4/NmzdP97CIiIholpuV\nhZFlWVi2bBmOPvpoXHrppTjyyCPxne98Z7qHRURERLPcrCyMRlJKwfO86R4G0bxjCAHbivdjxDQE\ndIzHjKTS6B4owvOjtwWQUqHo+pDjdJweKggkHDveZ1E6fJw86ufRWsP1ApQ8GXkfpXSslgjhuMLG\nmsEYvaVGMg2BQKpYxwwAEk60fkcVlmWgpSFeS4BU0op1zhDti1m3xujmm2/Ge9/7XixZsgT5fB6P\nPPIIfvWrX+Guu+6a7qERzTumaSBlCDjlrtNqjMewK839oj4SrrXGQK5U7XlTcH2kEzbampJ1+xNp\nHXbf9qWC1mEMhm2ZSDr1u1RXGicGUsGxTFgZAyUvgOuPXSAIET5GPpj34JYCNDc4yKScutsHgYQ7\npPu1HwgkEyYss35h0TtYRFdfMYwkASAMMeYx1lrDCyT8IIwz8Q0BW2oknPpNNQWA9uYk0uXeT3nX\nh20ZkSM5HNuEZYpxm3wKAaQTVvX7n05a6MuWxiz6EraBtuYkHGv8LuNE+8usK4x6enqwfv16dHV1\nobGxEUcccQTuuusunHjiidM9NKJ5SQgByxRoSNkIAoVCafiFzhC14yDGUnAD9OdK8IY0W1QKyBV9\nlLwADWkHTRmn+npaa/h+eGEeWjhoDXh+mFWWsM1h3Zwr4bBeMDzo1TAEUkkbjq2Qd4NRPXeEAKCH\n99bxAoXufhe5oo+2puSwiA+pFNzS6Lw0qTTyxQC2pZBMWMMKl2IpwM6uHPJFv9orSQPQSqNSE46s\nj3wp4flhLMfQ95DlYsyxBOwRBUZj2kZzQ2JYJEh4zBQC6Y86ZvUYhoFEQsCyjZoFcrIcezK0oLUt\nEx0tKZQ8ie6B4rCGj4YhsKA5zEuL26RzvpJSonPH1uqfc7lBdHena27b3t7OkNkxzLrC6Jprrpnu\nIRBRDUII2LaJRlNUM7NSCQuWZURuaugHEn2DJRS9oG5TP1/q6kxDS2MCtmVUI0DqqUR9+IFE0rEg\nta6ZXTaUaRpoyjjwA4lcOcurMktUi0bY2Xt3TwHppIWWxgR8X40qvEZ/ZoVAeuFslWVgV3cOg3mv\nbmfoypANQ0CrMI4jjFyRUHUmufxAwQ8Ax9ZI2AZSjo2O1tSYRc/IYzbeTN+wArkcEWJZBhJjZORV\nuoEvXZBBvhwR0tKYQEPKnlCzyflMQ0MGfvXPqWQKL2zOwdhSGLZdLjuAD61bhY6Ojqke4qwx6woj\nIprZDMNAwgnDUePe/tjTW4gcFVHyJbr7C2iKEWERSI1c0R9/wyFsy0TCVij5KlIHZqnCeA0Ao8JZ\n69E6/Dxbdw/C9aKtC6rMyhRKQeRj5vkKAsDBS9ORA30DGa6LSiftSN9PIcKZKTNtQIio0ScGGtMO\n0gmLmWgTZJkWlq84dLqHMSewMCKi/W6iF7a462v1hMIypsZMHlncWJIwYiXePhO5BcZZIpoJeBYS\nERERlbEwIiIiIipjYURERERUxsKIiIiIqIyFEREREVEZCyMimjHmUujDRBIsJhJ7MVOTMlS9pkqz\n1FREkqiZ+s2cZ1gYEdG0k0phIFdCsRS9x5AhANsst6GO8T79WTfsKB3xImQYAs0NCaQTFqI+sS4E\nkC/HjERV8sLt4zzmnit46B10I29vmwJJx4QbI6sNCBtElrwg8oXb8wPs6i4gmy+NGWEyGyilUfIC\nlHw5qcWelApuKV4mHk0O9jEiomlTyTbbsTeLQilsbOiWJNJJa1isxki2ZSDlxMtdK5YCdPcXq52j\nLdNAR0sSCaf2j0EhMCwzLJ20USxHlZT82k0YK52xtQ47EWcLPhK2gaRj1o1gCAKJvlwJ+WLlolg/\n9qOi5Els2z1Y7cjdny1hYVsa6aRVcwbJEEAyYaG1MQHbCgujki+RGec4D+V6El65m3m9eJdAKgxk\nS+jszkFroHugiIaUjaUdmcjZazOF1hpShhE3lWPqeRKppAUrRrzNeJTS8Ms5ejQzsDAiomnhlTtX\nd/WPnvEouAGECNCQsocVFJYpIud3DX+fIrxg+G/7gVTY1VNAQ9pGy4i8MMsMi5mRhVcqaSGZMDGQ\n85ArvhXbIcr/qlWUlPywa3ZYhLx1QVVKIV/00TNYGrVPNfZjRIEklcLe3iJ29wyPedAa2NNTgGUK\nLG7PwLaM6jxa0jHRlLGRTjqj9skVA5hGWCBFKTKVDmfCLEsgab/VpVppjULRx7Y9WfgjjnOu6OO1\nbf1Y1JZCe3MqciE2XbTWUCrs9j2yo7hGeG4ahggLxH3o0l2r8KKZgYUREU2pIJDIFnzs2JutOyMC\nhBfubMGHYwmkUw4StolkjJiRIJAYzHsYLIx9ey5X8JEr+GhvSqKpwUEqMfYsihACLY0JNGYc9A4U\n37qwjXNxy7sBhAAySQuB1OjuL46Z1Qa8VRAppZAt+HhzZ3bM21mB1NixN4fGtI2FbWk0Zmw0ZxJj\nHjOpNAYLPpK2iWTE24VBoJELfCQdE0pr7OnJYyA/9nHe01tEV7+LZQsb0JRxZmSIqVSqfNtw7Nkb\npTTyRR9OOQsu7meRUtUsvGhmmHlnJhHNaXv7iti2Z+yiaCgvKAefJuLdiukZcMctioZtP+gi6US/\ntWQaAm3NqVjRH1oDfdkS9vQWxi2KhtrbV8QbnYOR1/hkCz4aUjZaGpKRj5k7gTU0rifx5q7BcYui\nCqU0tu/NzdhF9iVPjlsUDeUFKvJ5PFTBZVE0k3HGiIiIaJaTUqJzx9Zxt8vlBtHdnR72tfb29hk5\ngzddWBgRERHNchoaMhh/5i6VTOGFzTkYW8J1arnsAD60bhU6Ojome4izBgsjIiKiWc4yLSxfceh0\nD2NO4NwZERERURkLIyIiIqIyFkZEREREZSyMiAhShs0GcwUPQRDtceWC62Pzjn680dmPkhc9ymBh\nWxorljTBjBh9IRA+et87WIz0uHqly7XjWEg60ZsJZpIWuvqKyBW8SNt7fqX7tB/5mAGAbZloSNuR\n40VsU2DlAc049rAFw5pQjsUyBV7b1o/NO/ojtwUQCHstuV4QKy6koyWFhrQdaVvDEOhoSYWPq8c4\nZlMl6ZixzpmEbSJGgktVutzsk2YmLr4mmse01nA9CT+Q1e67eTeAZSqkkhaMGldvKRU6u3LIFt7q\n/Lx5Rz+aGxJYsqBh3KwvyzTC7LGkhd4BF7t7C3W3NQwBpTQCqTGY9+GWJBozDhpSds3+PJ4fRl1U\nxpVwLDi2iYLr1+0bk3QMJJzwwu5Lhe4BF7mij7amZM0O21pr7O7Joz9bqnbTllLBkgoJp/YxA1At\nhLQGTMNAUyYBP5AouLWLyrAZpF3tSN3aZOLdqxZjV3cem3cM1D1mjmUgkArFUoDte3Loz5ZwwMIM\nFrVl6vY0qkSZSKVRLEn4gULSMSP1dLItEwuaU2hM2ejqd+vmw7U1JaqdzJXS1fMsmTBhzpBHxQ3D\nQMIxYFkGSp4c1cW7wix3vjYm2PnaNA2kDAHHUiiWJMNjZxgWRkTzVKWIqBXyGUiFXMGDY5lIlLtN\na63R1V9E70ARJX/4BcOXulpQLGhJoa1p/MaCtmViYVsazQ0J7OzOITukGaNhhFfqkWPzAoXeARcF\n10dr41uFi5QKxToXMiEEMiknnBVz/WoBaBph/lmtQs71JHb3FJBJWWhtTFa36cu66Oorojgi7FNp\nwPMVpPRhWwYce3iHblEnLsS2TDQ3mHBL/rBjmk5YsGsUZZZpYNmiRixoSWHzjn50D4lTsS0DWmNU\n9Em24OO1rf3Y2+di5dImNKTfigYZmu02VCA18sUAlqUiZ9IlHAsHdGRQcAN0DxSrr5lJWmgpZ7SN\nFEiFfFENO89mAtMwkEqMLlyEAFKJ/ZOVJoSAZZnImAaCQI06p2j6sDAimmeixhFojfLsi0KgFLr6\ninVnNypcT6JzbzhLceDCRiTGuS0hhEAyYWHFkmbkiz627h6AhhgzkV0DKJYkPL+AdNJCKmHBj9CB\n2DTLszS+hGGIcS/2SochsG5JlvPRSsgV/TFzraTSkJ6ElBq2Y8CxzJqFx0jJhA3HVvB8iWTCAsbp\np51KWDjmkAUYyJXwf2/0Qmtdd3Yj/CxA74CLfMFDe3MKhy9vgTDEmOPSAPxAQUoNp9x5fDxhEWoj\n6ZjIFktIOXbdkN7q+5TPM19Gn6WaCpXCpaFcuCitYVvmuDOicRlCwLFNWKaI1XWbJg8LI6J5Zuit\npiik0ujqDTPBotAIg0PHDQ8bwjAEGjMODGHAr3Mrpta48sUgdsfeWjMxY/GlQravNGqWbLx9ksKM\nFQ5qGAZSSSPWPs0NCRgG4Jaija3kK/RlS+F3JuL7KK1jrTkCwiK0pSEVax+ldKx4lakihIBtm9Ba\nT+qMlmEYSCZm4hGYf2bGjV0imtmm6uf1TL0uTNG4JvI2E7lYz5RbViPN5JU2U3HMZur3Zb5hYURE\nRERUxsKIiIiIqIyFEREREVEZF18TERHNclJKdO7YGnu/XG4Q3d3pcbdrb2+P/aDDbMXCiIiIaJbT\n0JCBP/6GI6SSKbywOQdjS/1Gq7nsAD60bhU6Ojr2ZYizBgsjIhqXOYGnZSImUVTFfSQcAISIv4+U\nCsIQdTtU1zKRxsQlTyKVjPcbdrEkx+39NFLc3+GF0JBKxeo2LZWO/bj6RB5vl1LDMqPvp7WG1mHj\nxVj7ALG+/7OBZVpYvuLQ6R7GnDA/5sWICEpreH4wZiPAkYQI86BWLG3CkvY0HHv8HxmOZaCtKYmS\nF6DkBWM2awTCC5XnS+ztLSCZsJCwDUS5ZtuWgWTCro5zPFprdPcX8cTz2/Dzl3YiGzETreD62NtX\nRNGN9tu4VAo7u3J44vlteHVrLzx//KZ9+aKH/++lTtz+4Mt45Y0e+BH20VqjUPSw8sBmLGhJwhkn\ne8sQQCZllzuN5+H50fpSSanQO+hid08+0mcBAC+Q6M95yBU9KDX++aaUQjZfwh+39YXvEyFHTSoF\ntxQgW/Dg1engPpTWGlIqFFwf2Xy4z0SKcZr7OGNENMdVLghxM5ks0xiWY7WwLYP25lSYk5b3EIy4\nEJmmQDoxPELD9cLYkXoxClIqZIs++rMlAOFv8cmEDSuQ8AJVs4izTAHHMmFZb71e5WPVi97IFT28\n8novdvXkAQBdnsRTv9yOIw9qxcoDmmvO0ni+xN6+YjX7y/UVXL+EhlSYv1brffpzJbz8ek913H/Y\n0oc/bRvACUcvxMLW9KiuyUGg8MbOATzxi23V93ny+W147ne78Bcnr8DiBZmaMxueH6BYkuXjEcaE\n5Jt87OkpIFvwRs3WpRImGtIO0kkLQghIqbGzu4BM0kZbU6JmF3CtNYquD7/cDLTkK+zszqO5wUZT\nuvY+gVTIu28Vw36gMRD4SCVNJKzRkR+VrL7u/mI17HZvXxHdAy6WLWxAY9oZ9T5K61ERGuOdZ0pp\neIEc1lm6WApQ8kU18oQ9hKiChRHRHKXLWWMlv34YZi2mIZB0TFg1ohlM08DyxU0oFH3s7MkjX/Qh\nACQTFlobE3VCV4GCG8AywvgPoxxF4XoBuvvdmsWaZYUXK8tS8Muduk1DwLYEHNuqexGr3Fap/H/P\nl9i6K4tX3uipuf2rW/vw+o5+HH/kQixuT8MwDEil0J/16s4o5YoBhBugMW3DMoxyREmA17b2oWew\nNGr7QCo89/JutDQ6WHPEQjQ3JKC1xt7eAn703JvozY5+n1zRx/ef+hMOX9aCk49dipbGBICwkMwX\n/ZqNEDMpGwcf0IS+ARfdAy7ybgDHNpBJ2mFX8RpRFnnXR9710d6cHBbM63kBinXiKQZyPgbzPhY0\np6qFllKqXJzUPs+KroQrJBqSVvW88gOJnkEXbmn0+yilsXV3FknHxLKFjUglrernr1fgV86zoQGv\nAKqBurUK2UqYrW0ZSDgzJ8yWphcLI6I5yvMl3JjZSwk7WphnOmXjkAOa0dVXQBAoZIYEk9YTKI1c\n0YchgGzRhzdOxIYQ4cyQbRooeQFsK1qYaeUCuLMrh9/+sWvcojCQGs//3x40ZWysOXIhBnPeuB2Y\ntQYG8z5MA+gdLOGNzsFxx9Wf9fCTX+/A8sUZdPeX8PstvePu89r2fvxpRz8+9N6V6GhJVWdV6hFC\noK0lheamJDr35pBwzJrF6kg9Ay76siUsak2h5MlIn7+rvwjLNNDenIx0nmkNZIsBTCOAVBoDufFv\nZbqexJ929GNhawrNDYlIBb4sn2eOZUIqNe4xA8JMOD9QaEjZkc4xmtt4BhDNUVHXg1QIgVgJ50II\ntDYlIxVFQ+Xd8Yuike+TSsa/YL25Kxtrpmww77+VIxZRyVfo3JuLNa4/beuPVBRVaA3s6S1EusBX\nmIbAwtZ0pKKoQqnwtlaczx9IFbv4DqRGNh9tfVfFQM6L9b0EwnVOcY4ZgNjb09zEwoiIiIiojIUR\nERERURkLIyIiIqKyWbf4+vbbb8eTTz6JN954A8lkEqtXr8ZnP/tZHHzwwdM9NCIiIprlZt2M0a9/\n/Wuce+65+MEPfoC7774bQRDgk5/8JFzXne6hERER0Sw362aM7rzzzmF/vu6663DSSSfhlVdewTve\n8Y5pGhXRzKK1nkAkR9gnplb/onqCQMaOl5hIH72C6yPp1O9fNJLWGlLFe1oKAIquj0wq+lN2Uqpx\nOy6PVGnkGEcyQsfxkXKuB0OIWI0LDUPE/jxxCQE4lgk3xlOTUxXfwR6PBMzCwmikbDYLIQRaWlqm\neyhEM4Lnh12AJ6LgBrAshVRi7CJEaY3+rIt8MYBGGAOSjPiof9Kx4Vgarh+g5I1dJLhegF3deWTz\nPlJJC4taU2hqSIy5z0DWxZu7stBaoL05iYFsaVSX7pEsAzBMA2/szKK5wcHitrEfdddao2fARe+g\nCwjAsY1xWxBorVFwfeRciaRjQgPDOjHXkrBNvP+kg7B8cSNMw0Cp5MMd532KJR+bdwyid7CEdNLE\nwpY0GhvGLvYStoEFLSnYlgmlhnevrsexxLBIlihN1ZsyDpoyDoQAsnkP2/fmxn2f9qYkMqnJvVQJ\ngWrXbKJZXRhprXHttdfi+OOPx6GHMjyP5jcpFVwvQCAn/hu/RtjsTkofjm3CsYdHJWgdNs8bzA/v\nK+N6EoFUSNjRGgoahkA6YSNhKeRqXISV0tjVk0d/tlQtOHIFH0U3QGPGxdIFGSSc4T++vEBi8/YB\n9A268IaMrbUpgUBq9GVHd6UGwqJGSl19n55+F4VigJYmJ4zxGFHs5Qse9vQVRzSC1EjYBpRGzX47\nrhcgX/SRLQzPW0slTASBqsZuVAgBnPz2JTjmkHakysUHACQSNmxbI+/6o46ZVBpv7hxAV18RhXI3\n6cG8QsEdRHPGwaL29KhjZgiBha0pJBNvfd0wDDSmnTDeozg6H04IoCFlwxgyS1jtOK5Rsw9SwjbQ\n1pyEMyQWpKUxiXTKRnd/EV19xVH7ZFI2WhsTk16sJB0TtmXW7Aw+m0gp0blj66S8di43iO7udM2/\na29vH3YuzAWzujC64oor8Prrr2PTpk3TPRSiaaO1RrEUIAhUrOZ8Y1Faw/UC+MFb8SCeL9E76NZt\n6BdIjUAG8AJVzZ8aj2kaaM448AOJfDGA0hp9gy66+l0U3NEhp1Jp9Gc9FF2JlkYHi9szgAC2785i\nT2+h5j6VQrGjJQm3JJEtX+wd2yjHhowuZIqlAMWuALm8j46WFJobE/B8iT29BQzmvZr7lHxVDt01\n4AcKSoe3GnNFH9miD1mjYC2WJCxTIJUwq9lnK5c24r2rD0RrU7LmMTMMgca0U40HUVpjT28BnV35\nmt2kA6nRM1hCoRSgpTFRzWxra0qgMe3UneWzTAPNDQmUvKD6PU8nLdh1brXWyqszDIEFzUkkHatm\n4eFYJpa0Z9DamEDn3hzybgDLFOhoSY0q4vY32zKQsKOdp7OBhoYMogUdx5VKpvDC5hyMLYVhX89l\nB/ChdavQ0dExKe87XWZtYbRhwwY888wz2LhxIxYuXDjdwyGaFoGUKLrxwmHjkOUsKc8vRQ6hDWec\n4sUr2JaJpgYDL/6xC4P50SGoI5V8iT29RQzkvDAtvTD+BSGQGpZloDljoeipSN23swUfhVKAdDnk\ntFbhNZTWYYFkmQZy+RKyBa9a8Iw1rkCGt9fWvWMZDlvWEmn2wjQNNDUk8OxLO9Ez4I7btblYkiiW\nCii6AU4+dmnkrtgJJwzNjb6+K/zfTNJCW1Ny3HNACIFUwsbKA1owkCsBYvLXFKWTtcNmZzPLtLB8\nBe+c7A+zsjDasGEDnn76adx3331YunTpdA+HaNpIqSetKBrKC1Ss91E6/kJWQwi4noy1aDzv+ijU\nuN0zlnqzRPVIGQbxxtknkGFG13hF0VCuJ8tBtvEOXMENYkVZ+FLDtuLNkkykgEgmrFizMYYh4NjG\nPt0Kjso04i1Kp/ll1hVGV1xxBR599FHceuutSKVS6O7uBgA0NjYikRh7USYRERHRWGZdYXT//fdD\nCIHzzjtv2Nevu+46nHXWWdM0KiIiIpoLZl1h9Oqrr073EIiIiGiOmhvL8YmIiIj2AxZGRERERGUs\njIiIiIjKWBgRTQIpFYJAQk/yo/SmaUx6x16lNGTMfK9AKnQPuLH28/yw2WGcJrqVLLCoT14LET7e\nrmLkqJmGQK7gI85htk0BgbCzdVRNGRsDuVLsc6YxY8d6/F6IsIt4XHGebhcAfD+AVNG//xNpOyEE\nYJaPdVSGEPutESrNTbNu8TXRTKaUhh/IaqdgyxBIJsKuv5PRN8UyDTSkbLiehB/ISHlVcZS8AF39\nRQRSQwggkxy7aaMud67+/ZZeBFKjOWNjzZGL0NxQv8OyVAr92RK2783Btk1kBOAFeswcMUMAg3kP\n3QMugLCZYCpp1ewuXeEHEn/c2o03dvQBAI5csQCL2hvr9k0SCBtcbunsR38+LIwOW9YSdp2us5NZ\nrp56BlxIDZiGgca0MWYfpGTCRHtTCiuWNKJnoIRCMcBBS5uQSoz949kPJApugKNWtKF3oIitu3N1\nY0+AMPrCscJC+jev7sWBixqwfFHjmI0eh3ax1jo8JhgnF80yw27ppmkiV/CRckxYtlm3aaPWYeFd\nLAWxelhZpoFU0oIhBAKpUBonDkcIwDYNJMfJASRiYUS0H2itEZR/uA+9aAQqzBZLVC9K+3+SNuwc\nbMGxDbglOaH09pH8QKI/W0J+SKdnrYFc0YdlCqST9qiLS77o47WtvRjIvzUbMZD38dPf7MAhBzTh\nsGUtSCXtIa8XZn69uSs7LF/MskyYpoZlGvB9OSz3zDDC4NVd3flhF9G8GyDvBuVsLTHiAqmxs2sQ\nv/3D7mGzEq++2Y3NO3rx9sMWozGTwNDDZghgb18R2/fmql9TGvjjtn4kHROHLWuBYxsYOiFimQby\nxbBTdkWliEw6AralUSj61dkK0wBam5JYvrBxWDBu0ZN49c0+dLSksKg9NSqCQ6owCmToedbWnEJr\nUxLb92Sxu6eI3JCml2H0hRHOLg75nu3Yk8POvXkcsaIFHS2pYedmNfdsRJ2hy/+qFRprGgKOZSAx\nIky46EkYvkSq3PCx8ndaaygVhgkHQfSKyDTeiqmpsEwDZtKGHyiUfDkqRy4s1uI1nKT5i4UR0T6o\n/nAvBWMmuJc8Cc+TSE1iFIFpGMikDATlGas43ZArlFLIFX30DtafeQikxmDeQ8ox4TgmPF9hx94c\ntu3O1t1nc+cgtuzKYvXhC7BkQQOUUujsrp3tBYTFnmMLWKaAWZ5t8QOJ3d2FMdPl+7IlmAJoaUxA\nAxjIunj+5R0oerWjPPxA4Td/2In25hQOP2gBHNtC3g3w2vb+uqnvrifx8uYeLG5LYcmCBlimgB8o\ndPWPDkId+nlMA2jMhOGstmlgyYI0FrVl6p4LXf1FdA8UsXxRI1oawxk3t+TDq1NECCGwfHETlixo\nwOYd/egecGEZBiwTMM3as0JKa/xhSx+2OIM4emU7Ksn34808Ds1FAwDHMpAaYyZG6bB4tSyBpG1B\niPDY18vdq8UQgG2bSNSJJwnPGRO2ZZRz/hSEEOVfSqLf0iRiYUS0D1wviBwVoRGub0klrUn9QW1Z\nJjKmgWzei7WWQkqFXd0FBBHXhRQ9ib19BWzZmY1UhCml8ZtXu3BARwF2xJwuo3wrsrc/hz1jFB5D\nSQ30DJbwZmcPtu8ZjLRPz0ARz/1uOxYvbEGuMHYeWsXu3iK6+otYubQZfoQYi2qqfIODlQe0REqN\n1xrYujuLopdCQ8oed3sgnCE6ckUbtuwcQN9gKVIR7noSv311L9559EKkU06k96mMrzFlw4q4xikI\nNPfH3ykAACAASURBVHKBj/KEVGSGABrGCLwdqpK9lrDD27/z5baZlBKdO7ZO6XvmcoPo7k6PuU17\ne/ukzJRPJhZGRFNMTMHKz8qC5LhrjlTMZalaI/bMlB+oyIVR9X0mcG2byC3FsdYo1aJ1vAs8EBZ7\nUYqiYe8zgdk/24we/Fp9n1jLmEMTWfwf99MIEX+N3mQ/lDDTaGjIIP6i+n2RSqbwwuYcjC2Fmn+f\nyw7gQ+tWoaOjY0rHta9YGBEREc1ylmlh+YpDp3sYc8Lsmt8iIiIimkQsjIiIiIjKWBgRERERlbEw\nIiIiIipjYUS0DyzLgGVGf/pFiKl5WsYPZKwuwlpr+IFCMubTYqmkhcVtqZhjUwiC6E+MWabAsYcv\nwMLWZOR9bEvgmEMXRn7EHQAWtKaxpD1T7V4dbWwG+rLRYzy01tjdlcUft3ZH3kdpja17sujqq/3k\nTy2eL9HVX4wVfQIAb3QOoFiK92RT2LE6+skWNpyMd55ZljHp8TpEFXwqjWgf2KYJK2lASoXCiK7X\nI1UazU1mYSRl2DQvzqPqgVRwSxK+DB+jb7YNFN36jQQrDEPAtkws6WhAW0sK23YPjtkDKJWwkEpY\nkEqj4PqwLRO2bYz56PqBHRm0NSVhmgaWtmewszuP//dCZ93eUUIAi9vSSCUsKA2cddqR2LprAM++\ntL1uw0bbMvD2w5agMeNAKuC4w5Po6iti2576DSsNAMmkBc+X6Blw4QcSmZSNhF3/R2rRLaFvoID+\nbBHbdvejc88AVh22CB2tDTW311qjWAqQK/oouAF6B1zs7i1g5QHNyCRrF3xKa2zfncXu3gLyxaBc\nhGBU1+taxwBao2fARb7oo6M1hRVLm8csEivtILxAQRZ8OLZRt/kiEGaUpRJmtfu1bYVRKf4YRbJp\nhF3dJytSh6gWFkZE+0gIAcsy0WAYw3LSKipxBJP5w11rHTsvrXLh9QM1YnZJIJV0kCh3wR75eoYh\noJUeVmgkbBOHLWtFruDhjZ2Dw/oBWYZAY8YZ1vNIKkB6ElIpOOUCaeixaWlwsHRBBgnnrR9Rpmlg\n2aJG/PVph+K1bf34zav/P3tvFmNJdp93/mKPuHvmzczKzKrK2ntfSDbZZFNUi+4yx5IwhAhBMAej\nsWFgNA8jw7If7Ac9SX6y9GA/CBCMmREGNoaGRoZFAWOPxrRNyVqopqlmL+ylurvWrKqs3PPusUec\neYibWbncmzdudq3d5weQ3bh9zz0n4kbe+OJ/zvm+tT1+OJMVi2rJQgh2jkdRVE7PTzA3VebdK6tc\nur6x6yjhqTPTzEyWSAU7kSBpKpiq2kxULG4ut2nsc+cuWBqpyMw6t2n3Ijw/oVQwKNr6nriKMIpp\ntnu0Oz5+lGyffJbWu2y1fU7MlPnck/PYu7LRgiim60a4frQzrjgRrDd8um4mXM7MVfZEXGy2PG7u\ny0uL4jSrBJqZI7S27xrUNQVVUfbErvhhwq3VLs1OwPGZ4gF37u1/3X1dJKnAC5Jdfe2tCDmWjq7v\nFWeapuKoCqae4gXJnqqTovTb3CeXeInkMKQwkkjuEaqqYJnZj3kQZVWbwr58qPtBGCUD86GGIYTY\nCTU9zJxRVVUqRWsnrFRRMjFxWD+lgslzZ+tstXxurXWpliw0VRnaTxQLojjGSlQMI4uVODtfGZjF\nto1t6Tx/fopTc2X++oNV1hseM5MFFEUZKgotU+eLzxznwkKdH7y1iG0ZnD4+iaqqA6ccBVmF49yJ\nGl4Q8+HiFrqmoangBoOnp6IkpdEJCMKYgm1gWzrdrkur69NxB0efeEHM5VsNNloeZ+ZrPHlqmq6f\nCaJhVTEvSLi50qXZCZmfLlIrmVxfarPVDoiGVAr9MBPsjqVhaFlumqGrxElKPOSkddyIjxebrDUy\nd+/Mefpw09A4EfS8GF1PcUwNx9KxTG2o8/H2Q0VRU4njLGtwW1h91gwaJY8OUhhJJPeY7SdhuP9x\nBGGU4AX5Iiy28YKYIGeMCZBNeelZ5SGP9FJVhakJhyBKCEaIr22CKCWMUz53YfrQtPdtFAWqJYtX\nnp/jjUtrud23qyWbV794hq2Wn2sNVpIKTENjZqLA6pZLkKONGySZeEojuu7wzLndNNo+jfYKtmUO\nzTXbT7sX0vNCNE3NHUvjBQmxnlItWodOYW2TCthqBVh6lydPT+aqRgqySlXJMXIn2av9nDNdU47k\nci2R3Evk4muJ5D7woH7cH9SC1KMcyrhJ5kKAcpR4iTHPgYoy1sJ0yG7c47YZN/YDGGvhN/Sn/8Yc\nV5Ic4Zwd4Xs5ytSxqsqpM8nDRwojiUQikUgkkj5SGEkkEolEIpH0kWuMJBKJRCJ5zEmShKXbiw97\nGHvodttsbBQOfU+9Xh+6OP9hIYWRRCKRSCSPOQJBEo9nznm/cWyHt652Ua8PNiftdlr8wmvPMz09\n/YBHdjhSGEkkEolE8pijazoLp88/7GF8Kni06lcSieS+c5R9bGn+3f272hyhpzF3Sx1lV544whlI\njnAC4ni8OI6sn6MczxGQG78kkqFIYSSRPMaYhoapq7m300dxgutFJGNEhvhBzMpmj2iMG327G7K8\n2cv9flXNPJneuLRGd4gZ4n5cP+JHHyxz6cY6SZJvbHGScnu9l/n/5NyC7vdafPT2nxG2l8kT8aWp\noCYuS9ffRxceRo4sPdvUODNfY7JqU3KMXLrFMjWOTxc5d7xKtWjmaAFFR+fciQqnZysU7XwTBgVb\nR1MY6/vXNYUgjPtO7DLjTPJ4IafSJJLHGEVRcGwDM0nxw5g4GXwTSvvxHlvtu4aDmqpQsI2hHjVx\nnLLWcFnd8oAs9qJSNJmsmEMXS/phzNVbTVYbPgCtbshU1aZSNAf6AClk1Zg7Gy5hlHJno8fHN5u8\n8vwcZ+bKGAOUSJKkfHxzi//tu2/T6mbH8/ZHq/zMS6eYrZeHnqvVLZcffbCyc44sQ+XCyRq2qTFI\nJ6ZxwMcfvsef/pf/SJqmwJvUj53gyRdfRbUqA4/HUGPWl29w+8YVABqbq9Rn5qnPniJMBququakS\nz5ydZn66AmRVMNvS6Xkh3gCXbU2FibLN6fkKlb4gmq0XuLHcZq3h7Ykq2RmXrjIz4fDcuTqFfs7a\n3HSJa0tNNlv+QINI01CplswsWFdT++7nMSXHGPr9Z0aNKraZZaa5fozazzvbH0cikTyqKOIzJucv\nXrwIwPe///2HPBKJ5N6zPx5kO0MtS1of/Kdum9qeTLJUCFqdkJsr7aGmhjOTzp7k+iRJWd5wuXyr\nOXBqR1VgbqqIZWo703KKAs1OsCfbazclW+fVl44zUytk+WxCsLzZ5d/95w956+O1gW2OTRZ55YWT\nlItW1gfQcUN+dGmFVnfwwtTpms2JmbuCSiVl5c4t/sP/84d47uCq1/lnv8T8meeIyfoxdei21rj8\nwTuIQYn2isLJ009SrE7h94cxUbE5e7zGU6dnBorTNBV03JDerniQStHk+HSR2XphoMjwgphrt1t7\n4kHqVZsnF2ocqxcHHku7F3LjTotmJyAVWfWuXDCZrRd2RNR+TF3Btu7GtiiArqs4pjbU2NPUVUxT\nQ3vEdiB9Grh48SI9N+A3/8V3HvZQxqLZ2OTilxYeucXXUhhJJJ8ytsVQ1w3Zanv4Yb5ps6KtE0Qp\nN5bbuSImNFVhZtLGCxLeu7pFnGN6zjJUpicckkSwsunmWh9zZq7Mk6dqvPnRKt/9k49yLUN68cIM\nZ05McmO5w5XbrRy9wNn5CiJs81d//l+4fu3KyPermsELX/6bWIUa1y+/i+92R7bRdIOzT77Awol5\nvvDU3uDYYQRRjOvHVEvmgeDYYWy2PJbWexybLHDhZG1kpSYTnT1WN1wmKha1spWruuNYGo5lZBls\ner4oE8fS0DWZhXYvkcLo3iKn0iSSTxmKkk1dLC63xspEa/dCltbdXAIHsoXC1263WW14ufsIopTV\nLZcozv88dn25w3/98SI3V/IJHIB3Lq+xsuXTC/If/7U7bT7+0XfZWBtcjdpPmkS8/fr3OHb8HH6Q\nb5t0EkfEvVW++uJXco/LMnROTJco51xHBFCvOpyazSeiILtm5qdKTJQswhwZatt4QcJU1Rkr/sUL\nEsrFfCJKInkYyJqmRCKRSCQSSR8pjCQSiUQikUj6SGEkkUgkEolE0kcKI4lEIpFIJJI+UhhJJBKJ\nRCKR9JHCSCKRSCQSiaSP3K4vkTwghBAEUUIUp+iqgm3pufxlGh0fL0go2jrV0mh/GSEEXhAzPVGg\n1Q3ouKO3kidJShAllIsGPTfKvWW7VDAxDY2VrV6uLfhdN2S96WGZOtNVe6Cz9f5jufzhu1z64H2M\nQo3i1HlU7fCfrTSJWHzzu/y362+z8MzXOPfyL6Gqh/eTxBHt1SvoVpVqLaXV3Bh5LJZd5IWv/C1M\nu8TS4kdsbayObKNrKlubW/zBH/57Xnv1q0xP10e2afcCrt9pUSmaPHduEscabLq4jRCCrbbP5VtN\nqiWTs/PVXNvpFQUc20CL4oGO24MoOgY9P8YyNExDHXltJkmKFyb0/IhayRpqICkZnyRJWLq9+LCH\nMRbdbpuNjcLY7er1+lD39XvBYyeM3njjDX7v936P999/n/X1dX73d393x7RRInlUieMEP0x2QkLD\nVBAnUZZ1NuSG0nVDWr2QqC9Smt0QN0iolcyBN5Qd4RUlpCK7CderDqWCwUbD33FC3t8mjBLCON2J\nyigXDZJE0OqFQ80UdU1BiMzLSNNUTs6U8cI4M20c0CYIY9abHq1u2BddIa4fMVG2mKzYA49/fW2Z\nt9/4IUtLd4iTBFhnsrNJeeoUVvX44DZXX+f6W/+epRsfAbBy+wrLV/6ap37qf2DmzBcHHn9v6xat\nzSUajcwnSXeqzJYqbK3fIQz8A20UVeXZl75Ofe4cUaohgFNPfJ7ZEy0+fv9N4miwk3e5aJMkKa2O\nS6tzk7X1TZ44f4av//QrWNZBj6IgjFlteLS7IVGS0uyGNDoBJ4+VeHJhYqBBoutFLG+6dNzsu+u6\nEa1uyPx0kbl6cahwUZS7+b2moWPoGp4fEQ2JmLFMDbvvlp6kAjeIiWIV21TRBxg9bov1KBak/Y7W\nmx6OGTFRsXKbQ0qGIxAkcT4/rUcFx3Z462oX9bqbu0230+IXXnv+vppCPnbCyHVdnn76aX7pl36J\nf/AP/sHDHo5EciipEHh+PNA0MRUCP4yJEgXbzNyAIYv12Gr7+OHBp/YwSgbeUKI4IdglvHZjGTrz\n00XcIGaj6SFEdqOKk5QgSneE191xgaIqTFYswijdU3HK8q44kMmWiqyf03MVWt1gJ5MtTQUbLY9m\nJ4u22E3HjXb+V6/alAuZOPA9jzd/9JfcvLVIt7v3B3Nra4t2u83E5DKlY09gOlUA3MYSl1//DsvX\n38Pz7rZJ05TFK++ysXyDE+c/z7N/43+hWJsBIOg2aKxdo7G5SZLePQdxnBDHMDmzQJr4rC3f2lEN\nC+ef49QTL5GoDru9M6MEVKvKC1/6Os3NZa5//O5OeGrBsdBUhU5vr8hqtnv86M33uL20zOdffJbP\nv/gciqKQpoL1hkuzG+Duq9x03IgPrjdY2/K4sFBlfqqUjTlJWV7v7RHS23TdiCs3m2xseZw+Xt3J\nV4O7gmi/mFUUhYJj7mTsbf93TVUo2gbKAFEWJSmJn6JrKY6to/ZFWBBmMTX7r00hwA1igq2sGjpR\nHiyQJfnQNZ2F0+cf9jA+FTx2wujVV1/l1VdfBZCpzZJHFiEEQZgQxsnICIskEfS8GF1L8IIE1493\nnqoHf/beG4plaEPDY7dRlOyGZk9rbLRcNlsBYZQeGsmRiiz/arJq0e2FCKEMrDrtH1ulaFEumFy6\nvsVqw6XZDQ9t0+gE9PyIasli6/YHXL/6MesbW0PfH8cx62sruL025Uqd1RtvsXz1R2xtDHes7vU6\nfPTOn7O5fIWF536G2dMv0Wpu4HqDqzsArh8CKnMnL5CmMaef/CJmcXJg4Ow2YaJQqM3z4stT3Lr6\nPqHfpuf6Q3PqAO6sbrL2Jz/gw8vX+OorXyXBpO0efs42Wj6tSyEztS4nZ0t0ehFecDA8dptUwFYn\noHtlI8tOOz2Boigjr01VVakULaIoQVWVkVNyqSCrProRhgapUA4Itf0kiaDdi/CChImynF6TPHwe\nO2EkkTwu5BFFuwnChK6XvxSeJJn4GieUU9NUwkiMFRUiRNYu77oTyIRYoxuMFEXbhFHKesPj8qX3\nabc7udr0ei5b63e4+c5/Iory9bOxdofC0nWENZvr/QA9L+TCM59Hcw4XRbuJMTEMjc2NfHEpcZxw\n9fptnnjGRcupC6I4ZWmjh2Pphwrp3YRxNiU37jPlqLVg+0lTQSjGe3iN4lRWjCSPBHJXmkQiuS8c\n5R53pBvjuE2O0IWqjP9TeZQUeeUog3tQ5/mBIGcBJA8fKYwkEolEIpFI+khhJJFIJBKJRNJHCiOJ\nRCKRSCSSPo/d4mvXdbl58+bOor5bt27x4YcfUq1WmZube8ijk0gkEolE8jjz2Amj9957j7/7d/8u\niqKgKAq//du/DcC3vvUt/tk/+2cPeXQSiUQikUgeZx47YfTyyy/z4YcfPuxhSCQjURhvj42iKKiq\ncqjnzX7ybtPe289ep+Nc/YwxJsiOfZR/zX5MQyUV483uF4tFHKdIFObbrg+QxCGOZeAF+a0RPM+j\nUFWGOkHvRwFQNXRdI47z2RwYuo4XhBQNJ/e4DF0d/7tRsmiOPDEh+9vdb+s4aU0neRSQa4wkkvuA\noiiUCiaGnu9PTNcUKkWTuXoBx9JH7sBWyG5UUSxo90KSHAY7aZqy1fbZaPkgMhfjUaiKQhglBFGK\npioY2ug2UZzw7tUNttoBjqXjWId74CgKmDpsbjYoz7/AzNwCpeLh+UmmoVMpFUgwOPbUReZPP0Wh\nWDy0Talc4fSTX2T26W+AXqBSLg6Mr9jTpuAwUZ+i0e6yuX4HUxt9nisFg4XZMl9/9Wt8+eUvMTM9\nObJNtVqhNnOS9y6v0mx1GKVZlH4/0zUbyASSPuK70VQoOQa1ssWdjR5BONwQcnc/hq5SKRiUHAMj\nZ+aaZahUiyZFRx85LgBdVaiWTBzrsXtWl3wKkVehRHKfUBSFgm0QJ/2ctAHVBlVV+gGc2Q1aA45N\nFuj5Ea1u5k598HP7T9b9j0tSQduNsEwV29APZGgJIXD9mBvL7T3hsEkqMnGkcGBsaj/2o9kNdqpe\nSSpIAENTSDnYBmBpvcsbl9Z2KlnbbswFSydO0wPHYxsqPddlZSvLKVM1HXPyPHppFqu5SLuxSRTv\nvYGXSwXiKKbdjwsxrBK1ha9QnDxDa+UDNlZuke6K+DAMg+n5s0yffxVn4iQAKeAnBk5BRxER7c7e\n6BHL1HEKJRKtSKIaKECz2aLZbDE/N0+xXCXYF5rrWBrVksV0zUHvC4iz5y5wcuE07/3kbW7eukW7\n09vTplQqYBdqYE9D3/foo+srGLfWefbCcYqOTbyvIlSwdcqOTsE2dvyItqtzpq4SJyn7i0gFW6dU\nMDLRrSgkqWB506Vga0xW7o53N7qWRdXszjErOgphlA6M+IBMRGXxNmp/PBqGpuKHWR7f/uqWqoBt\n6dSr9pF8nySS+4EURhLJfUbXNIq2ShilhFFCKgSKAoauYZvaQLO9om1QsHSa3YCeGxGnYmiu1TZB\nmBKEIUVHx+zfzIIoYXm9S2OIA/X2zU1TFYQQOzfUVjccGjOyPZ1kaCpJmiIENLsBP3xv+UC21zZu\nEKNrCgVbxwvi7AYeR9xcWhvojqyaJezpZzCLa3itZZqNLUrFbIqp0x0cOGmUjlE/N02xdoX2+lU2\n11eZnj3J1KnPUznxBZR9Jo2KohAmCkKYVCs6cRzSc32qlTKKWSJVrIGVuzvLd1BXV1lYWEC3HJIk\npVbOBJFjHbStNgyDz7/0Jc6ev8C777zNneUVQKFYroAzg6JbB89xnPD2pZvUJ4qcO3kMRc3ChkuO\nQblgDq32hXGKrmZO5VGcYhkaBUenXDR3sst24/oJrt9lsmJRcsws9kNVMHUVa8C1qSgKlpmNJQuF\nzUSY1hf4lnmwAqcoCo6lYxn9INkku2YsQ2OibGHLKpHkEUNekRLJA2D3DSUIEwxdHbnGQ1EUJso2\nlYLJnY3ewCf0QfS8GE+JCaKEpfXe6AZsCyRBECRDxc1+oiTF9UM+uN7g1lp35PvjRBAnMaQxa402\n/og1PoqioBWPUXSmiON36HaaI/tQFBVn6gmM6gLVuTUmz3wF3bBH9uMnGgKTSq1IqpdGOkOnacKN\nG9epVMq88OyTTFZGB6BWqzW+9urXufThR1y/vYFqVUcez2ajx2bjGl967jTT01UsY/RPdpwCaUqp\nYFAtmbmS67faAc1OwOn5CuWCMfJY7lZDsxDiYQJ/N6qqUHQMojjB0DUqRfMRduB+/EiShKXbiw97\nGPedbrfNxsbdqfZ6vY56j6uNUhhJJA8QRVHGfkLWNBVDV0nC/FllqYD1Zr6crp02KXum2vLQdaNc\nomg3cRyNFEW7UVSNUrmSSxhtoxs2p168SMcbJ99No1SZHCuvzvM8pmrOWIuGj80eZ3E9fx8AqpLm\nEkW7qRTziaJtUpFNxY0jVnRNHTgNdxiGrlGWouieIxAk8XjX1eOIYzu8dbWLet2l22nxC689z/T0\n9D3tQwojiUQikUgec3RNZ+H0+Yc9jE8FcrWbRCKRSCQSSR8pjCQSiUQikUj6SGEkkUgkEolE0kcK\nI4lEIpFIJJI+UhhJJH2SJM3lIP1JEELgh/FA757D2sRjjiuMEpZWW2O1iZOUIBrthrwb149Ikvw7\nv4ADho252ozXBUIIeu3GWOcZIIrG3dWj0HPzx5EA6Lo20O/oMFRFHftY8jhO7ydJxNj9HIVkzN2P\nEsmDRO5Kk3zmESIznovjFEYYL34Swihhq+3jhwmmoVItmRRt89A2nh/T6AbEyV2Dx8MQQvD6Ozf5\n07++znqjx+njE/yNl89RLQ3P3xJCsNH02GoHxElK0c5MBPc7aO8mTlLevbzC4nILFYEGxOLwrd5J\nkpBGHmEQUnQM0jTFG+GZJJIILemAbjG3cIFuY53OiG37KjFK2mP5xh0qtTpWdQHVLB3axrYMDE0j\n8HpYtoUfKSjq4VvdJyfrOMUil66vUq8VODFTGxkxUiuZTNVsTs1WWFxu8MOfLB6adWboGl96/hS1\nSmHnulH7AdrDsAyVs8erO7YQrhcRjBAijqlSrzlEiaDrRQccr+81bhBjJOmOE7dE8ighhZHkM4sQ\nYo8bdfZiJmDiJN0T1fFJSFPBVtvH9eOdfsIoZaPh07ViJivWgZtQFCc0OgFeEO+IISH64aRDBNKt\nlSbf/f4HXL65uRMRcenaOisbXZ4+O81Pff7MAc+ZjhuwtuXT7t2teoRRQBAlmfu2vffGJYTg2lKD\nyzc3WW/sdqCOKBVMVEUn3VeIFkKQRgFB4NNxg53Xtb7hXxDGB1y2hUjRky5h0NtpE0VgVaYpVCbZ\nXL1NHO+t1CRJjKX4+F4X1/MB2Fxfoeh2KFan0MsLqNreSo2mguNYBEG8460URDHFgo2mgx8dFHvF\nQpHqxARBBF6QAinuSptOL2RmssjMZPlgG1vHsXWSRGRRKorKqfk6c9MV3r28zMc31ve8XwGee2Ke\nE8cmECikKfhhQhAl2KaOqSsHTO1UBU7PVaiW9zppFxwDOxV03PBAVIiqKhybcLDMu7eCOBH0/BhD\nS3FsfaBj9r0gilPiJMQ0NCzj3j+ISCRHRQojyWeSOEnwg8F5T5CJmSzyILsRjZtEDpkg6LgRnV5I\nNGAqTJBlia1sJhRtnVrFzjK5OgFdPxqYRSb6/6co2T+zz4j4d//5fd69vEKrGxxo02h7/NXbN1m8\n0+SLz57gmXPHCMKYlS2XTjcaODbXj/H8mKJjUCkYmKbOVsvlncsrrGx0B8aFdN0QQ49xLINEqCiq\nRhKHRIFPq3vQbDJJBT0vwrZ0bFOl64UIIdCFRxL2aHQOunaH/Tm1qfkzxGGPjZUlhEgxlACSHlvt\nzoE2vV6PXq9HrdbGqc6iFmb7Ib8WaSro9g6es56bCatyyUEoOmGsoGkaM8eOgWrgD8iwa3Z82l2f\nRttnfqZCpWijawrVkgVCDPw+TcPgi88ucGFhmr986xqtjs/xY1WePjuHruvsbyEE/VgNFcsQ6KqK\nqirM1gvMTDhDr1NVVaiVLaI4peNmArBetSk5g12uhcjMPmM3wuznn90P4SIEBGFCHKdY97lKJZHk\nRQojyWcOL4h3brCjyJ6eI4q2MZY4EkKwuuXi53Cr3g6BdfuBq8MyyvZ+fvbPq7c2+b/+w9ssb4x2\nn15aa7O+9RF31jucmJ0cPY0FdL2IIEq4s97i1kqL3ghX6ChOieKAgm3gey5+EIw8137/uIuOQWdr\nmY7njlxT5foRYDI9t8D64ttstUevp2o2G7TbLSanXeonnqbrHhRE++l0vSy+ojZFdfIYXpjAIWNL\nBaw3enRcn889Mcd0rTzy+xQCKiWHn//pZ9houJimflgXAMRxShyn2IbGi09MUXRGr1kSInOqnixb\nFJ1813OaCvwwIU1Frj6OSpJmQceOJTDHdPiWSO41cvG15DPH7uT1PAgBA9NERxCNucA0yxIbb+Hr\nzeVmLlG0TRgnqIo6UhTtJopTOr1gpCjajetHKKS5BShAz4sQaTzWQvOu6+N5g0NlB5GmKYqm0fPy\nL5iO4gTbKWSiKCd+kPSzxMb5PhUqJXukKNrTT5RgW+NVWRRFGbsC+qBmueR0muRRQAojiUQikUgk\nkj5SGEkkEolEIpH0kZO5EolEIpE85iRJwtLtxYc9jAdKt9tmY6Nw4PV6vX5g1+Y4SGEkkUgkEslj\njkCQxOMalD7eOLbDW1e7qNfvrjPsdlr8wmvPMz09feTPlcJIIpFIJJLHHF3TWTh9/mEP41OBMnMU\n3AAAIABJREFUXGMkkUgkEolE0kcKI8lnDl1Tx9p+rCrKyCiO3QghSJIUXVPG3uU/zriEEExUCkxW\nC7nbFWyDrhcdcMA+DMvQmKw41PY5Kh9G0TFRVW0s7xvHEIg0wc6ZI6apCuVSkVK5hmnka2PbNpZT\nYHKimvucObZBr9vCHsPGxzLgytVrxJGfu42uKSSpwNDzfzfVkolIx9xOrzB2JmD8AHIEt01LJZKH\njZxKk3zmsEwdXVfxg+RQzxwF0HV1rDynNBWEcUIQZj42hp7gh8mhfja7M9C2/zkqF63VDfirn9zh\nw8Um01N1Co5Nu9OjPcDFGbKb7mS1yOz0BI5js970mChbGJpCNGRsuqZgGRqaqnDm+CTz0xU+Wtxg\ndbOLFwwOgnUsHcPQSYSG6ZhoRoRp+HTdgCge7APkmApBr8HNGzcAgWXZlEoV3OBuhMp+io5JFHq0\nmm200nFqTpXI3aLR2Br4fkVRmJk9wfwTL1M79gRCCJzSGt3WBq32YB8oXVOxLQM/iPD8LZrNBvPH\nF7CcMn40eFymphD5LT5850f8JPD4yz9z+NYvfJMTJ08y7DlU1xTiRLDR9Hd0gWWoxIkY6sxesHVm\nJhxOz1VQ1Uy4q6pyaO5a9j6RuX17Eaahjgyz3b4OkxTaboRjapimds9jQnQtc9c+isO8RHKvkcJI\n8plEU1WKjkocZ8Jl/w1I0xRsU89dWRFCECfpnmwzyEJAdU3FjxKiKN3Tz2G5Z0LcrQLs/u9BmPDB\n9S3+/K3bO7lXiqJQKpVwHAen06HdcfcIl8mKw9RkhVp1b4ZXoxOgKTBRsQH2jM2xNExNQ92V0G6Z\nOi9cmKUx43H51gbrDXenja4pOLaJQCPlbkVO0w003aBmWASBR7t7t4JiGSoi9rh99WPS5O54g8An\nCHwqlSqGadPdZcZYsA1IE7Y2Vu+eR0VB6GW0cpFpq4Tfa9Dp3I0GmazXOXbyWWbOfwW1HwyrKAqF\n6jGsYh27sESn1cD17orKUsEiSdO97thCcOf2IrphMn/iNGjWHhNPQwlYvnaJjdVbO695nsfv/9//\nljOnT/GNb1ykWqvvGnc2jkYnOCCcgyhFV8E0VMJd8SOGrjJZsTl3vLITErtNmmZBwwrKHkGpKlln\n+0VTlhMYULB0jH2ZgIOuPQAvzP5eio5+T+I7NFXBNDVMGQUieYSQwkjymUbXNYqaShAlRFECSlYl\nMfTDk+K32X4C94J46NO9oig4po5lCDw/3skmE4JDpw52V4+iOOXOepc//qvFodUaTdOYqNUoFBza\nrS5BFDFZKzFTnxj6JJ4I2Gj5FCydoqNnN6p+lWjY8U9UHb5UOcGtlSaLKy2iKEXVdBIxvI2qm9ia\ngWmYeJ5HEvs0Vm/QbTeGHn+73QLaTExOIlBRFWi3tojjwcevKCpYdUytzJS9SeD3qM+eZv6pr2M5\npcHnTNepTJ3CLtfpbi3j9bqoqkrXHT4FFkchN69/TK02QW1qFiGgtXGbjy7/hGFf6PUbi/zv/8f/\nydd+6hVeeuklHKeAF8T0/MHHAhCnQJpi6pnQLNgGp2ZLTFadoW2EyHYnbVeHlG1BdEj50Q1ilDCm\n5BhoqjpUrO/0AXS9GFVNKNlHyxFUFDB1Des+ZbBJJJ8EKYwkn3kUJasOWcbdakJe/DDe80R/GKqS\npcl3vZAozr+YQgj4/16/wZVbo/PAACzTYmrKZKJsInIuI3SDGD9KODNbzrXMQ1EUFuYmsG2Td69u\nkaKMXOeiKAqa6RBtLbG0eCXXuEDQ2NqkUirQ7OaL/lB1E/Q5vvDKy6j2ZK42plViYvY88c33aQ0I\nrx1Es9mgsbVB6m3S6+WLZfnLH7zOraUVvvGz38z1fsjCXM8fr3BytjzWlK6icOjU2m6EgI4bUSma\n5F0Zl/Yz/qpFE1UdT9wUt0WYRPIIIq9MiaSPogyveNzrfsYlyim+dvdhHCGMc9wbXLaQfbw2RznF\nR2lj2sMrK4P7UFCPssYlzZ+hBgyteB2GdqTz/OhWYh7lsUkkUhhJJBKJRCKR9JHCSCKRSCQSiaSP\nFEYSiUQikUgkfaQwkkgkEolEIukjhZFEIpFIJBJJH7ldXyIh8yPywwRFySIw8noYHeZoPYgoTuj0\nQjRVQc9paueHMeeOV9lseXS9fDuaDE2h50ZouprLpVgIgevFXLndZGG2gpZjd1qSpFx6/z3a7ZBy\nfSHXOUviiNbGHQxNECX5diapqoZqV3FiBc/Lt5Ve0xRuXfuQqfkLGPZgD6P9FCyN+eOn6XQv5d45\ndmz+JEo6x5UP/hqRZ3eaolCozXFnrcXcdCXXOdM0hZl64YDZ4yjEODk2gG1qTNccmt2DhpPDMLTR\nNg0H2owReSLJT5IkLN1efNjDeOh0u23S9MQn+gwpjCSfecIoIYiSHc+XOE6xTW2ocBFC9A0h06GR\nFYPaNDo+rh8TJwJVAT1JsUx9qHBJUkGz4+MFMdWyxd98eYHljR5vXFobaiYJ4JgacSJwgxhH0TH6\nW9CH3YSjOKHrRXTdiCQVtHoh81NFpmvO0DbXr9/grXfe5fadVVRVYbK1zsSxs1ilwb5BQgjaq1fZ\nWrnK1tYWpqFjOw5hoh7qtTQ1M4duFnGDmNLkLOU0ZH1lCSGGC4Ry0SZJUzbXVwm9DtXJWSoz51C1\nwd+nosB03zQxMid4+ctfYX1thcuXh3stFYslTp45D6pFksLLM/Ms3bjE7WuXhh/L7ElmTz1DJEyu\nL23R6vocn65QKQ+3FXjyVI1zx2tYZjZ2y0jpecOjUqDvdA2kffd0pf/vQ9+vKpycKVEumGiaSsHW\ncf2YzbY/1OhRUaDk6OhDzumwfpx+7Ifcrn/vEQiSOHrYw3jopPfgHChi3MeKx5yLFy8C8P3vf/8h\nj0TysEmSFD+Mhz4dZ1lZ2h4jumERIofRdUPabjjwaV9TFQxdxdxVpRJC0HFDul40sE0YJVy+2eDj\nfYaPdv/m6YcHKxfFvkPx7htSkgo8P6LrRQfa6LpCvWJzarZMyTF3Xm82W/zwv/2Im7eX8YNwT5uC\nbVGdnKI8cwHTsnde9zsbrN98j62N1QPZdMWCg26YeNFeD6lypUaxMokbHDz+gq0T+h221lf3vu5Y\naKpKp+cdaDMxUaM2fZJCbX5PP5MVC1PXCKKD50xJQ65fv8ra2vrOa6qqceb8k9iFCuE+k05NhcRv\n8/G7r9Np3c1sM22Hc898Gc2qHMils02NerXA8WNVLPNubtlUzeZzF6YoFwcH98ZJSs87eAMYlpem\nKplj9f5f+5kJh3rNGRjJEScJrW5Ix93bT8HSMY3xxE3ByvIJpSC6P1y8eJGeG/Cb/+I7D3soD51m\nY5OLX1pgenr6yJ8hK0aSzxxCCPwgi+Y47LEgu/mkGLqGaYwOnd1PGCU0OgF+EA91k05SQdIPmTX7\nwaGtbjBQ3GxjGhrPnpvi1FyFNz5YpevH6KqCd0ibnh9j6FlQZ5oKojil58d0B9xcAeJYsLrl0XEj\npms2x6cKvPnWW1y9eoNGqzOwjesHuHeWcLttqvU5nMocm0s/obm+TM89KFaA/uselXIRVIMYk6mZ\n4yRCww0GH4/rx4DD7ImzdJobhH4P2zJwvWCoYG00mnQ6HSYmV5k4do76VJ2Cbe5UCwchVJPzF57m\n+ImTvP/ee8wcm6NaP0YYKwdEEWRBq5gVnvvy36LTWOHSW3/FqQvPU5qcI4ggHSDA/TBhab1Duxcw\nPVni1GyNLz83y1TNOdRsU9dUqiULP4wJwiSLAEnFUKfr7Ze3hVPR1jk+U8I2hwck65rGZMWm5Bhs\ntnxQBI6po47hWG3pGqapjtVGInnYSGEk+cyRTWflEzhCZAInHHLzHN5OsNZwc6/ViJOUMIrpujFJ\nziJuqWBy5niVdy5v4MWjjyeKU6I4JU5Sum6UK/rD9WMWV7r8+Eevs7K8lGtcrXaHVruDobxPt5sv\nKqPd6aFrGjOnXyDTaqPPtxukmE6VOPLo9IZnm20Txwnra2vYTglzbibXdxqnYFglnnnhJVw/Jcyx\n9CiMwSrP8vxXfhYvTAlyVPY7bkjH3eKXLj7BzGRhdIM+tqkT7ZoGHkWaCkxd5cx8NVfGmaIoWKZO\nvWrhh+O5r1umlnu9nkTyKDG2jP+zP/uzsRf1SSSPFg/o+h2zGyHILYq2SYUYa1oPsum7cc/AUR74\nx11kGyfJ2IGkYZyQjFHFAzB0jXS8Jhi6PvY5s6zB02CH9nOkQNYxhYeijB39cpQNzAoy+kPyeDL2\n1f5rv/Zr/MzP/Az//J//c65fv34/xjSSf/Nv/g2vvfYaL7zwAn/7b/9tfvKTnzyUcUgkEolEIvl0\nMbYw+sEPfsDf//t/nzfeeIOf+7mf49vf/jZ/8Ad/kLtk/kn54z/+Y37rt36LX/u1X+OP/uiPeOqp\np/iVX/kVtra2RjeWSCQSiUQiOYSxhVGpVOLb3/42v//7v8/3vvc9fvqnf5rvfOc7fO1rX+Mf/+N/\nzA9/+MP7Mc4d/tW/+ld8+9vf5lvf+hbnzp3jn/7Tf4pt2/zhH/7hfe1XIpFIJBLJp59PtFVgfn6e\nJ598kqeeegqAH//4x/zqr/4q3/zmN/nwww/vyQB3E0UR77//Pq+88srOa4qi8NWvfpW33377nvcn\nkUgkEonks8WRhNGbb77Jb/zGb/C1r32Nf/JP/glCCP7lv/yX/Omf/il/8Rd/wblz5/hH/+gf3eux\n0mg0SJKEqampPa/X63U2NjbueX8SiUQikUg+W4y9Xf8b3/gGt2/f5plnnuEf/sN/yDe/+U3K5fLO\nfy8Wi/zcz/0cP/jBD+7pQCWffoQQD2QXy4PaVHmUbpQx2x3lbCXJeNYDANGYdgVZm/EdaI/y3Yx7\nDsbdxXf0NmNufSNzL77/CETfFXucNuMi96NJHlfGFkavvfYav/iLv8iTTz459D2vvPIK3/ve9z7R\nwAYxMTGBpmkHqkObm5sHqkiSx4skSQmipO8ErR1hO/FohBAkSXqkm9x4/WSeQZahEfZ9g0ahKJmX\nkapk08NxjjHGcUqUpFSKBlGc4g0xRNzpA0jCLh+/9yZTs6cpThwb6cuja5BGPn4kqFbKeL5PGB4u\neGxTJwk7rN2+TP3YAlGijDwH1UqZ4ydPM3PiNKvrG2xstQ8fGOCYCt3eFmnUpVioDHSC3k+lXKSx\ntUFtcpXJqWPEOfSepqSsbm7hFApoujEyr0zXFGoli3KhxEazy2bTG+mZ5Fg689Nlltd7lBwL2xr9\n06z0/880NaIo33WmadlW/WYnoFIy0XPYAyRpvs/e04+q3M0mkUgeM8YWRr/+678+8j2VSuVIgxmF\nYRg8++yzvP766zvRHkIIXn/9df7O3/k796VPyf0lc2FOdpyeIyCIEgrWwQiLT8K28IpyGCF+Eraj\nGlIBhqGh6yphv99BgkwB4jSl40Z3qyVC7HgNDTPuW294vH99izQVKIqKrkKpoBKEg49RJWLpxmXe\nf+evAcGdW9eoTk5z/tkvo1llBt33DDVhY2WJtdXl/is6pl3EtiI6nd6BGoKqKphqwuriO3QaWVxH\nr73B9OwpirVjA4WLZRnMzh3nqee/RKmS5axNTE6ysrLC+sYmrc5Bx2zLVEn8DlfffZs06X+mssbM\n3ElUzcb1wwNtigUb3bCy6JFU4cMPP8I0r/Psc8/hOCUGXRaGrtBsdbm1vAlAo+1iWwbT9UkSwcBz\nVitZTFYtKgUTRVGolR2mqi7LGx02mu6B96sKzNZLPHtuhtmpMnEKl240mJ10mJ4sDBUuitKvrgkw\ndQ1D619nSUoywFRUVUDvR89oqkrbDel4IVMVG9s2BoYGp0IQR8mhjuqDxmXqGpYpjR0ljy+PnfP1\n3/t7f49f//Vf57nnnuP555/nX//rf43v+/ziL/7iwx6aZAy2qzduEB+YPhEii7DQNQXb1FFV5cg/\nsvuF1/0iTVO8MCaM9h7MtnOwrqU7N67dx9t2w4Hu2NsiStOUPTe6rhvy3pVN3H3Ho/ZvoI6lYOpZ\n3AeArkJz4w5v/PC/Ekd7BUNra50f/8V/4NT555g99SSxyDLRTB167S2uXL9ywMw1ShSEMKhUq6Rx\nuJNLVrBUOltL3Fw8GKK6vrLIxuot5k89hW6VcP1MzMzOHuPsk88zd+Lc3mNRVebn56nX6ywtLbHZ\naOH5EZqqoCshq9c+pNve3NuJEKzduYlp2UxOzxMmCnGcYJk6tu3gxQpxrO6ZPgrDkLfefJPp6WnO\nnj2HULPjN3QV3/f5+Noa6b7pMD+IuHVnlYlaiXKpRND/vku2Qa1sUa/aB6qdtUqBatlhZaPNWqNH\nuxsAUK/anD0xyROnpg4ECa9seaw1PE7PV6gUzZ3rf1sQ7f+b2bnOkuw6i5N0JwbE0FVMXT0QiiwE\nrLd89G7IVM3ecane/tv0gvjQ8Nn96JqKYw8PRZZIHhceO2H08z//8zQaDX7nd36HjY0Nnn76aX7v\n936PycnBqd6SR484SQkOCW+9+z5B14uwTA1THy9vSQhB3P9xv59ritI0i9kYluu1jaapOJqKHid4\nQdz/32ixliQCVc2iOW4stbmzebDqsBtFUdA0lUrRZGN9jbfefp3NfWGr+1m88h63rl3iqRe/ilWs\n8fFHl4mig1WX3X34sUKaGhQcgd9Z4/KHbyPS4fNyQqQs3fgAyy5y4vyLnDr7NOee/gLaIenslmVx\n9uxZptttLl++THNtkcXbwxPvAcLAZ+X2Naq1KQqVOqpu4yfqoetp1tfXWV9f58L581Qmplhabo6M\nGGk0uzSaXWaPTTJZKXFssoBlDv85VRSFuekq9VqJpdUmBVvnc0/NYRnD26QCri21MQ2V8yeq2KY+\n8lrevs6iOKsc6qqCMSKWI05SVjZdSo5OtWgRJgnxgCy4oX2qCrapHRBekgdLkiQs3V582MN46KRJ\nDCx8os947IQRwC//8i/zy7/8yw97GJIj4gfxWOt8gjDBHDNeQojtsNH7SxAm+CPWnOzG0DXavTCX\nKNomTeHKrRZrjcFBrPvZvgl++PZfsrmeb7dmmiZcevsHTB8/TxTlO2+qquF2O9z++I1c7wcI/B5n\nTp/l/HNfyt2mXKmghhusjBBFu2k1N5g8dpJ+cSYXl69cYe5kSs/P/31ubrb4wpPzuSsrpqHxzNkZ\njtWLufsIo5SOGx4qvPaTBR9rYz0UdL0YtS+sx8GxdTQZEvvQEQiSePwND58met02P/u1p6nX65/o\ncx5LYSSRSCQSieQuuqazcPr8wx7GQ6XZyDZijTO7MAgp8yUSiUQikUj6SGEkkUgkEolE0kcKI4lE\nIpFIJJI+UhhJJBKJRCKR9JHCSCKRSCQSiaSPFEaSB07B1rHM8TxPel5EECYHDAeHoShQcgY7+t4L\nhBB03JBGJ8DzI5KckQmOqXFqtszp2XKuxIQ4SXnj0iofLTZw/SjX8Sdptr379POvcur8s7nGZVpF\nTj/9MuX6cQrFUq42hVKJ88/9FK/89/8rlfp8rjYzxy+w2vD56NJ7+P7hXkGQnedbNy7TcSNm5hZy\nBXwpqsbzL1/kxIXPs3D6HHlSu0zD4OLPfIWvfO4CT5yayXMomIbGuYVjrDU8glHZKn1UJfMn2mh6\nBDltEepVi2rJGivbrFo0ma8XmarZudtNVmwqJWusv82CpaPIVDTJpwy5XV/ywFFVFctQMDQVP4hz\n5YKlAvwwJkr6ZnKHGAPCttGhQtEx7rnRYxglNDoBfhDvxGIkqcgchoeY6WmqQtG56/cyUdEoFQzW\nGx6rA/yJhBBcvd3i0mKD9e3/3stueEVHxxxgDCiEwA8Ten5E140Ai2OnX2Bq7gyX3/sh7cZBTyNF\nUTlx7gWsUh0/EhBDoXqMUmWCjdU7pOlBvyVV1Ti+cAbNcAiiFM2Z5ov/3f9Me/Uqb/35H5LEB82D\n7EKV089+FfQSbphy8/Yy7XabY7OznDh5euD22sbGGtevXmJlda0fjaIyd/I8fq9FY3PtwPsBTl14\nnoULXyBRHRLAKk3xzAs11u7cZGNj/eDxA1/43DOcPb2Aombn9NypGY7P1njno9tsDYjxUBSFMyem\nKRYdojgzIQ2jhIJjULR1jCFGh5ahkogs8iaIkqyNbVAumgMFvGmonJmvULANgLvBr2J4pKtlqtQr\nDoaexekYhoZt6rR7Ie3eYNPOkqNTLVk749bU/t/mISaslqFhGuOZrkokjwuKyPsI/ilhO2Pt+9//\n/kMeiQQOjwY5DENXcSw9d1TIvYgGSVNBo+Pj+sMNKnVNxTTUnZuMokDJ1g91BfaCmFurnZ0Yj82W\nx5sfrbO80Rt4YzJ1lWLBoGjd/dwwSuh5Ee1eOPCmaerQbazywVt/sWMCNz1/lur0An48+ObmWBpx\n0GNzfWXntdm5EzilWiaiBmAQcOfKG3z0Vvb3pagaZ5/9KZzKMbxwcFVtZmqCEycXqE9llRrP87j2\n8busrqzgegerSpqqYpkKrY0VPK8HQKU2zTNffA2zMDE490xTiEOXG9c+Igwy4bZwYo7Pv/AMlu0M\nHJeqQqPV4433bhL102Znp6pMTVYH9gFZBaXg6BRsYycaw9RVUBgaPutYOiXHoGBn17OqwKm5CtWS\nOfT63slK2xmrwlTVxrYGR3IIIQjjhK2WT9Afh66pe6JABrXZ/7epqQqO9clieiT3nosXL9JzA37z\nX3znYQ/lodJsbHLxSwtMT09/os+RwkjySJCmgiCMCMeIIlCVbDojryOwEII0FXhBNDAA9DDavZCO\nG+YKoVXIhNtkxcIy84m3VAgabZ8/+C+XubXaoeuNnmYp2Dq2oSGAnh+NTH0HMJSY1TvXUDSbVLVH\nxrIAFCyFKPAoVycIhoio3agKiKDBrStvUazO4Eejj98ydabrk2garK8u02i2R7ZxLANEzNypp6lN\nnyRMckyZ6RC4Lc6dqDMxMZHLsVohZXG5gUBFVbVc1065YFAtmhQcI9f3AtnU7/mTVU7OlNFzOr0r\nClQLZlZ1yuFYnaYCP4wRQvQFTo42/TBZRVXQ72Gws+TeIYVRxr0SRnIqTfJIkD2BqsAYURmCsX6k\nt6fXsjUR4z0P9Lx8ooj+J4dximnkr2ipikIQJnx0s9mfNhqN68ckSbpTAchDJHTKk8fZanYhhygC\ncAPB1OQ0XpCvn1QA5gT1+fM0m51cbYIw5vbyGlrqDawSDcILIiy7SGlqgbyFwDCG43NzVGvF3DEe\nApVapcxW288tqDtuRL3q5BZFAF0vYmaikFsUQVY1yiuKIPs7K9gGQoixrs1ReWsSyacJOUEseXR4\nUL+7j/Dv+4MY2lHSz4/WZvyflwdy7z1CH0dZw3+UY3lQ2mNckSNFkeSzhKwYSSQSiUTymJMkCUu3\nFx/2MB4oxUJxz9NEt9O6J58rhZFEIpFIJI85ArGzseKzQK/b5qvPzTA1NbXn9Xq9/ok/WwojiUQi\nkUgec3RNZ+H0+Yc9jAdGs7HJ1NTUJ15oPQi5xkgikUgkEomkjxRGEolEIpFIJH2kMJI8MqhH2Poz\nrg2XEOJIDthH2ZUTjWmWpKqZq/c4aJqKY43XJk5STCP/n76qQKfdIueOcAB0DXzPHWsDmGPpJMl4\nBpxFx8wMFMdAURRMY7xzlvadzfOiKpAk6Vi72TQ1s2wYlzzO8RKJJD9yjZHkkcHUNVRHwQ9jkhEe\nO4rCTgRHXtI0JQzToa7Vh3FsskCzG9DzopGmiHGSsrblsrjc4ekzE9Sr9k4UyOBxCW6tdvjuf72C\npipUigZBmBzqT1SwdKZqNqdmKwRhzOJqh82Wf+jYLF3BdTusLi9h2SaFQhkvTA4ViqYSsHz1r7n8\n5n/mic//DU4/93UStXjo8eupy81L/42l6+9z/MwzFGtzuId4IGmqgqVDc2MJ3+sxMVlHUXV63uAI\nCwDbMjk+P8vzL3weyymy0fJodoJDz1nR0Tk7X+GnP3ecJEm5ttSm0QkOvR40VaHZDbi23MY2NSpF\nc6Q3UaVoMlsvMDtZwA8Tul6E6x9u2Fm0dUoFkxvLHeIkZXLENQPZdeP6ER8vBhyfKVEtWSPbSCSS\n0Ujna8kjhxCCMEoJ42Sg2aGuqdimltvULhWCOM7y0j4pcZzQ6AZ4QUy67/4ohKDZCWh09t7Qi7bO\n02cmKReMPZUnIQRb7YA/eeMW717dPPBZSZrlcO3+C9U1hcmKzanZMuWCuef9602POxs9ttp7s8oM\nTSFJAm4v3iRO9p6DcqWMYdg7cSTbWLqgvXaFn/z5v92TfaZqBi+99j8ydeJZwnSvKDW1hK07H/Ph\nm3+CEOmeNgsXvoBuVw5EshRtDa/bpLm1N8dM03WqtUmiOCWM7rZRFJg7NsNTTz/D8RMn97RxvZD1\nlk+zE+wxb9Q1hRPTJb76whxzU3dFnRCCtS2X22s9WvtyxDQ1E+gf32wS7jP2nChbWIZ6QIQ5lk69\nmonV3dWlVAi6bkjPiwmivcdvmxpFR6fk7I3/0DSFM3MVykWTQQRhfOBcmobKwrEyBduQvkOfMT6L\nztf3yuV6EFIYSR5ZhBD4QUyUpAjRryyY2tCQzkHtkyTFCxLSe3yZe0FMqxvs3JxcP2Z1yz20+jI/\nVeD0fAXb1HH9iLcvb/Cffrg41IF5+08zilN6fsxE2WJ+ushMzRl640v61ae1hkfPi9DVhPW1Vdrt\nwyI2FGoTNQQacZIQ99b54PXv0t5cGtqiVJ3hpYv/E3btOIoCfmuFd3/4/xIFB0NXd9pUppg99QyR\nMDANnTT2WF+5xWEnrVQsYRWKdN2Q+kSVM2fO8OTTzw6NshBC0OwGNNoBrV7IzITDixemeP5c/dBz\ntninzVrT26ns3OxX4IahAFM1G1VRSFLBZMVmYZ9Y3U8UJXS8kJ4fo6JQsHVKBePQ67nk6JycLWP3\nY2/iJKXnHb4le6JscmyyODTQWPLpQwqje4sURpJHniRJ++ti8v/Qp9uiKmeMx1EQQnAFvaONAAAg\nAElEQVRjuc3t1V7u9USKklWQ/vTHtw9UaYaRCsFkxWJhppy7Sub5EX/+xscsLy/nej+AqqRsXH+D\nxUs/yN3m1NOvoOg2WyvXc7c5tvAscRwThcHoN/d57sUv8OLnXsJxBge+7idOUgqWxpefm80tpL0g\n4j/+8CbXlkbntG3jWCovXphmdrKY+9r0/BBUBcc0cvdzaraEoWu5Bb4CXDhZw7Hz9yF5fJHC6N4i\n1xhJHnk0Tc0tCHYQ3FdRBNki3iQRYy2yFgLeubyRWxRBFsdxarYyViyHYxskQTf3+wEC32fz9rtj\ntVldfA+zOJ6hWuw1icR4N+xzZ07lFkWQTbe+9PRMblEEWShtd0Q1Zj9xAnP10lhtHHt4VWkYrh9T\nLo6RoUaW15f/jEkkkm3kSj2JRCKRSCSSPlIYSSQSiUQikfSRwkgikUgkEomkjxRGEolEIpFIJH3k\n4muJRCKRSB5zkiRh6fbiwx7GAyNNYmDhvny2FEafUuIkRYHxd3M9gmz7Eelj7DBK9rsv5iCMkr6j\ndv5+NE1BVZWBRpSDEEKgqSoK2c6hvERRMpZdQRTF+EH+7fAAmqZTnpin28m/Xd10SuiGTRwN9/zZ\nT3limnbbJY6HO1vvp92LqKfpUP+i/QghWN5wOTNfyX3OkiTFGPPvpWDrOJaGF+SP8ig6OmnKWIaj\njqWiKgz1vBqENmbEjhACL4xxTF36Hz2GCARJPN6uyseVXrfNz37taer18XbE5kUKo08ZQgi8ICb+\n/9l71xjJsoPO838e9x3viMyszMqsV1e33e1qt9vdjXs8GFiaWQErVosFEnwASy1ARrKEtAJ/4sMI\nIfwFj4QxCNafQIPEh93VSGisBa1HzDCwiDG47cbud1fXI6sqKx/xjvs85+yHGxGVmfG6N7sys7L6\n/CRbXRlx4jziRpx/nHPu/59IYBibYZ/RL7qxA3acGjRyJhc6XiulEEQCcZJ9opJSYa8bwA8SEJJO\ndpWiPff2eCEk/EigUrRRdE1st3zc3ZltbpiWEUiEQr1soVJs4M5OD/eb8wVFyeVoVD0EkYACgcnJ\nXHGglMLb717HG+9cR7vVg21bCBIKQuZP+Gtra/AKZVz9+Cewt/k2/vt//j/mmjVSxvHU8/8ObmUN\nlFL43fu49d7rgJotSG23iB/5n38e5aUNKBnj9vW38YPvfXtuu2yviLXLz+L6PR8t/wY21mpYrpXn\nlomiBL0gxu3XenjrZhPPP7WEc/XZMSZKKdzb6WNzZ4BzdRfVooV3b7UQzIn+oAT4yX9zEZ96cgmW\nydAbxLh+pzM/XoQRfHrYFgmFu9t9vPbOzlxRbXKKZ67UUClYUFDo9SM0e/MFpW0ybCwX4djZv94H\nQYxWL0QUS1gGQ6VowbH09HCW4IzjwqWrp92ME6HV3EWj0cj8Qykv2uDxMUEphTAWiGMx8auSUgLL\nYLmDM0+TJBEIIjEx0RACGIzCtibFXhQLhPH0GJFpKKXQ7Ufo+vGE55HJKYqeiYIzGePhhwniRE2Y\n7YVRgttbPXQGB3+1KaWQCIkokalgHUIJEMYC795uIYgO1s8pwfnlAjijB8bA4BQmp+CMToTubu/u\n4p9fewN37u0cEIaea4EzE35CJsasUqmgsbSMSBz8gmHSx403/h7//F//zwln6gtPvYTGxicQJAfL\nOCbQ3HofO3c/OPB3Qhk+8yP/CzaeeBYCD/yLCIAk6uKN1/4J9+7emiiz8eRzMN3agbExOcNSrYDL\nG0souPaBMnEi0A8SDPz4QIyHbTGsNwp46ZnlCcPDTj/C9TsdtLoB9ttRMUrQ6Yd453Z7wpj7k1fr\neOXFDVRLB+sXUmK3FWBzu4/DPLVRxpXzlQmxMvBjvHOrhffvHFylIyQ1aDxXc8EPhdfGicBuJ0Bw\naJWKUoKN5QKKrpl5pThOBJqdEH6UHOgnJYBtcdSKVq6VWs3p8FEzeDxOc0dAC6PHglki4jCcEdgm\nf6S316RS8IMEyQLTREoJLM5gGBRSKgRRsjDcdT9BmKC1L9JjGgTppFot2jANNgx2XTzOvUE62caJ\nhJQKcTI/EJaSdBJ+bzOdhFcbHlybz+2PbVIYnIJRijCK8e1/eR03N7fQ7fszyxQLDkA4woTAtEys\nr2+AMgvxjHoIgMTfxnf/7v/CrXe+g3JjHZc+8cOQ1Js5BpxTMBlg8/r3EPQ7ePLpF/CJF38M1CzO\nbBenQKd1H9/+h/+CKAxwbuNJFOvr8OPZK3ZFz8RKvYRL60tglGIQxKkommOcWSmYeGK9jGefaEBI\nhfc2W9htBwij2e8NIcDWbrqaVC2Y+LkffxLnVwpzVxOjWGDzfg+tXoRaycJzTy2h7JkzV21HGXvf\nees+2v0Y52ouLp8vzV2xUQoIogQ7LR9CKixVHTQqDswccTnNboB+MD+wmTMCzzFQKVhnctX5o4IW\nRg8XLYzOOH6QIMqxbUQAeI7xSIqjJBEYhMncvLHDUJKe1clTptkJ0PWjiRDYWTBKUJiTgTUNIQT+\n+c3thanq+5FSoTuIcp0jabdb+PZ3vofdvWzngjhnaCyvorGyjjDOVhGnCpvvvYYwTuaKiP04FsfF\nS5dQbawhqzE4Iwneu34bkaCZx6BednFhfSXXGZ9zdRf10mRw7iwoAdaWPDz35FKuVVfHYmiUncyf\ntUQI7LYDWHmib6SEYxmwzOxlhJS4tzvI5QzvWRyN6uyMPs3pooXRw+XRmx01uZBzznRMQwGpOnoE\nSaTKJXCA9DBq3jKxkJlFEYCFK0TToJTmDq5VSuU6kA0AzWYrsygCUvHpecXMoggAEkngFiqZRRGQ\nHiyu1pYyiyIAEIqDm3YuYdgdRBOJ9YuIYpErkkUqYK3h5d6KLnnZt7QAgDMG1zZyiQ9KKUyD5iqT\nrmLm+96gdHIbVqN5XNHCSKPRaDQajWaIFkYajUaj0Wg0Q7Qw0mg0Go1GoxmihZFGo9FoNBrNkDPl\n4PUnf/In+Nu//Vu8+eabME0T//RP/3TaTdJoNBqNRvMYcaZWjJIkwU/91E/hF3/xF0+7KRqNRqPR\naB5DzpQw+tKXvoQvfOELeOqpp067KY8MnFHkuYuWEpL79va8KKWQJAJJIpDVJit9Xr6GEQCMYsIB\neh5SSiilkCdGilKCKM5+ezeQ9qfgGDB4to8YATAIIvh+mLltlAKuV0K1Us48Bq5tot3cgUGz3+Ju\ncQIBiqJnL37ykKLnoNlsIc8d7hQJpBCwzWyFOKeoFG3YBgNn2fpvGRQlz0K1aGV2rbBNhp4fI8/1\nSUgas7HIqPQwuT/POfPQAIBRmivuY5Trd9yWd1KqNP7nCDmHGs3D5ExtpWkmsUwOw2AL3aLnRWk8\nTISQaTTJ0CfF4BSWMTvfTCkFKdOYjTx+QZwRWCYHZ3SYj5YgTuRM0TfKUNtu+ePIkNGcMqtaQtJJ\nIW1f6i5ecIyF+TxRnMAPBTZWiqgWI2zt+ej2o5nTapwkeOP9LXz/3XsAgEvna3jy4goYmy0QhBB4\n6/oO7jcHsMrnsWQX4Pdb6HQn4yiANBjXsjh8P8RgZxu7uzu4ePkqvFIN0QzNZ3ACEQV4772bkEJA\nKQPlEkcURfCD6XldnmOBGQaCmOL6zTu4s7WDp65ehmk5M528DQbs7u3h+gdpLIhpmvAKRYSxnOmD\nVCs5aNTLqJQKIISAcwUhJfr+9M4QACs1F5+8Wsf6ShFKKWze7+Hu7gDdwfTgTUaBasnG5dUSip6J\ndi+Ca6Wft3kQknprdQcJ+n4P9bIDx+KZRIxjcZicIojE4s8zZ7BzGDuOoJRgpeai70do96ID8SmH\nMQ2KcsGCdyhK5WEyiszx95m7OhaHwfP5M2k0DwstjB4DKElt+2dFg5xEFMgo+uJwxEacSMRJGv5q\ncHZgcpBSIoplLoO+Ue7b/i9NQggcy4DJ5dQJJUoE9tr+RB7ZaJgoJRP5aqO/7f9rOtnFMDmBbU0a\n8Qkh0ffjA2UKrgnPMbDb9rHbDg85YStsbrXw99+5fuA9+2BzDzfuNPGpj6/j3FL5gNgjBLi308Hb\nN3b3/Y2A2BU4RhGmvYtBr4OBH44fL3o24kSg13/wN6UUPnj/HRiGictXPwZueuNoEAKAU4H7d++i\n2+3tq4ciSABKLRQLHL4fjMfaNBhs20aYECQJG696hGGE17//FpaWalhfW4PEA1HBGUHg9/Gvb78P\nIR5cA1EUIdrbRaFQgG3b6AcPHiu4FuqVApYaFbB9ApUQAkYpSp6JOBEHnLArBQtX10u4drUxjvIg\nhGB9pYhzdQ/v3WljtxUcuHZLBRPrDQ8rdffA+zwIE5AomSqQR4Jo//slFbDd8mFyino5jZZZNNkz\nRuE5FFEiEE39PFPYFjvQ/6PgOSZc20CrG6IXxAeiQTgl8NzjjQKZ96PIDxOEEYFjpT+qtEBajBAC\nm7dvnHYzPjSe62HRsmmv2z7WNpy6MPrqV7+Kb3zjGzMfJ4Tgm9/8Ji5fvnyCrTqbcM7gMToMk5UA\nwbGHxyqlIIRcGOURDHPGHIuDUTouk5X0FzKFbc5e8do/oYRRGqjbHURoLUgjl3Lf1hpJBdG8INoo\nUYiSB6sHUioMgnjmihchBI2Ki2rRxt3dPvbaIfbaffzdv7yHbn9625RS+M4bt2C/dxcvXruIoueg\nNwjwvXe2Zq4kUMZAvWWUzCKs/i7C0AclBN1+MLMvcRzh7TdeR63ewMraBVBqoNtpYmtra2YZCYpQ\nEDiuByVjEBAowhEKOtNVfXt7D9vbe7hyeQPVShUiSfDeB7fQandn1tPr9YBeD5VKFYRxlAouVhpV\n2Pb0eJbRdcEoRdFNM/TWljy89MwKbHP6Vx3nFB+7UEWnHuGDOx0MwgRLFRuX1spgM1Z4RgLZYASO\nbaRif4EDe5RI3N0doOgaKA8dsRdN9iZnMBhFGAlEiQAlBLbJHmqoKyEE1ZKNomtgrxsijAQsk6Fe\ntj+08JqFUgpKqYU/iqRS6AdJuupsMlCi3bfnoaAgkumrn2eFfq+Dz15bRqPRWPjcer1+bO04dWH0\n6quv4vOf//zc52xsbJxQa84+hKSrQ5ahxv8+TtKk+WxnApRCruyw/Xg2n7u1tB+TM0Ap3LzXyRws\nO9Y0Oc5RjFYPshZhjGJ9uYj/77sf4H/862amMkGU4L//y3tYXa6g08/2pUcMB1b5PMTejZlba4fZ\n293B3u4uKtUa/AyClRCCSBAQYkLK7NfZ+9dvwXPvoz8IFz95SKvVxKc/+TEUiuVMzx+tjP74i2uo\nl51MZUqeiWev1iEVZgqiw8RCIelHKBWsTM8HUkEVxRKrDS/T8wkhsC0Oa3ju6rg+z5wzLFddCKky\n9//D0BvEmU9sjcKY8+YVftTgjOPCpaun3YwPRau5i0ajcWwZaFk5dWFUrVZRrVZPuxmPHY/bL6u8\n/SEncMj8qKgjZK/NW8GaBjnir+u8Y5bWk6/MUQ7XZhXF+7FyrpQSQmCwyW3VR4GT+jyfhCjSaB51\nTl0Y5eHu3btot9vY3NyEEAJvvvkmAODChQtwXfeUW6fRaDQajeasc6aE0de+9jX8p//0n8b//tmf\n/VkAwJ//+Z/jpZdeOq1maTQajUajeUw4U8LoK1/5Cr7yla+cdjM0Go1Go9E8ppwpg0eNRqPRaDSa\n40QLI41Go9FoNJohWhhpPhSmQXPdyUIpSV2Ac9z8EkYCO+0AIke8AqMEq0terjumCBb6ik0837E4\nLCP7x0gIieefWceTF7N7cDSqHq6sN1BwsrsPV4oO1jcug/PsZS5fuoS18+cXOnsfqKdSR7Vay/x8\nxhiuXrmISxur2esoOXj+46tYqmaPJDE5xbu32+gN5ntY7WcQRLi/N0CSZDccLRVMuFa+u98MRuAH\nca64nEEQI4yyR+w86th5x8ygj03fNY8+Z+qMkebRgzMGz6ETlv6HIQAcmw+zoAg4p0gOORQfJhGp\nk/XIJymK+pndeCmlqJccFB0T280BdtqzTQ7T5w9v01bTnbAP45gM5tA00OAMppHGUcgZA6CUGkel\nNCoefu4nnsXtrTb+7299H31/+uRtcIaXnr2ISsmFlMCLn1hHs+PjX9/dmmkmaXCKteUKCKUQwsUP\nfeYz2Nm+j3feeWfmxFKrVXH16lMgzIIC8KnnStjauo/NO7NNHkulEorFMvxYgQJYO++h3Wqi3+/N\nLPPUExewtroMqSjqtRpWzy3hB2++h/YMryXOKP7Xn/g0nrm6Bs451paBTj/C997dQRRPF8kEQK1k\ngVKKvU6I7727i0bFxpXzZfAZzu9RLNDqRvDDGEICYSThORzlgjnzOrMMinrZGZunGpwhiBOE0bx4\nDQLH5KCUIkokhIxhmiz13ZrC+JqJBaQCYkjEYmjyeAT7gkcFQghMI/0uSM0rZ4/ZyLWfUm3uqDk5\niPqIyfBXXnkFAPCtb33rlFvy+CGlGrtO78cyGUxOp65ECCkRHfpyVCqNCYhmZJ+l+U0mvBkOyIcZ\nvd6t+10Eh4TYLBFESPoFfvgxzghcezIOZEQyjAXZX3csJOJYTp0A4jjBD96/j//n798e10UAXHty\nDevnqlBTraQVNrfaeH+z+aC9ANZWyrAtA1E8pT8ywo0PruPePkdrzg1cu/YJuIUSDi+SUAJIEeH9\n6zfR7T0QLqbBUV9ahlBswjzTNCggE9zf2oKUD15wuVHBk09cAuOT7xenQKvdwXe//86BWJCXP/UE\nfvjFp1DwJg0alVK4tzfAmx80D1wfZc+EZbKphqNF18Bqw8X5pcL4vZNSodUL0fenm5Q6FkO5YMDd\nd51RQrBUtWc6sAsh0Q8ORlxQAniOMVOYcUZhmwfzBGfF+4wweBoEe9bFglIKYhgLsv+zRgjgWlzH\ngWTklVdeQX8Q4t//h/942k35ULSau3jlpQunbvCohZHmoTLKPwqiBFCAbS3+tTf6chwEMfxQIIpn\nTwgjCNLXrpUsGBkjEoSQ6A0i3NjqpjEWUAsNDYdpDwAAzzYy582FUYKen7ocR7FY6PLb7Qf4u3++\njp2Wj6efWAXn8xdzCYAoSfDW9W1QRlEpuoiS+bVwBgSDPn7w/X/FxsULWFpaQSLn98fgBINeD2+9\n+wHqjTq4YU1kzh3GMRmicIBWq4VPXXsKhYI3Mwx2BIXE5t0t9Hpd/G//7tNYaVTmFwAQJwLvb3aw\n2w5QdI2FLueEANWihUvnCmCcoTuIJ4TyYRgFXMtAuWhipeai6C4OER61re8ncO00NmbR1D6KvDE4\nRRjJuQGyIygBDIPBypC/9qgzDpINElhTchU189HC6OGit9I0DxVCCNhwVWX07yxlOEudqrPEUQCp\nWEmDJnlmYcQYRblow2sH6PnZ4jVG+qzomrm+qE2DwW/5mSNJip6NH3/5Sbx9o7VQFAJp/w3OcXmj\njr12sFAUAUAiAG55+PSLn0EigSxJLnGiYNge1i9cQLcfIVkgigDAjwRALPzQC8+CMb5QFAFp/tra\n6ir+7XPPwzSyfS0ZnOHSaglRLDKNs1LAXieEVArVop3J5VtIoOvHOL/soZwj+sPgDOXiYkG0v22p\niM5+jk6q9PydyVlu9/FHDUIIDM7AXJLrjJtGcxzoK1BzLBw1kiJ/RUcocoRfokf69ZqziFKYeUZp\nFhQkk/DYj5FReOzHOkKZrAJnhAJyn51RSuUeM4L8cTFHCVQ9Oa3y+Cz6a1GkeRTQK0YajUaj0Zxx\nhBDYvH3jtJtxAM/1ct3q2+u2j7E12dHCSKPRaDSaM46CgkiyHRE4Cfq9Dj57bRmNRiNXuXo9u5XJ\ncaGFkUaj0Wg0ZxzOOC5cunrazRjTau6i0Wic+kHqo6A3dDUajUaj0WiGaGGk0Wg0Go1GM0QLI80j\nw0k5aimZ8zYuAPIIZY5ys1DeG/mOMmRH6UsWC4GHUU/eO8yA9C6zPBzlOlOP0Z1fGo1mPloYaU4d\npRTiRCBKkqHjdLZynBGEYZIaKGaY7ZRS6PsRgjBJTSczti8IE7x3u40go8eSlAqtTohuP8rcF0rS\n/zVKNlwr29E/zggYJSi5JpwM2VOUAI2yjY9dqGBjpQDXXlyPwSjOL3n4iR+6jKcu1jJlXDkWx/py\nCY7F4dkcWTwxTYOCEuC1t+5nHufU5FLAszlsM9tt/p6dZttxlnpnZaFWslAtOTA4zXzNJEKi0w9z\n5a5xRuHaHCxju0b4QQIhpM4S02geEvrwteZUETKN0NjrhAf+TsjsX/aMEpgGHTv+pkaPBI7FpkYI\nKKUQxQL39vpodUe5ZOmLz8tFSxKJ+83B2On5jQ+aWKk5WK664Hz6bN/3Y1y/0xlHTARRiIJrwDLY\n1NUQSoBEKLR6ERQA1zFhWwZ6gwj9IEY4xfDP4ARxorDdSvPfCCVgiqLoUoSxmGoSWPZMnKu5ONfw\nQAhBrexipRrh5lYXe51gqkFio2LjifNlrC0VAACrS1dx824L3/7BXWxudyfeH0YJ6mUH6ytleG4a\n+KqUAmcmokRONe9kjICAYLflQyqg2Q1xe7uP5642cOFccarTOCWpieTWTh9SpcadNk3z96IZ/bdN\nBtfmKLgmKCHj/nJGIBWmXgMFx8Cl1SKublTG11Sa35dAzDCUlFLCj5JxLEvXT2BQAcfhM72QGB3m\nnw2NSjmjiGOJMBELM/sAIJEKPT+eG72j0Wiyo4WR5lRQKo0N2WkFU7dpRpPufoFEyeyMKKkU+kEC\ng6eCaTShJolEsxvgzs70oFIpFUbejaNmKKXQ6oZodifDXbf2fGw3fVxcLR0IGY1igTvbvalleoMY\nfRKj5JnjiXhEuxdNiBJKCUoFC47F0R1E4+wtRgkUgO1WMClKhv21TQKDKwz8GArp6k2jbOPiamki\nq6vgmnj6Ug07LR+bO320uqk4Lbom1pc9PHWhOmFseWG1gvWVMl576x7euL6D3bYPAKiWbKzUCmhU\nCwfem9ToE8NVGgNRIsdZeian6PnxhGBSCnjtnR384IM9vPyJc6hXHuSlCSGx1RzAP+TATQiBwQgo\nMA4nFVKNs+2KrjHVIT0RaRpdGmqcvqZpUJyreXj2an0cEjuCMwrPNhAnEmH8QLgoleYEDoLJFaJY\nKsT9eBg8zECH40MJgbFP4O/vi2kyGAZFECaIxfTMwMOEkUAUiQNhzRqNJj9aGGlOnCgWaHaCNDpi\nAUqlWyaMETgWnxnEOSJOJOJEwjYZwljg1lZ3YVzEA6GiMAgSbO35cyciqYDrdzowDYqL54rwwwS3\n708XXvv70e5FMDiBa3PEscRgQU6XYTDUyg4cO8ZuO0izvRaMGSEEjAIlz4BhMFw6V0LBnR22SwjB\nUtVFrezg1lYXQkp84nINzjDSZRqUEnz66VU8faWB//bPN+CHAudXKnPfm1HsC8FoBU9iu+XP7UsU\nS/y31+5guerg+Y8tIY4lmt1wbhnGKBhLV4KEVCg6Bmxrdl+AdO0wSSQYI6gWLFx7oo5qyZ7bF9Ng\nMDiFHybwwxg9P1koXvwoDYYtuAYck8Ox54fAEkLg2AZMITE4FLI6ry+DIN0qHoWwajSafGhhpDlx\ndtsBwjj72QuFNJ2c5nFQ9WPc2ekhz/nfQZDg3u78yXo/USxxfbODJMfB5DhR8AOBKEtQ2RDHMiBl\nsFAUjUgnW4JrV7IbqzFKcHmthFrJQtbuOJaBf/PcBt673cleD6NQYYJ2b77A2c/9po9b97qwzOxf\nV4xSLFXsXIfGhVB48ZllOAuE1AhCCCyTY6c1X0jvRyG9burlbHUA6ZgZjCKU2T8zUqbBzDkTVjQa\nDfTha41Go9FoNJoxWhhpNBqNRqPRDNHCSKPRaDQajWaIFkYajUaj0Wg0Q/Tha41Go9FozjhCCGze\nvnEqdXuuN+HM2+u2T6UtDwMtjDRnAqVU/ryME+Ck3IZPoh6l1LCe7OOs3ZbzR4yMxln7DGkeJgoK\nIolPvN5+r4PPXltGozF5F2y9Xj/x9jwMtDDSnDjLVQf9YNLtehaEAH0/gWUwmEY24zrOKFbrHlrd\nEP1gccSEYzGsNTxcWCnirRtNtPvzv2BGJpC7nQCWwbBcdTLdTl5wOUzOIKRCZ+h2PQ8pFbqDCJxT\nVIrW2IRxHganeO7JBkqeiSgSmfrfH0S4ca8LoRSubpSx1igsLBNECYJQoF620elHY7fveVSLFi6s\nFOCHAq+/u4NggW0DIcBnnlnBExsVRLHA9c3OwlvwCQFWai5siyMREt0F7yUAmAbDi08vwZxiAjmL\nKBbY6wSpjswhjhIhcW93gGrRgp0x/sU0GDgjGISL/ZIAwBo+X/PRgTOOC5eunni9reYuGo0GlpaW\nTrzu40ILI82JwxhF0TXhWBzNbojBjIl7pH+UAoRSGIQJoiSNT5jmYnwYgzMsVV2UogT3W/7UGAdG\nCZaqDuyhqDENhk99bBnNToAfXN+bag45CGLcb/ro9EMICXQRox8mqBYsLFWcCbdoIHV+9lwDSqVz\nKKUEtbKFIBLo+5P9V0qNjQNH40MALFUc9P0YgynxGoQAH79YxUrNHbfBNBksk6E7iBAnk31JhMTN\nex1st3z4Q8PJTj/C7Wofz1yuTjWHjBOBbj/CIEjG41PxTCQyFYvT5u3UTdoFo3ToS0Xx8rOr2G4N\n8Mb1vaneSZfXinjx6RUUh22wDIZrT9Sw0wqwuT3dULNatFAuWuN/c0ZRK1vw/WSqoSghwLUrNWys\nlGBlzFuTUmGvE2AQJAdiXubF2Ox/XCogjAXuNwewLY562Z4ZFzKCUgJKGQqUIk7ETE8rRlMjVEqJ\nXpHSaI6IFkaaU4EQkgqXioMwEthp+wdEyKxJJhHD6A8m4dg8k+mjZXKcbxQwCGPstoLxxF0v2fAc\nPpEtxShBo+Lg5WvncGenj/c3O8O60+y0di+amJj8IIEfJOj5EeplB2XPHMdhVAoWCJ3sj1SpELOM\ng8IlihJ0BjEGQTwhGBIh4dpp7lerG2C0SLNWd3FlvTwRYQGkQqzkmUiEQqcfpWUsLt0AACAASURB\nVOJMKdzbHeDebh/t/sEYkziR2Nzuod0Lsbbk4WMXq+CMQimFbj+NKAkP9X9kctmo2Agige4gXaUh\nBFhteLBNBiknF1aWKi5qn7Rx414HN7d6AADX5vjxF9exXHUn+kIpxXLNRaVo4db9Hjq9tO22QbFU\nc6c6PSsFODaHbXN0etF4xWl9ycPHL9dQcIxMIkIphe4gRrcfIRaTq2Mjl3Ycunb3C/z9SJWaikZx\nHwXHQLlgLWwHpampJGdpLt5olY4QjJ3htSDSaD4cWhhpThVCCGyLY63hodOP0B5P3LPLKAVEiUQy\niGGbFJax+DKmlKDgmLBNDj+I4djGwngR02C4tFrCctXBf/n2bWxu99Hz52/LdPoxBkGCtmfi45dq\ncC0Guag/SIVLHEvcvN/DwI/nOmOnc7JCrWQDBLi0Oj/2A0gnYUoJaiUL9/d8vPHBHvY6wVyX654f\n4+2bLey0fFw5X4Jl8JmreyMSocAZRaOctq3omukqyZxdNsYonjhfwWqjAMdiuHCumOm9eeJ8Gb1B\nunJlmWxuX0YPVYomQIBnLtVRK9lTV/emEcYCexkc29Xw/0bCftEqEvAgRHgQJqiXHVhTxO1hGKNw\nKIHJJYRSMBjL3BeNRjMfLYw0jwTpqg3JdZBVSgWS46AwkG6tFD1r8RP34doG2v1ooSgakQiFvU4I\nk9PM8RpSAZGQaPfCzGMQC4XVhrtQFB2u5+5uHzvtIHOZvU6ItSUJIRafVRohZCrcskZyjAJvL68V\nc614OBZHIlSucV5vFNDYF0ybhW4/yhdjk1EU7SeKZa6rmRACzhmYPsit0TxUtI+R5pHhpL7bT2oK\neWTnqiO06yhdOVKZR3bQ8nNy19njM2YazaOAFkYajUaj0Wg0Q7Qw0mg0Go1GoxmihZFGo9FoNBrN\nEC2MNBqNRqPRaIZoYaTRaDQajUYzRAsjzbEgpYLMeg/1EELy3nyPA87DWRHzTHVmYOSMV3Btnvtu\nIc4ITJ7vIymEQl77GoNRmEb2eigB/DDJVQ+jZKoJ4tx25ew7kPr55C0XJyL3tWlwmnucs5iPHkaO\n8+o0Gs1poX2MNA8VpRQSIeEPIyuyuPFKKTEIEjS7qSt1Fv8XSh64RmdFSoUgThBGEpZBYZtswvX6\nMHEi0OwEeOmZFVSKLdy410VnTvYWowTn6i5e+PgyamUb7W6IQRAjnhItMoKQNHfr3s4AtsnBuUQU\ny7nZY5bBUC6YOFd3IVUqqoRUC8dtrxPADwUaZRs9P0F3EM0t49kcjFHcb6bO5LWStbAOk1MkQqLT\nj+A5BiyDzfUzIkMjyHN1F67NEcUJ4kTNLUMJYFsc1WLqFn17u4duLxo7cE+DM4pywcRKzUXPj+Ba\nad+yCNhywYJpMLS64UI/I4NRFD0TRddAz48z5chxRmAZLHUUV2mEyqJrU6PRHA9aGGkeCkqlK0R+\nmByY0AZBAkZTd2t2KL9JKYUwFthpBUj2rS6MJt5pAokg/fVum2xq/MPUtgGI44NhqmEsEcYSns1h\n8MnJUUqJ7iBGcxjaSgjBUxequLhawuvv7mJrbzARC1Iv23j6UhVPblTGr1ct2fAcA61eiCBMJowI\npVTYbfvjvDRKCUzKwClBxCiC6GBoKKNA0bOwUnPg2sb474lQoMPyhwUFAdAPYrx3uz2OXTENjipn\ncCyGnp+gf8i80jbZcFXpwXvW7IZodUOsNlx4tjFRj8HT2JD9rt19P8bAj1EqWGBT2ubaHI2KjVrJ\nHtdjmQY4kwhjgSSREzEiI1G4v/+XzpXQ82Pc3Zl0JycACq6BtYY3LqMU0A8ScE5gG9myxRyLwzYZ\nOv0I3UE0kaNHCYFr8wOO2kXXRMEx0OwG6PvJRP8pTVcJbZON6w9jgTAWcC0OPuXa1GimIYTA5u0b\nx/b6nutNNWfrddvHVudpcWaE0ebmJv74j/8Y//iP/4idnR2srKzgZ37mZ/DFL34RhmEsfgHNsaCG\nS/9RLGf+khZSoe/HsDiDaaa/hONEoN0L0ZsSoPrgtQ9mT3GWPUB2RCIk+v5k5tiIfpBuEXmOMc4D\nC8IE261g6jadZTC8+PQydts+3vigie2mD9c2cHG1gBc+tgI+ZVvHNBiWqy4GfoTOIEYQCRAAnUGE\n3dZ0B2pKKSxDweAGolgiiASKroFG2UG5aE6dLCUASAU2nJSFVIgTgVv3ehN5aEAq9hzLgGlw2AZD\nP4iRCAnb5CAEIGRK7hiAOzsDcEpwftmDOZy4CSEzV0UUgHYvhMEICsOIEMOgqBQsrDa8qVEWjFG4\nLL1OolgiERIGJyg4Bkre9EyxgmPg6noZ2y0fu+0AQSTgWGke337htZ8kUegl8fi6Svs9W4gQQlAu\nWCi6ZhokG8aQMhWStZI9NauOEIJayUHRFWh2wvFq6iKBPwgT0JjAGT5HCyTNPBQURJLNnT8v/V4H\nn722jEajMfXxer1+LPWeFmdGGL3//vtQSuF3f/d3sbGxgXfeeQe//du/Dd/38eUvf/m0m/eRJYpn\nJ30fJkwEwkRAKYV2L5qawn6YUfaUM0yJzzo5pKtXMaIpifITz1VAdxCDEAU/SBDGi8/G1MsO/u0n\nbdzZ7uH8chHlwuKYEdcx4dgG3r3dwt3t/sIYC0IIGCGwzTTjbKnqZsrDGq1KbO32cWdnsPD5jBIU\nPROmSTHwk0yW3YlUuHGvh1rJQqVgYTIedpJYKDS7Ic4ve9hYKcI2F3/9GJwNc9MUygVrYQo9IQTL\nVRf1so3ddoBG2ck0ZkGUrtIUHDOTYzkdBg1HcSpcs8SyGJxhueai20+347IIfCnT0GTHmr6yqdGM\n4IzjwqWrx/LareYuGo0GlpaWjuX1HzXOjDD63Oc+h8997nPjf6+vr+PVV1/FX/7lX2phdIpkzcLa\nT9+PM4mi/Zg5RNGIeed6phENt9eyQgjBkxtVGDnOORFCIHJke43KLFddkJynf+edhZqGwRhMQ80N\nsD1MmFEU76dgG5lE0QhC0pWiRaJoP4xSLFfdXO1SIxWe4xYA0+Awcy5Y2xbP9f4D6aFsLYo0mpPh\nTJ/u63Q6KJfLp90MjUaj0Wg0jwlnVhjduHEDf/EXf4Ff+IVfOO2maDQajUajeUw49a20r371q/jG\nN74x83FCCL75zW/i8uXL479tbW3hV3/1V/HTP/3T+Lmf+7mTaKZGo9FoNJqPAKcujF599VV8/vOf\nn/ucjY2N8X9vbW3hl3/5l/HCCy/gd37nd467eRqNRqPRaD5CnLowqlarqFarmZ47EkXPPvssfu/3\nfu+YW6bRaDQajeajxpk5Y7S1tYVf+qVfwvnz5/Fbv/Vb2N3dxc7ODnZ2dk67aR9pjnKnjJXjjqQR\ncZLv7qc4EUhyliHIdKf6AZrdIHfbPIfnipcgBLCt7He+jchbxuAURS/fLVYlz8gVLwIAICR3lEve\n2I/UW0vkjtfIe7ekEDL3dQYgd7yIvh9Nozk5Tn3FKCv/8A//gFu3buHWrVv4sR/7MQDplx8hBG+8\n8cbpNu4jjG0ymJwijMXi2IN9LsMlz8RuJ8h0uzchwCAQiBMF2xz52kxHKoVWN8AgSCClAucSlskX\n5lYRkvrMlDhDnAgMgtnGkwAQRgnu7gzQ6UewTYaVuouNleJCoUgIsLFSwnLNw817HWze7899/rm6\ni8trJVgmRyIEdttppMc86NCkcGOliOWqg+ubHfhzxpkQ4OK5IqolG0Bqxvi9d3fnvp8Gp/jMMytY\nrjkghKDdDfHB3c7c29ANTvHE+RIcm8P3Y3BOYRrzbRhMTlEvp8aJUqpM11k0dI5OhEqjNkwGc4Fn\n0Mh8NKvQV0ohiATiRAzNRyVsi2WyFOCMwnNNJIlY+F4S8iBWR6PRnAxEfcQSC1955RUAwLe+9a1T\nbsnjhVIKQkj4oZhYDaDDL/fD7r1y6DK90w6mhnpOjQQh6WTpWAdDWpVS6Pkxuv1owoeHUQJjxiS8\n31n7MEEYT/gaSalwb7ePdi+aMLasFExsrBRRrzhT+wI1uSLRG0R444O9cSTICMdkeOaJOopTjAPD\nKMH9pj/VQ4qx1CfpMN1+iPc3uxPvzVLVxmrdm3BfHvXzrZutibF59okaLq+WJvybhJC43/Rxb/eg\nqSQhwMXVIioFe2JFzmAUhkEnzA4pARoVB7bJDxg0zrvOEiGHYuXge0YAcE7HDtIH6qEkvTYzRIKM\nGAmvw9fsSFzbOTy3hJQIp7QZwNiNO4tBpeajzSuvvIL+IMS//w//8Vhev9XcxSsvXdAGjxpNHggh\n4JzBYxRJsj9EloFzNnXFJs2WMnDeYOgFMZqdUS5ZKlSmiRWl0pyzRMSwjDTPK04kmt0AQSimboUI\nqSAiASHUgUl4LLxm/DSwLQOmIdEPEggh0eyE2G37M2NMWr0IPX8PtZKNK+fLsC0+V3gBQME18cLH\nV9DsBPjB9T0oAB+/WEWjMtux2TI51pcL6PkxdttppAijJI0EmGFqWfQsPHvVxHbLx53tPhyT4fL5\n0sxtTUoJ1pYKaFQcvHe7jbu7A6zVXXzyyQY8Z/p2G2MUqw0PtZKFG3c76AcCy1UHK3V35opHLCQS\nmUZ+mDwVLpWihaJjTI3KGF1nheF1NggTKJVm9MWJnLpipQDEiYQQCuYoPJgQOPbigOP9CCERRMlE\nRtq4HpWKpkTITKtUQGpE6VgEppH2QUoFg1NYRvYsQI1G83DRwkjzUKGEwDQYOEsnmywJ4YxRlFwT\nFMBeN1yY3g6kYmcQJuj000iSLA7co0mYgIBzmqkeSimKronX391BsxMsdCxOhML9po/uIMILT6+k\ngmBBGUoJ6hUHLz97DgAyRUUQQlB0TVAC7HXCTP2nlGCl5qJetsBZtvNHpsHw9OUaPnGllin2BEiF\n21MXa4iTbLEXqaBIhcvVjQqsBdtrQNp/w2BwicK93emrZ4eRw+0vQoClipMrvT6MBMIoyXQGSco0\nWoZYyOSKTggBZ6m7t5QqU6CtRqM5PrQw0hwLeSYdIJ0c5IxVonkkUuWKJVEKyNm0tB4xfTViFn4o\nch/kzhOOO0Lm7D8A2AZHkrNMyVucBXYYy+RTt0hnIaTKtYIDAEqR3P3njOa+PoWUuQ9m5z0xTQgB\nY1oQaY6GEAKbt298qNfwXG/qHSi9bvtDve5ZQwsjjUaj0WjOOAoKIsmXj7iffq+Dz15bRqPRmPp4\nvV4/8mufNbQw0mg0Go3mjMMZx4VLV49cvtXcRaPR+MgcsJ6HPt2n0Wg0Go1GM0QLI41Go9FoNJoh\nWhhpNBqNRqPRDNHCSKM5Lk7AOvUj5c6q0Wg0J4AWRppHBsfisDL4vowgBOCM5IpLSA3++NhnKQuM\nEixXHTh29nsVbJOhO4hyZXX5YYJBkP2uEikVOv0QQTg/vmQ/pkFRKZoouNkz0SgBuoM4l5WCyekw\nviX7OLs2z51txtnQBT3j8x+Yh+arx+Q0twN1lAhIOT++RKPRPHrou9I0jwymwXCu7qLTj9AbxIjF\n7EllNMFxxsBsimiYoTXL04ZRgqJn4vxSAZxRCKmw1/GHbsPT66AkzfdyLI5rTzRwea2M19/dwXbL\nn+l+bBoU5jDG4fqdLjx7gAvnSrCt2R+1OBG4tzvATit1sa4WTawtFWDOEYntXoh/fP0eNnfSrLUr\n50vYWC7MdEumBKgULTyxXoFnp0aCH9xtY6vpz8yroyQ1rGz1IygF7LYDnKu7cOb0hTEC1+aoFm1Q\nQhAnAs1uKt5m2Q2ZBkWtZGO56uY2NhyZVvaDCO1ehCiefc1YBkOlaM1t/yxGbtv789EWkSQK3SRO\ns844XZjXp9FoHg20MNI8UhBCUC5YKLom9jrDMNh9s9C0uBBCCCyTgzM5jmTYPwl7toFzDQ+FfVEW\njBIsVVyEcYJmJ5zIPTOmZGt5joGXn13F3Z0+3r7ZxN4wwgRIs7hMTicMCvuBwBsfNLFSc7BcdcH3\npcRLmQbe3tzqHehPsxuh2d3DxkoBtZJ1wIwwCBO8eaOJf3lr+0B739/s4MbdLq49UUe9bB94rOAY\n2FgpYqXmjv9GKcGV8xWsLRXw7u02mp1gQlS2e9EBAagUcHdnAJNTrNSdA4aUhAC2yVErWgfcng3O\nsFx1MQhitHsRwvjBOB8Wqx8GzzbhWgZavRD9QXzAwDJ1lTZRLpgfylGakDRXzeSpQErmCPf9+GEC\nGhE4FpvIC9RoNI8eWhhpHkkoJWhUHESxwF4nGE+o836pM0bhMIo4SVePKAHqZReNij1zMrIMjpUa\nQ8+P0elFUFDDDLbZqzWrDQ8rNRdv3Wzi5r1umm/FCOicmI2tPR/bTR8XV0soegaCUOD6nc7cpPhb\nWz3c3enj8loJlslwd2eA//qdzZllhFT47js7KDgc156oo1K0sFJzcXm1PHMbyDY5rl2pY68T4IM7\nbfT8GEEo0A9mb89FicStrT4qBROVogXbYih7Jjxntju2axtwLI52P0TfT2ByitVGYWbu2lEghKBa\ntFFyTex2AoSRgG0x1EoO2EMMYmWMwnPS6yzMGEcjlUI/SMY5aDr2Q6N5dNHCSPNIYxoMKzUXt+93\nkfEHOgzOYBkMa43CgRWaWYxyxyyDYhAkmSYsSgmevlQDIwS37vcylZEKuH6nA8ugCOds+ewnEQrv\n3Gpj834X94dbbYvo+Qn+8V+38L//4qdQKdqLCwColWy4FsP/+z9uzxVr+2n1IjBGcHmtkan/hBBU\nCjaWKsNzQcckDBijWK6649yx48IYbpn2BtnPhcWJhJQKBTd/xIpGozkZ9OFrzSMPIfl/XRNCck+K\nR6nnKL/88+bBAcgsCvfDjpBXdxQZcRJjdhSOUxSNOOqYaTSaRxctjDQajUaj0WiGaGGk0Wg0Go1G\nM0SfMdJoNBqN5owjhMDm7Ru5y3muBxCCXrd9DK06m2hhpNFoNBrNGUdBQSTZbwQAgH6vg89eW0aj\n0QAA1Ov142jamUMLI41Go9FozjiccVy4dDVXmVZzF41GA0tLS8fUqrOJPmOkOVG6/RAf3G1njr5Q\nSmG37aM3iCBy3JplGhRBmGSOfpBS4d5uH81ukLmMEBKmwVAtZr/1mhLAthhMI/tHz7UZnr1aQy1H\nPU9fqqIziBAn012tD6OUQs+Psb5SyHw3FyXAWsPL3CYAIEgNF/NEckSxwP29AfpBlKuuk4AAc13N\np2EaLHckiUajOTn0ipHmRIhigTvbPXT9CFICfT9G0U1dj2fFWAyCGHd3+uj7MRRSTx+DU5gGm3m7\nt8EIHJuDUYpYSIhBDMNITfWmlVFKYa8dYKftj92vg1CgVDDg2dOFiFJqaFQYQyqFaslG0TVxf2+A\nYI4/UckzYHAKqYCCS6Ek0OqFM2/fZ5TgXN2FZabGkT/2wjq29nz80w+2ZnoN1YomPvf8edTLDuJE\n4t7eAN4womPWmA2CBK1eiCgWKBcsXLtiYLvp4+7uYGZf1pc9XDhXhG1m/wpJjTPpASfveUip0Oym\n7udCKvhhgp6VoFayDrhunyaEEJhGmgkXRRLhHCE6Mnecdb1rNJpHAy2MNMeKVApbu320uiGifZN5\nIhSa3RCDIEa97KBRccYTtxASm9s9dAcHIymEVBCRQCIUTINORFIUbA5+aMKUSiGMBJJEpqGm+x4f\nBDHuDIXXfsJYYKcl0DcTVA9Nwv0gQqcXH4i2ANJIkLXlAoIwwb3dwYFIEtdmcCwOqTD+u1IACFAr\nWYgTiU7/YBuWqg6Kh4JeCUmF0k++fAHvb3bw/et7D+pnFD/6/CrWV4oH/IuEUOj0Y/ihQNkzDxgL\nxolAsxPCj5ID4owxinMND5WShdtbXXQHD1ywCw7H05dqKLhGZi8iTglsi2f2L1JKoTuI0e1HB/Ly\nFNJ4jXu7Ap7NUSnZj0z+GKUUlkXAhyuV+92wKdFxIBrNWUILI82x0ewG2G6mQa2zCGOJOzt9tHoh\nztVcBJHAbjuYEB77SYSEEBIJT7eyiq4J05g/6QiZRjJwJmEaFHd3+uj2owOZWvtRChiECcI9Adfm\nKDgG2t0IQTQ7DBVIt1UurZXQ6YVo9SIUvVSIzCojVSpEamULfpCAD/97njmjaTB8/FIV6yseXnt7\nB6sND89cqi0IqpXYaQfo+TGqRQuDIEEviCFmhOECaVzI1Y0quv0IN7e6+NiFKmolK/OKByFIA1Rz\nCIIgStDshjODbYH0vewMYgSRQNEzUXCyi7TjhBACzgg8x0AiJPwwgW1yGFwLIo3mLKGFkeZY8MME\nt7a6mV2eB0GC63c7mZ+vkGZ2lTxzvNWUhURI3NnpYTAnC2w/Qih0+zH6g3iuIDpM0TOhMFsQHUap\nNKS25GU/R1RwTPxPL6zDtbPnjQWRwL29QS737aJn4qVnVmDNyY+bhmcbubeNtpt+puwxIH3/270Q\nnmM8Uu7ThBAYnIFRknnbUKPRPDroT63mWFBKHSn6Ii8ntpVyhHrytu0ow3USsRdAuh2WmxNo2qMc\nyaFFkUZzNtGfXI1Go9FoNJohWhhpNBqNRqPRDNHCSKPRaDQajWaIFkYajUaj0Wg0Q7Qw0mg0Go1G\noxmihdFHEJnzdrH0DrN8ZY50t9ARbsuSRyik8tx3Py50hHry15IbcpR2HaX7+YvkLnSUmAydrKHR\naB422sfoI4RSCnEiEUYisxOvlApRIiASmcu92DYZ1pYK2N0XtTEPzigMTqAU0iiPOcaDIygl2G0H\nIABcO5vJXyIkOKcwpUIi5EKfIUoBgzEwRhAncmYUx4EyBMDQ7TiK5QHH71nYJkOtZMGxOHqDOFMZ\ny2AouByMMUSJhMwg+KRUGATxhAv4LEZZYAWHIxHp+GXB4DSXlYCUCnEiYFssdSrP8P4bjKDgZvdw\n0mgeZ4QQ2Lx9I9NzPdcDCEGv2z7mVp1NtDD6CKCUghASfijGq0X9IJmb3aSUGrv3jn6V9/wYlslg\n8sV5V4QQNCoOqiUbd3d6aPfCqZMdowSGQWHyB1lmXEpEcRrjMW2up5QAUo2FwHYrAGcRlio2rBnZ\nXUJK+EGCWChQSuHYFHEiEMfyQOzEfka5bHw4PpxRGEwiSqZP3ISk/R61y+BpWSMRiGKJeEoZgxGU\nCxbWlryx23XBNdHsBBiEyVSBOHJXrhSs8ZhZRpolFgs5cxUljGIEUdrXfpCAkgSeY8x8L02Dolyw\n4A0NJC0ASSIQRGKmCSNjJBVdLJsZ5OHrzOQMBqMIIjFT7FEKuJaBWsk+MR8njeZRR0FBJIvDufu9\nDj57bRmNRgMAUK/Xj7tpZw4tjB5zhJAIYzF1pWO0AmKbDAZnoDRNPZfDwM5pk18YCUSRgGNni3pg\nlGB9uYhGxcGd7R56fgyl0lUVPhQeh+MvGKVwLIqEpZPjqO2EpCsY0ybLREjc3R2g4KaCYSRmlFII\nYwE/nFy1GgkXPhRIo3gQzshYEO3vHyEEhsHAOUU0HNPRGFGaCqLD20FpyCgH52lm26gMIUDBMbC2\n5MG1Dq56UEJQLzsoxgLNbohgmGVGhxEb1aI1sdpDaSqW4qFw2S/ckkSgP8XpWyqgO4hhcgrH5hg5\nMnJK4LkHhdcIzhk8RtNrKhZj4UqHYaqLollGzLvOCCFwLA7LVPCD5MDK3mhlzTT0V5dGsx/OOC5c\nurrwea3mLhqNBpaWlk6gVWcT/e3ymCJlKiiybGMFkUAYCzgmh5Bqbk4ZkB4dGQQJKCVwLZ4p9sE2\nOa6cr6DZCbC1NwBnZOFWDufpahZnAmGUTsKLNlh6gxi9QYx6yYZlMgzCZO45lJFwMbhCECYgBLBM\nPndyJ4TAMjk4k2kA677Vq1nQ4WRvsLQf9bKNWml24j2QZqKt1Fz0/Qg9P0HJNYcCZjYjsRfGAn0/\nRt9PFp4pixKJqBfBtTlKnolG2Zn7nhJCYJsclsHgh8l4uy1rHpgQ6bW56DqjZJg7lqQCueA+Orlo\nGo3m8UULo8eURKhMomjEKDQ1D3IoCDLumgAAqiV7LMSyMBIucSxzHRrf6wYoeVbm5xNC4OTIHAPS\n8FeDUgQi+zhzzrBSc+BY2evyHBOekz1DbSRcdttBrjGLYoFGxZkbYHu4njw5beN6hluLWeGcoehZ\nMHNmtWk0Gs1R0HelaTQajUaj0Qw5UytGv/7rv44333wTu7u7KJVK+OxnP4vf/M3fxPLy8mk3TaPR\naDQazWPAmVoxevnll/EHf/AH+Ou//mt8/etfx82bN/Ebv/Ebp90sjUaj0Wg0jwlnasXoC1/4wvi/\nV1dX8Wu/9mv40pe+BCEEWJ6DLhqNRqPRaDRTOFMrRvtptVr4q7/6K3z605/Wokij0Wg0Gs1D4cwJ\no9///d/H888/j5dffhl3797FH/3RH512kz7SHCXG4VHlKNEnR63nJMhbz1H6/7iNmUaj0Zz6VtpX\nv/pVfOMb35j5OCEE3/zmN3H58mUAwK/8yq/g53/+53Hnzh18/etfx5e//GX86Z/+6Uk198zAOYVH\nDfhhkikqwuIMhkGhlFro/QOkE1UQCXT6UWq6V3bAFrgQK5Ua+rk2B2dkqungNAgBPNdEGCWZLAhM\nTtPbzhlBECWI4sX9HwQROv0YhABlz4JtLf5o2CZFyXOQJBLbLT9TjIVrcUSJgvJjODYHPQZPnjBO\ncGe7P3Q3JwdcxWeRJAL9ROI7b29jY7mIc3VvYT1Rkpp9AsgcMQIAlsFhMJnpOhsxigk5rjHTaDSa\nEacujF599VV8/vOfn/ucjY2N8X9XKhVUKhVcvHgRV65cwY/+6I/iu9/9Lp577rnjbuqZghICyggK\njpFGLgTJVHNESlPjQbYvA61A6dhBeRrh0Ido5FjcDxKEcQ8Fx0B5ilvyyH16v1Ny6ixNhp5G0z1t\nyPD/RpOnZXKYBsMgiKeKEEqARsWBs89s0LNNWIZE34+nxovEydBdOkzGj0exP3aYnmZ0yCiBZz8w\ntmQmxVqjgEEYY7cVTB1nk498ktI8uCiRSIau07a5WLhkQUqFu7t9tLrhco1ndwAAFxtJREFUOGst\nToDEUDANCmPKlrNUBx25o1ji7ZtNbO0NcHW9As+Z9CkSQg7dtR+8b/0gAWcStjXpZH4YSgkoZSgw\niiQW8DOIXYXU3bw3iGByBushjZlGo9Ec5tSFUbVaRbVaPVJZMTTWi6LoYTbpsYIQAoMzMJcgGgbI\nAqnomBXrQenQ2ZnT8aQJpBNTEE2PF0mEQqsXYRAKVAoW3KFD87xsLUopXJvCNOSEQzMZCaJDxQgh\n8BwTQkj0g3gsmqoFCwXPmDopc5ZmfkXxg2gMqRTa3RCDIJ7IMBNSoefHCGOBgmOg5JkghIAA8BwO\nY8rKCKUEBceEY3K0eyE6g3jcj8KMPDIp1VhgpBl0Rz8rt9fxsd0Mppp0RrFEIiRMrmByCsbSlcEo\nEYgTNfF+SgU0uyFee2cbjbKNJ9Yr4MMyQZQgTqbnsSVCou/LzMKFEgLT5GCHrrN5KAWEcTpm5occ\nM41Go5nGqQujrHzve9/D66+/jhdeeAGlUgk3btzA1772NVy8eBGf+tSnTrt5jzyUUlgGgcEoEiGH\n6efzf9mnmWUEBhPY7QQI49kBpSOiWGC7NYBjcngOz7S9lAoXE34Yj+tYVA9jFCXPgpISRc+cKlYO\nM8o/u98cYK8bjkXiLOJEjleT1pYLKGaIo2CMolZ24DkGuoM4U1xKIhSEnyDmcuoKzTyiOMGtrTSD\nbt6OqZQYizBOCSSw0H06TtL8uXYvwsXVIlzbWLgtOxIusZBwrGxhsqPrzDQUBn68MPYFSMWrHySI\nWVrPomtZo9FosnJmhJFt2/ibv/kb/OEf/iF838fS0hJ+5Ed+BF/84hdhGPljCT6KEELAGAHdt22W\npQznDHGiMp8HGU2Olpnv1zwhJHMdIwpuNlE0glKCQZgsFEX78SMB28i3dWMaDAYXc8XKfhQwDrHN\nQ6sXjVenspCINHAuT12DMIEQ05PuZyGlyjVehBBwNkwJzjEMeevRaB5XhBDYvH1j4fOkSABcOP4G\nnWHOjDB66qmn8Gd/9men3YzHAj2RaDQazeOFgoJI5v9I6vc6+Mkffhr1ev2EWnU2OTPCSKPRaDQa\nzXQ447hw6erc57Sau2g0Gnrr+f9v715j5KrLP4B/f5dzm8veZrcXWrBYqVtpawlBFNsXLob8gdCb\nphqJ0qDwghjllpomQEBMqJJGDSQqhASMkBBC9AWpgq9Mo4gxoUisfWGsEpdqd9ttu5eZOdf/izkz\n7n3Omd3u2el+PwkJuztn59kzOz3f/Z1znqcJ7h0iIiKiGIMRERERUYzBiIiIiCjGYEREREQUYzCi\nRGSTcR/TifjO67TPkfJpWpqhpUS651FSTGk+mVTau/9kC/vMMhQMne5tLJWATrEDhEh1B31D2l0W\nRlH6JxJRS7UREc2Fd6VRU0IIrO3N4/zFCsYr/qxdrOukAGxLo9RhQ0iBcsWfMjpiPqZWkI6Ys7v2\nlOeRAqaWMI3kPYzCsNa5u6NgQSmB0Qmv6ey1gqOxuicH20z3VhFCoJirzarz/HDefkb1fdYTjyCp\nb5NEZ8GCbSoMDo1jrOxivl1tGRI9HTZW9+QwXvFxengcY+X5b+/N2xrrVxWwppSH54eoekHTfkZK\nClhmrZlmElEUIQhClKtBqpCjlYRtKc5OI6JFxWBEiUgh0NPpoJgPcO5irRv09IOYZSh0F6cOYM07\nxrxjQabTSqLgSLheEI9+mLqNEIChZKpholFUG3sxeWht3jGRsw1cGKtivDIziNimQk+HhVXduZb7\nPgkhkLON2kF/jrBnGQpdRQvOpH2Wsw34QYBKNdk+s0yNj67rxPnRKs6MTMwYzqulQLFgYn1foRFW\nCo6Bj63vxPD5CoYvlGcERNOQ6Oty8NF1XY3hwGa8OlULrsGMFSEhkHqOWRDUwlbSIAjUgleaobVE\nRGkwGFEqhlbxioOHC2NVuF4IQ0kUcv+bKTad1gp5JeF6IVwvSHRaaspB2AsRRBG0qh0Q03S69oMQ\nY2Vv1tM6Qgh0FW3knQAXxqqYqPqQQqIjb2DdpBCxUKoe9vygMSXeUAKFnDn3PlMKeSfdPusqWugs\nmPjPuXGMXKyi6oUoOAbW9uZRmGXUiBACfd0OejotfDg0jgtjVYRRhM6CjWuu7IRjzb6NY2mY8WtT\nXw00tJwyvHc+UVTroj7foOLZSAEYhoKVsgs5EVEaDEbUkrxtIGdpjE548ZDU+Q9UQtROr5iGxOi4\nm+iUyf8OwiH8oDYhPukBMQwjlCse3ASz2gyt0NuVg+v5KDhm6nllSZlawYjDVkfeumT7bG2pgFKH\ng9EJDz0dVvP5blLiytVF9HU5EAJY1ZNv+jxKSeQdCc8PIAQSzUSr87wQFc9PdQ2SqSXshMGLiGgh\nGIyoZUIIdOTN1NtIKRKdIqpTSiLFcbfBSzl7LGcblywU1QkhkLN0qovZW9lnpqFQ6ky30xxbo5hL\n93qmWb2rC6Lmw4inUyp5KCYiWgjelUZEREQUYzAiIiIiivFUGhERUZsLggCD//5X4+N8Ll+7VXSS\nsdELS11WW2IwIiIianMRIgR+rS/Z+NhF3LRlFXp7e2c8rlQqLXVpbYfBiIiIqM1ppXHVho8BAM6P\nnEVvby/6+voyrqo98RojWnIq7XgRAEqlHa8hYBnpfr39IIDrJe+r0yo/CFOPMmlln+mU+6zeW+hS\nk0JMX+Fvvg3/pSKiJcIVI1pytqVhGhHK1fnHiwC1ztD1/kX1sRHNmh3Wm0AWCyYqro+z5yvzPk8Y\nRai6Pnw/xNiEj5yt0V20U8+HS8r1Q/iBB3PSz9ZMfZ9Vqj78tPvMbT7Go65cDeD5EWxTQS1Sg8vp\nas07VaPh5XyUFLAtnToYEhG1isGIlpwQAkqJ2riQIES5OrPZn5K15o5SikZw0FqhoCQ8v7bNdIaW\nsEwFNWl5IWcZsPoUxssezl2sTnl8FEVw43EUjeAURRid8FB1AxQcA8U5OlMvVBhFqLg+PF/AtlTT\nBon1fZZrcZ/5foiJWfbZbPwgxHglhKEV7BTjPZIS8YqRZdQaXlZcf9bRL46lodm/iIiWGIMRZUYI\nAUPXgkx9PESzA6IQAqahoJWA64ao+gGkFHDiFY7ZtlFSopgz4VgaI6NVTFR8eH4A1wvnHHDr+iHO\njdbGhHQVps5/W0xBGGG87MPQIWyr+fy3VveZYSgUJ+2zZqIIcL3ayI/aCtTizyVrhL14ntxEHPYs\nU8HUEpLnz4goAwxGlDkpBSxTQ2sJAZHoFJaUEpYlYBhyygrJXOqBoq/Lwb/+MzrristsKm6AM+cn\nsLaUb6nLc1K1VSsXecdMNBx3IfssQgQ34dDWMKyd8hSitS7XSQghaitbcRASAlwlIqLMMBjRsqFS\nrhDUVxzSbhPGQ0yTCsOlOlALpH2WVvZZymkcS+ZSXdNFRJQG16qJiIiIYgxGRERERDEGIyIiIqIY\ngxERERFRjMGIiIiIKMZgRG0t7WgNIiKi+fB2fWpbYRhiouLDMlStn0/CW+q7CiZcr/k4ijrTkIjC\nEEgxIkMKQEiBMIgS3x4fhhF8P0z1s7TC1BJhGDUdx1InBFK1NyCipRcEAQb//S8AQBj4AK7KtqA2\nxmBEbSeKx2kMT5qB1l20UHCMRPO9ejocdBYsfDg0hovj7oxxFHU6HlvSVbASBxUpak0nLaM2SsMP\nQlRcH8EczzHdRNWH8maO9lhMWivklUTVDeD6wbyhx9ASjqXZcJFomYsQIfA9jI9dxP/t2IxSqZR1\nSW2LwYjaRhRF8PwQ5y9WMDFttWdktIoL4y56O23Ypm7aLFBJiStXd6BS9TE4PIbxstcICFLUhrZ2\nF63E3Z4FAD1LiNBKIm8b8PwQVS/ZMNcgjDBW9hrDYC/FaAwhasNZTVOhXPFnjEZRSsA2m89wI6Ll\nQSuNqzZ8DOdHzqK3t5cjdRaAwYjagh+EGC97GBmtzvmYMIxwZqQMy5Do6bRh6uYDUG1LY+O6Lpy7\nWMbQSBkRgM68iZxtJKpLAJBKwDZrs8pmfUw8383QMh4cGyY6NVX1ArheAMfWUFJeks7QUsTDfOO5\naxEAU9cCGVeJiGglYjCitvCfs+NznvKaruqFOHOujHV9BSQ9tvd0OCg4BiYqfqpAYBoSlpnsVJMQ\nAo5lIAznPn03XQRgouKj4BhA6oEhydVPr9XrJCJaqRiMiGJCpL+mp9VtsAwnljEQERHxdn0iIiKi\nBgYjIiIiohiDEREREVGMwYiIiIgo1pbByHVd7N69G/39/Th58mTW5RAREdFloi2D0dNPP401a9bw\nLpoVIIoiVN0AjqkT33oPAB15M/3zeMlGhEzmegEqrp9qZptpKGiV/IdRUqT62YmIqHVtF4x+97vf\n4Q9/+AMOHjzIAaKXOT8IMF72UHF9aC3RmTeRt+fvMJGzNNb15tGRNxM1RKwHr7EJL/HYjsnCCKi6\ntTp9P1mw0koiZxvI2/OHPSGAnK2Rdwx2sSUiWiJt1cdoeHgYjz32GH7yk5/Atu2sy6FLJIoilKu1\nDtGT1TtIayVQcQNUvf99XSmBvk4Hltm823Vdvdtz0mGq8wnCCOMVH1qFcGwN2aQGIQS0VihICS+u\nYzLbVDC0uiTdromIaG5tFYwOHTqEr3zlK/jEJz6BwcHBrMuhRVZfvWk22FRKiZwtYRohJso+ujos\n5G2deFUljKJZ54MtBj8IMTbhwtQqUUiTUsAyNbSuDXWNEME2dKJhuEREdWEU4vzIWYyNXsi6lLaX\neTA6cuQInn/++Tm/LoTA0aNHcezYMUxMTOCee+4BAJ5Guwy5XpDqOh+tJFb1OLDMdL/GlyoU1UVR\nbc6ZaajE1wYpKeFYtQfz2jkiSksKwAnP4uaB61AqlbIup61lHozuvvtu7Nu3b97HrF+/Hu+88w6O\nHz+OrVu3TvnaF7/4Rdxxxx146qmnLmWZtARaibqthYjlGaoZiIiodQLCLKCvry/rQtpe5sGou7sb\n3d3dTR/36KOP4oEHHmh8fObMGXz961/Hj370oxlhiYiIiKgVmQejpNasWTPlY8dxEEUR1q9fj9Wr\nV2dUFREREV1O2voKT556ICIiosXUNitG061btw5/+9vfsi6DiIiILiNtvWJEREREtJgYjGj5aOVm\nsSVq28CTtkREK8OKDEZRFCEIQvZCWibqr4eXcKRGnVICsoVGiI5tQCfcTgAwtETO1onnmwkBWCl6\nGBER0fLRttcYLUQEYKzswTIUTENyDlWGwjCE64WpGjtKKWBpBcOQLV2AL4VA3jGajgTRKu5KHYco\nrVWjCWU45zYStqWg+DtFRNSWVmQwqqvGB7mcVRvJwLvclk4URfCDEOWKn/gMmhC11Rvb1IvyWmmt\nkFcSVS+A54UI4xVEKUUcmtWMbUxDwdASFTeAN2l0iZICtqmg9cxtiIiofazoYFQ3UfUhPYGcrfmX\n/hLw/RBl159z1WU2WgnY5uLPEBOi9n0toza4Vgg0DV5CCDiWhhkHJKVEfOqMwZqIqN0xGMXCMEIY\nRuDszkuvkjIUAYBjJR8S2wohBHK2kWobpSTyDn9hiIguJ/xXnYiIiCi24laMhoaG4Ps+9uy6dcbX\nJE+FLIkoilLfmc/XhohWgrVr1+IXv/hF1mWsaCsuGJmmiSiKeKDNkBCCfYGIiBbJ2rVrAQC7brkp\n40ouDyJiMx8iIiIiALzGiIiIiKiBwYiIiIgoxmBEREREFGMwIiIiIooxGBERERHFGIyIiIiIYgxG\nRERERDEGIyIiIqIYgxERERFRbEUGo5/+9Kf48pe/jO3bt+NTn/rUrI85ffo07r33Xmzfvh2f/exn\n8YMf/ABhGC5xpdSKgYEB9Pf3N/7bvHkznn/++azLogRefvllDAwMYNu2bdi/fz/+8pe/ZF0SpfTs\ns89Oef/19/fjtttuy7ososRW3Kw0APB9H7feeiuuu+46vP766zO+HoYh7r33XqxatQqvvvoqzpw5\ng4MHD8IwDDzwwAMZVExp3X///di/fz/qE2/y+XzGFVEzR48exeHDh/Hkk09i69ateOmll/CNb3wD\nv/nNb9DT05N1eZTCNddcg5deeqnx/lNKZVwRUXIrcsXom9/8Ju666y5s2rRp1q8fO3YM//jHP/D0\n00/j4x//OHbu3Ilvf/vbeOWVV+D7/hJXS63I5XLo6elBqVRCqVSCbdtZl0RNvPjii/jSl76EPXv2\nYOPGjXjiiSdg2/asf7zQ8qa1nvL+6+rqyrokosRWZDBq5r333sOmTZum/JW6Y8cOjI6O4u9//3uG\nlVFSzz33HG688Ubs3bsXL7zwAoIgyLokmofnefjrX/+Kz3zmM43PCSFw00034fjx4xlWRq345z//\niZ07d+Lzn/88Hn74YZw+fTrrkogSW5Gn0poZHh5GqVSa8rne3l4AwNDQEPr7+7MoixL62te+hmuv\nvRadnZ149913ceTIEQwPD+M73/lO1qXRHEZGRhAEQeN9VlcqlXDq1KmMqqJWfPKTn8Thw4dx9dVX\nY2hoCM888wzuvPNOvPHGG8jlclmXR9TUZROMjhw5Mu8FtkIIHD16FFdfffUSVkWLJc3re+DAgcbn\nN23aBMMw8Nhjj+HBBx+EYRhLUC3RyrVz587G/2/atAnbtm3D5z73Ofz617/GF77whQwrI0rmsglG\nd999N/bt2zfvY6688spE36u3txfvv//+lM8NDw8DAPr6+lorkBZkIa/vtm3bEAQBBgcHsWHDhktQ\nHS1Ud3c3lFKN91nd2bNnZ6wiUXspFovYsGEDPvjgg6xLIUrksglG3d3d6O7uXpTvtX37dvzsZz/D\nuXPnGtcZ/f73v0exWMTGjRsX5TkonYW8vidOnICUcsbpUVo+DMPAtddei7fffhs333wzACCKIrz9\n9tv46le/mnF1tBDj4+P44IMPsGfPnqxLIUrksglGaZw+fRoXLlzA4OAggiDAyZMnAQBXXXUVcrkc\nduzYgY0bN+LgwYN4+OGHMTQ0hB//+Me48847eSpmmTt+/Djee+893Hjjjcjn83j33Xdx+PBh7Nq1\nC8ViMevyaB4HDhzAoUOHsGXLlsbt+pVKpelKIS0v3//+9zEwMIArrrgC//3vf/HMM89Aa43bb789\n69KIEhFRvdHECnLo0CH86le/mvH5n//857jhhhsA1MLT448/jj/96U9wHAd79+7FQw89BCl5I99y\nduLECTzxxBM4deoUXNfF+vXrsXv3bhw4cIChtg28/PLLeOGFFzA8PIzNmzfjkUcewdatW7Mui1J4\n8MEH8ec//xnnz59HT08Prr/+etx///2JL2UgytqKDEZEREREs+HyBxEREVGMwYiIiIgoxmBERERE\nFGMwIiIiIooxGBERERHFGIyIiIiIYgxGRERERDEGIyIiIqIYgxERERFRjMGIiIiIKMZgRERERBRj\nMCIiIiKKMRgRUSpvvfUW+vv78dvf/rbxuYceeggDAwMYHR3NsDIiooVjMCKiVG655Rbs3r0b3/3u\ndzE6Ooo33ngDb775Jo4cOYJisZh1eURECyKiKIqyLoKI2svY2Bh27dqFLVu24I9//CMOHDiA++67\nL+uyiIgWjMGIiFryzjvv4K677sKWLVvw2muvQQiRdUlERAvGU2lE1JL3338fWmucOnUKg4ODWZdD\nRLQouGJERKmdPHkS+/fvx+OPP45f/vKXCIIAr7zyStZlEREtGFeMiCgVz/Nw8OBBfPrTn8a+ffvw\nve99DydOnMBzzz2XdWlERAvGYEREqfzwhz/Ehx9+iCeffBIA8JGPfATf+ta38Oyzz+LkyZMZV0dE\ntDA8lUZEREQU44oRERERUYzBiIiIiCjGYEREREQUYzAiIiIiijEYEREREcUYjIiIiIhiDEZERERE\nMQYjIiIiohiDEREREVGMwYiIiIgoxmBEREREFGMwIiIiIor9PxduKTSleP5cAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x11825eb70>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "with sns.axes_style('white'):\n",
    "    sns.jointplot(\"x\", \"y\", data, kind='hex')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Pair plots\n",
    "\n",
    "When you generalize joint plots to datasets of larger dimensions, you end up with *pair plots*. This is very useful for exploring correlations between multidimensional data, when you'd like to plot all pairs of values against each other.\n",
    "\n",
    "We'll demo this with the well-known Iris dataset, which lists measurements of petals and sepals of three iris species:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>sepal_length</th>\n",
       "      <th>sepal_width</th>\n",
       "      <th>petal_length</th>\n",
       "      <th>petal_width</th>\n",
       "      <th>species</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>5.1</td>\n",
       "      <td>3.5</td>\n",
       "      <td>1.4</td>\n",
       "      <td>0.2</td>\n",
       "      <td>setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>4.9</td>\n",
       "      <td>3.0</td>\n",
       "      <td>1.4</td>\n",
       "      <td>0.2</td>\n",
       "      <td>setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>4.7</td>\n",
       "      <td>3.2</td>\n",
       "      <td>1.3</td>\n",
       "      <td>0.2</td>\n",
       "      <td>setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4.6</td>\n",
       "      <td>3.1</td>\n",
       "      <td>1.5</td>\n",
       "      <td>0.2</td>\n",
       "      <td>setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5.0</td>\n",
       "      <td>3.6</td>\n",
       "      <td>1.4</td>\n",
       "      <td>0.2</td>\n",
       "      <td>setosa</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   sepal_length  sepal_width  petal_length  petal_width species\n",
       "0           5.1          3.5           1.4          0.2  setosa\n",
       "1           4.9          3.0           1.4          0.2  setosa\n",
       "2           4.7          3.2           1.3          0.2  setosa\n",
       "3           4.6          3.1           1.5          0.2  setosa\n",
       "4           5.0          3.6           1.4          0.2  setosa"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "iris = sns.load_dataset(\"iris\")\n",
    "iris.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAABFsAAAPYCAYAAAAFI/bwAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x117932160>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.pairplot(iris, hue='species', size=2.5);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Faceted histograms"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>total_bill</th>\n",
       "      <th>tip</th>\n",
       "      <th>sex</th>\n",
       "      <th>smoker</th>\n",
       "      <th>day</th>\n",
       "      <th>time</th>\n",
       "      <th>size</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>16.99</td>\n",
       "      <td>1.01</td>\n",
       "      <td>Female</td>\n",
       "      <td>No</td>\n",
       "      <td>Sun</td>\n",
       "      <td>Dinner</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>10.34</td>\n",
       "      <td>1.66</td>\n",
       "      <td>Male</td>\n",
       "      <td>No</td>\n",
       "      <td>Sun</td>\n",
       "      <td>Dinner</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>21.01</td>\n",
       "      <td>3.50</td>\n",
       "      <td>Male</td>\n",
       "      <td>No</td>\n",
       "      <td>Sun</td>\n",
       "      <td>Dinner</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>23.68</td>\n",
       "      <td>3.31</td>\n",
       "      <td>Male</td>\n",
       "      <td>No</td>\n",
       "      <td>Sun</td>\n",
       "      <td>Dinner</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>24.59</td>\n",
       "      <td>3.61</td>\n",
       "      <td>Female</td>\n",
       "      <td>No</td>\n",
       "      <td>Sun</td>\n",
       "      <td>Dinner</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   total_bill   tip     sex smoker  day    time  size\n",
       "0       16.99  1.01  Female     No  Sun  Dinner     2\n",
       "1       10.34  1.66    Male     No  Sun  Dinner     3\n",
       "2       21.01  3.50    Male     No  Sun  Dinner     3\n",
       "3       23.68  3.31    Male     No  Sun  Dinner     2\n",
       "4       24.59  3.61  Female     No  Sun  Dinner     4"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tips = sns.load_dataset('tips')\n",
    "tips.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAlIAAAJICAYAAACqkgqOAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\ncLoZAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x11b68fe80>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "tips['tip_pct'] = 100 * tips['tip'] / tips['total_bill']\n",
    "\n",
    "grid = sns.FacetGrid(tips, row=\"sex\", col=\"time\", margin_titles=True)\n",
    "grid.map(plt.hist, \"tip_pct\", bins=np.linspace(0, 40, 15));"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Factor plots\n",
    "\n",
    "Factor plots can be useful for this kind of visualization as well. This allows you to view the distribution of a parameter within bins defined by any other parameter:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAd0AAAGACAYAAADoLbhHAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nAIMQugAAGOT/A/yYtNv6v/XjAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x11743fe80>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "with sns.axes_style(style='ticks'):\n",
    "    g = sns.factorplot(\"day\", \"total_bill\", \"sex\", data=tips, kind=\"box\")\n",
    "    g.set_axis_labels(\"Day\", \"Total Bill\");"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Joint distributions\n",
    "\n",
    "Similar to the pairplot we saw earlier, we can use ``sns.jointplot`` to show the joint distribution between different datasets, along with the associated marginal distributions:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAkMAAAJICAYAAABi/uBYAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nRK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x11ad14a58>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "with sns.axes_style('white'):\n",
    "    sns.jointplot(\"total_bill\", \"tip\", data=tips, kind='hex')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The joint plot can even do some automatic kernel density estimation and regression:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/lee/anaconda/lib/python3.5/site-packages/statsmodels/nonparametric/kdetools.py:20: VisibleDeprecationWarning: using a non-integer number instead of an integer will result in an error in the future\n",
      "  y = X[:m/2+1] + np.r_[0,X[m/2+1:],0]*1j\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAkYAAAJICAYAAACE1yscAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x11804f9b0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.jointplot(\"total_bill\", \"tip\", data=tips, kind='reg');"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Bar plots\n",
    "\n",
    "Time series can be plotted using ``sns.factorplot``."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>method</th>\n",
       "      <th>number</th>\n",
       "      <th>orbital_period</th>\n",
       "      <th>mass</th>\n",
       "      <th>distance</th>\n",
       "      <th>year</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Radial Velocity</td>\n",
       "      <td>1</td>\n",
       "      <td>269.300</td>\n",
       "      <td>7.10</td>\n",
       "      <td>77.40</td>\n",
       "      <td>2006</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Radial Velocity</td>\n",
       "      <td>1</td>\n",
       "      <td>874.774</td>\n",
       "      <td>2.21</td>\n",
       "      <td>56.95</td>\n",
       "      <td>2008</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Radial Velocity</td>\n",
       "      <td>1</td>\n",
       "      <td>763.000</td>\n",
       "      <td>2.60</td>\n",
       "      <td>19.84</td>\n",
       "      <td>2011</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Radial Velocity</td>\n",
       "      <td>1</td>\n",
       "      <td>326.030</td>\n",
       "      <td>19.40</td>\n",
       "      <td>110.62</td>\n",
       "      <td>2007</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Radial Velocity</td>\n",
       "      <td>1</td>\n",
       "      <td>516.220</td>\n",
       "      <td>10.50</td>\n",
       "      <td>119.47</td>\n",
       "      <td>2009</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "            method  number  orbital_period   mass  distance  year\n",
       "0  Radial Velocity       1         269.300   7.10     77.40  2006\n",
       "1  Radial Velocity       1         874.774   2.21     56.95  2008\n",
       "2  Radial Velocity       1         763.000   2.60     19.84  2011\n",
       "3  Radial Velocity       1         326.030  19.40    110.62  2007\n",
       "4  Radial Velocity       1         516.220  10.50    119.47  2009"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "planets = sns.load_dataset('planets')\n",
    "planets.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAyIAAAGACAYAAABRBtaSAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nAAAKJ0QAAIDCCREAAKBw/x9EcPUF97DYjAAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x11ae65208>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "with sns.axes_style('white'):\n",
    "    g = sns.factorplot(\"year\", data=planets, aspect=2,\n",
    "                       kind=\"count\", color='steelblue')\n",
    "    g.set_xticklabels(step=5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAB0gAAAGACAYAAAAnGjGpAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x11ad63ef0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "with sns.axes_style('white'):\n",
    "    g = sns.factorplot(\"year\", data=planets, aspect=4.0, kind='count',\n",
    "                       hue='method', order=range(2001, 2015))\n",
    "    g.set_ylabels('Number of Planets Discovered')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Example: Exploring Marathon Finishing Times\n",
    "\n",
    "Here we'll look at using Seaborn to help visualize and understand finishing results from a marathon.\n",
    "I've scraped the data from sources on the Web, aggregated it and removed any identifying information, and put it on GitHub where it can be downloaded\n",
    "(if you are interested in using Python for web scraping, I would recommend [*Web Scraping with Python*](http://shop.oreilly.com/product/0636920034391.do) by Ryan Mitchell).\n",
    "We will start by downloading the data from\n",
    "the Web, and loading it into Pandas:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# !curl -O https://raw.githubusercontent.com/jakevdp/marathon-data/master/marathon-data.csv"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>age</th>\n",
       "      <th>gender</th>\n",
       "      <th>split</th>\n",
       "      <th>final</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>33</td>\n",
       "      <td>M</td>\n",
       "      <td>01:05:38</td>\n",
       "      <td>02:08:51</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>32</td>\n",
       "      <td>M</td>\n",
       "      <td>01:06:26</td>\n",
       "      <td>02:09:28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>31</td>\n",
       "      <td>M</td>\n",
       "      <td>01:06:49</td>\n",
       "      <td>02:10:42</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>38</td>\n",
       "      <td>M</td>\n",
       "      <td>01:06:16</td>\n",
       "      <td>02:13:45</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>31</td>\n",
       "      <td>M</td>\n",
       "      <td>01:06:32</td>\n",
       "      <td>02:13:59</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   age gender     split     final\n",
       "0   33      M  01:05:38  02:08:51\n",
       "1   32      M  01:06:26  02:09:28\n",
       "2   31      M  01:06:49  02:10:42\n",
       "3   38      M  01:06:16  02:13:45\n",
       "4   31      M  01:06:32  02:13:59"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data = pd.read_csv('https://raw.githubusercontent.com/jakevdp/marathon-data/master/marathon-data.csv')\n",
    "data.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "age        int64\n",
       "gender    object\n",
       "split     object\n",
       "final     object\n",
       "dtype: object"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.dtypes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>age</th>\n",
       "      <th>gender</th>\n",
       "      <th>split</th>\n",
       "      <th>final</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>33</td>\n",
       "      <td>M</td>\n",
       "      <td>01:05:38</td>\n",
       "      <td>02:08:51</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>32</td>\n",
       "      <td>M</td>\n",
       "      <td>01:06:26</td>\n",
       "      <td>02:09:28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>31</td>\n",
       "      <td>M</td>\n",
       "      <td>01:06:49</td>\n",
       "      <td>02:10:42</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>38</td>\n",
       "      <td>M</td>\n",
       "      <td>01:06:16</td>\n",
       "      <td>02:13:45</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>31</td>\n",
       "      <td>M</td>\n",
       "      <td>01:06:32</td>\n",
       "      <td>02:13:59</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   age gender    split    final\n",
       "0   33      M 01:05:38 02:08:51\n",
       "1   32      M 01:06:26 02:09:28\n",
       "2   31      M 01:06:49 02:10:42\n",
       "3   38      M 01:06:16 02:13:45\n",
       "4   31      M 01:06:32 02:13:59"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# fix this by providing a converter for the times:\n",
    "def convert_time(s):\n",
    "    h, m, s = map(int, s.split(':'))\n",
    "    return pd.datetools.timedelta(hours=h, minutes=m, seconds=s)\n",
    "\n",
    "data = pd.read_csv('https://raw.githubusercontent.com/jakevdp/marathon-data/master/marathon-data.csv',\n",
    "                   converters={'split':convert_time, 'final':convert_time})\n",
    "data.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "age                 int64\n",
       "gender             object\n",
       "split     timedelta64[ns]\n",
       "final     timedelta64[ns]\n",
       "dtype: object"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.dtypes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>age</th>\n",
       "      <th>gender</th>\n",
       "      <th>split</th>\n",
       "      <th>final</th>\n",
       "      <th>split_sec</th>\n",
       "      <th>final_sec</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>33</td>\n",
       "      <td>M</td>\n",
       "      <td>01:05:38</td>\n",
       "      <td>02:08:51</td>\n",
       "      <td>3938.0</td>\n",
       "      <td>7731.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>32</td>\n",
       "      <td>M</td>\n",
       "      <td>01:06:26</td>\n",
       "      <td>02:09:28</td>\n",
       "      <td>3986.0</td>\n",
       "      <td>7768.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>31</td>\n",
       "      <td>M</td>\n",
       "      <td>01:06:49</td>\n",
       "      <td>02:10:42</td>\n",
       "      <td>4009.0</td>\n",
       "      <td>7842.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>38</td>\n",
       "      <td>M</td>\n",
       "      <td>01:06:16</td>\n",
       "      <td>02:13:45</td>\n",
       "      <td>3976.0</td>\n",
       "      <td>8025.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>31</td>\n",
       "      <td>M</td>\n",
       "      <td>01:06:32</td>\n",
       "      <td>02:13:59</td>\n",
       "      <td>3992.0</td>\n",
       "      <td>8039.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   age gender    split    final  split_sec  final_sec\n",
       "0   33      M 01:05:38 02:08:51     3938.0     7731.0\n",
       "1   32      M 01:06:26 02:09:28     3986.0     7768.0\n",
       "2   31      M 01:06:49 02:10:42     4009.0     7842.0\n",
       "3   38      M 01:06:16 02:13:45     3976.0     8025.0\n",
       "4   31      M 01:06:32 02:13:59     3992.0     8039.0"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data['split_sec'] = data['split'].astype(int) / 1E9\n",
    "data['final_sec'] = data['final'].astype(int) / 1E9\n",
    "data.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAl4AAAJICAYAAACwruoAAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\nAAAPYQAAD2EBqD+naQAAIABJREFUeJzs3Xl4VNX9P/D3uXcmC0lASbAGRREUaBQh4gphkdSiVlvt\nV1ta7aO2FSutUh8QqqCyu6Etj7aIlq+4l9qWasWqrcVikYp+Rdx+LQIWLaAmkSUBkpm55/z+uMvc\nezNrMluS9+t5qMnMueeeubHmwzmf8zlCKaVARERERFmn5XsARERERD0FAy8iIiKiHGHgRURERJQj\nDLyIiIiIcoSBFxEREVGOMPAiIiIiyhEGXkREREQ5wsCLiIiIKEcYeBERERHlCAMvIiIiohxh4EVE\nRESUIwy8iIiIiHKEgRcRERFRjjDwIiIiIsqRQL4HQNRZUko0NTUlbVdZWQlN4981iIgofxh4UZfX\n1NSEZ/72Lsor+sRt09K8D9+YOBz9+vXL4ciIiIi8GHhRt1Be0QeHHV6Z72EQERElxHUXIiIiohzh\njBcVvGQ5XI2NjYBSORwRERFRxzDwooKXLIdr984d6H1YJQ7rW5XjkREREaWHgRd1CYlyuPbv25Pj\n0RAREXUMc7yIiIiIcoSBFxEREVGOMPAiIiIiyhEGXkREREQ5wuR6IvDYISIiyg0GXtQjSCnNel9x\nNDY24h+bd6Gi92Fx2/DYISIi6iwGXpRXqcw0ZaJAakvzPrz0z0/xpS8djPm+UwuMxw4REVEWMfCi\nvErlgOtMFUgtL+/NWmBERJRXDLwo75IdcM2giIiIugtmCRMRERHlCAMvIiIiohzhUiNlVbLk+Uwk\nzudKsp2RAMtNEBFRYgy8KKuSJc9nKnE+F5LtjGS5CSIiSoaBF2VdouT5rpY4n2hnJBERUTJcEyEi\nIiLKEQZeRERERDnCwIuIiIgoRxh4EREREeUIAy8iIiKiHGHgRURERJQjLCdBlCGpFFgFWGSViKgn\nY+BFHZasKj3QtSrTd1ayAqt2GxZZJSLquRh4UYclq0oPdK3K9JnAAqtERJQIAy/qlERV6YGuV5me\niIgom5hoQkRERJQjDLyIiIiIcoSBFxEREVGOMPAiIiIiyhEm1xPlUCq1vljni4io+2LgRZRDyWp9\nsc4XEVH3xsCLKMdY64uIqOfiegYRERFRjjDwIiIiIsoRBl5EREREOcLAi4iIiChHmFxPcUkp0dTU\nFPf9xsZGQKkcjoiIiKhrY+BFcTU1NeGZv72L8oo+Md/fvXMHeh9WicP6VuV4ZERERF0TAy9KqLyi\nT9zSB/v37cnxaIiIiLo2Bl5EBSSVyvYAq9sTEXVVDLyICkiyyvZ2G1a3JyLqmhh4ERUYVrYnIuq+\nGHj1UMl2LALctUhERJRpDLx6qGQ7FgHuWiQiIso0Bl49WKIdiwB3LRaqVBLwmXxPRFSYGHgRdTHJ\nEvCZfE9EVLgYeBF1QUzAJyLqmrgWQURERJQjnPHqpnjOYs/FHDAiosLFwKub4jmLPRdzwIiIChcD\nr26M5yz2XMwBIyIqTFxrICIiIsoRzngR9TA8iJuIKH8YeBH1MDyIm4gofxh4EfVAyXLAuDOSiCg7\nGHh1QTzgmrKNOyOJiLKDgVcXxAOuKRcSzYoxT4yIqGMYeHVRPOCa8imVPLH9+/Zg7MijUFUVP/hn\nYEZEPQ0DLyLqkGR5Yvv37cFL/9waNzhLJTCTUgJAwuCMwRsRdSUMvAoQj/uh7iJRcJYsMAPMJXMt\nEMSXvtQ/5vvMNSOiroaBVwHicT/UU6Qya6YHgp3KNUs2a5bKrBrAmTUiygwGXnmQyoxWspkCIkot\n1yzZrFmy94Hky6KpBG8MAIkIAIRSXLPKpMsvvxxbt21P2EYIIBxR0ISI+b5hGNA0Dbqux3w/YkQg\nIOK+n0ob9tFz++gq4yy0PpRS0LXYbQzDAATivp9Km1T6kEqhV0mQgRd12NFHH43HH38838Po0Tjj\nlQVlvUqzfIfiDLRhHz23j64yzq7UBxFRajjjRURERJQjnK8mIiIiyhEGXkREREQ5wsCLiIiIKEcY\neBERERHlCAMvIiIiohxh4EVERESUIwy8iIiIiHKEgRcRERFRjjDwIiIiIsoRBl5EREREOcLAi4iI\niChHGHgRERER5QgDrwy7/PLLcfnll+d7GERERBnB32uZFcj3ALqb3bt353sIRETUgyml4r4nhEi7\nv927d8MwjM4MiVw440VERNSNdCS4otxh4EVERNTNCCGcAMz9NeUfAy8iIqJuyh1wMfgqDAy8iIiI\niHKEgRcRERFRjjDwIiIiIsoRBl5EREREOcLAi4iIiChHGHgRERER5UjeA6+nnnoKX//61zFq1CiM\nGjUKkydPxrp165z3b7rpJgwbNszz5+qrr/b0EQqFMG/ePJxxxhmora3F9ddfj6amJk+bffv2Yfr0\n6Rg1ahROO+00zJ49GwcPHvS02b17N6ZMmYKRI0dizJgxuOuuuyClzN6HJyIioh4l70cGVVdXY8aM\nGRg4cCCUUvjDH/6AqVOn4plnnsHgwYMBAOPGjcMdd9zhHINQVFTk6WPRokV49dVXcd9996G8vBzz\n58/HddddhyeffNJpM336dDQ1NWHlypUIh8O46aabcOutt2LJkiUAACklpkyZgiOOOAKrVq3C559/\njpkzZyIYDOKGG27I0dMgIiKi7izvM14TJkzAuHHjcMwxx+DYY4/FDTfcgLKyMrz99ttOm6KiIvTt\n2xeVlZWorKxERUWF815LSwt+//vf46abbsLpp5+OmpoaLF68GG+99RbeeecdAMC2bdvwj3/8A4sW\nLcLw4cNxyimnYM6cOXj++efR0NAAAHj11Vexfft23H333Rg6dCjGjh2LadOm4cknn0QkEsntQyEi\nIqJuKe+Bl5uUEmvWrMGhQ4dQW1vrvL5x40aMHj0a5557LubOnYu9e/c677333nswDANnnXWW89qg\nQYPQv39/bNq0CQDw9ttvo0+fPqipqXHajB49GkIIbN68GQCwefNmDBkyBH379nXa1NXVobm5GVu3\nbs3aZyYiIqKeoyACry1btqC2thbDhw/HvHnzcP/992PQoEEAgLFjx+LOO+/EI488ghtvvBFvvPEG\npkyZ4iw7NjY2IhgMory83NNnZWUlGhsbnTbugAoAdF1Hnz59PG0qKys9baqqqgDAmRUjIqLsef31\n1/HNb34Tw4cPx6RJk7B69eqk12zYsAGTJ0/GKaecgrq6OixZsiRmbu6KFSswadIkDB8+HOPHj8fy\n5cuz8REyjrnH3U/ec7wAc4bq2WefRXNzM1588UXMmjULjz/+OAYPHozzzz/faXfCCSdgyJAhOOec\nc/D666/jzDPPzOOoiYjyJxwOIxgMdpv7/ve//8WPfvQjfOc738GSJUuwYcMGzJkzB0cccQTGjBkT\n85p//etfmDJlCqZOnYq7774bn332GW699VZIKTFz5kyn3cKFC/Haa6/hpptuwgknnIB9+/Zh3759\nGf8Mmcbc4+6pIGa8AoEABgwYgJqaGtxwww0YNmwYHn300ZhtBwwYgMMPPxwff/wxAHNWKhwOo6Wl\nxdOuqanJmbGqqqrCF1984XnfMAzs27fP08a/E9KeDevXr1/nPyQRdUvf+973sGDBAixYsACnnnoq\nzjzzTCxdutTTJhQK4c4778S4ceNQW1uLb3/729i4caPz/t69ezF9+nSMGzcOI0eOxIUXXog1a9bE\nvM/ixYtx5pln4oc//CEA4L777sPZZ5+N4cOHY9y4cVi0aJFzzf79+zFz5kycfvrpGDlyJK6++mrs\n2LHDeX/16tU47bTT8I9//APnn38+amtr8cMf/tD5bx9g7iz/8Y9/jAceeABjx47Feeedl9HnZ3vq\nqadw9NFHY+bMmRg0aBAuu+wyTJo0CStXrox7zZ///GcMGzYM1157LQYMGIBTTz0VN954I5544gln\n1/q2bdvwm9/8BsuWLcOECRNw1FFHoaamxpOekor7778fF110EVatWoUJEyZg5MiR+OlPf9rud08m\nMfe4eyqIwMtPSolQKBTzvU8//RR79+51gqGTTjoJuq5jw4YNTpvt27dj165dTp7YyJEjsX//fnzw\nwQdOmw0bNkAphREjRjhttmzZ4gnQ1q9fj4qKCmd3JRFRLH/84x8RCATwu9/9DnPmzMHKlSvx9NNP\nO+/Pnz8fmzdvxi9+8Qs8++yzOPfcc3H11Vc7f4Fsa2vDSSedhIceegjPPfccJk+ejFmzZuHdd99t\nd5+ioiL85je/wbx58/Diiy/ikUcewYIFC/CXv/wFv/zlLzFkyBCn/axZs/DBBx/ggQcewKpVq6CU\nwpQpU2AYhtPm0KFDePjhh7FkyRI8+eST2L17N+68807PfTds2ID//Oc/WLlyZdwlujfffBO1tbVx\n/5xyyil47rnn4j7DzZs3Y/To0Z7X6urqPBut/EKhEIqLiz2vFRcXIxQK4f333wcArF27FgMGDMDf\n/vY31NfXY+LEiZgzZ45nxmvnzp0YNmwY3njjjbj3AoAdO3bghRdewPLly/HrX/8a/+///T/Mmzcv\n4TX2Z4/3TObOnRv3WuYed095X2q89957MW7cOFRXV+PAgQP405/+hDfeeAMrVqzAwYMHcf/992PS\npEmoqqrCxx9/jLvvvhsDBw5EXV0dAKC8vByXXHIJbr/9dvTu3RtlZWVYuHAhTjnlFJx88skAgMGD\nB6Ourg5z5szB3LlzEQ6HsWDBAnzta19zAri6ujoMHjwYM2fOxIwZM9DQ0IClS5fisssuy8t0PhF1\nHdXV1bjpppsAAAMHDsS///1vPPLII7j00kuxa9curF69Gq+88orz35urrroK69atw+9//3vccMMN\n+NKXvoSrrrrK6e+yyy7Dq6++ij//+c8YPny48/qxxx6LGTNmON/bfZ511lnQdR1HHnmk037Hjh1Y\nu3YtVq1a5fwFc8mSJZgwYQL++te/YtKkSQDM2f958+bh6KOPdu79q1/9yvP5evXqhYULFyIQiP8r\n4+STT8azzz6b8Dn582jdGhoa2r1fWVmJlpYWhEKhdmWEAPO/248++ijWrFmD8847Dw0NDc7Y7dzc\nTz75BDt37sSLL76Iu+++G4ZhYPHixZg2bZozmxYIBDBo0CCUlJQkHH84HMZdd93l/BznzJmDH/3o\nR/jZz34W97MleyZlZWVx30uWezxs2LCEfVNhynvg1dTUhFmzZqGhoQEVFRUYOnQoVqxYgbPOOgtt\nbW3497//jWeeeQb79+/HEUccgbq6OkybNs0TDN18883QdR3XX389QqEQxo4di9tuu81zn3vuuQfz\n58/HVVddBU3TMGnSJMyePdt5X9M0LF++HHPnzsV3vvMdlJaW4uKLL8b111+fs2dBRF2THdjYRo4c\niYcffhhKKXz44YcwDAOTJk1yNgUB5i/xww8/HIA5y79s2TK88MIL+PzzzxEKhRAOh1FaWurp96ST\nTvJ8f+655+KRRx5BfX09xo4di/Hjx+Pss8+GruvYtm0bAoGA8xdQADjssMNw3HHHYdu2bc5rJSUl\nTtAFAEcccUS71IyhQ4cmDLoAs+zPgAEDErbJtDFjxuDGG2/E3LlzMXPmTBQVFWHq1Kl48803IYQA\nACilnIDpmGOOAWDWfvzmN7+J//znPxg4cCC+9KUv4fnnn096v+rqak/qSW1tLQzDwEcffRQ38Mr1\nM6HCl/fAy52P4FdcXIwVK1Yk7aOoqAi33HILbrnllrhtevfu7RRLjae6urrL7HQhoq7hwIEDCAQC\nWL16NTTNm93Rq1cvAMCvf/1rPP7445g9ezZOOOEE9OrVC4sWLUI4HPa09wdiRx55JF588UW89tpr\nWL9+PebOnYsVK1bg8ccfT3l8sWb03QFirPvG8uabb7Y7VcRNCIH58+fjggsuiPl+v3792uXZNjU1\noby8POZsl+3KK6/ElVdeiYaGBvTp0weffPIJ7rnnHifg6devH3Rdd4IuAE76yO7duzFw4MCkn60z\namtrIYRo90wB85l8/etfj7vcWFVV1W65mbnHXV/eAy8ioq7OLtZse/vttzFw4EAIIVBTUwPDMNDY\n2IhRo0bFvP6tt95CfX29E5QopfDRRx/hhBNOSHrvoqIiTJgwARMmTMB3v/tdnHfeediyZQsGDx4M\nwzCwefNmjBw5EgCwZ8+elPtNV2eXGkeOHOk5Lg4w82ztsSdjByLPPfcc+vfvjxNPPBEAcMopp8Aw\nDHzyySdOMPbRRx9BCIH+/fun1Ldt9+7daGhocO61adMm6LqO4447Lu41nVlqHDlyJJYvX44vvvjC\nyfNi7nHXx8CLiKiTdu3ahTvvvBPf+ta38P777+Pxxx/HzTffDMDM+brgggswa9YszJo1C1/+8pfx\nxRdf4J///CeGDh2K8ePHY+DAgXjppZewadMm9O7dGytXrkRTU1PSAGn16tUwDAMjRoxASUkJnnnm\nGZSWlqJ///7o06cPJk6ciFtuuQVz585FWVkZlixZgiOPPBITJ07M+DPo7FLj5MmT8cQTT+Duu+/G\n//zP/2DDhg148cUX8eCDDzpt/vrXv+Kee+7Bn//8Z+e1FStWYOzYsdA0DS+++CJ+/etfY+nSpc5S\n4+jRo1FTU4Obb74ZN998MwzDwIIFCzBmzBgce+yxaY0xGAziZz/7GW688Ua0tLRg0aJFOO+88xIG\nlJ15Jsw97p4YeBERddJFF12E1tZWXHrppdB1HVdeeSUuvfRS5/077rgDy5Ytw5133onPPvsMhx9+\nOEaOHImzzz4bAHDttdfiv//9L374wx+itLQU3/rWt3DOOeegubnZ6cMOJNwqKirw0EMP4c4774Rh\nGBgyZAgeeOAB9OnTx7nvokWLcO211yIcDuO0007Dgw8+CF3Xs/xE0nf00UfjwQcfxO23347HHnsM\nRx55JBYuXOjZ6bh//3785z//8Vy3bt06LF++HKFQCMOGDcOyZctQV1fnLO0JIbBs2TIsXLgQl19+\nOUpLSzF+/HjMmjXL6WPnzp2or6/HY489htNOOy3uGAcOHIhzzjkHU6ZMwf79+3H22Wfj1ltvzeyD\ncGHucfckVKyFZ+qw+vp6AMDLL7+c55EQUS5873vfQ01NjbOrkTIvXn5Uqm2TXfvPf/4T06ZNw1//\n+lfPWcBu999/P15++WWnmn46Y+rq6uvrYRgGXnnllXwPpVsoyDpeREREubJu3Tpcc801cYOuVHTX\noIsyj0uNRESdwF+4XZ/7eKGOUkrx3wVKCZcaM4xLjUREmef/VZUoyHG3jVXKIVMBkv8+3RWXGjOL\nM15ERFTw0gls/G2zFRR152CLsoc5XkREREQ5wsCLiIiIKEcYeBERERHlCAMvIiIiohxh4EVERESU\nIwy8iIiIiHKEgRcRERFRjjDwIiIiIsoRBl5EREREOcLAi4iIiChHeGQQERF1C9k6k5EokzjjRURE\n3ZI/ECMqBAy8iIioW+KMFxUiBl5ERNQtpTrjpZTi7BjlDAMvIiLqlpLNePkDLgZflAtMriciom6B\nS4vUFXDGi4iIiChHGHgRERER5QiXGomIqEeylyaVUlympJzhjBcRUYYxSbtrYdBFucTAi4goQ9y7\n5Bh8EVEsDLyIiLKEwRcR+THwIiLKEi5hEZEfk+uJiLIkX0nb6c60MUAkyh3OeBERZYg7gBFCMKAh\nonY440VElEEMtogoEQZeREQFyF4udNeasr93LyWmG+j5+yWi3GLgRURUYKSUkFZspQlvnpg/fyud\nPDIpFeyrhVLQNAZfRLnGwIuIqMBI5f1aTzM+ihWIKRUNusw2nPUiygcGXkSUVZ1ZFuupBIBsVwBj\nhTGi/GDgRURZ05llsZ5M0wTMR5e55yWEgK4xx4s6RkoJKSU0jcUQOotPkIiowAghoGnCKUlhB0nx\nvk+nX7NvjYEXpeVgaxhNTU35Hka3wMCLiCjDUi1gGmtG0M1fFyzee+nck4ADBw5g1apV+R5Gl6Ix\nUM8YBl5ERBniPyQ7XjAUq10q18XrS0rZrp+Ojq0nWLVqFSZPnowlS5bkeyjUAzHHi4iyxl1zqicu\nbeXiMxuuLZACCjpzcJK66qqr8NFHH2HTpk3MO6ScY+BFRFnFX2pUaIQQmD9/PoMuygv+1YiIegz3\nclyy5bZ02ibqI5XX0hmDfzyaJmCHDgIiYdueqrW1Fb/61a8gpXReszcZEOUa/60jIsqQjh6SHWun\nYqrBkmbtgNS16E7IZPfwj7W7W7t2LX7yk5/gxz/+sSf4IsoHBl5ERBnUkRIPsb7O1j3THV93cN55\n52HFihVoamqCYRj5Hg71cAy8iIg6obPLealcxyXDzrvqqquwatUqBIPBfA+lSzKkwdnCDGHgRUQ9\nRrJaWOm2TVaHqyNjivW6UuaZjVKlVnk+nc/ZHYVCISxevBitra2e13vac8goxvwZw8CLiHoUf/X3\nTLXtyP2T9Wu/7/+dl6+xdxXvvPMOFixYgIsvvrhd8EUdo+s6NyNkCJ8iERWM7rCklsmxF+JzyMfP\nKN17nnrqqfjTn/6EioqKHhl4UmFjHS8iKghd8UDteLsPMzF2d7+aiN4vn88kHz+jjt7zK1/5Cr7y\nla9ka1hEHcYZLyKiTshFINSTlw39Yj2DcDiM2bNn8xBn6hIYeBFRj+WeTcnHEme2d0N2R7E+9yef\nfIIHH3wQ9fX1DL6o4DHwIqIeJ9GB0bkIwOx7SKkgY9wvlYr6uRprVzBo0CCsXbsWNTU16NWrV76H\nQ5QQc7yIqCAU0oHa6d7f2X2YRs6Tc7i1AiQU9BR3OOZTPn5Gqd7zpJNOwpNPPpmTMfVErOOVOZzx\nIqKC0Zk8pnzM/PjvmWjsnRlfqs8kUzNgifpJ52eUqfH472kYBqZPn45t27Z1um9KESdWM4aBFxF1\naeksvaUaCCRro5SCISUMqWAYMuFMQLzx6ZqAEIAQ5nmLnR2Pf7m0ozLVj7Sfj1SQUmY0MN6zZw+e\ne+45TJgwAR999FHG+qX4WMcrc/gUiahHi3V4dLIZHTMvy/zaWgTr0D0160+sSvP+Q7NTea+zMhkc\nSVdXSmV2abKqqgqvvPIKvvrVr+KII47IWL9EucAcLyIi5CeHKtXK9R25trurrq7GihUr8j0MorRx\nxouIUpatquXufrOVq5XJfmOc2pjxeyZ6Hqk8L//yZq5z4NzPSKHzy5Y//elPsWHDhk6PiyjfGHgR\nUUoycSB0Kv2mqyOHWSdqmwpN05wcLU0gZu5LZ+6Z6FnH6jden+n+zDJ5uLaua+azEXY+W8f7am1t\nxVtvvYVJkybhrbfe6nA/RIWAgRcRdXkdqeze2aU6IQR0TUsr4bij90z1UOxMyGSVfM16Pp3tq1ev\nXnj++efx/e9/H8cff3ynx0WUT8zxIiKyJJoR8gcP7rb+MxvTCTRSKUmRy3Mr0ymRkUvl5eX4xS9+\nke9hEHUaZ7yIKCWZXIbKRb/p3iOVkg3x2qZykHNnlkD9uxo78l68MaQynlxTSuGGG27A7373u3wP\nhSwsoJo5eQ+8nnrqKXz961/HqFGjMGrUKEyePBnr1q3ztFm6dCnq6uowYsQIXHXVVdixY4fn/VAo\nhHnz5uGMM85AbW0trr/++nbnde3btw/Tp0/HqFGjcNppp2H27Nk4ePCgp83u3bsxZcoUjBw5EmPG\njMFdd93Ff9GIXLJ1WHMuDoHOx0HTnblnomvTea8rHrAtpcTnn3+OyZMn44UXXsj3cAhgAdUMynvg\nVV1djRkzZmD16tX4wx/+gDPOOANTp051KhI/+OCDeOKJJ7BgwQI8/fTTKC0txQ9+8AOEQiGnj0WL\nFuHvf/877rvvPjzxxBP4/PPPcd1113nuM336dGzfvh0rV67E8uXL8eabb+LWW2913pdSYsqUKTAM\nA6tWrcIdd9yB1atXY+nSpbl5EETUZck8V81Ptrsx34eBp0MpBU3T8Oijj+KWW27BGWecke8hEVhA\nNaNUATr99NPV7373O6WUUmPGjFEPP/yw815zc7MaPny4WrNmjfP9iSeeqF566SWnzbZt29TQoUPV\n5s2blVJKbd26VQ0dOlS9//77Tpt169apL3/5y+rzzz9XSin1yiuvqJqaGtXU1OS0eeqpp9Spp56q\nwuFwymOfOHGimjhxYvofmojyTkqZ8I+/nWEYKhIxVDhi/tMwDE+7jt4nUR/pXNuRe6Q6jkxL5xlQ\nbk2cOFGddvpZzu9L6pyCCl+llFizZg0OHTqE2tpafPLJJ2hsbMSZZ57ptCkvL8eIESPw9ttvAwDe\nffddGIaBs846y2kzaNAg9O/fH5s2bQIAvP322+jTpw9qamqcNqNHj4YQAps3bwYAbN68GUOGDEHf\nvn2dNnV1dWhubsbWrVuz+rmJqDDEW46LVz1eqegKjIrRLh8ysVsz18uTSinMmjULS5Ysycn9iPKp\nIHY1btmyBd/+9rcRCoVQVlaG+++/H4MGDcKmTZsghEBVVZWnfWVlJRobGwEATU1NCAaDKC8vj9um\nsbHRE1AB5rRpnz59PG0qKys9bez7NjQ0YNiwYZn7wETUacpaLstnoONfsJNSQdeF9bV0BWjKSbhP\nd7yF8DlzoaioCDNnzkTfvn3x/e9/P9/DIcqaggi8Bg0ahGeffRbNzc148cUXMWvWLDz++OP5HhYR\nFSgVY4dhLgMT89Dn9q8rABHDtSFHKQAKwnoPSkETqZWGUEl2Tia6rqsFaUIIzJ8/H9XV1bjwwgvz\nPRyirCqIpcZAIIABAwagpqYGN9xwA4YNG4ZHH30UVVVVUEo5s1K2pqYmZzaqqqoK4XAYLS0tCdt8\n8cUXnvcNw8C+ffs8bfw7Ie379uvXL3MflogyLpOBRiqHUCukt8krU6nsyXYspnqgdiEsiSpfkr+m\nafjxj3+Mfv36FcT4iLKlIAIvPyklQqEQBgwYgKqqKvzzn/903mtpacHmzZtRW1sLADjppJOg67rn\nDK/t27dj165dTpuRI0di//79+OCDD5w2GzZsgFIKI0aMcNps2bLFE6CtX78eFRUVGDx4cFY/LxF1\nMQWwKTCBxeIyAAAgAElEQVSdGl2Jan3ly7x58zB16tR2JXsKZXxE2ZL3pcZ7770X48aNQ3V1NQ4c\nOIA//elPeOONN5xT56+44gosW7YMxxxzDI466igsXboURx55JOrr6wGYyfaXXHIJbr/9dvTu3Rtl\nZWVYuHAhTjnlFJx88skAgMGDB6Ourg5z5szB3LlzEQ6HsWDBAnzta19zZrPq6uowePBgzJw5EzNm\nzEBDQwOWLl2Kyy67DMFgMD8Ph4g8zFkSeznNfg0QomP5U/Hu4f/a7jeV5T67SbyhmOPt+Ni6S2By\nzDHHOMuL7tI+VJhYQDVz8h54NTU1YdasWWhoaEBFRQWGDh2KFStWOLsUr776arS2tuLWW29Fc3Mz\nTj31VDz00EMoKipy+rj55puh6zquv/56hEIhjB07FrfddpvnPvfccw/mz5+Pq666CpqmYdKkSZg9\ne7bzvqZpWL58OebOnYvvfOc7KC0txcUXX4zrr78+Nw+CiJKSUkV3EbpiIKUADbkLSjRNOEGgpkUT\n6MOGNzDTYB4WrZSClGawGGv2yR3guYM79/fdJeCyff/730fv3r0xZsyYfA+FUlEAs7zdhVCpZmxS\nSuyZuJdffjnPIyHqfjyJ6z6aQEYKPMb6T2KiGS93QBSKSNfrQFCPjifZtT2BYRjQdT3fw6A01dfX\no7nlENY89wxznjOgIHO8iCj37GRnf9JzIdE0ATtUEdafZPyfy/1HSglDShiGTLiMkuh5uPtxx1Ga\nQNLnmWhssf74r01l7IViyZIluPDCC9Ha2prvoRDlFQMvIirYQMtPEwKaJqzZrejXuiZiznYl+1xS\nwSmCKlU0hyregdbx3rP7ETADrqAuoGtaxme03J9HStVu7IVsxIgRWLt2LaZNm5bvoRDlVd5zvIiI\n0hFrN1+mApxCX/pzj6+ww6z2zjnnHLzwwgsYNGhQvodClFcMvIgoJ7KZJJ6p3X52P/ZYE/Wb8D3E\nXgb1PwOpzOKqqY7dfU+nKGsK98mXtrY2FBcXO9+PHz8+j6MhKgxcaiSirP+C9pdoyPSyWKIzFhPR\nBDw5Y4BZR1AqBUMqSGUGR3C/J2X0Pami/bhuJaWyqtt7rw1HJEJh85+GIdEWkmgLm/lhqbL7NHdT\nRpc3hRDRnDWpnDHkywMPPIAzzzyzXWFqop6OgRcRAcjt4ci5PMjZ39b9R9M0aJqwcsTsnYveUhX+\n3qX7PSvg0TQNui/HTPpiy4ihnH4NQyEUsWfVgFjxUbLPJoSZR6brmpPfphAdu4o5+typq6vDzp07\nee5iN2FIA42NjV1iI0eh41IjEeVcR5YGO3PQtL8fW7r9+IMpqQCR4vKfJgQMz72TF1tNV/v7x1v0\n9OrMM4m3rHnSSSdh7dq16NWrV1r9UWESQuDVt3eiqqqKJSU6iYEXEeVc2gGPlNGgxzpouiM1u2KV\nZGhftNQKYFR0RsscQ+yQypDR8ZiFVb2V9W2BgAZdKbMWmavPoK45s22x+MeXiBACurBzx0RKAV28\nZ9KR6w4cOIDy8nLntRNPPDGlcVPhC+gB9O5zeL6H0S1wqZGIss5/QHO6/HFHppdCYx0sbVekd8aQ\nuAfXtWh3rXtpE0KDXYVM182lwmQHWKd6uLVznxjjz7Ynn3wSNTU12Lp1a87uSdQVMfAiopxJJxAo\n9LpUuZbs2XVmuTATJkyYgF69euGyyy7jz44oAS41ElFBiX1INQAVnXWSUsFeaUxnWcxeLhTWcpw0\ngEAgtZkhO3/KTmC3UvEBBYSVRDAQv2CqOw9K1wD3yUdSSms50RyTvUMynRITse6TznWJxpvqtf37\n98fatWvR3Nyc9zIWRIWMgRcRFTR7+cydXJ8upZQnMT4Skc7yZSisUBRMXmVe04RZosG1a1C6DsUO\nhc3gK1G+FgCzoj2k89kA7+HfUiloKeZnxZLtYrLuoKupqQmVlZVO++rqalRXV2fk/kTdFZcaiahL\nyEWZi+RjyFQ/+f8snbVmzRocf/zxeO2117r8ZyHKJQZeRJSWZIc3d6afWH3Zr0cMibChEJFmcVP7\nj7+ukL+/SMRAm1W01G5rnvNotg8EokGD9PQb+3PprqKlRUENwYDZUUCPzlKl0o+bmRBvfu0vxpqu\ndA/bTtRPotfGjx+PESNG4IorrkA4HO74gIl6GC41ElHBsmdSIka0nISySlPZsUm0fEPsg63tQqXO\ntYjOOAX02Mt9icYjRLR2V3S3YbQfpXz9CO9ncX/trkIPCKtURnpRl7vchL/feNzPy/+1f6zxlJeX\nY82aNdi1axeCwWBaY6auxzAMfPbZLkh5dL6H0uVxxouICp4/jPCHBSkvdWVpqTBhiYcE7/v7STfo\nitdPKu3jfZ2on127dnm+Lysrw5AhQ9IYKXVVCgoywpnNTGDgRUSd5j5UOhulBPyxgPsWColneNzX\n+pv5+3GTrs9iLx3G2kGYjD0jl7yd93zHRMuEmVjmjfd6vH7Xr1+PwYMH4+mnn+7QPalrC+gBVB91\nbIcKF5MXnyARpSWV3W6pBATxioTG+j6gaQhorgOtXU3t3KhYy2RCCBQHNQR0gYAuUBTQrNKlVp6W\nJqyAp/1h1uGIsnLDDDQfCqP5YBhtYSNp+QazZISI3sc3vljMw7fNHZP+vDVzR2binDa/VM6v9ItV\nid7tjDPOwCWXXILrrrsOLS0tKd2HiNpjjhcRpS2dY2yS9ZPoezdN0yCV9KwWanHqXfnznoIBd2DU\nvm/3J5HSddC0Ag62GdHSExGF4jjpTP5xpDMxYNcHi/u+8n6dSryTiYPI3QKBAB555BHs2LEDFRUV\nneqbqCfjjBcR5Uw6O+1iLa/5QwmZ4jJeIlLa/ZjfB/ToDkMBoCSoO/cNaNF72jNl9gyU//PIFHc0\n2vdJVa4mmZRS+PDDDz2v6bqOQYMG5WYARN0UAy8i6pBkZwb6pbLTLl5b9+4/f31SO7ZJZ/bM2S0p\nFeyFOwUzuV3XNRQX6SgKaiguMr+u6BVAWUkAxUHduae0Kumby4PepUHD2iGp4K6Wn3g2T7c+m64J\nTx6NXWoi1nvJ+k2Hv58PPvgANTU1uOuuuzLSPxGZGHgRUYfZu+D8f7J9T8/3MV5L5XohhGd9z875\nsj+D7jpkWtOsivTxdicmvF9q47MP0Y63dBrrIO1sPusvf/nL+NnPfobFixfj008/zdp9iHoaBl5E\nlJZkZ/x1ZOdfuvdJ1DaVMwid7ztxz3j9ZGFTp6vv3B0+LYTA/Pnz8f777+PII4/M2X2pMNl1vBob\nG9HQ0NBukweljoEXEaUkVjmDWO/Fa5vqwc32Lr5Y+Vv+HYiAvdwXu9yCuzCouTPQXBaUqv3uQCFi\nl1OIdc/244a1K9FcurSXITsj3sxXNr377rvtnstRRx2V1XtS16CgUFpSik3bWvDM395FU1NTvofU\nZTHwIqKcSaVYp1kvy/zaP8ETL6CxA59491QADAnnn4ZhBnaaVQFft/KnYi3lpRpEOfdwNY6Vk5WO\nVIu0ZsLu3btxxhlnYOrUqU7wxXIRZAvoARwz8Hj0reyH8oo++R5Ol8bAi6gHS1SEM3vFUOPnJpn3\ndH0P/zIiPF+3/74jn8VbzCGTy6WJP2d27tlR1dXVWLZsGX7zm99g69atDLqIsoR1vIh6KP8vevcv\n2o7mTHWGXUDUDLaixUelApQ1m2W/5x2D62sJaEJZZx+a4wtHJEIRcwZH1wQCuuY6zFpCScAAoGnS\nmR2z5siglICUCsLqM+HORGEevK2sHY12cVb/NYmebcQwEDHMZ6FrAkVBzdM228HQlVdeiQsvvBCV\nlZVZvQ9RT8YZL6IeqCMBU6KZqo6+537fv6TnviJZgVF3O3sXoR1EtYVldHbMtzFRymi/7kOyFQDD\niC5fJntcZtAlnHIUuvV1uoFSxIjmkxlWzlg2vfnmm2htbfW8xqCLKLsYeBFRYcrC5E6uFs86PDPl\ni7OyOd7m5mZMmjQJF198cbvgi4iyh4EXEQFIrcBpR3KoUskVi125HgDsKvDRw6OhFFSCrex2Xpiy\n2nlnuBIVabXfN6fH0is14atY38H8OM064xGI7rJMNoZkJwDEU1FRgd/+9rd444038N5776U9ViLq\nGOZ4EfVA7jIL7u/d77t/iWfqbMZYpJSQyg40rPvB/D5iKEQM5QRhwUC06KkyJDTd+3dHXZjLfgAQ\niUiEjegxQ7puLgOaZSrM3C7AqjRvL0VKM5dLuZYddStfTBqAJiUCAXMp0b0RwH5+0n5N2QVZkz9b\nt6KgDqlLRAyFgO5dqkx1Fi2dXLD6+np89NFHPHuRKIcYeBH1YOke+5MN7hjEfxxQu52LMv5ZhZqA\nk1QPmMcBAXZFeEB3BWnKN2Hmvkeiml3KNUYzjyx+P3abWJIdHxQU3o46Upk/ltdffx3HH3+8J4+L\nQRelwjAM7PzvDgBAS8t+SHl0nkfUdXGpkYhyxjzHUMJwLR0Kq5aWUgqGIRGOSKeOlK6Zh1YD0Vkw\nh2cJUaItZCAUNiCl2YfhSlT3xyLu73VdoNi1e1C4uvaHMLo/MnR9Ln/A5l4qTPUw8ETLtfGuS6Ut\nAITDYXz3u99FfX09GhsbY7bJpI4ugVJhUlAwImEYkTBkJJzv4XRpDLyIKCXJZl0SLYvZy2t2cVR3\nwVP7HETDUE4B0ohh/uLWNA3BgIagLpwADACEqzCpYUiEwhKGVGgLSxxqk+ZORpgzVLoe42BpTYOm\nawgGzPISwYCGkqCwCp6af8zSE9EDqouDZrtYn1P5dmTahVNjLSumUqojlUKz8a6L1zYYDOLZZ5/F\nnj178pLTxeCra7MLqB4z8HhUH3VspwoD93RcaiSilMXLT/IcPO17LX5n7a93v+Xty7uM5y81gQTf\nJxyF7+Bp99WJZsncYzbLVmSn0GymnXjiidiyZQuKi4sz3ncyLMhKZGLIStRDdHTJJ53r/G2THaTr\nXYpzvY7UZ0ja/zpXCb6Lf2274CnBhf7PmSyk6OiB3521ceNGbN261fNaPoIugDNeRDYGXkTdXGeO\no5FSOTsLpUy9ZISUZi5XRJpLgfZOOy3GVJXZVkHT7WR15SwbGoZExDCXDiN23pduFSe1utF1DUVB\nzSqcCghEk96VUgiFDRhxAkBDWhXzpQKgWbsQzaVFXYfTp73MGS0XET0UG7DKQFj31KwCrtLKZQsb\n9q5J788g0ycCxKqQf/3112PChAn48MMP0+4v0zjjRWRi4EVEcUWssgpmpQXlOTza/cfPUGa+lvl1\ndJlQ08xSDHYuFWBXaDd/Meu65lynlFl1PhQ2X5DSDIACumaWhtDg5F8FdA1BXYNu5YtprrVJpcxD\nse227j/2kUSGlaOlaRp0XUMgoDlfBwPmP518LuszKrtzWGPXNAR0zcl9UYDns2R6wifZz0AIgdWr\nV6OyshJbtmzJ7M0zMD6inoo5XpSQv5YTdS/x6ni530t0Xfxr07u/+3tvppWXIRU0TUVnlBSgx0ny\n1YQZUAG+JUVrtileQCClhEhyLmOiz1JI/z+prq7G//3f/yEQ4H/qiQoF/99IccX8pVhAv1So4+Lt\ntPMXVg1o0TMOtTiJ9f4lRndVBbuIqFnZ3XudfTai/a+UYUhI6TpcGoCma+aMlRUMGRJQYWlubTes\nXYuaRCAgzKVKMznMOghbg2EtldpLhWYFfPMzCSgIzdw5KeBecjRnyHRNeWp/2c9HF/Gfl/trTQho\nuhUsxqj5lQ1vvfUWWltbMXr0aOc1Bl1EhYVLjUTdnHtmJ9lh1rFes5fuUlkyspclbZoVsCUtRQHf\nrkURXYoUAlZwZFeHt8pN2Pe0I0OY9zGX+4S1/Cc8JSDcS37mVfH3R8ZaJnO/ZpeLiPuZRHQM9nhi\n/Rz89+nM0tzChQsxadIkrF+/vkPXE8VjF1Dd+d8d+OyzXWhsbEy6eYZiY+BFVOBSOa+PcqszleST\n1TtzS/dn/dhjj+HMM8/Erl270rqOKBl3AdXSklK8+vZONDU15XtYXRLnoIkKVKKdiOnkE6W6ozFa\n2sFMpLd356Uz1nbLidbSnwCsivQKRUHdqeruTFbFudY5nsf6H6WiOw29x/xIJ6ldKkBYb0pl96M8\ns13OdVDQ4Z5pii6JuncexnsO2QqCY/3MUvlZlJWV4aWXXmJKAGWcXUDVtncPg66OYuBFccU6KJm6\nN8OVoCWVeeh0qoc82wddC+trILqz78DBENqs3YnBgIGykoCrPzMg0kT7CvCAWT7CXfne2f1oGFBW\nTpi5xikhhObsVHT3ZZbDiPapCTgJ9HaAZ/ZrJu3by33me+2LwyaSy/+fvPfee/jwww9x8cUX5+X+\nRJQ+LjVSQtwOXrjy+TNJ994RwxXQ+c409OZ2xb+XP6/KPmrI29bVb6IBJZjNi5W7le9//+Pd/8EH\nH8Sll16K3/72tzkeERF1FGe8iDoh2VJTR39hp7KElcou03SXwtyzTiLB9bHuq4noTJcu7Npf5vcV\nZUEcPBRBxJDoVRpwZrmEMGe0lIzOtnnKSYjocqVhFVp1ktUBCA2umSxzhkogOvOmYC5DRqxCXWai\nvpnwbt9D17yzdHYsZ/dl78h0V9cXaSzDpsN9nqUQ0UO54y03/vznP8f+/fvR2tqa8bEQUXYw8CLq\noFzk99j8ZQvSze3y95U4oIqWQ0jE3Y+dXyVcNbIAONGMpmsoLwtaAYU1YyUUdGs2VQkVDbysoMld\nSytsREs9RAyFEt1+T8CsIREdq7PH0doqGYkoV5Bl7nKE1UZ33UP4nq3/s7gn6pS1DNv+2XWOXUzW\nvofmC679wbau61i5cmWn70tEucOlRqIupLPLvqlcax7tk3o+U6rLcgK+0gzwl1BIMFb/5gJfz/G/\n87b138NfwiL1z5IdyUL5LVu24Je//GWW7k5EucAZL6IuLF/V0u2ZF//mC2W+GXNWTUF5Zrzspbt4\nM3Du2Z1273onubw88ZpvDFIBurdtrCXbZDsaYwVI8ZZ+U/0ZpTKD+swzz2DWrFloaWnBrFmzkrYn\nyhS7jpetpWU/Ght7obKy0pnxptQw8CLqoERLdvb72egXsCqww3UGolDRMwJT+AWeyj2SkVI6y2Jm\nuYfo+Yy68PZtSIlwxAy0AvZh2MpMtA/oAlIJOC/aS21SQUI51wqYB2ILmMuNOpR5PqJml8Awq+Tb\nTz1smOc82vlSAV1DcdCshC9hXWOd4ahr0Z+X/9kKmJXn7fw3AO2S+m2eYDGNkx/strqIjs09JtuN\nN96IgwcP4vDDD4/ZD1G22HW8bHYtr6qqKvTr1y+PI+t6GHgRdUK2ZppSy+HqXH/xgi9/TlE87pwn\nu3yDzXDV4ALgBF2AeRyPfYSPUmYQJVyV3aURrfsQiUhErBspwFNbTBpAUI8uU2q+sYdbI67AVKCk\nSLc+nxlwucfungRzB11ANJBzL4fGC646Swjh5I7F+3dg7ty5Gb0nUSr8dbwA1vLqKM4PEhEAM4iI\nGNIJJqQ0C55Gv48muCulPMGW2dZ7fIg7MAvEnSEydyW672lI6Sz1KU9bhbaQ4bQ1DIm2sOG8Fwob\nMKwxmLW4otdGDImQq63h+pzu/rMt3Xts374dt9xyC49mIepGOONF1AXZMyP2OYWa1rEZGHvWyy65\noJSZyxHQo2t2yjcFFDGiAZGCGQDZL0hDQtOt3YaILpkVBTXoukTYiP5tzx2YGYaClIbzmgHlzDTp\nmkA4YiASkdY5jRKBgGa2jQChiEJAM0tJhA0DAU1a12kAJNrC1nWHIiiKSASsg7dhKAQD0ZIN9vPT\nrG2V0v46xjPrjHQOm9+4cSMWLVqEzz//HA888EDe64kRUecx8CLqgty7AVNpl6yNf6kwYT5S0hei\n17mXBnVNM4O0OPzduL+XrjILhlTQPEGbhCZ0a9zeo4Y067PZ/fmPDfIf4O0p1ZDis0v2Xqo5d7FM\nnjwZbW1t2LdvH4Muom6CgRdRD+EPpjzfZ3+VLbkEY4ix5xFxtzXa2fQp3zR5onzSXtJom+51V1xx\nRdr9ElHhYo4XUTdm50pJq+q7dOVPud/XdeGZJRL+o3hi9w7lyz0ypLKWHq08LGUu2UmpEApLhCIG\npDMmCemUWgACujchX7j+WRzQzN2QMHcu2jlPdnX3aNI7vGMX5jKnEFZVfvdnEkBEKmc87ufh/z7Z\n802lbSrXffzxx7jmmmtYiZ6oG+OMF1E3EmunopTRnCypAA3tZ1mEEAgGdWcGxt2P3TZiLRPacY3h\nqgivlELEisHsHYO6tT3PkMCB1jAM6/VwxHCqx0MpBALCOgg7gIAyAzT/Mp2uBxAMAgfbwq6lQoVe\nRQHXZ1EQ1jmLTkV9oUHXgaBuQEr3Eq1ZmsIeX1AXaS0NpsPdb7J7fPTRR3jsscewY8cOrFmzBrqu\nx2xHRF0XAy+iFHR0KakQtMudSrIS584fa7/zL3qtStBRrOvc4/E/z0Q5a/FrX7VvF68ff2X8Qv1R\njh8/Hs899xw2bdrEoIsKir+AKhAtogqAhVTTwMCLKAF3AJGvKvHp8I/XmzAfDcKUVJ7Ed7PEgrkk\nKDTzvdaQhKEUioO6VeTUvFZKuy0AoaBby3tBzazXBZizSCpsQLNeEzCDHaXMpUNDKmhCIaCbuxMj\nEQlA4VDILEsR0LV25z8eCkUQDktomjlbpQmBgyEDxQENwYAW3dkJ6xxFYR+wDRQFzJ2MoYhEQBPQ\ndc0sCCmBQJZ/V5ilN+wq/bF3SrpNnDgREydOzO6giNLkL6AKmEVUN21rwcF3duMbE4ezkGqKGHgR\ndVPuQAvw7RJU3gOiI4Z0DqlWUuFQOFraoTUUQa/igDNNFHEdWA0FCD0a9AR0syyFfY+wVTkeMAMu\nZf+x7m8HV1IBh0KG02/YkCi2K/EDONgaRshay5QGEAhY/UgFQymUaMIZn4ZoZXkB5Tlsu0Rzz4gJ\naCL2sqv5/JLPcqbSVroCYKv6h9N2165dmDZtGpYtW4aqqqqE9yLKp1gFVG2c6UoPnxYRdUqHJwDT\nua5dW9cLKv4gYi85xi4fkezahMPr4EPYu3cv1q1bh4kTJ+LgwYMd6oOIuhbOeBF1IfGSsv35WP6q\n70n78/Vr1r+Kzmq5a2O5584EAOGqyJAwMV35EswlPGf1uEMXs6K9dP4mHdA1hCPSmSmzZ8+8o0nh\nc9r3sp5Xos0E8a5PN8hyj9Xuy+6jpqYGa9euxfPPP49evXql1S8RdU0MvIgS8Ac0+czvSlbWwP21\nVN7K8JpVTkFaOVaaK1AKRaSTm2UfYF1cHIBuHbMjAITCBgK6cAqUAmZZh+KgmWtlSLONvRxoL2Pq\nmgYpzX5aQ+aRPcGgjtIi3ayOD7s4qpnvJSARiphHFUUiEqUlAZQU6SgtLkavkgAOHAqjvDQIXdfQ\nFjbLVvQqCVifxR5X8p+RIaVzoLcQCrpov+OwI4ddx6KZ9S+cimH+ZZmamhrU1NSk3B8RdW1caiRK\nwp4RKeSkej8ZJ0bThHmEjx2cSBVNiHfauGaZdOHOA1OefosDGnSrfIMm4ARdgDdY0TTNSp633pMK\nwYAeDWxc80G6rnmvtcYBAMGAjsMqShCwri0p0tGrJOD8bDRNpBR0Aeb5kNGxtn8/0z9rTTOfVVNT\nE84991x8+OGHGe2fiLoOBl5EWeQuyKmUghHjMOlM83cfLxaJ1siKNgi4vjYM6Vn/8/cTNqIFWcOG\n9MyiRQzpHA8kpXm2oq2kWPekZLluCQGgpCi6/tgWNtBmzZT5x26eLxktCBsKy4RHErm5J51ixVjZ\nOjA7Eolgx44dmDBhAhoaGrJyDyIqbHlfaly+fDn+8pe/YPv27SgpKUFtbS1mzJiB4447zmlz0003\nYfXq1Z7rxo4di4ceesj5PhQK4fbbb8fzzz+PUCiEsWPH4rbbbkNlZaXTZt++fZg/fz5eeeUVaJqG\nr371q5g9e7Ynt2L37t247bbbsHHjRpSVleEb3/gGZsyYwV0blLZYy3+AvRtPWoc4py5WXS0/9wHW\ngDW75ctfEkJYVePNNkUBDUpTzoyRUsosJSHNxTG76rt/FkgpoC2soJTZl6ZpUNK8TinzwGy71lcg\noKNc11BcFEAgYO4olM5an4YizVxy1DSBIDTousCBQwYMCTQfDEMpiZLioHNvuxgrALRZ/SiYZSyK\nhHKWOuM9L13ToInUcrwyudxcXV2NtWvX4qmnnuIuRupSYtXxstn1vFjLKzV5f0JvvvkmLr/8cjz9\n9NN4+OGHEYlE8IMf/KDdkRnjxo3Da6+9hvXr12P9+vW49957Pe8vWrQIf//733HffffhiSeewOef\nf47rrrvO02b69OnYvn07Vq5cieXLl+PNN9/Erbfe6rwvpcSUKVNgGAZWrVqFO+64A6tXr8bSpUuz\n9wCoR2hX7LOD/biXPWMmgfvuYdeM8l/jv9a9TBcrYEkUbLiXH5XyfVZf1VLdLrAFtHsI7mVCDf7g\nJ/5/quwSFU7bJON1PwPNWiq1v493XWeWm/3P8sgjj8QNN9zQpZauiew6XrH+lJaU4tW3d6KpqSnf\nw+wS8j7j5Z61AoDbb78do0ePxnvvvYdTTz3Veb2oqAh9+/aN2UdLSwt+//vf4+c//zlOP/10AMDi\nxYtx/vnn45133sHJJ5+Mbdu24R//+Af+8Ic/OImsc+bMwTXXXINZs2ahX79+ePXVV7F9+3Y88sgj\n6Nu3L4YOHYpp06bhnnvuwXXXXYdAIO+Pi7oou3hoKvwzL+7dfcmLuLq2GCJ+InismaDESePefuPx\nt2h/MHf88hP2jFdKHach16cOuH9Ge/bswUUXXYTFixdjzJgxORsDUaYlquMFAHv3MOhKVd5nvPya\nm5shhMBhhx3meX3jxo0YPXo0zj33XMydOxd79+513nvvvfdgGAbOOuss57VBgwahf//+2LRpEwDg\n7bffRp8+fTy7h0aPHg0hBDZv3gwA2Lx5M4YMGeIJ8Orq6tDc3IytW7dm5fNSzyF8//TzH7IcPUga\nTvgJTLUAACAASURBVC5VvLZSKoQjEqFQNIdMwcz3inWdEMIZh7KuNaycrbawgdaw4dwzYki0hc1+\nDSlxKBRxcqsMV54VYPatCXv3nrlMad9HKoVDbREYzgHX5vtSShw4FMLOhma0tpl9t7SGEY5YuyAD\n5vyXPbMmYB6obcdSQni/tvPoorsppXPPWM8uk/zPOhgMQgiBSZMm8b8hRASgAGa83JRSWLx4MUaN\nGoXjj49G1mPHjsVXv/pVHH300fj4449x7733YsqUKVi1ahWEEGhsbEQwGER5ebmnv8rKSjQ2NgIA\nGhsb282Y6bqOPn36eNq4c8IAOHkYDQ0NGDZsWMY/M3Vf7nIE7hmrVGdfkh1u7f66LWw4lefDEYXi\noujRNPFmmTRNwJDKuc6QCgdaDUSc6vHeRTzDtaYYikjortkp5z0hoAkBAeXJ9QgbZg0uQym0thko\nL7Wr3Qt89sVBNB80jyLZ2XgAZaXRXK7SAFDeK+j5rOZ1OoSQiEi4PqdyxiQV0BoynFnGUBgoLY75\nmLOqvLwca9aswSOPPILBgwfnfgBEVHAKKvCaO3cutm7diqeeesrz+vnnn+98fcIJJ2DIkCE455xz\n8Prrr+PMM8/M9TCpB0jnXMZkbdsnpWdm6SthP65oyz6zMWZb1wxYrP6Bjj8Du9/2Z0baAZ3Z1n92\noXtZNnFelf/ga++9MyXdn5d/abisrAxTp07N2HiIqGsrmKXG+fPnY926dXjsscdwxBFHJGw7YMAA\nHH744fj4448BmLNS4XAYLS0tnnZNTU3OjFVVVRW++OILz/uGYWDfvn2eNv7kQHs2jId/9hyJlvT8\n7WIdot2RtrGu1TThBCVavGR6q9+SIg0lRZpV90pASvPg6XBEIhRRaItRaiEUlmgNm4VE7Z2IRUEd\nxUGz6Kk0FIyIfZ13fJ7ZLkM694oYVvFTq89IJHoGJJSCYRVl3bO/DYdazVmuI/r2wjFHVqCiVwBH\n9ytHZe8SVJQG0busCGUl0dkv+472LJ37pCBNmIdda9bSpTSUeRi2AIIBgZKi9P9TJ6X52Q1pjjuV\nYK65uRnjx4/Hb3/7W+e1bC1rElHXVBCB1/z58/Hyyy/j0UcfRf/+/ZO2//TTT7F3714nGDrppJOg\n6zo2bNjgtNm+fTt27dqF2tpaAMDIkSOxf/9+fPDBB06bDRs2QCmFESNGOG22bNniCdDWr1+PiooK\nLhP0YPnYfeYuCqpbOw6T7dQL6GYZhmhOVXTmyP+7XynlHMGj4D1QW9c065ggZeWJeRPr/fnvhlTO\nvfzLoxLwldEwAzzDLqEPM8AsLQ6g6rAyBIM6NE1DaUkQZaVBz3JlrI9vV+G3y0eYM2zRz6JpAsVW\nn6nsXvQ+o/SOJQKAsrIyHHfccbjsssuwcePGFK8iop4k70uNc+fOxZo1a7Bs2TKUlpY6M0wVFRUo\nLi7GwYMHcf/992PSpEmoqqrCxx9/jLvvvhsDBw5EXV0dADOP4pJLLsHtt9+O3r17o6ysDAsXLsQp\np5yCk08+GQAwePBg1NXVYc6cOZg7dy7C4TAWLFiAr33ta04AV1dXh8GDB2PmzJmYMWMGGhoasHTp\nUlx22WUIBoOxPwBRlqV3WHPquyeT9ZOR8SD1oMU/dk8+W8p3THaP7AbRuq7j4YcfRn19vWdXNhGR\nTag8z4MPGzYs5n8Mb7/9dlx00UVoa2vD1KlT8a9//Qv79+/HEUccgbq6OkybNs2TLB8KhXDnnXfi\nueeei1tAdf/+/Zg/fz7Wrl0LTdMwadIkzJ49G6WlpU6b3bt3Y+7cudi4cSNKS0tx8cUXY/r06SkX\nhauvrwcAvPzyyx19JJSmdGpOdaS/eH2m2i5eW3f7ZMuU7nZSqbhLj2HrnEOg/bFBmgYEdc3ZSXgo\n5EqcNwzomuYc2XPgUNgze6Xrwvn/gL1jMXpPw6mWH9DN2Tl7QkuI6IyavdRoj6ukSLdmtYQz9mhu\nl1W01fX/O6cyvvU/7o/vLvDqXt4UwtoVGaMoajLuIrP2PWL9dyAcDnv+YpbOvxdEXUF9fT32Nx/E\nj268I26blpb9+OqZx6OqqoqFVJPIe+DV3TDwyr1s/KLLZHK9v51fvMOZ/b/4lWsHoq4JBKyAwt+v\nYRiIyGg/hqE8OxKDurB2LJr5Wa1tEWcnY2mxjnBYRpcLXWMIBDTn3EQgeui22U6hOKijKKg7JSjM\nZVIzX6w17D6rUaIoqCMYMI8G0vVogVTpKTXRfnmzXTApvPlm9rXSqqCvJ1iiTfVnmyjQbWtrwznn\nnIMLLrgAM2fObHdtqvchKmT19fXY13wAU25YmLBdeUUfHDzQjG9MHM686ATyvtRIlGmZ+EWX3vJe\nam2THfnTbvej73138KRc7f39aprmSd5Uvp7Chvf7iKvfUNibgO9u2X5DQPRrXRMoCmrOeOygyhmP\niAZwuq553neXu4j1t+RE517737OfiZnT1fm/UwohoCf4+RYVFeHss8/GrFmzUFNTgwsuuKDdWIi6\ng2QFVG2c6UqOgRd1O9msVJ7pZU13v9Lq255dcQqcWv8M6MI8i1GZs1htykBRUIN9DqS9tBeO2Gcn\nWqUc3AGbf3ZMKgQDAuGIghDmkqJZuNVcmtQ0zQnGpFSIRAzougZpJdSby2/m0uLBVgOlxbpVWNX8\nGdi7MnVNQFnnSAZ173+YzUkuCSGEVYw1elh3KCydoM5+Ju5P4K9vFq+shR1r6iKzAZEQAvPmzUNt\nbS3OO++8jPVLRN0XAy/q8hIdcJxt6QZ58Q5cds9mSaWcoMddhkJoGoSQaAsr55q2sOEs/ykAoVB0\nmdC9ZGiP1f11OGK+r2kaiou8z07Tom2LiwRCYbMYacRQnirwEkDAChEjhsSBQxLBoG7fBNCiZyIW\nabEP2wbM4MuQroKnVi6Ysj6nJoBgUPdUwo8+r/bFZe1nK6VZZNVmAAh0MvhqbW1FUVGR52/2F110\nUYf7I6KehXOC1C109ADjfEh64LLwLiMmOtw6Ux/Z34/7e6W8y4rt2ibqt919Uhuwgm+pNcl1qeZx\nxQv8UiWlxDe+8Q1ce+21Tj4aEVE6GHgRZUGsgqmJCrHGuzZpkdbE3yYeo+ee/jFFvxaifSAW956+\nmEa2+8wJRphw8Ik/Wap7hDq7lUjTNHz3u9/FQw89hP/93//tXGdE1CNxqZGoE5KVmTBnRYQrf8sO\nZKydi64cLDvIkhKQQiIQMHOnzFwqZZVmEAjoCoY0+7GXGaVSkFJ5cqA0zSyMZShYh1lbS5hCtKti\nbxgKQijougZ3kGOWdRAoKQogFDYA655Suu5n7/rTBIKuAq7RLxQAYe12ND+LpzAqzNyy4qCOUNjc\njRgM6ubSadjcHVlkJeMrxK4NlijXK6BFc7wSJeqn6oorrsCxxx7r1BEkIkoHAy+iNHRkmco966Og\noIlo0CF99RHs1SuplJnwrtmBVXR6WtM0aJq3jEIkLJ3dgZ4RCoFw2EDEijykBCSi9bLsQM/8uv3M\nke4KkIqFcAV1gHTV5FIASot0xKLswlvO8/BOtQcDwgr4gJJizVf6QvPUDPP2q7zlNlTsFUn/Ls90\ntbW1mccylZQ4r02YMKETPRJRT8bAiyhNiRL5lT3zlCCXyH14dDrsXYQArAR3s05WrEOolVJxt3W7\nZ4zsZcRYQzFnqAwEdDOgMgwJeIqIxpp7gtM20TFH7oOk/fd0vycVIFLcwJBO23R873vfw/79+/HH\nP/7RE3wR9SSGYWDnf3ckbdfSsh+Njb1YRDUBPhWiNCTK27KLdipY5xRaJRV0TZhLjIjORtnXaXaF\ndkRrYWm6MAOiGP/RMncySoTCCq1tEm0hA2HXtr2IYS4pRqT5tVQKwYCO0iIdQU2gKGDW0ArqGoqC\nOnoVB1FeGkRRQEC3SjgIq59wWKK1zcCh1jAOHArhUCiC1jYD4XDErF6vm0VcgwENvUoCzjNoCxlo\nC5v/NAwZcyOBuYQqzc+rRXdFhsLS3OFojV0BzoHbsVirqc4OSH/bRLl1qbrmmmuwbt063HPPPZ3q\nh6grU1AwIuGkf0pLSvHq2zvR1NSU7yEXLM54EWWI/9e7P+CINRET3a0YfU0TgEyQjGQvTyrra/dS\nnOdgZwXYoZ4QApounJktTRPeKvSa5uR9KZhV8u0l0ohnSVFB03TPZw0G3Eun0cBHKkAk+BxBXfMs\nl0pPwORdMvXPILrLeAjhnfHL9N7W+vp6rF+/HieeeGKGeybqOlItoAoAe/cw6EqEM15EmdL5QukF\noxt9lLSFQiHs2bPH81ptbS2KioryNCIi6k4YeBF1kp3X5a8Sb4cv0d2KyvnacH0tfe/FWVUDoKCk\n9O7Mi1vXyyyu2hY2nLypcNhwZpXMvK5oRfpQxEDEvdNRqdiJ6gLt6leZ19mfVTozTrp1VqNzHJDw\n7ioMGxKGIV3Pxnsv/8YDs//2S4fuJVwBxJzySmfJ8Sc/+QkmTJiAhoaGlNoTEaWDgRdRGmIlbhuG\nRMjaOeg+xNquPG9Yx+s4uV/W73/7a3t50JDwVFkHzBjCzgGThllMQdcEdGHuBgwENAhNOH1rVqCz\ntyWE/QfD2NPchv0H2tB8MIy2sMShtggA+1giDW1hA7uaDqBpXxv2NodwqDWC1raIM65wRCIUkYgY\nZkBVUhxAIKBbQUw0iGwNGTjUFkHYMD9LSZGGwyqKUFqsozioIaALFBUFUFQUQEC3gzANoYhZQT/s\n/+CAFcspBHXh2V3pZ579qEHXzKOGErVNxbRp0/Dpp59i4cLEBwITEXUEc7yI0pT0sGtk7ugiuxt/\nd5oV2Nnj8dTegvDMFhmGchLngfbV2w3Xodntj0CKvtdul2KCoqsBXfNU2/fc3xcYJZqISudZugOu\nWD+jVPs58cQT8dprr+Goo45KqT0RUTo69FdDpZQnB+Kdd96BYRgZGxRRttlLT53d9Sat06nt3/ma\nte5lL+/FWi6z7x8xzJkew1pyi1j/tJfy7GU5pRRCYemZUROu9w4cCmNfSxsOtYXNJUXDQK+SQHS3\noDRnlewdh599cQjNB0NQSqFIF/hS31KzLpeSaDkUwqG2CJRS6FUSwGHlxSgKaNCs3Zlm4VRzhu9A\na8Q6w1GhpEg37yns+mICkYi5M9H/CMwdlZpzqLdwFR8LBjQEg5pT5kIT6e9MjNc+uuRrPWtpP5MQ\n/rPjY88S6uDBg1k6goiyIu0Zr48//hhXX3016uvrMXPmTADAlClTUFVVhYceegjV1dUZHyRRJnW2\nvAAQPYDZCoOsGSirgrtTlT7+9YYRDUiMGO00YddoB0IR6Sly+v/Ze/MoTa66/v91by3P2st092wZ\nskCAJIgJq1kIKAkaT6KiqAdklYPCLwocOGAwRpIQIEEMSA5qTlDZQjBRjxKVCPpNIkaIcQFi0CQE\ngmSfme6eXp6tlnvv749bVU89Ty/TPdM9S3Jf5yTz1FO3bt2q6qefT3+W98cveZ7a3YROz4YPU5U1\nmc6aUlcDQydSWUjT0Et04d2aXYhoVAM7LpQ0qj4z871snpQtIxWCTC1+tCnpRao4f5JqkmwepQ2j\n9bAQQG3UgsHrH6q6DLxBr1l+DwQCX4pirAzEsg3ID7Qher8ZeVk81jrtLn3/pXzhC9fzT//vVk45\n+aSjpuenw3EoWauOF/S1vMo4Xa8+674LV155JccffzxvfvObi/duueUWdu7cyVVXXbWhi3M4jmSW\nGAWsvVH3aqafKP1/ucHlUyzp01yWXFh23uVXMWyMylVCiksoDd1Io2W1xtcbeZ53vPOdjI6O8sEP\nXuGMLodjBdaq45VreX3r+y1u/Y+HuPU/HuLm2+5xul4l1u3x+s///E/+4i/+gq1btxbvTUxMcNFF\nF/G6171uQxfncBxu1uNdGahnPAivmmEw12p4pn5rHNtfsYxSuvA+DavSl1sXCWG9bvkfoJ5nw4na\n2P6LqTYEpbFSDHrw8qyyofSyNV3byndy9b0bwXLL3bFjB7fedjvNZnNZL5vD4VifjpdjddZtePm+\nz8LCwpL3u93uhoRwHI7NZi3teob3rxT28mTfoJFFiG2pNEIebcsrGT1P2pwiYyvxpBRZHhZg+k2r\nU2WGJCAgihWeJ4gTXYQZtTF0eymJMow0AqqBRy9WWf9Fm0sWxaqotoxixQ+eWGDHljpBIIkTTa1q\nG2H7nqTdS9HaMFIPCEOPWsVnoR2TKm0T59EYIahVfMgMtrKXLJfFUBqkULb6UghSZfDkUjkIKQeT\n7g+kpdJKlJ+blBKVJHz3uw9wyikn25CxMWzftm3VNk8Oh8OxUaw71Piyl72MD33oQzz00EPFew8/\n/DBXXXUVL33pSzd0cQ7HZpGHqw42bGWNL5npVWVzDdkLubEznN8gpU0k97IKQGuc9KOFSaqH2t/0\nj+12U1qduNjuRarIu1psJ/Rim5MlhW2gHWXbShurnZXNt2euy2InAWwlYr0a4Ge5Xd1YEQQyW7tt\nZ5SvwfMko/WASuAtWRsM3oJcmiJH6f62TcZnWQmIA31G+zvummuu4YwzTucb3/hG//l5S5+Pw+Fw\nbAbr/k3zvve9jziOOe+88zj99NM5/fTT+amf+imSJOHiiy/ejDU6HIccW73XF0DNq/nsPp0laS9f\nOVdGadt/sFxRV66e07p/TPl9YwxJqcJRZQKofZHV4bGqmCdVmnYv6Yu1lkOMgF9q8SM9sWoRQKvb\nnwfEoHjrKgwPK9s/y9lQ+do3otJ0f1x44YW86EUv4sMf/vCGznso1u5wOI5+1h1qnJyc5G/+5m/4\nxje+wQMPPIDv+zzzmc/kzDPPdG56x5MCVVQrDjdcBl1Sd1fGIIUpPCVF42tpw2T9KkIrA+HJvqfH\naI2QsmjsbLQq9imliVLbH1EASaqK8GWqFQLrNfI9SRSntHtJlq8liGIbbuz0bEPretVHaeuh8j1B\nGNiPfCX0UVoPaV/Z9eXrFMJ6z6JIMdKw7XJq1aDIIyt0urJrLs8jhcDL7oksjfVkPyQ7nD+3lvDu\nRtBoNPjyl7+8oRI4h2rtDofj6OeABFQ9z+P0009n165dHHfcce6XjONJxXocFqtV3pXbB2k9mAO1\n2jlzpXvoJ9oXCfJD7qkktfpe+b68/RBAWtpnDIU8RI7vyYHzlmUWykn56VA7H+sxK+dNDVd3MrBv\nIMdqgysS14LWmm9+85u86EUvKt6r1+urHOFwOBybx7pDjcYYrr76al784hfzMz/zMzz++OO8733v\n45JLLiFJks1Yo8OxqWxWaGijZl1tHsOwp6W0MWTfLLnO9SzwKA6fXX/99ZxxxhncdNNNh3spDofD\nsX6P1/XXX8/NN9/MZZddxhVXXAHAK17xCj7wgQ8wNTXFu9/97g1fpMOxGZQNkfLrtSoklNXjbfVg\nv/pQG4ME+u2jM6+X7EtECPr5Y0rloUhDomwumJQSpTVRnBbeqihJUUpTDfOPrrGK8llVYeCLTNw1\n84Iphed7CCGIY0W1Igql+NyzlSlTIGT+r/XWSSGsYWdsw+0w8LJqw/61S5mry5fuWXZxQti5ytIT\nRS4X1rMnKanXr/KMDsZL9vrXv55bb72Va665hl/+5V92SfQOxwGwHgHVYZyg6iDrNrxuuukmLr30\nUn7yJ3+SD37wgwCcf/75BEHAVVdd5Qwvx1FPnqMFZcXzYYHRvvyB1nogQT1NrTq6zMSvTGkew2D4\nLUn7Supxauj0+l7jXpwUocI0VnSjmDS1290oRYh+r0ZP2CT5wPfxpCaOFQaIEk01U7JH2ONq1aCw\nkvJz9/O7MuV4zzb4zrO4erFVwK9V/GLtoS8KzTCtNUr1DTJPUuSBDd9LrU2h1q8AX6yc51U+7kDx\nPI/PfOYzdDqdTftFf6CK+g7H0UIuoHog5IKq8gcdAFqL87zynB8d0AN9KrFuw+uRRx7hlFNOWfL+\nySefzN69ezdkUQ7HZrFaPmJ531JV+kEv2Fq/XIfH2XMs/+WfV8StaISUNq1HbW25lXbOgTcKC6m/\nb+l199ex31OAEINirqVcriX3YNVpDl6/yxjD7bffzjnnnFO853keIyMjBzXv/nAGl+PJjBNQ3TjW\n/effrl27uOeee5a8/y//8i8ce+yxG7Ioh2OjKZf5D5f8F3IRxnpjlvvil7IvpSBKcxSVjJnHSJtc\nR8qOC3xBJZBIkYUUNSSJKhpjy2xskirbnBpbORnFijjRaKVJU4VWmsD3CH2JNoYkMcSpbfZMtn6B\nIUlSulFKnM3f6sQ8vLvFo3taNmTpSduIW2lUqkgSRZStpxJ6VEKPMLC/FnxP4nsenhSZFpnItMVs\nZWec2ubduYCsKN0gYxgQf80pxGCzbU+wvL7E0LNbD//4j//Iueeey0c+8pF1HedwOByHgnV7vN7y\nlrfwgQ98gL1792KM4c477+Smm27i+uuv57d/+7c3Y40Ox6ZQDn3lX+157tVyY4UQoPWyCvb9oym8\nPZ7oV/x5niTJpCjy5tH5cVJkobzMKEmU1f7qz18OdQpUJjWBNkhfkuYDDfTivpBqnCjmW1ZktZdo\npsZrhXCq0XpAYb8WyiKPTAhB4JdETqXE8/qq/F7pDiltkFpk4VMQXkm9nsH8LV2S6cjbEK0knHow\nYbvzzjuPyy+/nJtuuol3vetdVKvVdc/hcDgcm8W6Da9f/MVfJE1Trr32Wnq9HpdeeikTExO8613v\n4ld+5Vc2Y40Ox2FlufDb8gMZikce4PmWnH/lcJ8YlnIQ5UUM5aUN2TjlkcOXtdYCg+WOXXncKhey\n3NiD4LLLLuOiiy5yRpfD4TjiOCAdr1e/+tW8+tWvZnZ2FmMMk5OTG70uh2PD2F+oatgeKFft5ccv\nZwgsFc0sH2wwGowc2Mly1pge6qkjstCe0qZYW/6v7Wko0Momviul8X1ZWnP/GF8KQl8SpxpPCqJY\nU6/YVdhKSNCq72VbqTG3l3mziiUOXbfWpvCILbk2A2LF+7fsIftloAI1847dfPPN/NzP/dxA8nyt\nVjuwEzgcDscmckAlPt/85jeZnZ1lYmKCO+64g7e97W1cd911rlWG44hjpZ/J4cbJMsvJEiwjCLqM\nx6vICTM23JakuhAs1VqjlW1wHSeKXqyY76REiW0B5Il+9WCcpMy1elko0SAFhL5HoxYUxkwhQWEM\ncWrwfQ8/25cqQy+yYcpepPCkJPCs4ac01CoezZrPxGgFA8y1YnxP0KiHjDYq1Ks+YSaIuthJUMq2\nJspz3UJf0Kz5NCp2XDWQVEOfsp2VX6cAAk8QeGLAvFS6XzSQG3GydA/Ww3IK8d/+9rd51atexdve\n9raBtksOh8NxJLJuw+vGG2/kda97Hffffz/33XcfF198MUmS8NnPfpY/+qM/2ow1OhwbynLel7wR\n9GpGV/m98td/njRfMOQ968b91jSilPclhc3JKivGy1Kz7cCX/bGy31NRCIH0BtdQVsmXJR0vIQQj\n9ZBKpvuljaES+oWCfCXwC50vsH0ey1RDv1hPJfCKPDApB40rDPhevzF1ru9Vvg/5erysYfhGVQE+\n//nP53Of+xx33XUX8/PzGzKnw+FwbBbrDjV+7nOf43d/93c588wz+fjHP86znvUsPv3pT3PHHXdw\n2WWX8fa3v30z1ulwbCrr8dYON7MePlRK2/zajgVPCNLCuqLokVg2cowxttJRGypBZtyIfoivF6W0\no9QaQoDRmTGWhSMroYeOlK04NAZfiqxPZH9+IWxlZrub0KwFRUJ8IAVJNk819EjzPpEC4lRTCWQh\nulq29jxPFDpj9poNUmaFCINDi/t0MMbWas/oDW94A695zWsIguCA53c4HCtzMAKqwzzVBVUPSMcr\n18f5+te/zste9jIATjzxRKanpzd2dQ7HQTKsC7WWXK3VxiqtSx4qUxg3UvS9WbnHJ4oVGlvRKKUp\nzVEWRxUEvkerE2fhRoXWmjAzvkLfY3quS6uXoDWkqaEWepn3S1CtSKqBjwFGfY+5VkSiDEJKqhUb\nQrUhUUM19Kj4HnGqme/EjDdChBD4viSUgkroZer3nhV2xfZp1LGiUQv690ObzFcukNLKWMis4Xfe\nDFxKiTCmqMYs7zsQ42v4GX3xi1/kVa961UAelzO6HI7N42AEVId5qguqrtvwmpycZM+ePfi+z733\n3st73/teAO677z6mpqY2fIEOx8FyIF/0Kx6zH8dY+bjVhprBfPqhYkixtGl25hxTSmPoN7v2PTlY\nwygG5yqabRubf5XvU2ow4d2XDDTxXrUAUZbHicHj6N8D6/ka7iZ58Pzf//0fv/7rv87nP/95vvSl\nL7kkeofjEOAEVDeOdfv1LrjgAt773vfylre8hR07dvBjP/Zj3HLLLVxyySVccMEFm7FGh2O/DIui\nHsw8q827UUbEElH60ht6aOdwu6IBBfsVBEqXYzjvfLXrMiu8Xo7VrmX141Z+ZqvtO+GEE/j7v/97\n9uzZ43K6HA7HUce6PV7vec972LFjBw8//DCve93r8DyPmZkZXvOa1/COd7xjM9bocKzKcs2u19pK\nZ3jbZGE5KQY9QmWFeqtwbysY8+bW2kC7l1KrWPV3nVU65s6hOLEJ9oEv0QbiVNmekNrQixW9OKUS\n2I9jJ0rQ2uD7knY34fGZNqP1EN+TdKOEbi9hy2gVz5MstBOadQg8SZSktDsJ1aqP70kqgQQhiCKF\nEJBqKz0hhZWZSDM1fKucbxBCWQ9aroSf5YTlYc9lbqA1EguZC+t909ogMg+azBp4G9NX/F/uOSx3\nr5d7Rjkvf/nL+a//+q+nTE6Iw+F48rBuw0tKyRve8IaB94a35+fnedvb3saNN954cKtzOA6AA03g\nLjuLbBrTUv2pXJG+F/UbY/diRZQpzbe7qTW4MoNAaSu1kNsPSZoWxyllWOxEhUp9Ly406OlEKdO7\nu+xbtMrzswsRlUCSpHasET1G6hWATAZC9eeJUnZONYu1exJSlZ9fs2UkLBTjU6Xxs2bWSWrQLCHY\nJgAAIABJREFUZjDhv1YNikbYMFipWE7e17ov0Gqw2l19BX+BXkbxfz189rOf5Wd+5meYmppasQek\nw+FwHA1syp+LSZJw9913b8bUDscBczDhyOFej6uOLY0ZPme5F6QpJZ/b7aVCruXzD4cRh+ddCTEs\n2jo07/CcK619vZTnORgjaXZ2losvvphzzz2XvXv3LrtWh8PhOFpwfnrHk46Vwlnl18uN8UqNsKXo\nV0QOi6VqY+UbAt8O9n2PetXH9wW+Z8VIDdaD1eqm9BJNkira3ZiFTky7m9DuxuzZ12WxlRAlCm1s\neE4IG+psdWI8Kax3SliZhjhVIGCkHlCvBraHo7JhyiixVYiVUDA1XrONsLUi8AS1is9IPSDwBPWK\nT5xq4kSRpopUabpxSpJaKYo4VqSpbbBtjPWmtToxAoMv+4r+UkAYegS+RAgGlOvLJtZGGEYTExPc\neuutNBoNut3ump+nw+FwHIkcUMsgh+NIomhzcxCelYFKPDPkhVphvO9JkiyGlwuDlqsI40QXHq1I\naXqxDeMpjDWWMmFVlRjCwCuS33uxohuVRFelIM62tdFUQh9jrGJ8muoizKm0YWqsno0zCCMGqhxt\n7hnFsb4vijZHSmjyv8OUzuQhSiFRL5PJEACif7+8ISFXWKr8v9K9Xul5Lbf/Oc95Dt/4xjdWfL4u\n7OhwbC4bqeM1zFNN18sZXo4nDUfal++g52flfasdB4MyD8WAbL7ha17N6Fkqa3p4We15/dmf/Rkv\nfelLefazn73fsQ6HY/PZSB2vYZ5qul7O8HIcdSwXVtqoL+Y8ByufzpC3ts4qHrUp2uWoJfoMg2vM\n8suz3K3+2FwEvtwIO04Uoe9hsK/z8wS+pBL6pNoQxYowkGD6c0RKFwr2gS+JEkU19LJKw77yvf3X\nFGN9T+BLSZpdgydlsR5f2n6LeVhViKXip7k3yhizrEr9as9jf8+v1+vxsY99jPe///3cfvvtnHTS\nSft7bAedR+ZwOFbH6XhtHM7wcjwlGFawH94HVm6hsKXMgGMpM8jsa6VsUnweRlRao1RfKDRJNb0s\njGiMYaEd0enZ7UogC6NMCms4dXq2mtETsNCJi0rGE48ZpVYJaNRCRhshcws9fF9aw8wYFrsJaWrP\nOjEaEviSbqSIY8XUeBXf9wb7QHqerVSs+NSrflbJaGUtKoGf5bNpRuohUgpSpel0U8JA2gpGYxt0\n5xQSG7LfG3K5Xpfrzb+qVqvcdtttvOlNb8L3l/8VVZ7XGVwOh+NowhlejqcMyxkBA/pRKzuwlgTo\nBqoIh/LAhj1huczD8HFCiAGx1F6imW/Fxbb0+k2yA9+jXgsKOYlU6cLoyvfn16JhwECyc/Rz2GqV\n/tjA97KCALuvXg2Kc/qepBKWDK1VAqTLhTjLeXPrNb527NjBV7/61VXHOIPL4XAcjWxa5pqrMnIc\nDeQ/p7YKUBcNsKXoa1ZprQvLqpCAKIXcosRWAhpjSJW2YcIstJekNoQohDWW5lsRnV6CMYZuL6HT\nTYowZKPms3OygRTg+4KFdkyrG6O1phclxKnGaG09Ub0UsGHR8WbI5GiVWmYk+Z5kvhUXTbg9KfCy\ni6mEEilksfY01URxWroPhiS7hrzpdeluFaFYnXn8VpOxWE+14ac//WnuuOOONY11OByOo5lN8XhN\nTk7yta99bTOmdjjW1Ph6LcfmxyWpGhAD9UTfg2OUGnBnqSGtrXY3KSoZU6Uo2Wj0ItsIW0obYpxb\n7JEqQzdWtLoJaWpFWD0paNat0VSt+Oza2qQXK5JUMzPXo1fzi3MIYL4dE2eer2O3NTlmqgFYhXnT\nikiVyUKdhm1b+pVCtapPkKnQW6Ow3/BbCkW1EtjG2KkBz94DKSVC9O9XVgRZkGuW7e8ZrOb10lpz\nww03cNddd/GVr3yFs88+e9W5HA6H42hmTYbXySefvOYvt3vvvRchBNu3bz+ohTkcq3EwYabhY1dz\nyqxWCWiG9hgz2BLansdup8q2GCpTKNhnHrLCeST6/RkNtqoxD0mmQ16mWjjYzkeWzinMUMWjt/I9\nW+1+bnZIT0rJzTffzFvf+lampqY29VwOh8NxuFmT4XXllVe6fArHUcv+krBX+8leTtm9yJdaMs/K\nyvKeFPhSkBYJ+f19UgwafwLbfidPFUv14DyiZKUlajCfrGz4LRGsH7YwzYobSziYqsG1HNtoNLjh\nhhvc7xmHw/GkZ02G16te9arNXofDsSmspYG270uEtvlOYKsSfc8KhhohQWi0svlanUhRCSSebxth\nV0KPJLH5XXgSYWzj7FTprB+iDefJwGP7ZJ3p+R5xouhGmjBTug99D21MIefQjVIEEPhWlNUYKxWR\nX8NozaeXaMLAI/Q94lhRCT2khLFmSKeXYgyMN20vRyn6Cfa2Abi9Nt8XaG1FUJv1AOiLpebCqEqZ\nUsWiKXo8Qqni09jejEKsbNyW5ScAvvCFLxAEAa9+9asP9NE6HI5DyGYKqA7zZBdUPaAcr1tvvZXv\nfve7KNVX147jmHvuuYfPfOYzG7Y4h+NQYFXoRdEmB6yyex6ak1LS6cWF0nyUaKrZLwBPSvApqg09\nIYiTlFSZQs3eGIM2gmooCX3JXCYXEaeG0UZQGCNxqrPEe7uGSuCV8scMlUCSKluxuLURUq+Gdj2p\nplLxIGtIPVIPqYb9j7bvy6LRdclhh5SSwBc0a35hMPneoPGUJP3G3SAGqhcH+kyyuuewfK8Bbrvt\nNq6//no8z+OXf/mX13Ckw+E4nGymgOowT3ZB1XUbXldffTV/+qd/ytTUFDMzM2zfvp3p6WmUUlxw\nwQWbsUaH44BYvgF0v6+g0joL68klY7U2GKELw6nsyLHViwpPSoQQxIlCKZ3pZlnPmBUttcac0qYw\nfBY7SSZGmmmHZTpa5RY8aWqrAeNE4Xmy2GdlKvLjNKlS+J6XrReEsMae1hqVKrxMUmJY+X4gnwyK\ntZevL/dODYw1phB23R9ar+4B+9M//VPGxsY4+eST9zvXSjgdL4fj0OEEVDeOdRtef/d3f8fv/M7v\n8MY3vpEf//Ef54tf/CL1ep3f/M3f5Nhjj92MNToc62bYkMpV2AFUqgdS5mUm5+B5EqMNcVZtSGrQ\nUiOBSuATeJJ2LyFVEMUaKTXtbkIvVgjA92zvwzjVeNKKk0aJzowQwYOPzjMzH+H5gvFGyFizQjfR\nVAJJrSKpCI9axaMXpSx0Elq9lNCX1Co+gS+twSbsX55xakhaEaO1kPGxWlFtqJRtlt2OUkKtmRyt\nZUaVNZqCTBtMKUOaGVi9xBBoq4pfVqYH6y3ThcElMfTV+3P7Ky8AINunc10zQ9bge6lh5Hken/jE\nJzbk+ToDzOFwHE2sO2A6MzPDOeecA8BJJ53Ef//3fzM+Ps673/1ubrnllg1foMOxEayWVz6Q2C7F\nwLbW/XR1m1/Q35+mhl6UFppWSaoLmQelrXGUKmuIzLUinpjtkihNL1KEoVckzUeJRgqBMnZsqgxR\nYsOeUWKNuFRZb12iNDrTEkuVISxVNapMyiJX2ReIkidLFEaXvZYhT9gK3ikhBFKIZXMrRJYrlueM\nFXITA2PsuL/6q7/iox/96JI5NgpndDkcjqOFdRteo6OjdDo27nrcccfxve99D4BjjjmG3bt3b+zq\nHIeVp4oI7kZd5brmWa3AcB3zHmlPaCX757777uN973sfH//4xw/tghwOh+MIY92G1+mnn87VV1/N\n7t27Oe200/jKV77C7OwsX/3qV5mYmNiMNToOMWXF8fWojx/JLG8Q2GtTmVJ73quwv9vma6Wpytxi\ntrl0np8lBAS+bS6dS0KUw2pGW29V3rCnXrUhw2ro0erExftRnPLo3lZx7nYvQWuNFFY+Ym6xB9jc\nLN8TSOwawqwpdo5tfG335U2x48Qq3A+rkQmRJdLT/2/ZO5R54co5Yas5l0Rpf/mc73//+/noRz/K\nj//4j6988EHwZPgZdTgcTw3WneN10UUXceGFF/IP//APvPa1r+Uzn/kML3nJSwD47d/+7Q1foMNx\nICzJVfJsknyiTJGbZJtd29ep6hsnMpN1aGcVhhFQrXh4Uha9DefbcRbqCyBOiBJ7Hq0NSaLoZf0Z\njdE8vHuRVje1Mg2hzEKGht2zHdq9mL37rGH13YfmGG2E9GJ77NRolTQzxvYtxpywc7SwZCqBYKRe\nRUpBu5sw1ggyCQyJnxnLUkoWOwmjDaiF/cpFT1I0n877SuZJ+uV8KWMM6VD/Si8rBFipc4CUEolV\no8/Djzm/9Vu/ta5nuBquSbbD4ThaWbfhtXPnTr70pS8RRRFhGHLDDTfwr//6r2zfvp1TTz11M9bo\ncBww5S9lm4+0smdkwCPEUF7YgMdn8IteZHpdy80D1sjK8T05oGBfbqCdpHqwofbQTKIktOpJOeBd\nk17fyMnzroqjzVLjKMcbyt0avl/DV1M+x2p8+ctf5itf+Qqf/OQnN017xxlcDseh41DqeA2znK7X\nchwtWl8H3KtxcXGR2dlZjDH8yI/8CACPPfYYxxxzzIYtzuFYD8OVbjbR3BosUiw1iHxPIKU1fozp\na1EZo0m1FS1NUts4uxPZMGMl8IgSVTTR7kQpcws9jLENqBc7CXOLMdXQoxJ6PLR7kYV2QuAL2p2U\nx6ZbVCsex0w1QdgE90YtoBslbBmp4klBLxNENdrgS6tcv2trE1/aCsPAE0yO1ZBS0otS6lXfSltg\nL6BZC5BS0Oom+FJQrfgIQdFHMk41XhaWHPYMDt+/srGXhy/t69WNnrm5Oa699lo8z+Oaa64Z2OcM\nJofj6ONQ6ngNM6zrtRxHk9bXug2vb37zm1x88cU89NBDA+/n2j/33nvvhi3OcXgY/jI+Gr4ol+hw\nlfKSlkv/kQKEsGGxJDVFL0RrmGSVjEIgJGhlJ4n1YGNpgOmsUhFgdqHHYifBYA2yfQs92j0rQLrQ\nVvzf44uF0Grge4RZw2ohYGKkaiUvtKFe8ZHCesAS4ISdI1RCv1C33zHVLJ7J2EiIn4ujAuONSqEZ\ntmXEhkaL52es5WWMrcj0w5Wfa7kpd264rufn4A1veAOe53HCCSes+RiHw3Hk4nS8No51G14f+tCH\n2Lp1KxdddBEjIyObsSbHEcLRYHCtxLCttZqy+pL3yxE2s/IujBnojbhUSqGkAJ/qwugCCmMpmwbP\nE4USvBgSOM3bBS0377A46uCmOKzP8LWvfa1Lenc4HI4h1m14PfDAA3zpS1/ixBNP3Iz1OBwFKyVw\n728fsLSKb+hYgyiFzobDbCuvKVW6yCEwZkgDLKs6TJWxTa4zxXtjoF4JaFZ9Wr3Uhih7CWPNCkob\nQt8Kt+ZIYdsCRYnCk4Io0dQrMkv8H2w6bYxBZO25BTacWKQ4GAaV5jfRBvrHf/xH/uiP/ogbb7yR\nWq22eSdyOByOo5x1Z6Ht3LmTdru9GWtxOAqWyzlay74cTwp8aY0hT1JIPmitUcqGDNNUEyW6qNxT\nyvZKTFONUpo4SWl1E6JEkSpFq5swuxiz2I1Z7MTc+8N9zLVjUq2JkpRWJ0FnifOL7QRjDLXQo1rx\naNZ9nn38FsabIZ6EHz4+z0NPzFt5iszDVQ09psZrHL9zjO2TdRo1n3rVZ75tzxn6klro0+rEaK2p\n+JIw8EqhQCtFYUVdNYnSdKPUti1S/VR9ISAMVveG5fdLsLYwo+/7/NM//ROvfe1rB95fUohwFHtR\nHQ6HYyNYt+F14YUXcuWVV3L//feTJIcn0c7hWI1CUV1KAk8WPRWllJRluuJUD1QYlvO3lDJ0e/0G\n0Z1I0cubZMeah/e0CpX6djdmvhVnJydrFaSskSEE9YrNswp8yUjNo9Ozn5u5xYjQl4h8fUKwfaKO\nlIIw8BgfrSKzkGSrmyXR5yFKA2HoFdflebLwxEWJGghVpkN5aaEvl61mHP6vPO/wvmHOOeccbrnl\nFt71rnet+Dyc0eVwOBwHYHhde+21fOc73+Hnf/7nOfXUUznllFMG/lsv1113Hb/0S7/EC17wAs46\n6yx+8zd/kx/84AdLxl1zzTWcffbZnHbaabz5zW/mhz8cLGuN45gPfOADnH766Tz/+c/nne98JzMz\nMwNj5ufnec973sMLX/hCXvziF3PJJZcUKvw5jz/+OG9961t53vOex0te8hI++tGPDopqOg4ba80X\nKou/Kq2L56eU7cFoQ4SGROlCxyoXT82PVZkOVb6v1Y5JsyT6OFEksSrEZZ+Y7bAvEzlNEsV/3/co\nvcgaV61OxMNPLBRj51s9hOj/PO2Z7RS5XZ4n6PSSYg3VwCvEWj0p6ERpqYciAz+XFd8rwqmBJ/C9\nQamJnLLA6XL3bSXB3OX2DY/7iZ/4iU0TSHU4HI4nC+vO8brwwgs3dAH/+Z//yetf/3p+9Ed/lDRN\n+fjHP85b3vIWbrnlFqrVKgCf+tSnuOGGG/i93/s9du3axSc+8YliTBiGAHz4wx/mjjvu4JOf/CTN\nZpMrrriCd7zjHXzxi18szvWe97yHmZkZPvvZz5IkCRdffDGXXnopV199NWC/yN761reybds2brrp\nJvbs2cNFF11EEAS8+93v3tDrdqzOsEhnznLvLSfoqbXuVzUCSZwWYqnamAGvUJKm6MwoEyLzGGUb\nKlXsnesRxcrmb6WKbqyKRtjffmAvsws9Kxxqpnli7xx797V5dPc+JibG6UaKKE7Zu6+N1oZ9C13C\nwKdW9aiGoZ070Tzz2DF8TzK32EOpkG0TDbQ2HDPl041SPCHo9GxfyON3jGbNqyGQUK8G1qMWWE9W\nkDW7DrTNX7M5XgJhTObBWnpvl9teTWrijjvu4H3vex9/+7d/e1SUbzscDseRgjBHWNnR7OwsZ511\nFl/4whd40YteBMDZZ5/Nr/3ar/Grv/qrALRaLc466yw+8pGPcP7559NqtTjjjDP4gz/4A37yJ38S\ngAcffJDzzz+fv/iLv+DUU0/l+9//PhdccAF//dd/zXOe8xwA7rjjDt72trfxta99ja1bt/K1r32N\n3/iN3+COO+4o2h/deOONfOxjH+POO+8s1L5X49xzzwXg1ltv3ehb85Rk+MdzreEqpQfDa+UwotaG\nXqnVTt4yKKdslLU6UaEsD9bb1Y3SbE7Ff9y7m25k51pcXOCJvfPF2F07JulEOjunHriWbZMjxEl/\n+8d+ZHuxvqnxKuPNauke2Fw0sNWQJx2/pdjXqPlUgv7PZRjIFQUEfUmpMGD/H/uVDC+Ae++9l3PO\nOYfjjjuOu+66y4URHY4nMeeeey4Lix3+v9/6yOFeyoq0Wgv81BnPZGpqar9jD7fQ6po8XhdffDGX\nXHIJzWaTiy++eMVxQgiuvPLKg1rQ4uIiQgjGx8cBePjhh5menuaMM84oxjSbTU477TS+/e1vc/75\n53PPPfeglOLMM88sxjzjGc/gmGOO4Vvf+hannnoq3/72txkbGyuMLoCzzjoLIQR33303r3jFK7j7\n7rt59rOfPdBz8uyzz+byyy/ne9/7HieffPJBXZvj4Cl7YgYq9ob2LasnsfKkK+8a2i4baMOHDu9T\npfwxKQSqNFirlecZXo5esrySOMaSfWs3gAbu1zp5znOew+23386jjz7qjC6H4ynA4RRQXQtrEVmF\nI0NodU2G1wMPPIBS9q/6u+66i507d26KtWiM4corr+SFL3whz3ymFWqbnp5GCLHEip2cnGR6ehqA\nmZkZgiCg2WyuOGZ6enpJE2/P8xgbGxsYMzk5OTAmP+/evXud4XWEkOcaJanG9+QS40sbQ5zqrNpP\nZNvKhtmElZEIMtmHVNvKPz9LOM9zwoSUthJQG8JAFkaU50EFjzhVdHop1dBDCohTRao0zXqIUrbB\n9cy+fUxuGUd6VlneGEOqFIHvIT0YqQakqaZWDZhvx0yMVAgDWTTiNtiKQgyIwH7eRhshZFIYQgji\nRON7Gs+TAw28h+2xJXIaWfNrydqNL6UUXtbTETjgvE6Hw3H04QRUN441GV73338/i4uLjI2N8dhj\nj/GXf/mXSwyUjSD3LP35n//5hs/tODpZrhlynOdgYUOIgd83vlKliybTAEqrfogx1VTy/Cffoxdb\nWQiANFZI0Q8xpnHKvvkequhzaMN9Qkg8z/DgD+eZXYxBSHpRjwf+7/HinPXQJtEDPPr4Ezz9hBPI\nI5vjo7XCaDLA9skGiTK0uylawwtOmkIKQarsdRnA8z2kMTxtW5PAz9TugcCz1xIlmi1Vn0poP85a\na5QeTKL3Su2BVMmFtpzxtZwExL//+7/zxje+kZtvvpmTTjpprY/P4XA4HEOsyfB62tOextvf/vbi\nr9sPf/jDVCqVJeMOJtR4xRVX8C//8i/ccMMNbNu2rXh/amoKYwzT09MDXq+ZmZliPVNTUyRJQqvV\nGvB6zczMFMdMTU0xOzs7cE6lFPPz8wNj7rnnnoExuTfMJRAfPvbnkTErvF4yLvP0rDSfNfD6eU26\nvD20HrU0/lceseKesnfOzjW0f8gAKhudnhzct5qxtFHk9+u4445DSslP//RPc9999y35/B9N7aUc\nDofjcLImw+v3f//3ue6664p8jscee4wgCDZsEVdccQW33norX/jCF5Y02T722GOZmpri3/7t34pQ\nX6vV4u677y7EGp/73OfieR533nnnQHL9Y489xvOf/3wAnve857GwsMD//u//Fnled955J8YYTjvt\ntGLMddddx+zsbBGW/PrXv87IyIhT6j+CCHyJ1oY01Ygs4q21yTxbVi8rVRoJWfWfoRsrtDIkiSYI\nrL5XreITeIK5dkQUKVJtG2H3eil79vWIU021IulFioV2jO9JfAkP7WnT7qUEvqQXJfhBwDOOP4Y9\n07MYrTFGMzbapBfFbJ2cRGtN4EnGmlWa9QApBAtt20g7n2fX1ganPnMrtYpHuxvTrIc0awGJ0uxb\niDh2+wjV0CNJNVIKmrUQBHS6SdYkW2SSGDaEaLC5Yrl8hNYGIUymF1ZufC2WlZcYlo3Yvn07t99+\nO/fcc88So6tcQSqzczgDzOFwOJZnTYbXc5/7XD75yU8CVijx2muvZcuWLfs5am1cfvnlfPnLX+ba\na6+lVqsVHqaRkZHiF/yb3vQmrr32Wo477jh27drFNddcw44dO4oKwmazyS/90i9x1VVXMTo6SqPR\n4EMf+hAveMELOPXUUwE48cQTOfvss/nd3/1dLr/8cpIk4YMf/CAXXHBB4c06++yzOfHEE7nooot4\n73vfy969e7nmmmt43etet6GGpuPgEELgeWLAC5UbG2C9Sj6ieMMTAq3SwksVJ6rolej7HkZTiKHG\n2vDIdIcoE0vt9GJa3VxIVbFnX4e5TCxVG0MvSouKw2olZGbfYrGmbVNbiVMDKqVa8ahW/Eyw1VCr\neEU1ZBQrXnDStiJUODlWK15XpOTEXVX8LMRYDSW1ql8YNuMj4YAY6lDOfmFUmex/eZgzf3+g9dCQ\nsRRF0YCRtX37drZv3z78OAaS/41ZWSfM4XA4HAeg43Xbbbdt6AJuvPFGhBC84Q1vGHj/qquu4ud/\n/ucB+PVf/3V6vR6XXnopi4uLvOhFL+JP/uRPCg0vgN/5nd/B8zze+c53EscxL33pS7nssssG5vzY\nxz7GFVdcwZvf/GaklJx33nlccsklxX4pJddddx2XX345v/Irv0KtVuMXfuEXeOc737mh1+zYGIb7\nMa46dh3GwEAi+lDY0JPDE5WESof2+Z6whhdghjR4rbHUl7QYCBsOzTM878qrPXCGja7vfOc7nH/+\n+dxwww289KUvPai5HA6Hw9HniNPxOtpxOl4HznqbYpe1uowZNMK00gPHtrpJ0R5ICKiGfiEkOjvf\npdVNCs/NI3taRLFNtPekoRspupFCSnhkt20VFKcaX8JCJyFJNUIK2osLtDs9Or2UkXpIszmSibVq\nRuohO6ZGbFPsQBJ4gm5kKyOb9YBX/NixhXaX7wlqFb9Yay30CDKtLgFUK15RVSywvSjze5IWIVdL\n2WbLqzzLrGQktVotfu7nfo5vfetbPPjgg4yPj684ttwHEgYT+R0Ox9HPueeeS7sTcfnHv3C4l3LQ\nzO2b4dwXH3fky0k4HJvNepXTbbK5zIRJIY+2pdrmcRXhL6OJUlviJ6VBa2uk9WIFRrPYielkIb9e\nlDK7YKsRg0DiS1v92KzDAw/P8T8PTrPQTqgEkmY94JF9HYyBig/z87PMTM8AgmN27WLL+BhBEKCU\nQkYpvcTwwycWeebTRtm1tUmjFtKLU/bMdpgcr/GDxxbZMZFy7LYmAht+rIYevhQoDTpOqYY+QpBJ\nSBh83zbI1gaEsZpmvhQ2342+d04b67eTmaRFzmrGUbPZ5O/+7u+46667VjW6ADwvew6QyXU4o8vh\neLKhlOLRR364/4FHOK3WAtPT9WL7cIipOsPLcVSzxJjADOQcJarvAbIfrv52O0oLowugG6XFsZ4Q\nVEPfGjXAQitioW3FA6NEI7tJMU+r086MLgDDtokR8ILinGHgo7Q9T70a0KjZEHk19Dl+52jRfHuu\nFXP8jv4vAClFSWm+n5+Vb68UgcxDk/lYb43Vj8NVwY1Gg3POOWfF8YPnPHwq0A6HY/M50gVU10pZ\naPVwiak6w8txSFhrGHG144bfz3sy9iv0IE3LGl6aNM08MVLQi1KSVFOr+BgD7W6KUgYpbZugTqyy\n6j+Yno/QWvO0bSNEieKx6UU8aVBaoJMe04sdgrCB9GxyfnNkhNbiIn5gxVCbDR8pJWKgghB6kaLV\niWnUAmqhR6Mesmdfh1QZdk42CsFXTwrGmiFxokmyvpDl++Z7YiDHzbBUyX89z+EHP/gBZ555Jp/4\nxCd4zWtes+oc+2OtXjWHw3H04ARUNw5neDk2nfWEEXPW8oVdzi0yxhDFfSMsSdVAf8bFdlxUH8ZJ\nTLtnc7MAenFKq5uSKo3vCR58ZJ75dowx8MieRR7Zs8DcYkToS7qdRTqdNlGc0qhH+EHQX8mKAAAg\nAElEQVSNTi9BipCt23dSr9XpRBpjetTqVSt7oQwjjYCdEw2UNjwx0+bk47ewdaKOMXDCjlFGmwHV\nrJKxUfHZOlbD8yS1iqEXqYEcqrJ8xECrodK9Xe7+rfYcjjvuOM477zze9KY38ZKXvIRjjz12v/d/\nOVY7h8PhcDjAxQccRxxr/aJe0o5xQNZg0CjRpY1U6cLostuGNEvGt6/7xy60Y+YWI8BKTkihiWIr\nL9HuWK+YnR8qYUgvM+66cYqftSUC64nL5SyUhlo16BcGQGF0AVQCDy+TuxjW2bIJ8vT3LbkrB5Zj\n5Xken/70p7n99tsP2OhyOBwOx/5xhpfjiCP3muRK82tFrLI1IOcgBuUlcuMpJy1VRA4rxuf6XmCT\n18sGXZLqgbPGSX8eXwrKaVBq6Jzl67RisCtct1m1p/e6ZDNmZmYGtj3P46yzzlr7BA6Hw+FYN87w\nchxWVvLOWAV2myg/bIjkCu3FtrbbuX1kldR1ZoQYktSq0kthzTFtDL4vkFKgtCaKFYEnMFqzd7bD\nvsUuvmcnW+zEVMKAWsWjGkqEV2V8tEmt4uOR0FmcoRpArSKZm92LSbtUQ49mPaTTS6iFHltGKzzr\n+C3smKzTrAdsm6gVCe++J2hUfZSyuWWeJ0hSQ6eX2hw1pQeKBZQ2tHspKjMOheibmOsxuqanp3nu\nc5/LVVddtfaDHA6Hw3HQuBwvx6azv9BXuSdhTtmTNCxToI0ZCDPmITwpBVrpTIXeepjancRWIWZL\niFKVGWmSThyxbzEu5vj+o/Ps2dcFYHq+y9xCr1C09yUstHoIKdFUQc2z2Grb9SgF0lYqTs/M8PSR\nJrGyIcLFbsxZp/XbYO2cbFINrQp9L0o5ZqpeVARqBY2qrYbsRnadecgRKGQilDb0EkUja5I9rEK/\n2n3O2bp1KxdeeCGXXHIJ559/ftE262Bx+VwOh8OxOs7wchwUB9ocOQ8jHogMgQ0NisJgU1oXbXOG\nG2GnSpcqIA1xnBbtd+JEFftscn5anCNNU5I4ApkZQp1FjJEIYeUr4rg3sJ68DyJk0gpZJFEIBtan\nlMrmsefsJSn1Sr8Dw2rJ6AMVksvsX0sie/l5XXbZZbzyla88IKPLNcV2OJ5aPFl0vMoMa3qtxEZr\nfTnDy3FAHEz1WrmpstF6iZo6MNDIOZdIMMYQJxqlrV6XQZEq6wGSwkpDpMp6hZJUMd+K6UUpnifp\n9BL2znWIE02z5pOkhrlWjBQ2of6h3QvsW4gIfMmeJx5lz+4nSNKUWnOUaHGGuZndVOsNwsYkSXeO\nbnuRsFanUttiE95lTFhtcPJJz6JardoKQw1P29ZApRrpQxh6RIlCaUMlkEhP8tjeDo1qzLHbR6hX\nA2tQGWMrFz0JwoZSw8Aaa3myfugv/0tgtefw2GOPsX379gHts+c973lrembD5xh+7Qwwh+PJzZNF\nx6tMWdNrJTZD68sZXo5DznBTZQaEQftf5MMhtFT1KwOtcdUXS1XabudTtzoJnZ71YOlUs3euSztr\ndj0zHxHFfYmGx6fb7J61IcY41TzxxOPMzdtm153WHAv79trX3S5jScRCy35Iu1HCVKUvgHrq059B\nEFbJc/NP2DmCMVbEVRldhA1TpfB9SZol3y90EsLAK64rDGThlQOrop8bn4EvbK7aOg2dTqfDmWee\nySte8Qo+9alPOcFTh8OxLpyO18bhfvs6jhoOpq3oqm2mh3auNnaJQOmAKvzwrpVnWrnVNiwnEnGw\n1Ot1PvShD/G5z32Of/7nf97w+R0Oh8OxNpzHy3HIkaLv9RIsb1AVkhKU/joYrmws63RpjfV3ZW1y\nPCv3oLRVga9XfRKliRPb7NoaUHaOVGkqoUcUK0JfEtaaNJIElaYYpRhp1ul2e9RqNRIFI806nW6P\ner2OMJpK6OP7PvOLHaa22nOO1AIwhtCXdrsRUAt9ulFC4HtUQt/meMWKkXpgvX75tbE0jFs2zext\nMMXrtSbXv/71r+eMM87gmc90f7U6HA7H4cIZXo4DYrgScT2hL5t8nsshiCVzwWA4MtU6k5Sw5kes\n1IBGlioJoqZK0+klpMoghMFG7AxT4zVGGyHfeXCWVtfmKXS6MQ8+ukgvsaHCagB7Z3tURrZjvCp7\nH/pfup02xhjqjRFi7SGQGK2pNwJ6CUQLC4yOTTA69TS0X+eBh2Z44XN2sH1Lo5CrOG7HCFtGq/ac\nvYRmLSAM/OyaNNsnG9k90FQDj8D3+vltnr0/utSb0SrU9+9PuW9j+Tk88sgjTE5OUqvVin1lo+tA\n87IO5tk7HA7HUx0XanQcMLnRdCBfvFLKrJfhGlXqS/0OjR400pQe9ITlCehCCHyvf44w8AZkKjqR\nKowue2zfmPO8EKOSYp5qpYYQuZq8pFKtD1QxBmG/MmakFhQhSU/KwugCGG9WCAM/O06wdWJoniy3\nyybsr8+oKY9VSnHeeefxyle+kk6nMzDmQJ/Z8Lk2Yh6Hw+F4quEML8dhR2ttW/WUhFKHv87zXHCV\nSUnYqkdDlKTEiULpXDZCUs+0sLTSdHq2B6PWmsen2/hSIiXESUoUp4w1A1st2Z3niUcfRicdVJqw\n77H/IY0W0ColDEOMDGjWrXE1MbWD6uhOqrUGfhBw/NOfwdR4HQGcsGOEidEalVAigJ2TdVR2fikF\n9YpPNbQXU6t4yJL3SApBlElcgDU2dXZdw8hy66Bl7qnnefzhH/4hX//61/nyl7+87H3PpTfW2yHA\n4XA4HAeOCzU6DivGGIq2iQYU4AvrDcrzuHLPitKKOM3FUiWdXkyUeawEYKTAAJ4ns/0pOqsqfHy6\nxULberBCKfnBdJtuZI+NW9Ps3buXJFWE3Q5zj93HwvwsAGPjU9RGJujFKVIIJnccjxEVEgMT24/n\nuKftwOBhgBf/yDE8Y9dYkWm2c0eDwJdobQh8ycRIpbju8aaPX5KEyHVStbGth/IqRwwIYQYkN6QU\nxbZYRc7h5S9/Od/97nfZtWvXsvd9ufecB8vhcDg2F2d4OY4oBqr7yoqhyzKobm+tL7ttWw4tN9JK\nRpR7LkqhSdLMCItTpOjvE9IrhFW1MdQqFVq2ZzZRYvA9nyQLbTbqQXEeAwQraG0BLFVzKFdHDned\nXLkLZXnso48+ShiGA3ozyxldK+GMLofDsRJPRgHVtaBVChy3oXM6w8tx0BxMovVqnhdjzEDZ3vBI\ns6QRdqnEL9ubH6PSUsNqT+J7smgHpLSwulqpJvQ9WqWxRisqoU8UpwggUTpTr4dK2NfaAohjVVRs\nCigqKpe/7iXvkJtUS8RpMStKTJTHvuY1r2Fubo5bb72Vbdu2rVvc9Mng8XJJ/w7H5vBkFFDdH+3W\nAj999ilMTk5u6LzO8HIcFBulYN8/3nbbEUajlMmq+ey/eSWjyY7zpQBf0o1SFtsJidKMjVSIopTv\nPTJHJfAYbVRY7MS0eymhL1nsJNz30D463YR61SNJEnoqYHR8gu7iHL3uIqKyhS1BBYPBBCOoJGVs\ntMm2bduY3LaLxVabbi/imO0T1KoVlNI06wFbRqqkqaFSkVQCq1Jfq/iEvqRW8YgTRRh4+J4oku/7\nTa7zZHxBGMjiHSn6Y23PyuV7WwJ86lOf4uUvfzl/8zd/w1vf+tZVn8lycxzthsrB/Cw6HI7VeSoK\nqM7tm2FqamrDBaed4eU4bORG13JOoSTtf4naptBl+QibiC+EIPA99s71iDIv1eN72+zZZ6v4UpXS\n7qZ0IhsqjFPNfT/cV8hJLLR67JtvgRAYUUOaPbRbiwgpUbJJvd4gilPiNOU5J5xAc3QKgLHRUZ51\nfI0oW9OW0QrHTDXtupVmS6VSGEu9WDE5Zqsa82bfZVV6r/SBFgLbQDuvchQs8ZitZkiccsop/M//\n/A8TExMrjlnrXA6Hw+HYHFxVo+OwsL8quvIfGLmnpziuZC/k+l7FcQJ8vx+ym13sojMLrxcldHr9\n5tatuWmSrNm10ZpOp1UKz4HW/VyvKMkrKi1x2q829KQgVWXDUA3Mo0r7xNAnbjBfa+gN+vfJGJNd\na/9in3jiCR544IGB8RvtEnc4HA7HxuI8Xo5DTl8+oZ/ClXtftLG5WdKTGEmWh2U9W2makhgQUhJI\nWGhFLHas96oaSLqxwvMF27fU2TvX4f4fzjPfimnWAhbbHXbPLNLuJFRCyezj32N+3zRBGBJUGqik\ny8L8PkaaDQwSDOg0plFrsP3YZ9FNBGKhzdSWBs16lShOqYQ+U+NVQt8jTlJ8GTAxWrVNu7WhWfep\nV4Ksh6RmYrRa6HRhDF5JY8z3BL6Xi8lSGGB6SC1VaysMK4Tg7W9/O3feeSe33XYbJ510UjFmpVCk\nw+FwOA4/zuPlOCjKIprrFdQUWf5SWYxTll8v6YsoB7xbUawKxXptcq+QfT0zHzHXijHAYjdheq7D\n3GJEojSz++aZ3rubXpSwuNgm6c2zb98+jIGFxTZCCNrdiG4UE1QbJCZEaVjsxFTCgChRaEPWYshD\naUOS5XblAq1JqqmGvlWZt4vvG10wYHQBhdFl78vK/SJN6T7/8R//MVu2bOFv//Zvl83hOpBncjRz\nMD+LDofDcahwHi/HhrDal9xBJTmv4rhZj09nWO1+oOXOchn+K5zEqtuv8PfKMtOsdNmD3RcPjO3b\nt3PXXXfRaDSW3X8kGB6HI8H9SLhuh8PhWAlneDk2jXK4a3+hL6uebvOhhLRJ6EobUqWKihKlNEZr\nm/yutA3XZY2wu1FCq5tQrwYorYtE9VRp0jSl04uoV32U0vhGMjIyQhL3CIIA/Crjfki302FkbJyg\nMobnz6KVQkhBNZBooFmrIBBUK3aekUaI70s8bcOGge9RCTwSZasXjdFI4SGEoBJ65LJkAqxbzut7\nuJQyeN7qRsP09DQPfv/7nHnmGcV7zWbzgJ/PZrLcs3cGkcNx9PJU1PHaDA0vcIaX4whBKV30WERD\nkirSzBNllCLJwnsA7XavyO0yGB7Zs8jsglU1jZJFHtnTKkKQM7NzPPz4bHEekczRarWBkGqziSJE\nSAn+KLt2joFvvUfhyDZUGmOEz76FNic9fRsT4yNF/tTxO0YIQ/vxqdYk2yca+Jn8/IgfEviyaG69\nc6JGJRurlC5y2owxeEIUlYtaGTy/tK1NEYo1xnDFBy7n85//PLfccgsve9nLNuMxOBwOx7I81XS8\nNkvDC5zh5ThC0Wbl0KAuhQaFEIWRBdZzVN7WpUpE+0a/UtEPQrTKG18LGvUm7ThL/Pd8pKAQWa0E\nwUD+ULXiF4aglwmy5hTtfjLKuV3DeWvD8jDl3bnRlZ/z6quv5v777+erX/2qM7wcDsch5amm47VZ\nGl7gDC/HYcAYg8qyzoUAjCFRg7IQviezpHXV94QBnV5S9FhUSjM73wVsWHGhHdHqJjRqAZ1uzL65\nOfbN7aMWCqJE8IzjdyDFDh5/7BHm5ubxwxoVT9JqdWnUq8wvzBNUqmjjWcNKBxiTsnWyiR/4gF1j\noxqwd65LoxpQCSW9KOXx6RYTY1W2banTqPqkytCNFVvHqlmI0eY6eaUelIEv8KTMFPrB9+Wq4bh6\nvc4tt9xCGIab8FQcDofDcShwhpdj08iNiOEcn1SZIg9da4NSS/O/hLDyCt1eUniWelHK3GJcHLt7\ntsNCO862DHvnevSyHozTM7M89Ojuwjt20rOegfQCALZufxqdSGdjFbVaJRNZTRG9iPHxCdqZyOrW\niQbbp8ZRGtrdlPGRivWCpRAniu2TDaJEEyWaHVMNRurWKAolbBmp4HnlRth971UgKe2zBtnw/Zqf\nn+cb3/gG559/fjFHpdJvtH0kU74Wl9vlcDgcfZychGPTOajS/tJxmWNoYN7yvqHOjQMhyUop/Jcq\nMyBqGgb9vz+MYUhZ3htoaxSUDCk9dM7AW7vK/Goljfn9+sM//EN+9md/li9+8YsrDz7CcUaXw+Fw\nDOIML8chZVh5fhil9UBF3LCyezkHKk8+B/u+Kh0XBiGNmvUOVUOfdrdHbjNVKx7VivVMedLmiNUq\n1viqV8MiAR5sJU/g2wN9zyrU+5mBVa/4xWuAXqzLduJQw+bhG7H02ocrPy+++GLe+MY38m//9m9L\nBy+DrQztq9uXXzscDofjyMCFGh2HjNwI8DMJCNsAWyB92wA7ihVRopBSUK/4KG3wfQlKM9+K2DvX\nK/LA5hcj5tsxUsBiO+Y7D87SSxTjjYA4Ucy2FJX6KMbMEycx3/v+/7Fz+xSNkTGe2DuHEhXqtayf\nYgKehGY9wAurpFpQqwTUaxXq9TrzixETY1Wa9YDA9zAYto5XOPmELVQCnz37OjSqPk8/ZiwLrYH0\nBKk2aBSVwC+MN60NUgwm2Yuhe5R7iTzP48/+7M/W5DVarkH0cnM6HA6H4/DiPF6Ow4InBVL02wVp\nrYkSm5+ltSFRekClfXY+KoyuucUe+1pWPkIb+METi/SyY6fnuzw+vQiA9ALqtZAk2/f47mn2zS1k\nbXcEQVghSkUm+yAYHRsH4SOEQBnBlrEmUgoM0KgFRXWiQPDcEyepVQKkFBy3fYRn7BrP1PYlQeAV\nza+1ppCWEELgeXJAtb5shC0uLvL5z39+4D5JuXrCvcPhcDiOLpzHy3FYUEqTKFO0yvF9SeBLkqz5\ndJxYEVIhBFppGvWA+VaMNoZWJ0FrjZSSTi+h00sB69mJe110miD9Clql7Nv7BNr4SC/A9zyiXg+D\nNa62ToxTCdvMzLWtgSN9wM41Uq9Yg0hZD1azFqC1IdWGWuAVDauFEAhJFoK0xlboycJw9KRYVaFe\nG5DYef7qr/6Kt7zlLTzyyCNccsklm/sAHA6HYx081QRUW60FpqfrTE5ObrikhDO8HIeMXAg0ihVJ\nVsmotKESWNX3saak1UnoRCmpMmhtjSBtYLxZAQN3PzBNu5cQ+JI904vsnu3SjVKqoeTxx3fTancQ\nCCSz9Bb3MDe3QLNRozq2AxmEtLs9xkfrnHTi8UjpsWPrODNzbXqpJoo1UxOjNKo+YeCjtWFyrMLT\njxlDSokvBaONkMmxqjXCUsVos4KUkjjVeJ5gpBYipTUkpehLROSBv+WMsNz4evOb38yjjz7Kgw8+\nuO7woGuM7XA4NpOnmoBqrVrjjm8/ytTUFFu3bt3QuZ3h5Tik2DBe6Q0zuE+bvp6XHup12I0S2j37\nwU9STbub0spkHzq9lCSOSXPx1HiBubkFAFrtLmNbA1qZZyyKFVJ6GCDVhjAMmO90s3MopsZqRImd\nx4YT7V87qTaMNvsaWkqbgb+EAl8WYUMbViwJoK7hvggheP/733/AOVkuJOlwODaLp5qAKlgR1c3A\n5Xg5Np0lnphVPDOrDR02LFI1qEpfln0oS0kARZ6XnWfQoEtSNTA21YOJ6QPrGW6oPbBz5V3L0W63\n+YM/+IOl6vrD0zpPlsPhcDxpcIaXY9MwxqC1Jkk1aaozsVSNIDd8bBJ9L05RWqOURkrrKQKI4pTZ\n+Q6pUpmCvWK0GRJmFYKBLxhrhlQCSehL6o0GI40qtcCQRF2atYB6NWSkUWPf3kepBZpqKIn+f/bu\nPE6yur73/+v7PefU3tU93T09C7PADDDDMOyyOoCKBK/mp3BjolcN0auSxEQxFwNXQAFRcYkaoldD\nEve4EGO8yfViQkR/CgQlyC4MAgPMDLP09FpdXctZvt/7x6k6XVXT08zA9Ez3zOf5eCBdfU6dOlXT\nY3/4Lu/P5AjPPvMkRAGhX+GZpx6DYIKUAxqfzVu2o4noynlk0i6OijO68lkXP4xQKo6W6Mql8Nx4\nk0AzliIuBm3y/mZy1513ctWVf84fXvZuTCNGozMKQqIhhBDi0CJTjWLWWBvHRAAYLDQGlrRWKGup\nBAZrITJQD8LkeZ7rMDJWZrIxNTg5VGFkokYQWjIpl9FSje1DFUCRTbmUyzXGynWUkyaKymx5+pHk\nWgt6ipQm42nEHVueJp/LMVmtMbJrB1s3b6bSmLrcNTjI0mVHUa7FN1mr17n41aeitKIeGhb3Zsmk\n4+T7Sj1i1dJissvR1TaZVqwHEa4zFR8B8TRjcwoyWZCvFK973Wv5xje+we23376fP3khhBBzlRRe\nYp90tv/Zm3On0/n8ma4bj5xNXSuMTNs6KEv71ODMa6Raz+28p5avOx93XK/1cWcy/4yB9R3nvu1t\nb+Ntb3tbcu9CCCEObVJ4ib3WGcoJey7AjGnEKTgqKZqaO++al8mlHIIwolKPGmnxCq0VfhDFU3yO\nZnC0wnjZj3dBWstjzwyxefs4jqPJZTzKlRqTlQDPUYwObmZ4229IaR+rUuS6ugmNoquQpe5H9PQu\nwiqNl63S1dVDT/8SrInY8fxzrFixgmy+SL1eJ/SrrF+znDAyOI5mYEGWdMppJN8rlvTlG+/Rkk7p\npB1RPTRkU04SK5F8Vo1z6/UaN910Ex/84AfJ5XL77c9FCCHE/CGFl5gVzQGqOOeqfXTINhbFK6Vw\ntCYMg3gcylrqQUTUeLLrasbLPpV6PP23Y2iCR57alVyrXKklzaxNFLFt08NMTpYB6O5dmBwD6B84\ngopvgQgvVaCrfxnxLKjDMWvXYyyEBhwvzYlrlgCKemDoy3rkMh7Wxj0elw/kSafiQsvaeOqzWXwW\nMrqtKXYrCzz22GN85jOf4Re/+AX/8i//QjabbTtnT42lJXleCCEOHVJ4iRdtfxUD7Y2v9/wanTNx\nnSNLrW14tNJtsRWe61ALmkGr7S/qOnEO19R1dMso3Z7v5wUzIjq87GUv40c/+hFf+cpXcN09/9Wb\naVpTCCEOhsMtQBWmQlSb9leYqhRe4kXb00jMTGuVrLUYa9GN55mOc6OWaimKTCMrq9F6x3PIZz0m\nqwHplKZWq5NJOdT8iLQbj4p5notSEIV1Cl15yhWfQi5D3a+TSaWp+SHZlIPGYFW8G9IPIzIpl5of\nUcynUMRTpNbE99lM1PccRXPHorWNTQJtTbFf+PM6//zzOf/882c+UQgh5pjDLUAV4hDVB54uo5+p\nUJ4Y5w2vOmG/hKlK4SX2Wmc6+nRFV2RMUoBY2z6aFUVxtETjKL4fUWpMB1pjqfkBfmhRxGGpv9k8\nThgZtILtwxWe2DyGtRpNyOCOIep1H8d1cUyF5574FdZEZNJplPaoVGpUKtvo6V9CNYBaaYJUqk4u\nX6Rc9Znc/CyLlyzFOnnK1YjJasTRy7o5cmk3nqsx1rCwJ8vS/kLjfUUsXJAjl/aIovg95nNe433a\nRrHW/l9Cvu9zzdVXc9VVV7Fo0YCMXAkh5q3DMUB1tkiOl9gnzV15eyoiZhr1iTrCRyfrUxESgTH4\nYSOzCtgxXEkCUmt+xOad5eT1TVinXvfja4YhE4ObsCYe8YrzvqZeJ5NOoVT8Y+77caHWvHcThcl0\npAVWLO5KYiDSnssRC7uS9zrQKLogLrDyOS85pvX0a7uef/55vvOdb3Phha9meHh2EpCFEELML1J4\nHaI6AzgPhJkS2JsBqc3m0nU/pDkeZm3c97BZy1VqAfXAoHV8bKLik03HC9qjKEI5KYpd8UiUtj64\neZzGmqlMNksmk2q8b8PwzmdRYQWAZcuWM7BocVIoHbGol0UL4gXufd2ZeHrRxu9hQTFNGEZYaxsB\nqe3rvqyxyft11O5RFABHHXUUd9zxE04//XS6urpe0mf7YrX+HEhchRBCHHwy1XgI2q3NzQHYFdc6\nxdikVFyEBGFE3TfJtGOlGiSL2RWWcjVIRsOGx6sMjdXwQ0M65fLk5jHGy3Wshe6cy/BYlXpgSeW6\nSE2OUh4fwY+gb/FKahMjVKp1ICLlggnrlMYqBLUKp2z4bYq9S4gMHH/cGvp6MoCDUrB8cRf93ZlG\nb0jNysVdpFMOobF4HvT3ZNE6bnStVcuifhsn2OvmFKya+qybfwbr1h3HV77ylVn97PdECi0hhJh7\nZMRL7B8z/I43pv2waXlkbPsCez80SVEWRvFC/OYMZRhGSdJ8GFpcban7jSbZ1SCZUmy+SnkyHumq\n1moU8gWarR0jq1CqGQkBXTlv6jUi05Y67zm6Y7dk+3trPlRKEYYhf/qnf8oTTzzxglOyQgghDk9S\neIn9orPuah9s6ex8PfVlZ1nS+bh1l6PS7RESrREQrqOJWqY6o0b46fTnqrZiqrOhdqvOXZczvc/x\n8XF+9rOf8cpXvpJNmzbt8ZpCCCEOXzLVKF6SZjxEUrs02vsYC64Tj2gFYXubnnTKRQURfhDFa71s\nPJKklGJRbw7PUQyN1wnCiEW9WVIlzXi5xlCpglaWbNrFdR1SqWPIZLKURnYS1CvUI0MhlyEKfUaH\nhshk0hQKPfQtPpJJX9NfUOTSHv0LMmRTLn5o6MqmWNqfIzQQhIbeYoZsSmOsQmlIeS5BGOG5Do5W\nbTEYYWN0LpdxcbSir6+Pn/zkJ9xwww0sWbLkIPxptOvchSqEEC/W4ZTjlc/ldwtxLE+M77frS+F1\nCDqQ01uRaSm6oG1HoR/alviIuFixNr6/dMplrFwjDG2yFsxai6MVCxfkGCv7jJdDUp5DT1eKxzdt\no9Jomr2gmMGP4t2FXf1HMjm6jZGJEgDlcpmJkecBCPw6x5/xX3AKSwEYHqtw/KnLk1GqowYK9BYz\nyf0tWpBNwvFcBcV8Or5vEy+gT7ntI2hxEKulWg/pyqXiayxaxBe/+MX98MnuHzLVKYTYHw6XHK/J\ncolz1g/Q39+/27G+vr798hpSeIndtPZhfKHcrk7NcNHpdPZsbL1aFBmUVsmxWj1IFqobY3G0A8SF\nV933QXuNcw216mRynTD0MVGIdtzGuQHZls0F1VpAphELgW3feOA4Orl3pdrfi+5471qBH0Z84H+8\njze/+b9x0YWvkiJHCHHIOlxyvMZGh+nv798vQal7IoWXSEy3G7LzcWs/QQBHK5S1ycJ1R6t46tHE\nxUra0/gt/ReVAj8IiSJLLpMiDCNGy/Vk5KvmRzy7bZzRiTqe61Ct+ZSrIcuW9M+dA50AACAASURB\nVDJRrrBt+w7GR0ZJZ1L4lRK7nn2QsZFBMrk8Qa2CXx7GUxYvnWHxqtMYHR0jCEL6Fq8kX+jiic3j\n9HWnOfnYAVxXU/UjuvMeRy3tIZNy4nBUY8lnPbRWBKEhnXJIeU4cexEZHK1JeZqJyOe5ZzbxO5e8\nnh/f8RPOOON0nP3QTkIIIcShSwov8ZJppTDYeOG5itdBTWV6KUAli9StBRPZljBVRRCYZLpy6+AE\nu8ZqAIRRyEQ1YLIaj3QFfsB4KQ5Srfkh5W2PsGPbZgCq1SoqLFEux6NfK5euw7dpCEJGRsdYuuJo\nqo1m2xOVeArTWPADw6LePNl0/FfBdR3Snk5GuDJpl5QX74BUSuG1jGp1FfL887/8Cx+98UbWrVu3\nPz9SIYQQhygpvMScojr2Nao9Pth9+q91qm/3RtPMGHkxw8vMKJfL8fGbbtqHZwghhDicybyI2C86\nk9t12+Op9VzGWIKoJfahMTKmGwvs0ymHXGP0SWtFEBnSnoPnKNLpFMWuPJ7jkE0pjPLo7i7iOA65\nlCIKauRzWYrFIqFfoZBLobVi8cIFFLIexZxHytX0FTN4jkJryKSctg0ASrVHSETGNnozWqIo4o//\n+I/59re/3fZehRBCiL0lI14i0bl+a6bF9dOt9dKNWIk43d3BDyLKtTBpll2pBUxWgrYE+1Il3iVT\n90OGxmuEkSWTdhkp1dgxEgegWmOo1KqMT9TBzRPWd7D52cexJsSSwS8/zdatTwFQXLiSZcefTSrb\nzXhpgtNPO4nj1x6D67oEoaEr53HEwrjdUFc+xdKFeTIplzAypFyN6+h4QX/L6Fg9MKS8eKV9vV7n\n0ksvpaenh9e+9rVoPTWtqmV9lxBCiBcghZfYzUxTdi/0PKfldK1Vyy5BRRTZttm+qh8lX4fGJlEU\nceHTkm4P1Bvrs5RSYHysCRuPNSqqJ+daY0hlu5PHRyzux230cfRczbKFheQe8lmXTGrqr4CjZ27+\n7ToOf/d3f8eaNWvYsGFDcq4UXEIIIfaWFF6HuWYAKjaeZussIjp3NrYWJsbEi+IbY19EJp5KdBr9\nC5u5W81zs+m4N+JkNaDmh9CIbKj7IWMTdSAOXx0v1ylN+niuolrzGdr+DOXyJOmuRYT+JOO7tpDL\nuJQrPk5YQrk5uooLKJcn6O7pozb8JF73So45+mgy2UJjNyYcs6KHnkKGUrmOsXEq/ni5Tlc+RSbl\n4LpxnERSLBJPOzYLSGPiXZ1XXXXVrPxZCCHEXHW4BKiWyyWGhnJ7PN7X1/eS/2NbCq/DnDFTo1DW\ngpomMmL6503tRLTEvRObj01oqfpBUsAYYzAmHp3KpjVDY1UmG0WZtZbnhybxg3i6bmisyuBohTCy\nuI7i2d88zOjYGADu2CATQ5upVKvxdWujjI4NERlDuriQ7kWrqNUDaju2sGHdiZx15hkYC5VaxJnH\nL6JYiANR+7qzWBu/78lqQDGfauxqbKTSN9agWWv58yvez+Ili7n66muw0NabUQghDheHS4BqNpPl\ngafL6Gcqux0rT4zzhled8JIzvqTwOsztr4Yy+3Kd1polXrze3lKoOeUYRpbW/7AI/HpSdAFkUi7j\njfVV9VqdfNcCqMf/x1Ds7mkrDL1GJETzcev9xj0ddy+klFL0L1zIdR/+MIsWLeKd73xX8n0hhDic\nHC4BqgeCFF5zVOsC99l+jdm59tTXLb2rgfbejSr5n8a51uA6ijCyOA74/tR/YSkFmbRHrR6glKJa\nreC5LkEYksvlsXbqQuXSxNR1dHsjbK0VWJIssSgy0DaeNeXqq69l2bIjuOSS//piPgYhhBCijRRe\nc1BrQTRbBVjzurrRFscy1ah6TwVZ6z1oraEx3RhFJhlCiiJDzY+T6pWCqh+yfahCytMUcym2DpZ5\ncssYi3pzRMZw32M7KVUCjlpaJDKGwdEqnqsxtTLPPv4oO7c+zYLefibHB/n1f/wjjutxxNGnEdYm\n2PLk/fQNHEHPgmXkepdjdYZCcYJFS5axav3ZTFYDFi7Ismppkd5iqtEnUtOV91BAadLHdRWuo6nV\nIzJpB0WzuXf8wbiu5l3vfGdcSCoZ7RJCCPHSzIntWPfddx9/9Ed/xLnnnsvatWu544472o5/8IMf\nZO3atW3/vPvd7247x/d9brjhBs4880xOOeUU3ve+9zE8PNx2zvj4OFdccQWnnXYap59+Otdccw2V\nSvs87vbt27nssss4+eSTefnLX86nPvWplhT2g2M2f9krpdBaxXEQMywYnO4etNZY02x8HRdudX+q\nPVCtHvH84CTGWGr1iEeeGuLJLfF6rZ0jFe55ZDsjE3XCyPDc9hKbni9hG2nyW558kK3PPQ3Arh1b\neOo/v49fnaA6McLQs79i85P3AzA8+DwLl61BeQW049K3bC1nX/gmUuks9cCw7sheVi4porXGcTQL\nimk818F1Hfp6sizoysY7Lk2cNXbtNVdz2WWX4eh4elJrnTzX0VoKLyGEEC/JnCi8KpUKxx13HNdd\nd90ef7Gdd955/Md//Ad33303d999N5/97Gfbjn/sYx/jZz/7GZ///Of51re+xeDgIO9973vbzrni\niivYtGkTX/va17jlllu47777+PCHP5wcN8Zw2WWXEUURt956K5/4xCf4wQ9+wM0337z/3/Q+mM0p\nwX1ljElCT5u7BZustW2zdaExOC35Erm0i9NIVo0auVmt51obX9dEEeVyueU16zju1C6TsCWA1Uvn\nKPStSB739vXjNl4jnpqcGtRt3muSPTbNz9rxxx/P17/+dT760Y++wCchhBBC7Ls5MdV43nnncd55\n5wF7LjJSqRS9vb3THiuXy3z/+9/nc5/7HGeccQYAH//4x3nta1/Lww8/zIknnsjTTz/NXXfdxT/9\n0z8lffWuvfZa/vAP/5CrrrqKhQsXcuedd7Jp0ya+/vWv09vby5o1a7j88sv5zGc+w3vf+94kD+pA\nO1CjLC9U4IXR1E5GYw2uVjiORmtLzY/wQ9MYGbKMlGr4QUQx61EPQ6IQvO4MPV1pHn9uhHI1oiuf\nJp9N8fyuSfwgwnE0E2M72f7Mo4yNjVHsKjCy4yn8iSGy3YvIFHoIquNUqjV6+xaybO3LWXf2f8U6\nBZasXMeygSyLFi1Ga4dizuPUtQN05VMoRZx838jsUgrSrm4sqgdrDZ4bj2a95a1vo1gscs4558zq\nZy2EEOLwNCcKr71x7733cs4551AsFjnrrLN4//vfT09PDwCPPvooURRx9tlnJ+evWrWKpUuX8sAD\nD3DiiSfy4IMP0t3d3dbM+JxzzkEpxUMPPcSrX/1qHnroIY499ti2Am/Dhg1cf/31PPXUU6xdu/aA\nvNfWOIfZKrqme43pCq/W1287bNvPMdZOHVeKIJwq0jSKwDbT3eMF77VGeKofGupBFLftCWFs1/Ps\n2jUEwMRklag+QalUAsDBUJqIR8LGx0uce/wGjBOn0Bsnw+LFS+IssciwcmmRrnwque9Uy65GoKXo\nslgbofXUX4U3vOENMqUohBAtDtUcr3wu377VfgblifH98przovA699xz+a3f+i2WLVvG5s2b+exn\nP8tll13GrbfeilKKoaEhPM+jUCi0Pa+vr4+hofiX+NDQ0G4jZo7j0N3d3XZOX19f2zn9/f0A7Nq1\n64AVXk1z7Zf/TONhMw2WdR56oXywVlHU+rj9ebZz6d1M92Cn/7v1qU/exF13/Zwf/OB/k8vtOTRv\nb8xmoSyEEAfToZjjNVkucc76geT3/N7orBFejHlReL32ta9Nvj7mmGM49thjufDCC/nlL3/JWWed\ndRDvbP6abufkTOd1nmOJ4xi0iv8dhBEQt9wxxpD2NPXAEBmbhKMC1IMQpSCbdvADQxRFaOLzg3qZ\nydIQubQisg7K1JkwEd3FIhZI53spFBcwMbKNvkXL6CqkKXSlqfkhi3rz5HMefmhIuw5axS2AjImT\n56PIoHU86qUb96i15uUv38BffPqTfOADV/DFL34JoPGc+H73ppA6ELtQhRDiYDoUc7zGRofp7+9/\nyYGo+2peFF6dli9fzoIFC9i8eTNnnXUW/f39BEFAuVxuG/UaHh5OKtn+/n5GRkbarhNFEePj423n\nPPLII23nNEfDDvQfzMGwpynH5i5FrWhrHm0slCsB1XrYco14dCmT9jA2YNuOiWQ0bLhUZedIHIDq\naMWz20YZGY8fj+94gsfvux0Txf9FVcilGN61s3FRh6VHnUhgNG5hCedc9DaOWnMq2nGw1nLU0iL5\nbDytmEs7nHh0fzK1aGm2Q1KEoSGXcePdmI37feUrz+df/+12jjrqKBSNjC8hhBBilsyJXY37aseO\nHYyNjSXF0Pr163Ech3vuuSc5Z9OmTWzbto1TTjkFgJNPPplSqcRjjz2WnHPPPfdgreWkk05KzvnN\nb37TVqDdfffddHV1sXr16gPx1ua8zrLEzjC/F2eCTT1uTaiPm2ZPNck2UZAUXQCaqO1cx0snjwvd\nfWjHSY41iy4A19Ft67m0am98HQevVhtfx4/PPvtsFi9evLfT/EIIIcSLNidGvCqVCps3b05GWrZs\n2cLGjRvp7u6mu7ubL3zhC1x00UX09/ezefNmPv3pT3PkkUeyYcMGAAqFAm984xu56aabKBaL5PN5\nPvrRj3Lqqady4oknArB69Wo2bNjAtddey/XXX08QBNx444287nWvSwq4DRs2sHr1aq688ko+8IEP\nsGvXLm6++Wbe+ta34nnewflwDrDWHozNEaBmyGpkDEEYl1rNWAjXccimFbV6iNYKpeNpvHIlYHCk\ngqMhDA2DY1V2jlbRShGEIc8PTuAHEWlPM7hlI9ueuJusZ6n4hlwmRa3mUyx2EZLm1PN/l1Suh+3P\nPsaKIxay5tjVpFIZRko1Tjy6n95imko9ol4PKeQ8tg1N0ltMk0m58WhX480U8yn++ktf4Mtf/jK3\n3XY7y5YtbjTCnirChBBCiNmk7BwIibr33nu59NJLd/vFd/HFF3P99dfznve8h40bN1IqlRgYGGDD\nhg1cfvnlbYvlfd/nk5/8JD/84Q/xfZ9zzz2X6667rm0hXKlU4iMf+Qg//elP0Vpz0UUXcc0115DN\nZpNztm/fzvXXX8+9995LNpvlkksu4YorrtjrbuQXXHABwG4hsHNV567GqGUusXPqbbIW7nERvR+E\nbdOQj28axg/jtV2DIxWe3TGRjI1t3j7KaKkWP68yzoM/voXKZLxbMZfLUqnWk+ucd8mfodPdAAz0\nZll75EBynWOWdVPITY12Nac5AfqKcXRFU09XCs912LhxIxe++gLOOOMM/vmf/3nazyC+1r4XYbK+\nSwhxKLrggguYrNS5/rN/f7BvZb8aGx3mgtNXHJ5rvM444ww2bty4x+Nf/vKXX/AaqVSKD33oQ3zo\nQx/a4znFYpG/+Iu/mPE6S5Ys4ZZbbnnB1ztU7EuRoJhh42Br1dM8ucHY9ud5TktwahRioqk1YqlU\nqq3wSqVTNI+2rs0CcN32iAiNImqc0VknN9/n2rVr+fEdP6GrkN/tWOfX+0oKLiGEEC9kXq7xEgdG\nW2xXRyp9nH81/c7I1obUAClPk/biHzXPiYunZmp9IZcjm49HtDzPxeoUxWL8uLu7hyiMaNZpCvAa\nz3O0ojxZb3udqOUegnBqJ2VpfAzbck9r1qxh+fLle/EJCCGEEPvXnBjxEnODUgpHTxVOzQEcYyyR\njReuR8RNsOuNANR0yiEKDWHjOfUg4vld5WTd1OhEnZ2jVVxXE0SW0VINz0vR060ZHBxi+/btLDz2\nArI7f00qUyTTt5qwNk736LOsXH8+bnYBaU+xsCfHyqXdYOMIi8lqwMNPj9DfXeHYFT2UJn2Mhb7u\nNAt7shTzKcLI8L//8Tt8/KPXc9u/3s7atWvxXI2jlYxOCSHEPjgUAlQ7w1L3VyDqvpLCS7SJm2a3\nfy9ZbK/iFkF+4CfHmgVY066xKmEUr5kKIsv24bgJuaM1URRQbZzvOi618ijWGrTjsuiol1Fr5H15\n2R6OO+GN1KNmJITm6BULaGarRpGhWo+vMzReY6A8dT++b+guTK3tes1rXsOXvvhX/OG738lPf3bX\nbrschRBCvLD5HqC6p7DU/RGIuq+k8BJtrLXJiJdu7FCMC6l4jVVk4r6GfmCw1lLzQ1xH47kOQRjR\nXItvrWVsopZ8HQQBjz78IMW+peTyRSoTY0yWx7HWQSmFcjzSylD3A7R28AOLIQ45XdSbQyuNIX5N\nx9VJQGs2pXE0NAPu+3oyyXIzpWDpEUu47Ue3U6lMNka6pn/fxhgszQ0FMgMvhBCt5nuA6sEKS52O\nFF4i0bmr0Q8ijInXelkLYRQ1+h66WBsyPF4jjAxaRaACgtCitaa7kOK+x3YyVq5jLQwP7+KB+3/F\nrqFRugpbyRW6qVUrTFbrdOXzZIr91AOD56XoK/bQVSxS8y25jOKEowdY0JXGWEi5isgoTGhYUEyT\ny3h0F1LxPaUUa5YvoJBLsWtwJ0uWLqaQ9dBas3TJIrRWe5xibI3QsPE3pPgSQggxK+S3i9gj27Eb\nsfWBsZawMcxkLITRVNFmLVT9KG5YbWFo1y52DY0CMFGuEPo1Jhs7F8vVOpGJn+MHEdlslpofX6dS\nCynmvaQoMpYkoiKMLF05L9lIaYwll3H519t+yNmnn8i999w9VTwpNeMUY2dEhkxFCiGEmC1SeB3m\n9rZnI7QXYbsl2NvOx3s+OwhbWwx1tCeKOptkz9BQe5r+kee94lWc9rLTed+f/jFhy+vMSOosIYQQ\nB4hMNR6mpiu4kum25mJ6rVDGxiNfbXERBmMt2ZRDPTTJFKVupNQPj9dQGtKeQ6VWJ9Bd9A8spVYZ\nw0tliZw8PZk6URSR71pAKlck9GsopfCDkK6uDEppshmX53aUOHJpN2nPJTIRKU+jlKKQ9ejvzhCE\n8cjbgmIGjSKfy/H33/lHSmNDuG784x2n0u/5s9BKYbDJujAhhBBitkjhJQDa1nY1v4p3MSqCIGop\nyizlatBYV+Xih36yG9EY2PjsCCMTPqAoVyrcfd+TRBbI9NNX7KdUqeMAEVkWL11Is792Np+Om20r\nRalcY9WyPkKjmKxFbHx2lONX9SUL6Fcd0UVf91S3gXppkOUD8YJJrWHxwm6WDPTE7wFwnJkHdpVS\nOEq1JdgLIYQQs0GmGsU+2T04tX00rK2A6xhCMrZ9GtFxnPZzW7S2KopPaDnWKJIA7r/vF5x79sl8\n/3vfBZrrs1qT6PfyjSFru4QQQsw+GfESAGhFW3NsiNdQWWPj3YDGUq6FjJdrRJHFdRQTlYCJSR/V\n6KL97I4y45MBWitK5TqTNcOxq5cxNDTK0OBmSuNl3FSabHGAY45aget5VKp1dgwOU63V0FrjpTIc\nt3opuWwaYywWw6ol3aRSLnU/pK87QzGfRqFwteJ1F72SN735LXz0hmt5/RteT3dfT7IL09VSTAkh\nxP4w3wJU50pY6nSk8DpMTdcUWmOTxHmA1q7XWivGyzX8xrRipRYwUppq2bN1sMxwy+OhsSq1Rlhq\nWC8xOjwUH6jWWHf8iaBdwiheV1WeLOMH8bmnrl9COp1KRs6OWbYApRTGWHq60vQW4ynGyFiWLsyT\ny3j8ry/9Dc8/v5WB/gXJ+3KU5HEJIcT+Mp8CVOdSWOp0pPASe22msSPVMTXY+rhz1MmdYc2V01Es\naa2mFvs3vrfpqSdYdfSa5LHWmuXLV8x060IIIV6C+RSgOpfCUqcjQwKHqemaXBvb3uC6MyLC85yk\nnZDjqKRhNYCJTNL4WiuwxuI5GtdR5Avd9PQUAegq5ChNVPDcuGzyXEi5Dq6jyKRddo2UUI0FXbmM\nSxSZJHHeczXPPfMb/tvFr+Crt3yuLd5Cq/YCr301mRBCCDE3yIiXAOJA0rCRmaVaglDjf8dFWW8x\nSzbtsnWwTLUe4Tia0Yk6Tz8/xmQ1QgFhZHhu50S869FVRGHIpO/QvWgNXno7yuticNxnvLqLXAo2\nb90OQCaTweLw/OAEO4af5MJz1jKwIIdFERnLkUu6WNSbgxULeP8VH+SrX/4SV1/5PtJdCxtp+nHr\noajR0LFz5EwIIYSYC+S3kwA6dyO2j3a1fp3yHMJGerxS8QL7yWq8PssCpYqfnF/zIyr1eE2A1pq+\ngSNwvBQAdT9kZHQ0ua7WCmPjH8coMhQyLk5julIrxUBvLu7pqBTXX/chHn301yxatChekO86U2u7\ntJaiSwghxJwlv6HmqeZU4Z7+mUmz8XVkbNIUu1mrNB+bxrEgjChXfYIwwlrLZCUgm/FQQBBEWGvo\nKXgApD1NX3eGXMrBWkvKVWRS8aBqUCuz9emHCKvDAGTTLqlMAa00jqNZvfIIVq+I5+OXL+omm0nR\nDIaoDD9Nc1ZTa0U65bJoYABorvua+f0KIYQQc4VMNR5mImOSINJmL0ZFPFKkMNRbNq3U6iE1P4wb\nZIeGemDwQ4PraFKe5skto9T8iEzKpadLxX0UleLoFT1sfGaIyVqcjhpWhtm5+deUyxXSpSGOWH0a\nYZQnsg6Llyxh1fKFoOLK6tiVAyzpL2CJi6yl3QGv+u3Xc8nv/C5/9YW/prc7i6N1UmA2R8GEEEKI\n+UAKr8PNDINDcQHT3hooWedF+8J7PzBJXIQl3qlYrTfiI6L24FS/VqZcrgBQrwdkUi61xrWCyKId\nTWNpFt1d6eQOImNZuXw5f/n5v+bqq65g65bnWLhgXXKvUnAJIcSBMZ9yvEwUAnN3p7sUXoeZ3equ\n5pDXXmhtSq0dhaNVsjYsCKf2ESrV3uzaonFdhzCMC7NKrYZOxWu9XK1QTBV8nU2xrYLf+d03ceFv\nvYa+vgVtbX2kxY8QQhwY8yXHa7Jc4jUbjpszmV3TkcLrMNFc9+U0Iupto+BqLvKLjE2KJ2sNxjQa\nXzcS7YPQJOGqdT9ifKJKV95jshpPR46UauSzHmEYsWX7MDt2DtPf10MU1BkdHSGTLWDCGias8ti9\nt7HmpPPoXbSS7q481XpAMZ+mt5hhxeICjz54HyuOXseqI/rIpx0Mit7eHnJpp+29tH4tBZgQQsye\n+ZLj1czwmssB2nP3zsSMmlNte/pnJo5WuE7cckc3/vEbhRXEU4XxtKFCa43fWN/VPLZ5R4nJaoTn\nOPh+xI7hapxAXwl4/KmtPL15F2Fk2Pr8Np56/AH8ehU/UtioxtDgDkwU8vj9P2FgQY5UKkUQWvq7\nM6xf3YcJalx/5bu4+Yb3sKQ3heM4pBxNdz6F5zp7flNCCCHEPCCF1yFqb3c4Tp079TgyJnle5/Nb\n13kB1IOw7dwgbGmYHdSJTJQ8DoOprx3HRaupH79sxkUpyBe6+Nhnv8wTTzzOk0/+Zi/eqRBCCDF/\nyFTjIaizWJqp+ApC0zLFaKnWQ8LG+izTmGpMew4pV7NzpMJExSeTdnC04vHnRhgt1XEcRaVaZ2R8\nEoNDf2+R7c8+hl/aiWMM2vVwtKaqXAYWL2Ng8VLWn3wG6UweRytOX7eIlUu6cLTGGMPb3/w63vGm\np0mnM0TG4rn6BUfxZMpRCCHEfCCF12Gisyl2UxBNTTE2YyOaZyim+mQrpajWwqRJ9njZZ+dINT4Y\nQqlcY7RUix9GUC3tZGKiDEAul6XcyKnwAzh//Wk4Xp4wsmTTLkNbfk13+hj6+heyuC9PPpsC4sX3\njsMeF9PvzWieEEIIMZfIVKPYezMMJs000NR5rPVxFIb8zyv+hLe96fUM7Rqc+eVlNEsIIcQ8J4XX\nYaJ1zZdpSaxvzZcwxrQVV34QJWu6gjD+2tUKreI1Wb3FNJ6j8dy4R2I+6+FowB8jrE+Sz6bIZ9NY\nE1LIpXFdh97eXnaNlHA0eI5moK/A333jH/DrdTY/t4koMnu9Nk0IIYSYb2Sq8RCklGorXJqPW/sx\n+n5E0JKZVa2HyVqvIIyo1sOpnov1gKHxOhCv+xor16jUIhb25BgvjfD01hFMo1ja8Zu7eObxewFI\nZfLkFywmauR3rTj6JLK9KxkuK0Z/s40/fdPpHL2sB4C77/kVfb0FPNfBWGi0aZxxlGu69ymEEGL/\nmy8BquVyiaGhHH19fXM2UkIKr0PUCxUhHZsTZ2ySXfWjtnPDsLXYsUmwqlKKenlXy3kBtiVINd/V\nDdpheOvjpLJFFvednxzL5jIdcRF7l0wvxZYQQsy++RKgms1kufPB5+nv72fhwoUH+3amJYXXPNU5\nFTdTAZLs+KPR+sfGLX6Uinc0RsbiOorAWsIwDk91HU0QRkSRxXMdshlLuRKya6zCZDXEcxQ7d2zj\nP+/+GdbJ0TVwLCObf0Vp6HkyKYeab+guFnGoUzealavWseSIFURG8fPvfBNbG2XospdTPHoNWkEh\n6yX3p5h5zZgQQogDa74EqEIcojqXSeF1iNib9jlaq6Qlj9IKVzvUgojIxM91HU2lGiYjWFFkk9Gu\nlOvy/K4xSpPxf/FsG9rJj374fSYrjZ2NT/yC8aFtRMaQTqfpKi5kslIDaqw54UzWnnoekYkXFX73\nH77PVe99O4M7t3PCCevpyrrJkLA0vhZCCHEok8LrELHXhUp7H+xpNiq2TDnuthtx6huVam2q6AI8\nbYkana7r9TpFx6VOCEA2V6BlxpHlRxzBv//0TrTWjdGtqetK0SWEEOJQNjdXnol91poe37orsHOH\noLVMLeCytm2tl6U9wd4a21aY1f0w+TqbSZPPZYHG2i4/JJXyACgUCqCn1muNbH+Koc2PAOA6CmNN\n26JH2b8ohBDicCEjXocIpRTGxOGn1jZHsixhZLA27s9osNR9g1LxtGOtHlKphbiOIjKWobEaYWTJ\neJpKPeD5XZOkUw4Kxf1PDPLEc6McubRIWJvgznvuQ6V7yTFCUB1nfHKSTCZPsa+b/iPPxMv1EYw+\nwdqjBnjyoZ/zz3/7Td7553/FJZf8F1Yd0U0YxQVhNu2iZYRLCCHEYUIKym+zFgAAIABJREFUr3lq\nuum4tsEsIGpJoQ8jk8RHWAvlSR8/nGp8PVKqEzaOj0zUGBqLU+hr9Yj7nxjkuR0TADy1ZYTtTz9A\nrVZDOS6YgJFd2xujXhHHn/Nb1EwGgFXrzuFP3/4KarW38oH3/nfOXtfD2ScsASCl49EvKbqEEEIc\nTqTwmkf2NbNKa5XERJi2uAjbNr1njElyswDCIO7RaGx87oKuDFsHy0TGEtQmCUM/WQTvpLvx0jmC\neoV0JsvyI5bw1NZRrIXVK3pJpzRK5fjC336HVUcU2+5PSi4hhJgfDmaOVz6X36et7uWJ8Vm8m5dO\nCq95YrrG153Fl1YKFBgbr81SrkabuPF1s+6KTLMptsJzHep+gB9YUp6D62q2Dpap+SGO60AUEYSw\nuD/PQG+W/3v7nezcuhm/7pNNp0hl8tT9LEetH2DpwiKnnnoqXjpPRj9KQY3x7jeeies4RFFEdz5F\nynMa9x4XhUIIIeaHg5XjNVkucc76Afr7+/fpeX19fbN0Ry+dFF6HkGYh1rpjQmvVProVWUzLDsPI\n0BYfUQ+ixg5Ei7EKv5E6r7WmWh6lPFkhPqoJbPyXMIxgzXHr8dJ5AO6/+0fc+W/fZUl/nt9903+j\nkEuRTk39qCklwadCCDGfHKwcr7HR4TkdhvpiSOF1mNt9JG3qa9NaoQFRayZE517Elide/PtXsHxh\nGteTHy8hhBCilfxmPITE0REQWYsmHlkyjUiIZlmkHYVj4xZBYWSo+RGuozHGMlqqUq745LIedT/k\niWeH6e/JUcynGB4Zw4+gq5DDGov20rheBmstA/3dLOzNk8unqPsRS/qLvOUvv4Dj6GQdV+fUaJKm\nLyNfQgghDiNSeM0TzQJlpoIlMlO5XBGNXY02nia0xjR2LSpcV1Ear1KqxFOFfmh47OkhhktxI+zx\nzSM89sxQsjBfVXfy7OatjdfX5PM56oHBr4e87lWnsahb88Avb+ONb3kXq5YWWVBs5HthyWZcnDna\nqFQIIYQ40OQ34jw03cjRdGY6FnUca0ZLAASRaWuaXan5ba/tOFPhqNl0ivvvvZMvfvYj/P2X/4ps\nxms7V+IihBBCiCky4jVPtKfPtxdNxphkiZUiXiwfNhbRKyzWGiI79dydIxWGx2poHS++Hy3VyGc9\nlIKtg5OMlOp0F7KUK1WioIbyCvQPOJQnSqw+Zi2O67FrcBsnH7uYs049hle9fD0mDFh/3Cp6ixmi\nRmZYJuXIVKIQQgjRQgqvQ0SzFFMKotAmuV0WaBnMYmisyrZdk8njiUqdaj1qPpvndpSo1uPWQGFQ\nZ2xsonHM45jjTsLgEAGnnHg8l7zi6KSw+uTHr6e7kAbilPyUt+fp0b1p6C2EEEIciqTwOgTZjh2H\nrYvrO2cfdce0ZetomtORtZXyXGqBZXzXFm6/8w4uPv9zUxEWLed2FlUv9FgIIcTcNpsBqjMFpM71\nMNQXQwqvQ8B0xVTSLMjaOFC18UPtOhrHUUSRRSkIQoPWxNOSCprr4B0NIYpcxqNSC+juypBJaSJr\nGdm5iXv+/TvccLXl+ptuRmvV6AkpI1lCCHEomq0A1b0JSJ3LYagvhhRe84RSareWQdbGU4qtdZcC\nMimHKDKUqyE1P2wUZpZSxWf7UAVrLfUgZMfwJOVKSDqlmaz4/Odj2whCQzbjUq36jI1PYq3h6JX9\nvOL0Y+lfUGDzjhLnn/JWfv+iY6hMTrKgK00u45HPpggji6MtWnYxCiHEIWW2AlQPxYDUFyKF1zyy\np8bYyXGmpvwcRzdGoeJjfmDYMVxJrlOa9ClX4rVcdd+w8dmhRishqFbrlCYmG+dqzj3taPoXFAA4\namk3p68bwNFHJy/aLLRschdCCCGEmI4MTcwjxhgiY9oS5VsDSv3QEDaKpzAyyZS5tZaJip+cG0aG\nkfF6MoJWmqxSrkw9LhZy9PfGDa178mmcYIxP3fA/qNWq9Pdk2tZ+OVq1l1pSdwkhhBB7JCNe84Qx\nJglHtfE34pwsrYiMoR7Eo1thZMGPiEw85ZdJa57eOspkNcQC5YrPpm0lytWQlKvZsn2YncMTVOsh\n+axHb0+RyEA2m+bME5Zz3inL+fXDv+LOn/6I6sQubr/9dlzXwVqLbrx+665FWeMlhBBC7JkUXvPE\nnqNQAVTbAvvItq/7CsJkqT2T1YByNZ5i9ENDzQ+T+IhqPUQ1Uu4jA0cu7SGT9jjt9LP4m699j6Ft\nT+G68Y9Ms+hrft36byGEEEJMTwqvOWq31kCdPalpn2ac8VqtDzqKoyCMkq/jOmrq7NYe2aedfhZH\nLnn1C963EEIIIfZM1njNQZ0p9XFMQ/vyKWvjBtjGxI2xXSdea9VslA3x9GS54pN2NZ6rCcKIiYpP\nxtO4jsL3AyarAYVcip6uDOtWLeLIJUV0MMr//53rICzhaoXrKLrzKTx3qlWQlsEtIYQQYp/JiNc8\nEa+foq2HorGN8SmlcBxFGEVtx4fGqtT8KF6T5Uc89ORwcnzHrnG27CwB8TXPf9lKHB0XVieu6ub7\n25/iyj95C//0wztYtayfXKMHY7MoTHYySnaXEEIc8vZXgGpnWOqhGJD6QqTwmgN2m1bch+fZ1ud1\nPN10FmktI2lh6zwi7Qn2Rx51NH//vf/DXT//Cdlsru2YpNALIcThZ38EqO4pLPVQC0h9IVJ4HUSd\na7P2ZvRIq3iaMY6ViL/XXDrvKIVyNZVawM6RKrV6iNbw/GCZZ3eUsRasMWwfKjE+USOXcenKpjjj\nhGV05VIYY1m+uItVS7txncWsP24txUKKlOfMcEdCCCEOdfsjQPVwDEudjqzxmoNaYxk6Ixqauwlt\n64CVnWobpJViZLzGZDUgMpYgtDy1dZyxiTo1P2LX6CTPD05QqYVUaiGnHb8UvzLGh/7srQxue5Zj\nV/SQTjk4jqa3O0Mu4+3Wh1FGuYQQQogXRwqvOWzGAmem2mfG6cD2Y45WaO0wMT7KNe9/C8NDQ/t+\no0IIIYTYKzLVOE9ppYgaw1ytE5aRMZhGar21UKuHBGGE6zSCTm1AxoNaAD2FNEFg6O/v57rPfJNH\n7r2jbe79BVIqhBBCCLGPpPA6iKZrfL2353qeg44ianVDc9ZxbKLGc9tLTNbiQNTB0Qr/+dhOImNx\ntWF41y62bh8E4GUnHcdp65eTz6YwxnDmSau59PUvQylFGBkcrfAaCfV7c39CCCGEeGEy1XiQNddM\n7U1R03mu1rpttGti0k+KLoBnt5eS+IjJasDOXfE0YlAr849f/DM2bbw/uc6RS4rJdT1HJ5ld+3J/\nQgghhJiZjHjNI8bE/RiViguiehAlhVfdDxkt13G0IjKWwdEKlVqI62qiyLD2yH5WDGS485e/ZtmK\nAczWPm686l3c/NX/yzmnr8d1p2rweJpS8rmEEELE9iXHqzOrq+lwzOyajhRe80Rbk2wbF1rNOIla\nPeTRTUP4QfyNp7aM8dyOCfzQkHYdjj6yD9fV9HbnuPwdyzjz+KVY83t87x++y5t/+2xyGS8pshwt\no1tCCCHa7W2O156yupoOt8yu6UjhNU90rnNvXfgeRiYpuiBufu2HJvna8zRhGOI4Lr3deTJpD/C4\n9A/eQdrTUmgJIYSY0d7meElW1wuTNV5zVLNH49TjzuPtj52WrK3WxHpXK6qTZT7+52/hnp/+H8Kw\nPbF+95JOCCGEELNlThRe9913H3/0R3/Eueeey9q1a7njjjt2O+fmm29mw4YNnHTSSbzjHe/guefa\n55p93+eGG27gzDPP5JRTTuF973sfw8PDbeeMj49zxRVXcNppp3H66adzzTXXUKlU2s7Zvn07l112\nGSeffDIvf/nL+dSnPoUxncXK7DLGEhpLEFmiyBCGEbV6hB9ERJGhWg+p+SFRZKjUArbsnEA1CqjS\nZJ1qPaS7kGJBMc0Jq/tYeUQfRx19HF+5+Wrqo5twHYVW4LkK19HJVLxWsnNRCCGEmE1zovCqVCoc\nd9xxXHfdddP+4v+bv/kbvvWtb3HjjTfyve99j2w2yzvf+U5830/O+djHPsbPfvYzPv/5z/Otb32L\nwcFB3vve97Zd54orrmDTpk187Wtf45ZbbuG+++7jwx/+cHLcGMNll11GFEXceuutfOITn+AHP/gB\nN9988+y9+WmExiYjWn5oqPpxU6DIQLkWUvOjxrGIJ54bZaISgNLsHK7w+LNjGAuO1pyxdoAjBgqk\nUx43fPxzfP0bf895556D42gyaYdMykVrjaM1rqOTxtdCCCGEmB1z4jfteeedx+WXX86rX/3q3foX\nAnzjG9/gPe95D6985Ss59thj+dSnPsXg4CA//vGPASiXy3z/+9/ngx/8IGeccQbr1q3j4x//OPff\nfz8PP/wwAE8//TR33XUXH/vYxzjhhBM49dRTufbaa7ntttvYtWsXAHfeeSebNm3i05/+NGvWrOHc\nc8/l8ssv59vf/jZhGO52X7PBWovdwwibtfEIWPMzioxty6FXKh61AohCn1x2aglfOuXyxt/7PRnR\nEkIIIQ6iOVF4zWTLli0MDQ1x1llnJd8rFAqcdNJJPPjggwA88sgjRFHE2WefnZyzatUqli5dygMP\nPADAgw8+SHd3N+vWrUvOOeecc1BK8dBDDwHw0EMPceyxx9Lb25ucs2HDBiYmJnjqqadm9X0CRJHB\nDyKsBRM1EugBz1EYE08r+oEhjCxjpRrbhyZJpxyyaZeJqk/Kc1i9rJujl+b533/9fv7Prbdw1NIi\nx67oYf3qfnSyc5HkayGEEEIcOHO+8BoaGkIptdvW1L6+PoYafQWHh4fxPI9CobDHc4aGhtoKKgDH\nceju7m47p3Ora/N1m6NisymK7B7b9ARhXHBBvAZsshoXYcbGU46T1ZDQWIyF9ccs4qLXvJbPfOpj\n/Pynt7OwN5fkdGkVT0PKyJcQQghx4EmcxDw1015EBbz3/X/OCSeezHmvuGDGftpCCCHEC5kuQHW6\noFQJSX1hc77w6u/vx1rL0NBQ26jX8PAwxx13XHJOEASUy+W2Ua/h4eHkOf39/YyMjLRdO4oixsfH\n28555JFH2s5pjoYdiEwSx1HYaUa94ngImzS+9oOImh+htUIBhYxH1jPUQ00+6+G6GtfVvOJVF5Ly\nNLqj8pJUeiGEEPuiM0B1pqBUCUmd2ZwvvJYvX05/fz+/+MUvWLt2LRAvpn/ooYd4y1veAsD69etx\nHId77rmHCy+8EIBNmzaxbds2TjnlFABOPvlkSqUSjz32WLLO65577sFay0knnZScc8sttzAyMpJM\nS9599910dXWxevXqWX+vjqPRWlFv7FqEuMgqV4MktX7H8CSDo1UgHtla0p9HKfjE1e9m2fIVfPWr\nXyGbSTUW4kdkUi5KqSTby3Hm/OyyEEKIOaYzQFWCUl+8OfFbuFKpsHHjRh5//HEgXlC/ceNGtm/f\nDsAf/MEf8KUvfYmf/OQnPPHEE1x55ZUsXryYCy64AIgX27/xjW/kpptu4pe//CWPPvooV199Naee\neionnngiAKtXr2bDhg1ce+21PPzww/zqV7/ixhtv5HWve13yg7NhwwZWr17NlVdeycaNG7nzzju5\n+eabeetb34rneQfks4gbUrd/ryUPNUmkh3i60WnEQPzOmy/ln//pVr777W8m10k3ii4ArRW6c+hL\nCCGEEAeUstPlNxxg9957L5deeulu018XX3wxN910EwCf//znufXWW5mYmOBlL3sZH/7wh1m5cmVy\nru/7fPKTn+SHP/whvu9z7rnnct1117UNeZZKJT7ykY/w05/+FK01F110Eddccw3ZbDY5Z/v27Vx/\n/fXce++9ZLNZLrnkEq644oq9zrhqFoPThcBOpz2d3uI3FtHHn4SlHhjCyFD345GvsXKdej2ealw2\nkCebcanXI1Iph81PPczZZ5+N4zhoRTIV2UqmGIUQQuyLCy64gMlKnes/+/fJ98ZGh7ng9BUy4vUi\nzInC61CyL4VX50dfrUdEjeGtZhHWNDRWYXisliyq78pYUq5DNpfDdRQDC3LJiFYzgV4plbyGFFxC\nCCFeDCm89q85MdUoptdaKhlj23Yy/vnlf8i73v4mqpUKSu0+jdgstJoFmBBCCCEOPim8DqBm4+vp\nBhnj77VPO5qW8xxH0Zzt1Areedl7eOiB+/nql7+EYvem2UIIIYSYe+b8rsZDhTEmWSSvVFzxNqcC\njbGEkcHaeJSrHkSMTtSIIksh6xEaQ60ekfEcUIqFPVmOX3UB//fffsIxx6xhYEEWrRvFlzS6FkII\nIeYsKbwOkNadic0CCeIiKYoMkZna0TherhM1UurHy3WCyFCv16hMTrLumOVk0vEOy1NOPolC1pPd\nikIIIWZVZ4CqiUJgxcG7oXlMphoPkD3VRtZaAmMwjcbYQRjvWGxOR3qOxnMUH7/+Kt75touZGJ8K\ngdUKJJZeCCHEbGsGqEZhQGlsmA0nLZWg1BdJCq8DRGuNo1WjV6JKRromayFRFPdYHB6vsnnnBPUg\nIogMmZRDNutRLGT4wAc+QHWyxP/6/OcoZF1yaZdc1pO6SwghxKxrBqiuOPJolhyxkv7+/r2OWRLt\nZKrxAOrcYRgZmyTKA1TrYdIIOzK2LWX+5BPXc88997BkyRK01sjPuxBCCDH/yK/vWda5g3Gm2LTW\nXYyB77Nlc3tD0pUrV5JKpfbvDQohhBDigJHCa5Y0dyvG/5jGY5N8z1qL52o8N/4jqPkhtXqEUnF0\nxN9+4ZNc/LpX8fSTG3EdlVxT8m6FEEKI+UsKr1liGjlclnhHY2TidVyWqZEtpRTZtMvweJVNz5eo\n+RG1esTyhXmuvfp/MjAwwN9+6WYGFmTJZw9Mr0ghhBBCzB5Z4zUHdI5hOVozMDDAv/7bjykU8pLL\nJYQQQhwiZMRrlrQmPSga/RMbj7UimXoMgoiBBTlWDOTY8swTHL28m1TKAQUL+/vpKuQOzhsQQggh\nGqIoYmxkiLHRYcoT4wf7duY1KbxmSbN/olagG/ERzcfN3Y2RsQSRRSvFV/72i7z9za/l/v/8j8au\nRY3nxf+WvotCCCEOJmMMJ63Kc8HpK3jDq06QDK+XQAqvWdZZKO2pcPrj9/wJZ599Dn9181/u1XWE\nEEKIA8VxHPr7+1m4cCELFy6UDK+XQNZ4zRJr7W7FUrwrMe7V2PhOciybzfK97/+TFFhCCCHEIUxK\n1lnSmfpgWnc1Govvh/z853fFa8EUuA50FfLkcjmUAs+RaUUhhBDiUCOF1wFiO77+5je/yYWvfhXf\n/tY3cTTJsK1W4GopuoQQQohDkRRes6Q5spUEqdo4z8s2Rr3e+vu/z9vf/g6+9rWvSr9FIYQQ4jAh\na7xmkQUis/v3QOG6Ll/60l8TBD6e5yap9LJzUQghhDh0yYjXAWKM4Uc/uq3te9p1KBTyQDN+QkvR\nJYQQQhzCpPA6QP7932/n4tf/f3z0xo+0fV96LwohhJjrwjA82LdwyJDCa5Y1x68uuug1fPSjH+NH\nt91GvV6bSrOXES4hhBBznNZWQlP3Eym8ZplScYHlKLjmmqu56647KeSyuI7CkQA6IYQQ84BWWkJT\n9xP5FGeJMYbvfve7RFEETI1spdNpWUAvhBBCHKak8JoF1sKvfnU/f3Dp7/Oud/53rImQOksIIYQQ\nUnjNklNOOZWvff2bbNy4kUqlIiNcQgghhJDCazb97u/+Hnff/R90d3cf7FsRQgghxBwghdcs01pL\nZIQQQgjx/9q596Ca8/8P4M8jtXZoo5tqNMuGDqXTsSEnoVLkkrAxzbqs+zJy2YQ249LarGrcRlbt\nyLoty+6StoYitG61WZJkGylKJRUp7XR9f/8wzs/5xWp382k7+3zMnD/O5/0+n/N6nqbPeX1uhwDw\nl+tb3KNHj1BfX48xo0e2dilEREQazM3NceDAgdYu4z+NjVcL09PT4xEuIiLSGubm5jA3b+0qtIdM\nsEsgIiIikgSv8SIiIiKSCBsvIiIiIomw8SIiIiKSCBsvIiIiIomw8SIiIiKSCBsvIiIiIomw8SIi\nIiKSCBsvIiIiIomw8SIiIiKSCBuvZoqKioJcLsfGjRs1lm/btg1DhgyBQqHAzJkzce/ePY3x2tpa\nrF+/HoMGDYJSqcTixYtRVlamMaeiogL+/v748MMPMWDAAAQFBaG6uvqtZ3qVhw8fIiAgAIMGDYJC\noYCXlxcyMzM15mhL5sbGRmzduhVubm5QKBRwd3fHzp07m8xrq3nT0tLw6aefwtnZGXK5HGfOnGm1\nbEVFRZg3bx7s7e3h5OSE0NBQNDY2Spq5vr4eYWFhGDduHJRKJZydnbFy5UqUlJS02czN+Ru/sGbN\nGsjlcuzbt09jubblzcnJwYIFC+Dg4AClUgkfHx8UFxe3ybykpQS9UXp6unB1dRXjx48XISEh6uWR\nkZFiwIABIikpSfz+++9iwYIFws3NTdTU1KjnrFmzRri4uIiUlBSRmZkppkyZInx9fTXWP3v2bOHt\n7S1u3Lghrl69Kjw8PIS/v79k+V6oqKgQLi4u4vPPPxcZGRmioKBAXLx4Udy/f189R5syf/3118LR\n0VGcP39ePHjwQJw6dUoolUqxf/9+9Zy2nPf8+fNi69atIjExUcjlcnH69GmNcamyNTQ0iLFjx4pZ\ns2aJ27dvi+TkZOHo6Cg2b94saebKykoxa9YscfLkSZGbmyvS09OFj4+PmDRpksY62lLmN/2NX0hI\nSBDjx48XQ4cOFXv37tXavPfu3RMDBw4U4eHhIisrS9y/f18kJSWJsrKyNpmXtBMbrzeoqqoSHh4e\n4tKlS2Lq1KkajZeTk5PYs2eP+nllZaXo16+fiIuLUz+3sbERCQkJ6jk5OTnC2tpapKenCyGEuHPn\njrC2thaZmZnqOcnJyaJPnz6ipKTkLafTFBYWJj7++OM/naNNmefPny+CgoI0lvn5+YmAgAD1c23J\na21t3eRLSqps586dE3379tX48jt06JBwcHAQdXV1LZ71hVdl/v9u3Lgh5HK5KCoqEkK07cyvy1tc\nXCyGDRsm7ty5I1xcXDQaL23Lu2zZMrFixYrXvqYt5yXtwVONbxAcHAxXV1cMHjxYY3l+fj5KS0vh\n6OioXtapUycoFApcv34dAJCRkYGGhgaN137wwQewsLDAtWvXAADXr1+HgYEB+vbtq56jUqkgk8mQ\nnp7+NqM1cfbsWdja2mLJkiVQqVSYMGECjh49qh7XtsxKpRKXL19GXl4eAOD27dv47bffMGzYMADa\nl/dlUmZLT09H7969YWhoqJ4zZMgQVFZW4s6dO28155tUVlZCJpNBX18fAHDz5k2tyiyEwIoVKzBn\nzhxYWVk1GdemvEIInDt3Du+//z5mz54NlUqFyZMn4/Tp0+o52pSX2i42Xn8iLi4OWVlZ+Oyzz5qM\nlZaWQiaTwdjYWGO5kZERSktLAQBlZWXQ1dVFp06dXjuntLRU458XAHR0dGBgYKCeI5X8/HwcOnQI\nPXr0QHR0NHx9fbFhwwYcP35cXas2ZZ43bx5Gjx4NT09P2NraYuLEiZg+fTrGjBmjrlOb8r5Mymyl\npaUwMjLSmPPifR89etRyof6i2tpahIeHY+zYsejYsSOA57VqU+aoqCjo6upi6tSprxzXprxlZWWo\nrq7GN998g2HDhiE6OhojRoyAn58f0tLS1HVqS15qu9q3dgH/VsXFxQgJCcGePXugq6vb2uVIorGx\nEXZ2dli6dCkAQC6XIzs7G4cPH4a3t3crV9fy4uPj8fPPP2Pz5s3o2bMnsrKy8OWXX8LU1FQr89L/\nqa+vx+LFiyGTybB27drWLuetuHnzJvbv349jx461dimSeHFh+4gRIzB9+nQAz7dh165dw6FDh+Dg\n4NCa5RGp8YjXa9y8eRPl5eWYOHEibGxsYGNjg19//RX79u2Dra0tjI2NIYRocsSirKxMvedjbGyM\nuro6VFVV/emc8vJyjfGGhgZUVFQ0ORrxtpmamjY5HWFlZYWioiIA0LrMYWFhmDt3Ljw9PdGrVy94\neXnhk08+QVRUlLpObcr7MimzGRsbN7lr7MX7mpiYtFyoZqqvr8eSJUtQXFyM6Oho9dEuQLsyX716\nFeXl5Rg+fLh6G1ZYWIivvvoKbm5u6jq1JW+XLl3Qvn37N27DtCUvtV1svF5DpVIhNjYWx48fR0xM\nDGJiYmBrawsvLy/ExMTA0tISxsbGuHLlivo1VVVVSE9Ph1KpBADY2tpCR0cHly9fVs+5e/cuCgsL\n1XPs7e3x9OlT3Lp1Sz3n8uXLEEJAoVBIlPY5pVKJ3NxcjWW5ubmwsLAAAK3L/Mcff0BHR0djWbt2\n7dR7ztqW92VSZrO3t0d2drbGl9nFixehr6//yuuO3qYXTVd+fj6+/fZbGBgYaIxrU2Zvb2+cOHFC\nvf2KiYmBqakp5syZg927dwPQrry6urqwtbVtsg3Ly8tTb8O0KS+1XTrr1q1b19pF/Bvp6urC0NBQ\n4xEbGwtLS0t4eXkBeL4XFBUVBSsrK9TW1mLDhg2ora3F6tWroaOjAz09PZSUlODgwYOQy+V48uQJ\n1q5dCwsLCyxcuBAAYGhoiPT0dMTFxaFPnz4oKCjA2rVr4ezsLPnpLgsLC0REREBHRwempqZITk5G\nREQEli5dit69e2td5rt37+LYsWPo0aMHdHV1kZKSgi1btsDLy0t98W1bzltdXY2cnBw8evQI33//\nPezs7NChQwfU1dVBX19fsmyWlpZISEjApUuX0Lt3b2RlZWHDhg3w9fWFk5OTZJnfffdd+Pn5ISsr\nC9u3b0eHDh1QXV2N6upq6OrqtsnMf5bX2Ni4yTZs//79UKlU6htItCmvvr4+OnfujB07dsDExAT6\n+vqIjY3FgQMHsHbtWpibm7e5vKSlWuVeyjZq2rRpGj8nIYQQ27dvF05OTsLOzk7MmjVL5OXlaYzX\n1NSI4OBgMXDgQGFvby/8/PxEaWmpxpyKigrh7+8v+vfvLxwcHETUB6/6AAAGYUlEQVRQUJCorq5+\n63le5dy5c2Ls2LHCzs5OjB49Whw9erTJHG3J/OzZMxESEiJcXFyEQqEQ7u7uYtu2bU1uB2+reVNS\nUoS1tbWQy+Uaj1WrVkmerbCwUMybN0/Y29uLwYMHi9DQUNHQ0CBp5oKCgiZjL56npqa2yczN+Ru/\nzNXVtcnveGlb3h9//FF4eHgIhUIhvL29RVJSUpvNS9pJJoQQrd38EREREf0X8BovIiIiIomw8SIi\nIiKSCBsvIiIiIomw8SIiIiKSCBsvIiIiIomw8SIiIiKSCBsvIiIiIomw8SIiIiKSCBsvIiIiIomw\n8SIiyUybNg2BgYEAgNTUVPTp0weFhYUAgCdPnuCHH35ozfKIiN46Nl5E1Cr69++PCxcuwNzcHACw\nadMmnDhxopWrIiJ6u9q3dgFE9N/Uvn17GBkZtXYZRESS4hEvIvpLzp8/j0mTJsHe3h4qlQqBgYF4\n+vQpUlNTIZfLkZiYCHd3dyiVSsycORM5OTmvXE9KSgrkcjkKCwsRGBiIY8eOqU8/Ntfu3bvh7u6O\nfv36wc3NDTt37tQYP3v2LCZOnAiFQgEPDw9s27YNtbW16vHq6mp88cUXGDJkCJRKJaZNm4bMzMy/\n98EQETUDGy8iarbHjx/Dz88PPj4+OHnyJCIiIpCWloawsDD1nE2bNmHNmjU4cuQI2rdvjxkzZqCq\nqqrJumQyGWQyGQAgKCgInp6eUCqVuHjxYrNqSUpKQlRUFIKDg5GYmIjly5dj165diI2NBQAkJydj\n2bJl8PX1RVxcHNatW4eTJ09i5cqV6nUsWbIEFy5cQGhoKE6cOIFu3bph1qxZqKys/CcfExHRa/FU\nIxE128OHD1FXVwdzc3OYmZnBzMwMu3btQn19PSoqKgAAq1atgrOzMwAgPDwcw4cPR3x8PCZPnvza\n9Xbq1AkdOnSArq4uDA0Nm1VLfn4+9PT0YGFhATMzM3h6eqJr166wsLAAAERGRmLKlCnw8fEBAHTr\n1g3r1q3DjBkzEBAQgJqaGvzyyy/Ys2cPBg8eDABYv349OnfujMePH0NfX/9vf05ERK/DxouImk0u\nl2PMmDGYP38+TExM4OTkhOHDh8Pd3R1Xr16FTCbDwIED1fMNDAzQo0cPZGdnt3gtXl5e+OmnnzBy\n5Ej07NkTKpUKI0eOhJmZGQDg1q1byMjIwJEjRzRe165dO+Tk5KC6uhoymQx2dnbqMT09PY0jYkRE\nLY2NFxH9JeHh4Vi0aBGSk5Nx6dIlBAQEwMHBAQsWLADw/KL5lzU0NKBdu5a/qqFLly6IiYnBtWvX\ncPHiRVy4cAH79u3D4sWLsXDhQjQ2NmLOnDmYMGFCk9eamJg0+5QmEVFL4jVeRNRsN27cwMaNG9G9\ne3dMnz4du3btQkhICK5cuYKysjIIIZCRkaGeX15ejnv37sHGxqbFa4mNjcXBgwehVCqxaNEiHD58\nGD4+PoiPjwcA9OrVC7m5ubC0tFQ/CgsLsWnTJjx79gxWVlYAoFFvQ0MDXF1dkZCQ0OL1EhEBbLyI\n6C/o2LEjDh48iPDwcNy/fx/Z2dmIj49H9+7d0aVLFwDPr5NKS0vD7du34e/vj65du2LUqFGvXJ8Q\nQmPdJSUlKCgoaFYtNTU1CA0NRUxMDB48eIC0tDSkpqaif//+AIC5c+fi1KlTiIiIQF5eHi5fvozA\nwEA8e/YMRkZG6N69O9zd3REcHIyUlBTk5uZi9erVqK2t1ThdSkTUkniqkYiazcrKChEREdixYwe+\n++476OjowNHREVFRUSgqKgIATJ48GStWrMCTJ0+gUqmwd+9evPPOO69c34u7GgHA29sbiYmJGDdu\nHBISEmBiYvKntXz00UeoqKjAzp07UVxcjPfeew+jRo3C8uXLAQAjR47Eli1bEBkZicjISBgYGMDN\nzU09DgAhISEIDQ3F0qVLUVtbC4VCgejoaHTu3PmfflRERK8kEy/vchIR/U2pqamYMWMGzpw5o76z\nkIiINPGIFxG1mJbaj3txvdjrtGvXrtk/O0FE9G/CxouIWszLpw7/iaFDh6KxsfG140ZGRrhw4UKL\nvBcRkZR4qpGIiIhIIryrkYiIiEgibLyIiIiIJMLGi4iIiEgibLyIiIiIJMLGi4iIiEgibLyIiIiI\nJMLGi4iIiEgibLyIiIiIJMLGi4iIiEgi/wNnG/ozbuqy+AAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x117dbcda0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "with sns.axes_style('white'):\n",
    "    g = sns.jointplot(\"split_sec\", \"final_sec\", data, kind='hex')\n",
    "    g.ax_joint.plot(np.linspace(4000, 16000),\n",
    "                    np.linspace(8000, 32000), ':k')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>age</th>\n",
       "      <th>gender</th>\n",
       "      <th>split</th>\n",
       "      <th>final</th>\n",
       "      <th>split_sec</th>\n",
       "      <th>final_sec</th>\n",
       "      <th>split_frac</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>33</td>\n",
       "      <td>M</td>\n",
       "      <td>01:05:38</td>\n",
       "      <td>02:08:51</td>\n",
       "      <td>3938.0</td>\n",
       "      <td>7731.0</td>\n",
       "      <td>-0.018756</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>32</td>\n",
       "      <td>M</td>\n",
       "      <td>01:06:26</td>\n",
       "      <td>02:09:28</td>\n",
       "      <td>3986.0</td>\n",
       "      <td>7768.0</td>\n",
       "      <td>-0.026262</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>31</td>\n",
       "      <td>M</td>\n",
       "      <td>01:06:49</td>\n",
       "      <td>02:10:42</td>\n",
       "      <td>4009.0</td>\n",
       "      <td>7842.0</td>\n",
       "      <td>-0.022443</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>38</td>\n",
       "      <td>M</td>\n",
       "      <td>01:06:16</td>\n",
       "      <td>02:13:45</td>\n",
       "      <td>3976.0</td>\n",
       "      <td>8025.0</td>\n",
       "      <td>0.009097</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>31</td>\n",
       "      <td>M</td>\n",
       "      <td>01:06:32</td>\n",
       "      <td>02:13:59</td>\n",
       "      <td>3992.0</td>\n",
       "      <td>8039.0</td>\n",
       "      <td>0.006842</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   age gender    split    final  split_sec  final_sec  split_frac\n",
       "0   33      M 01:05:38 02:08:51     3938.0     7731.0   -0.018756\n",
       "1   32      M 01:06:26 02:09:28     3986.0     7768.0   -0.026262\n",
       "2   31      M 01:06:49 02:10:42     4009.0     7842.0   -0.022443\n",
       "3   38      M 01:06:16 02:13:45     3976.0     8025.0    0.009097\n",
       "4   31      M 01:06:32 02:13:59     3992.0     8039.0    0.006842"
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data['split_frac'] = 1 - 2 * data['split_sec'] / data['final_sec']\n",
    "data.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Where this split difference is less than zero, the person negative-split the race by that fraction.\n",
    "Let's do a distribution plot of this split fraction:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAArgAAAHxCAYAAACGf88WAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nLhERERGZlH8BgtBIS+Z+iW4AAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x117dbcb38>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.distplot(data['split_frac'], kde=False);\n",
    "plt.axvline(0, color=\"k\", linestyle=\"--\");"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "251"
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sum(data.split_frac < 0)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Out of nearly 40,000 participants, there were only 250 people who negative-split their marathon.\n",
    "\n",
    "Let's see whether there is any correlation between this split fraction and other variables. We'll do this using a ``pairgrid``, which draws plots of all these correlations:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAABDQAAAPYCAYAAAAlz6kNAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x11b6ba198>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "g = sns.PairGrid(data, vars=['age', 'split_sec', 'final_sec', 'split_frac'],\n",
    "                 hue='gender', palette='RdBu_r')\n",
    "g.map(plt.scatter, alpha=0.8)\n",
    "g.add_legend();"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The difference between men and women here is interesting. Let's look at the histogram of split fractions for these two groups:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/lee/anaconda/lib/python3.5/site-packages/statsmodels/nonparametric/kdetools.py:20: VisibleDeprecationWarning: using a non-integer number instead of an integer will result in an error in the future\n",
      "  y = X[:m/2+1] + np.r_[0,X[m/2+1:],0]*1j\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAApIAAAHxCAYAAADeAFwPAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\niIjERYmkiIiIiMRFiaSIiIiIxOX/AwXDVDJzGtw9AAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1183804a8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.kdeplot(data.split_frac[data.gender=='M'], label='men', shade=True)\n",
    "sns.kdeplot(data.split_frac[data.gender=='W'], label='women', shade=True)\n",
    "plt.xlabel('split_frac');"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "A nice way to compare distributions is to use a *violin plot*"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAsAAAAHxCAYAAABj4Qp6AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\nAAAPYQAAD2EBqD+naQAAIABJREFUeJzs3Xd03OWd9/33jKrVp6h3yZIl2ZILGGN6bFooCZAsuTcs\nCbuHPPvsnpAsd3JCSLjTC5Bwc5bcZJ8kkITNMeSmJIRi7NAMGGQb28hFtmT13kYa9Trl+UP2WLJc\nJFvSzGg+r3N8JP/mNzNfgzTzmev3va7L4Ha73YiIiIiIBAijtwsQEREREVlMCsAiIiIiElAUgEVE\nREQkoCgAi4iIiEhAUQAWERERkYCiACwiIiIiAUUBWEREREQCigKwiIiIiAQUBWARERERCSgKwCIi\nIiISUPwyAG/ZsoVNmzZRUlLCnXfeycGDB896/iuvvMJnP/tZ1qxZwxVXXMF3vvMdent7F6laERER\nEfElfheAt27dysMPP8zXvvY1/vrXv1JQUMC9995LT0/Pac/ft28f3/72t7nzzjt5/fXXeeKJJzh0\n6BDf+973FrlyEREREfEFfheA//jHP/KFL3yB2267jdzcXH74wx8SHh7OSy+9dNrzDxw4QFpaGnfd\ndRepqamsW7eOL3zhC+ccNRYRERGRpcmvAvDExATl5eVs3LjRc8xgMHDZZZdRVlZ22vusWbOGtrY2\n3nvvPQBsNhvbtm3j6quvXpSaRURERMS3BHu7gLmw2+04nU6sVuu04xaLhbq6utPeZ926dfziF7/g\n/vvvZ3x8HIfDwaZNm9QCISIiIhKg/GoE+HxUV1fz05/+lPvuu4+//OUvPP300zQ3N885ALvd7gWq\nUEREREQWk1+NAJtMJoKCgrDZbNOOd3d3zxgVPuG3v/0t69at45//+Z8ByM/P5/vf/z533XUX999/\n/xnvd6qeniGMRsOF/QNEREREZMGYTJGzOs+vAnBISAgrV66ktLSUzZs3A5Mjs6Wlpdx9992nvc/o\n6CghISHTjhmNRgwGw5xGdV0uNy6XRoFFRERE/J3ftUDcc889vPDCC7z88svU1NTw/e9/n9HRUe64\n4w4AHnvsMR544AHP+Z/61KfYvn07zz33HE1NTezbt4+f/vSnrF69mvj4eG/9M0RERETES/xqBBjg\npptuwm6388QTT2Cz2SgsLOSpp57CbDYDk6s8tLW1ec6//fbbGR4e5tlnn+XRRx8lOjqajRs38o1v\nfMNb/wQRERER8SKDW7O7ZqWra8DbJYiIiIjIWcTHR8/qPL9rgRARERERuRAKwCIiIiISUBSARURE\nRCSgKACLiIiISEBRABYRERGRgKIALCIiIiIBRQFYRERERAKKArCIiIiIBBQFYBEREREJKArAIiIi\nIhJQFIBFREREJKAoAIuIiIhIQFEAFhEREZGAogAsIiIiIgFFAVhEREREAooCsIiIiIgEFAVgERER\nEQkoCsAiIiIiElAUgEVEREQkoCgAi4iIiEhAUQAWERERkYCiACwiIiIiAUUBWEREREQCigKwiIiI\niAQUBWARERERCSgKwCIiIiISUBSARURERCSgKACLiIiISEBRABYRERGRgKIALCIiIiIBRQFYRERE\nRAKKArCIiIiIBBQFYBEREREJKArAIiIiIhJQFIBFREREJKAoAIuIiIhIQFEAFhEREZGAogAsIiIi\nIgFFAVhEREREAooCsIiIiIgEFAVgEREREQkoCsAiIiIiElAUgEVEREQkoCgAi4iIiEhAUQAWERER\nkYCiACwiIiIiAUUBWEREREQCigKwiIiIiAQUBWARERERCSgKwCIiIiISUBSARURERCSgKACLiIiI\nSEBRABYRERGRgKIALCIiIiIBRQFYRERERAKKArCIiIiIBBQFYBEREREJKArAIiIiIhJQFIBFRERE\nJKAoAIuIiIhIQPHLALxlyxY2bdpESUkJd955JwcPHjzr+ePj4zz++ONs2rSJ4uJiNm/ezF/+8pdF\nqlZEREREfEmwtwuYq61bt/Lwww/z4x//mOLiYp555hnuvfdetm3bhtlsPu19vv71r2O32/nZz35G\nRkYGXV1duFyuRa5cRERERHyBwe12u71dxFzceeedlJSU8NBDDwHgdru5+uqrufvuu/nKV74y4/z3\n33+fb37zm7z11lvExMSc9/N2dQ2c931FREREZOHFx0fP6jy/aoGYmJigvLycjRs3eo4ZDAYuu+wy\nysrKTnufd999l1WrVvG73/2Oq666ihtuuIFHHnmEsbGxxSpbRERERHyIX7VA2O12nE4nVqt12nGL\nxUJdXd1p79PU1MTevXsJDQ3lySefxG6384Mf/IC+vj5+9rOfzfq5jUYDRqPhguoXEREREe/zqwB8\nPtxuN0ajkccee4zIyEgAHnzwQb7+9a/zgx/8gNDQ0Fk9jtkcicGgACwLr62tjfDwcEwmk7dLERER\nWZL8KgCbTCaCgoKw2WzTjnd3d88YFT4hPj6exMRET/gFyMnJwe12097eTkZGxqyeu6dnSCPAsuC6\nu238/ve/ITQ0jH/7t/sIDQ3zdkkiIiJ+w2SKPPdJ+FkADgkJYeXKlZSWlrJ582ZgcoS3tLSUu+++\n+7T3WbduHdu3b2dkZIRly5YBUFdXh9FoJCkpadbP7XK5cbn8ar6g+KG9e/cAMD4+RnNzCxkZWd4t\nSEREZAnyq0lwAPfccw8vvPACL7/8MjU1NXz/+99ndHSUO+64A4DHHnuMBx54wHP+LbfcQlxcHA8+\n+CA1NTV8/PHH/OIXv+Bzn/vcrNsfRBaLPmSJiIgsPL8aAQa46aabsNvtPPHEE9hsNgoLC3nqqac8\nawDbbDba2to850dERPD73/+en/zkJ3z+858nLi6OT3/60/zHf/yHt/4JIrPiZysUioiI+A2/WwfY\nW7QOsCyGN998g8OHJ5f0+9zn/lEtECIiInOwJNcBFhERERG5UArAIiIiIhJQFIBFREREJKAoAIuI\niIhIQFEAFvFRmp8qIiKyMBSARXyUtt4WERFZGArAIiIiIhJQFIBFREREJKAoAIuIiIhIQFEAFhER\nEZGAogAs4kM0701ERGThKQCLiIiISEBRABbxUVoHWEREZGEoAIv4FPVAiIiILDQFYBEREREJKArA\nIiIiIhJQFIBFREREJKAoAIuIiIhIQFEAFhEREZGAogAsIiIiIgFFAVhEREREAooCsIiIiIgEFAVg\nEREREQkoCsAiIiIiElAUgEVEREQkoCgAi4iIiEhAUQAWERERkYCiACwiIiIiAUUBWEREREQCigKw\niIiIiAQUBWARERERCSgKwCIiIiISUBSARURERCSgKACL+BS3twsQERFZ8hSARURERCSgKACLiIiI\nSEBRABbxIW51QIiIiCw4BWARH2UwGLxdgoiIyJKkACwiIiIiAUUBWEREREQCigKwiIiIiAQUBWAR\nERERCSgKwCI+yq0lIURERBaEArCIj9IqECIiIgtDAVhEREREAooCsIiIiIgEFAVgEREREQkoCsAi\nIiIiElAUgEVEREQkoCgAi4iIiEhAUQAWERERkYCiACwiIiIiAUUBWMRHaSc4ERGRhaEALOKjtBOc\niIjIwlAAFhEREZGAogAs4qPUAiEiIrIwFIBFfJRaIERERBaGArCIiIiIBBQFYBEREREJKArAIiIi\nIhJQ/DIAb9myhU2bNlFSUsKdd97JwYMHZ3W/ffv2sXLlSm6//fYFrlBEREROsNu7GRwc9HYZIh5+\nF4C3bt3Kww8/zNe+9jX++te/UlBQwL333ktPT89Z7zcwMMC3v/1tNm7cuEiVioiISE9PN3/842/5\n7//+HRMT494uRwTwwwD8xz/+kS984Qvcdttt5Obm8sMf/pDw8HBeeumls97v+9//Prfeeitr1qxZ\npEpFRESkrGwvAGNjo7S1tXq5GpFJfhWAJyYmKC8vnzaKazAYuOyyyygrKzvj/V566SWam5v56le/\nuhhliswLrQMsIkuB0+nydgkiMwR7u4C5sNvtOJ1OrFbrtOMWi4W6urrT3qe+vp7HH3+cZ599FqPx\n/PO+0WjAaNS6rLKwpv6IBgcbCQ72q8+oIiIzTH1dCwoy6HVNfIJfBeC5crlcfPOb3+S+++4jIyMD\nOP9RNbM5UhsTyIILCwvxfB8VFY7JFOnFakRELtzU17Xo6GV6XROf4FcB2GQyERQUhM1mm3a8u7t7\nxqgwwNDQEIcPH6aiooIf/ehHwGQodrvdrFq1iqeffpoNGzbM6rl7eoY0AiwLbmxswvP9wMAodvuQ\nF6sREblw01/XRvS6Jgtqth+w/CoAh4SEsHLlSkpLS9m8eTMwOaJbWlrK3XffPeP8qKgoXnvttWnH\ntmzZwu7du/nVr35FamrqrJ/b5XLjcqknUxbW1J8xl8uNw6HeORHxb1MvvDqdel0T3+BXARjgnnvu\n4cEHH2TVqlUUFxfzzDPPMDo6yh133AHAY489RmdnJ4888ggGg4Hly5dPu7/FYiEsLIzc3FxvlC8i\nIiIiXuZ3Afimm27CbrfzxBNPYLPZKCws5KmnnsJsNgNgs9loa2vzcpUi5+tkm41WgRCRpWDqS5le\n18RXGNz6aZyVrq4Bb5cgAeDNN7dy+PABAD73uX8kIyPLuwWJiFygN998g8OHJ5cq1euaLLT4+OhZ\nnae1SER8lD6bioiILAwFYBGfMnWlEQVgERGRhaAALOKjNAAsIkuNrmyJr1AAFvFZeqMQkaVFG0qJ\nr1AAFvEh098b9EYhIiKyEBSARURERCSgKACL+BCtlykiIrLwFIBFfJTLpe1CRcT/TW3t0gd78RUK\nwCI+SgFYRJYCZV7xRQrAIj7K4ZjwdgkiIiJLkgKwiE85OVQyPj7uxTpEROaflkETX6EALOJDprY9\nTEwoAIuIiCwEBWARHzI+Pnba70VElgJNghNfoQAs4kPGxsZO+72IiIjMHwVgER+iACwiS5tGgMU3\nKACL+JCpfb8TE1oFQkSWFqfT6e0SRAAFYBGfMjX0ahKciCw1DocCsPgGBWARHzJ17V+Hw+HFSkRE\n5svU5R3V2iW+QQFYxIdMDb0KwCKyFExd3nFsbNSLlYicpAAs4iPcbrcCsIgsOaOjJ0PvyMiIFysR\nOUkBWMRHnDrpTZcKRWQpGB4e8nw/MjLsxUpETlIAFvERp14a1KVCEVkKhodPht6hoaGznCmyeBSA\nRXxEf3//tL+Pj49rySAR8XtTR31HRzUCLL5BAVjER3R2ts84psuFIuLPHA7HtCUd1QMsvkIBWMRH\njI7OfGOY2jsnIuJvTn1dUwAWX6EALOIjTjfaOzg44IVKRETmx6mBd2xsdNqyaCLeogAs4iMGBwdn\nHOvr6/NCJSIi8+N0V7ZOd0xksSkAi/iIqaO9QWFhAPT19XqrHBGRCzZ1BYizHRNZbArAIj7A7XbT\n22v3/D0sMgoAm63LWyWJiFywkZGZ8xg0uVd8gQKwiA8YHByYtu5vRIwJgM7ONtxut7fKEhG5IKdr\n7RoamnlMZLEpAIv4gLa21ml/XxYTC8DY2Bg9Pd3eKElE5IINDEyub54YHUOQYTJynLrmuYg3KACL\n+IDa2qppf48yx5/xNhERf3FiHkNseASxy5YdP2Y/211EFoUCsIiXOZ1Oamurpx0LCQsn2poIQHX1\nMW+UJSJyQdxuN93dNgDio6KxRkYDeI6JeJMCsIiXVVVVTOv/PcGcngVAe3srnZ0di1yViMiF6e/v\nY3x8DJgMwPFRJwJwl+Y2iNcpAIt4kcvlYvfuDwEIjYiYdltiTj7GoGAAdu/euei1iYhciPb2k3Mb\nzBGRJB+f2zA+Pq5RYPE6BWARL6qoKPdMckvMKZh2W0j4MpLzi4DJNoj29rZFr09E5Hy1tjZ7vn92\n3y7PCPCpt4l4gwKwiJcMDPSzY8dbAIRHxxCXnDbjnJSi1RiDJ0eBt29/FYdjYlFrFBE5X01NDZ7v\nRx0TjE04MC2LmHGbiDfMSwAeHx+fj4cRCRhut5vt21/39P4u33A1BuPMX8fQ8GVkr7sUgJ6ebj74\n4N1FrVNE5HwMDPSfts0hxzK5wk1jYx0ul2uxyxLxmHMAHh0d5cEHH+Q3v/mN59iNN97I//pf/0tB\nWGSWSks/oKmpHoDUojXEJiaf8dzE5YWYUjMAKCvbR2XlkcUoUUTkvNXV1Zz2eI41AZjMElN7hEUW\n25wD8MMPP8zevXtZu3at59iDDz7I7t27efzxx+e1OJGlqLz8oGfiW5Q5noySi856vsFgYPmlVxMS\nPrmG5vbtr9HS0rTgdYqInK/q6koAYo+/bp2QY44n+PjVrqqqykWvS+SEOQfgt956i0cffZRLLrnE\nc+y6667jpz/9Ka+//vq8Fiey1DQ01PHWW28AEBoRScHV12MMCjrn/ULDl1F0zY0Yg4JxOp288sqL\n2O3aIU5EfM/IyLCnxzfLbJ12W2hwMLnHR4GrqirUBiFeM+cAPDQ0RExMzIzjZrOZvr6+eSlKZClq\nbW3m1VdfwuVyERQSQtE1nyYsInLW94+yxLPiis1gMDA6OspLL/3Zs8uSiIivOHSozBNss6fsannC\nyqRUYLJP+EytEiILbc4BeM2aNTz11FPTPrW53W6eeeYZiouL57U4kaWivb2Vv/71eSYmJjAYjRRc\ndT2RJvOcH8eclknu+suByTePF198joGB/vkuV0TkvDgcDg4c2A9AlsmK+TQf8gsSkokOCwdg//49\n2hRDvCJ4rne4//77+fKXv8zu3btZtWoVAOXl5fT29vL73/9+3gsU8XdtbS389a/PMz4+hsFgoODK\n64g7PgJyPpLyinA6HNTv30V/fy8vvvgsd9zxP4iNjZvHqkVE5u7jj0sZHBwA4JLM7NOeE2Q0cnF6\nFu9WV9Dc3EhVVQX5+YWLWabI3EeAS0pKePXVV7n55psZHx/H5XJxyy238MYbb7B69eqFqFHEb1VU\nlPPCC1smlzszGMi/YjPmtMwLftzUwhIyVq8HoLfXznPPPaOF5UXEq2y2Lvbs+QiYHP3Nj08647mX\nZOR4Jsi9++7fGRkZXpQaRU6Y8wgwQFpaGt/4xjfmuxaRJcPtdrNr10527ZrcwtgYFET+5ZuwpJ9+\nROR8pK9aizEoiPr9uxgZGebFF5/luutuorBw1bw9h4jIbIyMDPPaa3/B5XIRbDRy88oSDAbDGc8P\nDQ7m5qLVPLt/F8PDw7z++t+4/fY7CZrFpGCR+XBeAfjtt9/m2LFjOJ1Oz7Hx8XEOHTrEH/7wh3kr\nTsQf9ff38fbb26ivrwUgdFkEhVffQJRl5mSQC5VaWEJ4VAzHPnwHp9PBtm2v0tzcyJVXbiI8PHze\nn09E5FQTExP87W8vYLf3AHBt/krMEVHnvF+uNYGL0rLY11xPU1M9f//769x4461nDc4i82XOAfiX\nv/wlTz31FFarle7ubhITE7HZbDidTm6++eaFqFHEL7jdbg4e3M8HH+xgYmJyU5hIs5XCq2+Y02oP\nc2VJz6L4+s9w9L3tjA8PcfjwAerqati8+UZyc/MW7HlFRMbGRnnttb/S1ja5qcWlmTmsz5j9la4b\nC1bRNzpMta2TiopygoND2LTpeo0Ey4Kbcw/wq6++yne+8x127txJQkICzz77LDt37mTdunWkp6cv\nRI0iPq+728YLL2zhnXf+Phl+DQZSi1ZTfN1nFjT8nhBltrLm05/DmrUcgKGhQV555UW2bn2ZwcHB\nBX9+EQk8fX29/PnPf6KxsR6AoqQUrs1fOafHMBqNfK7kYlJiJifxHj5cxssvP+/ZJl5kocw5AHd3\nd7Np0yYAVqxYwcGDB4mLi+P+++9n69at816giC/r7+/j739/nT/96SnP7mwRcWZKbriNrLUbCAo+\nry6j8xISHs6KyzdRePUNhC6bDN2VlUf5wx/+P3bu3MHoqN5QRGR+NDTU8uc/P0NPjw2AtakZ3LZq\n3Xm1L4QGB3PXRRvJPr5pRmNjPX/+85/o6uqY15pFpprzu3NMTAzDw5OzNTMyMqiurgYgJSWFjg79\nsEpgGBkZZs+eUg4c2OfphTcYg0hftZbUotWz2t1toZjTMolJSKb+k110VFfgcEzw8celHDz4CevX\nb2TNmosICQnxWn0i4r+GhgZ57723qaw84jm2Oa+IjVm5F9S7Gx4Swj+uu5Q3jh7kk5ZGenpsbNny\nB9atu4SNG68gJCR0PsoX8ZhzAN6wYQO//OUv+fGPf8zq1av5zW9+wxe/+EW2b9+O2Tz3hf1F/Mng\n4AAHDuynrGwv4+OTfb4YDCTk5JNRfBFhkeee+LEYgkNDWb7hKpLzV9Jw4GPsLY2MjY2yc+e7fPLJ\nx1x88QaKiko0UU5EZsXpdFJefpCdO3d42hMiQ0O5uWg1KxKS5+U5goxGbi5aTUJ0DO8cO8qEy8m+\nfbupqqrgmmuuJScnTxPkZN7MOQB/61vf4t/+7d944403+OIXv8gf/vAHLr98cmeqb3/72/NeoIi3\nud1uWlqaKSvbS3V15bRdiywZ2WSUrCfCRzehiDRZKLrmRvo722ko20N/V7tnBOejj96nsHAVa9Zc\njMVi9XapIuKDRkdHOHSojLKyfZ4NLgDWpWWyKa+QZfM8MmswGLgkI4f8+CS2HT1Ela2D/v4+Xnnl\nJSwWK2vXrqewcBXBi9heJkuTwT3HPQgbGxvJyMhgbGyMsLAwRkZG2LlzJ4mJiZSUlCxUnV7X1TVw\n7pNkSXE4JqioOEJZ2b4ZvWimlAzSS9YRbUmYt+cbsHVycPvLAJTccBvR1vl7bJgM8vbWJpoP72fA\n1jnttvT0TNauvZjs7OUYjXOeGiAiS4zd3sMnn3xMefkhHI4Jz/H4qGhuLiwh3WSZ1eO09Nr5/Z4P\nAPiXS64kNc406xrcbjcVnW1srzjMwJRJccuWRVBSspbVqy8iMnLhJxmLf4mPj57VeXMOwFdeeSVP\nPvnkkg67p6MAHBjcbjedne0cOXKIioryaRPHgkJCScxdQVJ+EcuiY+f9uRc6AE97ru4u2ioPY2uo\nwe1yeY5HR8dQVLSKoqJi4uLU0iQSSAYG+qmurqS6+hjNzY3TbsuIM7MhM5f8hCSMc2hDuJAAfMKE\n08nhtmZ2NdRiGzr5XhwUFERmZjbLl68gJ2c5y5ZFzPmxZemZbQCe8zWEkJAQXXqQJWdoaJCKinLK\nyw/R3d017bZlsSaS81eSkJ1H0BKZPBZtiSf6sk+Rte5SOqqP0n7sKOMjQwwM9LN790fs3v0RKSlp\nrFxZQn5+AaGhYd4uWUQWgN3eTVXVMaqrK+noaJt2m9FgoCgphUszc0mO8V6bV0hQEGvTMlmTmkFt\ndxe7G2qp6e7E6XRSW1tNbW01BoOBtLRM8vLyyc3NJypqdiFIAteck+ztt9/Ovffey2c/+1kyMzNn\nTKK57bbb5q04kYXkcDioq6umvPwQ9fU103p7jUFBmNOzScxdQWxiypKdeBEavoz0VetILVpDT3M9\nnTWV2Nuawe2mtbWZ1tZm3n33TfLyVlBUVExaWoZaJET8mMMxQWtrC01NDdTUHKO72zbjnKToWAoS\nk1mdkk5M+DIvVHl6BoOBXGsCudYEugYHONDaSEVHG/aRYdxuN01NkzvKvfPO30lOTiUnZznp6Zkk\nJibrdUtmmHMLREFBwZkfzGDg6NGjF1yUL1ILxNLgcrlobm6ksvIIVVUVjI2NTbs92ppIQm4+1oxc\ngkMXd9mdxWyBOJux4SG66qrorD3GSH/vtNsiI6NYsaKIgoIiEhKSluwHA5GlwuFw0N7eSlNTA83N\njbS1tXiWbpwqPc5MQWIyBQnJxM1jK8F8tECcjdvtpnNwgIrONio62ugc7J9xTmhoKKmp6aSlZZKe\nnkF8fKIC8RI2rz3Ab731FldeeSVhYYF7GVQB2H9N9vV2UFFRTmXlEYaGpu+MFroskoScPOJz8onw\n4mU+XwnAJ7jdbga7u+isPUZXQzXOE8u+HWcymSkoWElBwUri5vlNTUTOj8PhoLOznebmRpqaGmht\nbcbhcMw4L8hoJNNkoSAhmRUJSUSFLcySiAsdgE/VMzxIRUc7lZ1ttPTZOV3ACQsLJzU1nfT0yUBs\nscQrEC8h8xqA16xZw7Zt20hKSmLz5s289NJLxMX55rJPC0UB2L+43W66ujqpqTlGZeUR7PaeabcH\nhYRgSc8mPjuP2IRkDD7w4udrAXgql9NBT0sjtvpqeloap02cA0hKSiE/v5Dc3DyFYZFF4na76e/v\no729lba2FtraWunq6jjtCK/RYCA11kSW2UqW2UparIngRdiwZ7ED8FRjjgka7T3U99io77HRPtB3\n2vNCQkJJSkomKSmF5OQUkpJSiPSRNd1l7uZ1ElxUVBS/+tWvuPjii2lpaeG1114jKur0PxyL0QO8\nZcsWnn76aWw2GwUFBTz00ENnXJXizTff5LnnnuPo0aOMj4+Tl5fHV7/6Va644ooFr1MWl9PppLm5\ngZqaKmprqxkYmH4pzGA0Yk7NwJq1HHNqBsYgTeacLWNQMNaMHKwZOTjGx+huqqOrrpq+jlYA2ttb\naW9v5f3338ZstpKbm0dubh5JSUu3f1pksY2Pj9He3nY88LbS3t7i2Zn1VAaDgZSYuOOB10JarJnQ\nAJvAHhYcQl58InnxiQCMTIzTYO+mocdGXY+NruPrGk9MjNPU1EBTU4PnvjExsZ5AnJycSnx8ohYA\nWGJmNQL80ksv8eijj9LX14fBYOBMd1mMHuCtW7fywAMP8OMf/5ji4mKeeeYZtm3bxrZt2067E93P\nfvYzEhMT2bBhAzExMbz00ks8/fTTvPjii2ftZz6VRoB90+joCHV1NdTUVNHQUHtyd7YTDAZiE1OI\nz8rFkp5NsA+vZuDLI8BnMjY8hK2hBltDDYOnrJ4BEBERQU5OHjk5eWRkZGkLZpFZGh0doaurk66u\nDjo7J/+cukLNVMtCQkiNNXn+pMWZCAv2/u+bN0eAz2VobIymvh5a+uy09Npp7e9l4jSj5wBGo5H4\n+EQSEhI9X63WBL2m+aAFWwe4oKCADz/8EItldotgz7c777yTkpISHnroIWDyEtDVV1/N3XffzVe+\n8pVZPcZcT/WZAAAgAElEQVQtt9zCTTfdxL//+7/P+nkVgH2D2+3GZuukrq6W+voaWlubZ3wgCwoJ\nwZSSjjk1C1NKOsF+0rvujwF4qrHhIXqaG7C3NNDb3jKjTSIoKJiMjEyysnLIyspVq4QIx3vtBwfo\n7OzwhN2ursndz87EaDCQGB0zLfCaIyJ98mqLLwfgU7lcLjqHBmjts9Pca6elz47tlDkjUxkMBkwm\nM/HxidPCcUSE1iP2pgVbB/jtt98+7UjrVD09PXzmM59h586dc334s5qYmKC8vJx//dd/9RwzGAxc\ndtlllJWVzeox3G43Q0NDxMbO/0YGsjBGR0dpbKyjvr6W+vraGZPYAMIiojCnZ2JOzSQmIRnjIvS2\nyXRhEZEk5xeRnF+Ec2KC3rZmeloa6GlpwDE2htPpoK6uhrq6GuBN4uJMZGXlkp2dQ1paBsE+MFol\nspAmJibo6emmu7sLm63LE3ZHR0fOej9zRCRJ0bGkxMaRGmsiOSaWELVwzTuj0UhSdCxJ0bGsS8sC\nYHRigtb+yUDc1t9Hx0Affcf/f7ndbnp6uunp6aay8ojncaKioomPTyAhIRGLJQGLxYrJZCZI70s+\nZc6/Qampqec8x+Vy0d3dfV4FnY3dbsfpdGK1Wqcdt1gs1NXVzeoxnnrqKYaHh/n0pz89p+c2Gg0Y\njb736XopOrEbW21tDXV1tacd5cVgINqSMDnSm5ZJRJzZJ0c/AlVQSAiWjGwsGdm4XS4GbJ30NNdj\nb21iuM8OQG+vnbKyvZSV7SU4OJj09Ayys5eTk5OLyaRd6MR/TQZdGzabje5uGzbbZODt6+s96/2C\njEYSoqJJio4lMTqWpJhYEqNiAq5315eEh4SQY0kgZ8q298Pj43QM9NE+0EfHQD/t/X3Yhgc971OD\ngwMMDg4c/7A/yWg0YjKZsVisWK3xWK3xCsZeFlC/Va+++iq//vWv+a//+q9zjmKfymz2zctLS4Xb\n7aa1tZVDhw5x6NAh7Hb7jHNCwpcRl5yGKSWduOQ0QhZo2R6ZXwajkZiEJGISkshadyljQ4PY25rp\nbW2kt60Fp2Pi+KYktdTV1fLOO5CUlERJSQnFxcVea7cSOZeJiQm6urro6Oigs7OTzs5OOjo6sNvt\nZ5wrc0J4cMhk0I2J8QRea2QUQT6wIo2cXURoKNmWeLIt8Z5jE04nXYP9tA/00d4/+bVzoJ8J12RP\n8eTA4OQHomPHKjz3MxqNWK1WEhISSExMJCEhgYSEBKxWq4LxAvOrAGwymQgKCsJmm75zTXd394xR\n4VO9/vrrfO973+M///M/ufTSS+f83D09QxoBnmeT/bxdVFQcobLy6IylyjAYiLZOjvKaUjKINFn0\nIWQJCIuMIml5AUnLC3C5XAx0tWNvbaK3rZkh++SVo/b2dtrb2/n73/9OYmISBQVFrFhRpNYl8YqR\nkRG6u2309Njo7u72fD3XiC5AWHAw8ZHRxEdFY42K9nwfHRau17MlJCQoiJRYEymxJ3ucXW43fSPD\ndA0O0DU0MPl1cADb0ACO43MkXC6X58PT4cOHPfc1Go3ExZmwWKxYLBbM5pNfQxd5kyZ/YzJFzuo8\nvwrAISEhrFy5ktLSUjZv3gxMhqjS0lLuvvvuM97vtdde46GHHuLxxx/nqquuOq/ndrncuFxzmi8o\nZzA4OMDhwweorDxCT8/0VhmD0UhcchrWzFzMKRl+M4FNzo/RaCQ2MYXYxBRYu+H4RLp6bA219He2\nAdDR0U5HRzvvvfcOyckp5OcXsXJlMWG6AiDzyO12MzDQ7+npnPxjw27vPuNSY1OFBgUTHxV98o+C\nbsAzGgyYIiIxRUSST5LnuMvtpvdEMB4coGuoH9vg4IxgfOLnsKpq+uNGR8dgMpkxm62YzZbjf6xE\nREToZ20O/CoAA9xzzz08+OCDrFq1yrMM2ujoKHfccQcAjz32GJ2dnTzyyCPAZNvDgw8+yHe/+12K\ni4s9o8fh4eFnXMtYFobd3sPevbs4evTwtIXaDQYDsUlpWDNzsKRn+fRSZbKwJifSrSQ5fyVjw0N0\nN9Zia6hlwNYBQFvb5PqnpaUfsHr1OtauXU9k5Ow+7YucMDQ0hM3WQVdXFzZbJ93dk0F3YmLinPeN\nCAnFGhmFJTIaa1QU1uNBN0ZBV2bJaDBgjojEHBHJioRTg/HQ8VHiQWwnvg4NMu48uZvfwEA/AwP9\nNDbWT3vcsLBwzGbL8T7jBOLjE7BaEwgP12DB6fhdAL7pppuw2+088cQT2Gw2CgsLeeqppzw9vTab\njba2Ns/5zz//PE6nkx/96Ef86Ec/8hy/7bbb+PnPf77o9Qeizs529uwppaqqYtrx2KTU46E3W/28\nMkNYRCQpBcWkFBQzNjSIraGGroYahnpsjI+P8fHHpezf/zGrVpVw0UUbiI0NrN0p5dycTic9PTa6\nujqx2To9X2czohsXHoE1KgpL5GTItUZGYY2MIkIf0GWBTAbjKMwRUayYctztdjMwNkr38TBsGxrw\nfB0cG/OcNzY2enxHwJZpjxsdHeMJwyeCcVycKeC3f57zOsCzYbPZuPLKKxd8U4zFpHWA566rq5Od\nO9+lvr7Wc8xgNBKfnUdq0WoiYhRYppq6DvCq6z5D7JSRATmpv6uDliNl9DSf3LXJYDBQULCSyy+/\nmujoGC9WJ94yPj7m2Qr4RNDt6enGdcp61FMZDAYsEVGT/bnHA641MhpLZKSWGZsnU9cB/vLFl5Nh\n1qTW+TQ6MXE8GJ8cLe4a7Mc+cvYPecHBwVgs8Z5gnJCQSGJi8pLY7W7BNsI4m66uLuLj4+nu7uaq\nq66ivLx8vh7a6xSAZ29kZJiPPnqfQ4fKPDOhjcHBJC0vJKWwmLAItZ6cyu12U/vxh7RXTa4lGRQS\nStrKNaQWrdZl1TMY6u2h5cgBuuqr4fjPWXBwMOvXb+TiizdoXeElbnR0lJaWJlpaGmlubqKzs/2s\nKy8sCwkhMSqWhOgYEo//iY+MJlgz7ReM2+1m29FD7G2uByYnBF6encdlWcv1urbAxhwTdA700zHY\nT8dAv+f7M+10BxAUFERyciqpqemkpWWQnJzqlzvdLVgALiws5MMPP5yxjFhzczO33norn3zyyVwe\nzm8oAJ+by+XiwIH9lJZ+wNjYKADGoGBSCktIKVilNoezaDlygPpPds84nrXuUlILS7xQkf8YHRyg\nubyMjpoKTxCOiYnlyis3kZe3Qm+0S8TIyDDNzU00NzfS0tJEV1fHac87Map7IuQmRE1+1WS0xVda\nX81bx47MOH5tfhEbs5Z7oaLA5na7sY8M03F8ibaOwclgfKbRYqPRSGJiMmlpGaSlZZCSkkqoH7QA\nzWsAfvHFF3nllVcA2LNnD2vXrp3xqaCzs5ORkRHee++98yjX9ykAn11razNvvbVt2l711qzlZK29\nRCO+5+B2u9nz0p9wHP/QMFVIWDjrP3e33rhnYcjeQ92+j+jraPUcS0/PYvPm6zGZdNnVH9nt3Rw7\nVkFVVeUZA29oUBDpcRYyzRYyTBaSo2M1qusD3G43/3vHdoYnxmfcFhESyv+85ga9rvmIMccELX29\nNNi7aeyx0dLXi9M9s3XIYDCQnJxKfn4heXkriIqaXdBcbPO6FfK1117Lvn37PH9PSkqaMaswPz+f\n2267bQ4lylIwOjrCzp07OHTo5FbUkWYrORddRox6WGdlfHjotOEXYGJslPHhIcIi9SHiXCJNZlZu\nvpnupjrq9+9ibGiQpqZ6/vSnp7nkksu4+OJLl0R/21Jnt/dQVVXBsWNH6erqnHF7eHAI6SYzmSYL\nmSYLSdGxAT+Zxxf1j46cNvwCDE+M0z86QuyyiEWuSk4nLDiEHEs8Occ39phwOmnts9Ng76bB3k1z\nrx2Hy3l8w6pmWlub2bHjTVJT0z1hONIP36Nm9W4QFxc3bcWE7373u1pCLMC53W4qK4/w3ntveWZU\nB4WGkrXmEhJzCzDoDWnWXGfpyZrN7XKSwWDAmpGDKSWDliNlNJeX4XQ6KS39gIqKcjZvvpH09Exv\nlymnmJiY4MCB/VRWltPZOXOkN9NkYUVCEpkmKwnRMRg1cujzHGeZfDib28V7QoKCyDRbyTRPbjDm\ndLlo7e+lvsdGRUcb7QN9AMd78Jt4992/k5aWQVFRMYWFq/zmA+msWiBaW1tJTk7GYDDQ2tp61nNT\nUlLmrThfohaIk1wuFzt2vMmBA/s9x+KzlpO17lJC9Yl+zkb6+9j/6v894+3rbv0Cy2K0A9r5GO7r\npWbPB55NNQCuueZa1q5d78WqZKqamip27HiT/v6+acczTBaKElMoTEwmSvMH/E730CC//vCdM97+\n75dvwuKHo4YCPcODHGlv40hHCx0D/dNuS0hIYvPmG0hK8l4WnNcWiM2bN7Nz504sFgubNm06bd+O\n2+3GYDAsqaXPZCaHw8G2ba961vQNj4om95IriUtO83JlIjNFxMax6tpb6Kqrom5fKY7xMXbsmLxq\ncdllV6kH0Yv6+np59903qaur9hxLjTVRnJxGQWIy0Qq9Ij7JHBHFFTl5XJGTR/fQIEc6WjnU2kz3\n8CCdne0899wzFBev4fLLr2aZDw+KzSoAP/PMM8TGxnq+15tGYHI4Jnj55RdoappcfzUmPonCq2/Q\ndsXi0wwGAwk5+UTHJ3HkndcZHRxgz56PGB4e4tprP63XMy8YGOhny5bfM3Z8Ef+YsHCuW7GKwsRk\n/f8Q8SOWyCiuzMnn8qzl7G2qZ0dNBWMOB4cOldHU1MCXvvQVgnx0UuqsAvAll1zi+X7Dhg0LVoz4\ntqNHyz3h15yWSf7lmwnSpCLxE8uiYyi+/rMcefcNhuzdHD58gKKiElJTdfVisY2NjXnCb541kTtK\nLiJUryUifstoNHJJZg6FSSk8u6+UzsEB+vv7zro2t7fN6hXnwQcfnPUDanvhpaunxwZASPgyCq68\nThPdxO+ELougaNNNfPzSn4DJZbYUgBefxWLFak3AZuvEPjLMqGNCAVhkCRgZH6dvdASAvLwCn155\nZ1aVNTc3L3Qd4gcGBiYnAoZFRiv8it8KCQvHGByMy+FgcFCTW73BYDBQUrKWd97Zjm1ogP+z820u\nTsvi8uw8ItVSJeJ3uocGea+mkvL2Fs+xkpJ1Xqzo3GYVgP/0pz8tdB3iB1yuyeW4HOOjnkmPIv7G\nOT7u2THO4XB4uZrAVVy8hq6uDg4fPoDT5WJ3Yy37Wxq4JCOHy7KWE+6HW7CKBJq+0RHer6nkQGuT\np90hODiYDRuuIC0t3cvVnd15jU0PDg6ydetWjh07htFoZOXKldx4442E6ZP7krZ8+QpqaqoYHein\nr71FKz+IX+qorfSsrZyXt8LL1QQuo9HItdd+mrVr11Na+gFVVRVMOJ18WFdFWUsDm/OKKElJ1wdt\nER/kcDnZVV/DztoqJo4PjhmNRkpK1rJ+/WV+sVfEnANwTU0NX/7ylxkaGiI7Oxun08nzzz/Pr3/9\na5555hmSkrT711KVn1/I+++/zcjICG3HyhWAxe+43W7aq44AkJycQmJispcrEovFyi233E5nZwcf\nffQ+dXXVDI2P80p5GfubG7ixsJjkmDhvlynnKTw8nKKiIjIzM2loaODIkSOMjp5+50vxD9W2TrZX\nHKJneAiYbGkqKirm0kuvIMaP1qyfcyPnT37yEwoLC9mxYwd/+ctf+Nvf/sY777xDSkoKP/nJTxai\nRvERwcHBFBYWA9Db1qwdysTvjAz0MXp84fbi4rVerkamSkhI5Lbb/oE77vgfmExmAJr77Dy1630+\nqqvycnVyvoqKivj85z/P+vXr+fznP09RUZG3S5Lz5HK7ebW8jOf27/KE39TUdO6661+4/vqb/Sr8\nwnkE4LKyMr71rW951gUGMJvNPPDAA3z00UfzWpz4nqysbGBye94BW6eXqxGZm772kztZZmZme7ES\nOZPMzGzuvvterrzyU4Qc7wN+u+ooHyoE+6XMzMyz/l38g8vt5tXDn1DW0ghAREQkN954K//wD3cR\nH5/g5erOz5wDsNVqpb29fcbxwcFB4uJ0mWqpS0lJ9yxq3d/Vdo6zRXzLiS2RTSYzUVGz2y5TFl9Q\nUBAXX3wpX/rSV4iNnXxfeafqKB/UHvPpdUVlpoaGhrP+XXyfw+Xk1fIyDrZNrgiWmprOPff8PxQW\nrvLrHv05B+Bvfetb/PCHP+Stt96iv7+f4eFhdu/ezfe+9z2+9KUv0dra6vkjS09ISAjh4csAcE5M\neLmapSU8PJx169Zx++23s27dOsLDtRXsfHNOjAMQHR3j5UpkNmJiYvmHf7jLE4J3VFewZV+pZ51R\n8X1HjhzhxRdf5OOPP+bFF1/kyJEj3i5J5qCtv4+ndr3PwdYmAFJS0rjttjsJWwJblc95Etx9990H\nwFe/+lVP8j/xifzhhx/mkUce8SyRdfTo0XksVWRpO9ErB7B+/XpefPFF9u/f7+WqRLwrOjqGz3/+\ni/ztby9gs3VR12PjNx+9yw0rVmmVCD8wOjrK/v379VrmZ5wuFx/VV/N+TSWu4xkvMzObW265ndDQ\nUC9XNz/mHID/+7//e8ax7u5uTCYTRm2OEFh0KXJena5XTm8aIpMjwf/4j/ewa9dO9u7dxZjDwSvl\nZXxQe4w1qZmsTkknWldMRC6YbWiQspYGDrY2MTQ+ecUsODiEq676FCUl65bUB845B+CCggJ+8Ytf\n8E//9E8sX76ce++9l127dpGVlcVvf/tb0tN9e+FjuXCeHjyDPvDMp4aGBtavXz/t7zLPPFetvFyH\nzFlwcDBXXHENOTnL2b79NXp77dhHhnm3+ig7aipYbk1gbWomedYEDcaIzMG4w8HRjlY+aWmkqbdn\n2m3JyanceOMtxMWZvVTdwplzAP75z3/O3r17ueeee3jzzTfZu3cvjz76KFu3buXRRx/lV7/61ULU\nKT7kRABeQh8EfcKJXrmp62XK/DrZtuXyciVyvlJS0rj77nupqqrg8OEDNDc34na7qerqoKqrg6jQ\nMAoSk8mPTyLLbCVIYVhkhjGHg9ruTio72znW1c7YlF0xjUYj2dnLWbWqhKys3CX7gXLOAfi9997j\nySefJDc3l9/97ndcfvnl3HrrraxYsYK77rprIWoUHxMeHs7IyDD9tg5vl7KkqFduYbmcTga7uwA0\nwdDPTa5JvorCwlXY7T2Ulx+kvPwgw8NDDI6Psbepnr1N9YQGBZNrTWBFQhLLrQksC1kavYsi56N/\ndIRjXe0c6+ygvseG85SBAJPJzMqVqykqWkVkpO/v5Hah5hyAh4eHSU6e3D3pww8/5Ctf+Qow+Ybi\n1MYIAaGoqJgPP3yP/o42BntsRJmt3i5J5Jy6G+sYHxkGoKioxMvVyHwxmcxcccU1XHbZVdTV1VBR\nUU59fS3j42OMOycv7R7taMVgMJARZyY/IYmChGTilkV4u3SRBeV2u+kcHKCys41jXe209ffNOCci\nIpKcnOUUFhaTmpq2pHp8z2XOATg3N5cdO3aQnJxMV1cXV111FQDPP/88ubm5816g+J7i4jXs2vUh\nTqeDmj0fUHTNjYQcXxpNxBcN9/XScGAPALGxceTkLPdyRTLfjEYjubl55Obm4XQ6aW5upLa2ipqa\nKgYG+nG73TTYu2mwd/NmZTlJ0bEUJiZTkJiMNVJrQsvS4Ha7ae3v5WhHG5WdbZ4d26ayWKzk5Ez+\nriQlpQRU6J1qzgH4a1/7Gvfddx8TExPccsstZGVl8fOf/5wtW7bw5JNPLkSN4mOWLYtgzZqL2Ldv\nN4PdXRzY/jJF19xIRKzJ26WJzNDb3kLF+2961gDesOHygH3BDxRBQUFkZmaTmZnNNddcR1dXpycM\nd3ZObuTUPtBH+0Af71ZXYI2MoiBhMgwnRcfq50P8isvtptHeTUVnG5UdbfSPjU673WAwkJqaTm5u\nHjk5ecTF6b0awOA+j2117HY7HR0dFBQUAHDw4EEiIyOX9AhwV9eAt0vwKS6Xi507d7Bv324AgkJC\nydt4Dea0TL15zNFIfx/7X/2/Z7x93a1fYJmf7bHuC9wuF21VR6jfV+pZm3zTphsoKVnr7dLEi/r7\n+6iuPkZ1dSUtLU0zbjcti2BlUiqrktOI126B5617aJBff/jOGW//98s3YQmAPtOF4na7aemzc7it\nhSMdLZ4ly04ICgoiIyObvLwV5OQsZ1kAtfzEx8/u9/a8AnAgUgA+vYMHP+Gdd7Z7VoaISUgma+0G\noq3+uTe4NygAzy+32429pZH6sj2M9NkBCA0N45ZbbiczM9vL1YkvGRoaora2iurqShob63G5pk8K\nSoiKYVVyKiuTUtUzPEcKwAujY6Cfw+3NHGlrpXd0eNptISEhZGcvZ/nyfLKycgkLC/NSld412wA8\n5xYIkalKStYSGxvH9u2vMTQ0SH9nGwe3v4wlI5vM1etZFhPn7RIlgPR3tdPwyR76u9o9xywWKzff\nfDsWiyZrynSRkZEUF6+huHgNo6Oj1NZWUVl5hIaGuuMTiPp5p6qfd6qOkhZnYkV8MsvjE4iPjNaV\nLlkULreb1j471bZOKjra6BqaPhgXHBxMTk4eK1YUkZWVTXBwiJcq9T8KwHLBMjOz+ed//n/55JOP\n+fjjXYyPj9HdWEd3Uz0J2XmkFJQQaVp6i2iLb3C73fR3ttFy9CD2lkbP8aioaDZuvJKiouIlu46l\nzJ/w8HCKioopKipmeHiYqqqjVFQcobW1GYDmXjvNvXberjpCbPgycq0JLLcmkm22Ehqst9JTBZ/j\nd+5ctwey4fExarq7qLZ1UGPrYmRienuD0WgkMzOHgoIicnLylszWxItNLRCzpBaI2RkZGWbPnlIO\nHNg3bVm82KRUUgqKMaWka+TkFGqBOD8upxNbQw2tFYcYsnd7joeFhbN+/UbWrr1IoyFywfr7+zh2\n7CjHjlXQ0dE24/Ygg5FMs4VcawI55njiozQ6DJMfTP/3ju0MnxLeACJCQvmf19yg/07HOV0u2vv7\nqOnupNrWScvx1q2pjEYjqakZ5OcXkJe3IqB6eudKPcDzTAF4bvr7+9i9+yOOHj2M03lyh5llMbEk\nrygmISePIIUTQAF4riZGR2mvOkLbsXImRkc8x8PCwikpWcvFF28gXMvyyQIYHh6moaGWuroa6utr\nGTtltj3AspAQ0uMsZJjMZMRZSIqJDdjd6Errq3nr2MwdLa/NL2JjVuAuRTjhdNDS10uDvZsmezfN\nvXYmXDP3UYiKiiYrK5fs7FwyMjIJDQ3Mnt65UgCeZwrA52d4eJhDhz6hrGwfw1PWIwwODSNxeQHJ\n+SsJC/CJEArAszNk76G18hC2+mpcU64umExm1q5dT1HRKkK005csEpfLRXt7qycMn1he7VQhxiDS\n4kykmyxkxJlJizMREhQYLRNut5ttRw+xt7kegLDgYC7PzuOyrOUBNfo7MjFOU28PjfYeGu3dtPX3\n4jpN9DIYDKSkpJGdPRl6LZb4gPrvNF8UgOeZAvCFcTgcHDt2lP37P6ara8oWygYDlvQsUlYUEx2f\nGJC/7ArAZ+Z2uehpaaSt8jB9Ha3TbktPz2LduvVkZ+cG5M+N+JahoSFaWppoaWmkpaV5+uvcFEaD\ngZTYOLLN8WSZraTFmggOClrkahdPS6+d3+/5AIAvX3w5GWaLlytaeGOOCRrtPdT3dFHXY6NjoP+0\n5xmNRhITk0lNTSctLZ2UlDTCwrRN+4XSKhDiU4KDgykqKqawcBXNzY188sleamqOgds9OWGusY5I\ns5WUFauIz1qOIUAvGcokp2OCjuoK2ioPMzp48sNnUFAQhYWrWLPmYuLjtdSe+I7IyEjy8wvIz59c\nH390dJS2tmZaWpppaWmivb0Vl8uFy+32TKj7oPYYwUYj6XFmsszxZJutJMfELtlJm0u1FWTC6aS5\nt4e6Hhv1PTZa+3s53dhiSEgIycmpxwNvBklJyZqn4EUKwLKoDAYD6emZpKdn0tfXS1nZPsrLDzA2\nNsZQj42q0h00Hd5PevFFxGfmKggHGKfDQXvVEVqOHJjW3xsZGcWaNRdRXLxGkz/EL4SHh5OdvZzs\n7MleV4djgvb2NpqbG2lubqS1tRmn04nD5aKux0Zdj413gdCgYDJNk5PqipJSiFTfp0+yDw9xpKOV\nWlsXTX09OE9ZQxogNDSU1NQM0tMzSE1NJyEhacl+uPFHaoGYJbVALJzx8XGOHDlEWdle7PYez/Fl\nMXFklFyEJSNnSV/iVgsEuJwO2qsraD78ybTgm5SUwrp161m+fAVBS/gysQQeh2OC1tYWmpoaaGqq\np729bcaoodFgINeSQHFKGvnxiX7ZOzy1BeJfLrmSVD/ehndkYpwj7a0camumqbdnxu1BQcGkpKSR\nkTE5yJOYmKzA6wVqgRC/ERoaypo1F1FSspZjx45SWvoBvb12Rvp7qdz5NhFxn5C7/gpiEpK8XeqC\nMJ4j2J3rdn9na6ihbv8uxqdMkkxOTmHjxqvIyMha0h9+JHAFB4eQkZFFRkYWcDVjY2O0tDTR1NRA\nY2MdNlsXLrebKlsHVbYOQoOCKUxMpjg5jSyzVb8Xi8ThclLV1cGhtmaquzpxuqeP9CYnp5KRkUV6\neibJyakEa01ov6H/U+IzjEYjBQUryc8v5OjRw+ze/SF9fb0M9/Zw6K1XyVy9ntSi1UvuhT80IpLg\nsHAcp1lSKSQsnNCISC9UtfCcDgd1+z6io7rCcywxMYmNG68iK2tpj/qLnCosLIycnOXk5Ey2THR3\n2zh69DAVFeUMDPQz7nRwoLWJA61NJETFsDm/iFytErBgXG43h1qb2FFTSf+Uq1IAFks8hYWrKCgo\nIjo6xksVyoVSC8QsqQVi8TmdTsrLD/LBB+8yPj4GQFxyOvmXXUPIElvnteXIAeo/2T3jeNa6S0kt\nLPFCRQtruL+Xyg/eYvj4ZcSYmFiuueY6cnICa3kkkXNxu920tDRx9OhhqqoqGBsb89yWZbZybX4R\nyU8THYEAACAASURBVD685by/tUC43W6qbZ28U3WEzikTcCMjoygoWElh4Uqs1gS9TvkwLYM2zxSA\nvae3187WrS/T0TG5zmboskhKbvwsYRFLZ/1gt9tN7ccf0l41uWh8UEgoaSvXLMkR7wFbJ4fffg2X\nY3KDlNzcPK6//mZtXiFyDg6Hg/Lyg+zatXPauuqrklO5Pn8VkWG+N2HOnwKwbWiQN44epL7H5jlm\nMpm5/PJryM3NUz+vn1AAnmcKwN7lcDj44IN3KSvbC4A5LYvCq6/3clXza8DWycHtLwOw6rrP/P/t\n3Xt01PWd//HXTG5ACCH3eyAXMEACISQEEATrtUWRi1ppF4/y09Vt7e5h9ei6Zq0rx2NdZdtzWM9Z\ndWnF1m67PWjdKlbEbUVqSEgCCRBACLmQC7mQO7nM9fdHZCAFEYRkvpPv83EO50y+8/1+5z1AZl7z\nmff381HoGOx5djmd2r99m/q7O2W1WrVkyY2aOzdvzIV8YCTZbDaVlRWrpKRI9i+XGh4fEKjbMzI1\nKzbBUL9PvhCAXS6X9tRW6c9VRz2zOQQHT9SCBYuVmTmH4OtjuAgOY4q/v79uvPEWWSzSvn0laq+v\n0emT1YpISvF2aSNirL7gNlSWq7+7U5L0rW/dpqysbC9XBPiewMBALViwWLNnz9Xnn+/SgQP71W+3\n6d0DZTp4qkHLZ8xRyDgWVLgcLT3d+t9D+9X05euSn5+f8vIWKjc3n5Ulx7ix+S6LMWvRohs0ceLQ\np7vqsj0XnWwcxmQfHNDJg/skSQkJScrMnOPligDfNmFCsG6++du6++7vKTR0qA/4WGuz/mvPp2ro\n7PBydcZXeapRW4o+84Tf2Nh4ff/767Vw4RLCrwkQgOFTAgODlJe3UJI02Nsjp93u5Ypwufq7OuV2\nOSUNfZAx0te0gC9LSpqidev+n+bOzZUk9doGtbXkL6poPOnlyozJ7Xbr06qj2lZRIofLKT8/P91w\nw0367nfXKSIi0tvlYZTQAgGfExp6blEI20Cf/AP5pO4LbAN9ntuTxvjCHsBoCwgI1LJltyg+Pkkf\nffQHORwOvXdwn/rtNuVPSfN2eYbhdrv1QWWF9jXUShoaRV+xYo3i4hK8XBlGGyPA8DkTzpsX197f\nf4k9YST2gXPzHE8Yo3MbA942fXqG7r13nadV7OMvKi+6aplZVTSe9ITf6OhYfe97DxB+TYoADJ/G\n1+gAMFxMTKzuuef7CgwMlNvt1jsVper/crYIM2vt7dGHhw9IkiZPDtPdd3+PhSxMjAAMn+N0Oj23\nLX78F/YV5y/pfP6/IYBrb/LkMN1883ckSd0D/dp94piXK/K+nV8ckv3Lnt/vfGelggw4bzJGD+kB\nPs1FkPIZ/FsBo+u662YoPX26JKmsvsbUo8Cnerp0vK1FkpSbm6+YmLE3zzquDAEYPuf8q3TPdJz2\nYiW4Emf/rUJCJjHyAoySs7Pm2JxOlZ6s8W4xXvR59XFJQ3PKz52b5+VqYAQEYPicoKBxmvzlakKd\njSeZC9gHuJwOdbc0SpKio2O8XA1gHrGx8UpKmiJJKq6rlsOE38R09vepsnno9Sczc47Gj5/g5Ypg\nBARg+KTk5KmSpI7Gk6rdX+zdYnBJbpdLR3d/ov7uLknn/u0AjI558/IlSWdsg9rXUOflakbf59XH\n5Xa7ZbFYlJMz39vlwCAIwPBJixffqOjooR6uhspy1R/cx0iwAbmcTh0v2qX2+qFph9LTr9Ps2Tle\nrgowl6lTUxURESVJ2nH0oKcX1gyK606otL5GkjRtWoZnxTyAAAyfFBQUpFWr7vW0QtSW79W+93+n\n5qqjXGxlAA67TfWV5Sp977/VcuILSUOrVX372ytktfKyA4wmi8Wi225brsDAQLncbv1u/15Vn271\ndlkjyu12q6y+Vh8dOShpaPGdpUtv8nJVMBLeieCzJkwI1po1az0huL+7U8f3fKrS936jhsMVcpj4\nimdvsfX3qWZfkUrefVu1+4pk6x9a/S0+PlErVqyRvz+LTwLeEBMTp7vuukd+fv5yuJz6VWmh3j+0\nX322QW+Xds219/XqN/uK9EFluSQpOHii1qxZ61kcBJBYChk+btKkUN1//8M6cuSQSkr2qL39tGz9\nZ1RTtkcnD5QpOnW6whOSNSk6btg8tLh2HHabupoadLq+Rm21VXK7XJ77EhKSlJu7QCkpaSxaAnhZ\nYmKyVqxYrQ8++L1sNpv2NdTpcHOTbpyWoZzEqbL6+O+o3enQ7hPHVFhTJad76HVo4sQQrVr1Xc9A\nCXAWARg+z8/PT7NmzdbMmVk6ceK49u4tVFNTg5x2m5qOHlTT0YOy+vtrcmyCwuKTFZaQpKAJE71d\nts9yu93q7+5SR2OdOhrq1N16aljolaS0tGnKzV2g+PhEL1UJ4GKmTk3TAw88os8++5MOHz6oAYdd\nHx4+oOLaai2cmqas+ET5W31rsGDAbldpfY2Ka0+o98sRbavVqpyc+crPv16BgYFerhBGRADGmGGx\nWJSWNk1padPU0FCvffv2qqamSna7XS6HQ+31tZ6LsYLDIhQWn6Sw+GSFREbLQl/qJbmcDnU1N6mj\noU4djXUa6O25YJ/x48crLe065eTkDZurGYCxBAdP1O2336msrGz96U871NraotN9vXq/slx/rjqi\n+cmpmpc4VeMCArxd6iV1D/SruPaESutrZXM6PNunTEnRsmW3KDw8wovVwegIwBiTEhISlZCQKIfD\noYaGk6qpqVJ1dZU6OtolDS3KcKbjtOoP7ZdfYKAmRcUqNDpOk2LiNDEs0vSB2OlwqPd0i7pamtTd\n3KSetuaLXlwYHR2rlJQ0paSkKSYmjgvcAB+SkJCk733vQU8L2enTbeodHNT/HTus3SeOKScxWblJ\nKQqbEOztUodp6u7U3rpqHWiql+u82X8SE5OVm7tAU6em0nKFr+WTAfjtt9/Wli1b1NbWpoyMDBUU\nFGj27NlfuX9RUZFeeuklHTt2TPHx8Xr00Ue1atWqUawY3uLv768pU1I0ZUqKli69WZ2d7aquHgrD\n9fV1cjqdctpsQyObX86PafUP0KSomKFAHB2niRFRY75/2Omwq6e1WV3NTepuaVLP6ZYL2hokKTAw\nUMnJKUpNTdeUKamaOJFWEsCXWa1WzZyZpRkzMlVdXaWSkj1qaDgpm9OhPbUntKf2hKZFxig3OUVp\nEVFeC5ZOl0uVzY0qqatWfVfHsPvS069Tbm6+4uISvFIbfJPPBeDt27frJz/5iTZu3KisrCxt3bpV\nDz30kP74xz8qPDz8gv3r6+v16KOPau3atXrllVdUWFiogoICRUdH6/rrr/fCM4A3TZ4crrlzwzV3\nbp7sdpvq6mpVV1ejhoaTam1tliS5HHZ1NtWrs6lekmT181NIZIwmRccpNCZOIZExPh+IHXabultO\nqbulSV3NTTrT3nrReZStVqtiYuKUmJis5OSpSkhIkp+PP3cAF7JYLEpNTVdqarqamhpUUlKkqqov\n5Ha7daytWcfamhU+IVi5SSmaE580au0RPQMDKq2vUVl9rc6cN2OFv3+AZsyYpXnz5issjFYHXDmL\n28dWD7j33ns1e/ZsFRQUSBq6IGfp0qVat26dHn744Qv2f/nll7Vr1y794Q9/8Gz7x3/8R/X09OiN\nN9647Mdtbb2w5xFjy8BAvxob61Vff1INDXVqbj518VDo569J0XGaHJegybEJmjA5/JqMivS0taji\no99LkmbftlIhkdFXfc6z3C6Xek63qvNUvbqaGtTT1nzR5+bn56+4uHglJiYrISFJcXEJCjB4HyCA\nkdHT062Kin06cGC/+r+c0lCSAv38NTchWXnJX98e0dDZoZ8XfyZJWj9/iRIuczaGpu4uFdVW6dCp\nhmFtDqGhk5WdPU8zZ2Zp3Ljx3+BZYayLirq86e58agTYbrfr0KFDeuSRRzzbLBaLFi1apP3791/0\nmPLyci1atGjYtsWLF+vFF18c0Vrhe8aNG6/U1GlKTZ0mSbLZBtXU1KD6+pOqr69Tc3OTnE6nXE6H\nOptOqrPppCQpYNx4TY5NUGhsgibHJSrIAP1ybrdb/T1d6mpqGAq9zY1y2u0X7BcQEKj4+ARP4I2J\niWOuXgCSpJCQSbr++qXKz79ex44d0f79pTp1qlE2p0NFdSdUXHdCGTFxWjAlTYmTL/wG9kq53W4d\na23Wntoq1XacHnbf1Kmpys6ep6lTmVIR14ZPvdN1dHTI6XQqMnL4FeYRERGqrq6+6DGtra2KiIi4\nYP/e3l7ZbLbLnh7FarXIauWXzkz8/ccrLS1daWnpkoY+gDU01Ku2tlq1tdVqbj41tH2gX601x9Va\nc1ySNH7SZE2OS1TklLShGSZG6cXa7XKps6lebSer1dlUL1vfmQv2sVqtio9P0JQpKZo6NVWxsVy4\nBuDS/P0DlZU1W1lZs9XYONQe8cUXR+R2u3W4uUmHm5uUPDlct2ZkKm7SN1tq+Hhrsz7+4pDazvSe\n97j+ysyco3nz8pjRAdecTwVgbwoPD+ZTJxQdPVlz52ZKks6cOaOqqiodP35cx48fV2dnp6ShFen6\nuzvVdPSgxk+arOjU6YpKmTZiI8N93Z1qqfpCrdVfeFZeG15ztNLT05Wenq6UlBQFBQWNSB0Axr6w\nsOmaNWu6Ojo6VFhYqL1792pwcFB1ne36rz27NDdhim6clqHgwMt7nWnv69WOI4d0rK3Zsy0kJEQL\nFy7U/PnzNWHChJF6KjA5nwrAYWFh8vPzU1tb27Dtp0+fvmBU+KyoqCidPn36gv0nTpx4RZNjt7ef\nYQQYF0hKSlNSUpqWLbtVnZ0dqqk5oZqaoRFiu92u/u5O1e4vVm35XoXFJSo67TqFJ0y56ovoHHab\n2mpPqKXqqHrOe+OQhubjTUlJ+3KUN2XY8p99fQ719Tn++nQAcIUCtXDhUuXkLNC+fSXas+dz2e02\n7WuoVWVzg741bYbmJU79yqOdLpc+rTqqPeet2hYcHKwlS5Zp5sws+fn5aXDQrcHBC7/JAi4lLOzy\nBpt8KgAHBARo1qxZKiws1E033SRpqGeosLBQ69atu+gx2dnZ2rVr17Btf/nLX5SdnX1Fj+1yueVy\n+dT1ghhlISGTlZWVo6ysHNlsg/riiyM6dKhCjY31ktutjsaT6mg8Kf+gICXMzFZCRtYVzzfstNtV\nW7FXzccOD5uX12KxKCUlTTNnzlZqavqwmRocjgunMwOAa8HPL0C5uQuVkZGp3bv/rMOHD2rQ4dCH\nhw+os79f109N1zj/oQtpI4KHpk10uJx6p6JUR1uG2sjOrdq2SIGBQXK7ed3CyPOpACxJDzzwgJ5+\n+mllZmZ6pkEbGBjQ6tWrJUmbNm1SS0uLXnrpJUnSfffdp7ffflsvv/yy1qxZo8LCQn300Ud6/fXX\nvfk0MMYFBgYpM3OOMjPnqKOjXZWVB1RZeUC9vT1yDA6qdl+RTtedUPqCpQq+zItHOk816PieXRo8\nc25GkvDwSM2aNVszZsxScDBz8gLwjokTQ3T77Xdq9uy5+vjj7WpvP63CmuNyOJ16bPFNslgsGhcQ\nILvTqd/t36uq0y2ShhbjuOWWbzOVGUadz02DJg1fCGPGjBkqKChQVlaWJOnpp59WQ0OD3nrrLc/+\ne/fu1Ysvvqjjx48rNjZWP/jBD7Ry5corekymQcPVcrlcqqurUWHhLp061SRJslitSsrMUcKsbJ1p\nb7voNGgOu001ZXvUfPyI51xpadM0f/4ixcTE0ZsOwFD6+vr0zjv/rdbWoZC7NO063ZB2nSRpW0WJ\nKk81SpJSU9O1fPkqZp7BNXW506D5ZAD2BgIwrhWXy6Wysr36/PNdcn65fn1obIKSsubp4Mf/K+lc\nALYPDqjio/c00NMlaai/98Ybb9X06TMIvgAMa2CgX9u2/UYtLacUYPXTD5fcpM7+Pr1ZvFvS0Opt\n3/nOXSysg2tuTM4DDIwFVqtVubn5SktL144d29XYWK+uUw3y+6sFJ1wul45+ttMTfqdPn6Ebb7yV\nq6IBGN64ceN1663f0a9+9XPZXU59VnVULb1DA0lBQeN0yy3fJvzCq5gAFPCSsLAI3XPP95WcPFWS\n1H6yZtj9NWWF6moe+qowOztXy5evJPwC8BlRUTGaMWNo2sjS+lqd7GyXJOXlLWAVN3gdARjwIqvV\nquXLV2ryXy0P2tveqqajhyRJSUlTtXTpTd4oDwCuytkA/HXbgNFGAAa8bNy48brzztXDtrXVnZA0\n9FXh8uV3sVobAJ8UH5847PUrLCx82NzkgLfwrgoYQGRktGJj4zw/dzcPzRIxa9ZsjR9P2wMA3xQQ\nEKDw8HMLVUVHx3qxGuAcAjBgEOnp112wbfbsK1uwBQCMJjQ09Lzbk71YCXAOARgwiKiomGE/T5gQ\nzOTwAHze+d9i0f4AoyAAAwYRFBQ07OfwcMIvgLGFli4YBQEYMCi+KgQw1vz1B33AWwjAgEEFBvJG\nAWAsOLdqJStYwigIwIBBBQYGersEALim3G63t0sAJBGAAcPy9w/4+p0AwIcwAgyjIAADBuXv7+/t\nEgDgmmIEGEZBAAYMys/Pz9slAAAwJhGAAYMiAAMAMDIIwIBBWa38egLwfee3/dICAaPgHRYwiPDw\nCFmt50Z9GQEGMBacn3kJwDAKAjBgEEFB43TddTM8PzMCDGDsIQDDGHiHBQzEz+/czA/njwYDwNjA\nNGgwBgIwYFCMAAMYG86N+vK6BqPgfyJgUPQAAxgbWAoZxkMABgAAI4i+XxgPARgwFN4oAIxdzAIB\noyAAA4bC14MAxhpaIGA8BGAAAACYCgEYAAAApkIABgAAgKkQgAEAAGAqBGAAADBiuO4NRkQABgAA\ngKkQgAEDYaQEwFjGPMAwCgIwAAAYQXyyh/EQgAGDYqQEAICRQQAGDIWREgAARhoBGAAAAKZCAAYM\nhbYHAABGGgEYMCgLU0IAADAiCMAAAAAwFQIwYCBM/AAAwMgjAAMAAMBUCMAAAAAwFQIwAAAATIUA\nDAAAAFMhAAMGxVLIAACMDAIwYFDMAwxgbODDPIyHAAwAAEYFH+xhFARgAAAwYujmghERgAEAAGAq\nBGDAoLgIDgCAkUEABgyKXjkAAEYGARgAAACmQgAGDCQiIsJzOyhonBcrAYBr4/wvs2jtglH4e7sA\nAOdkZc1VTc0JhYRMUnR0jLfLAYCrdn7mpbULRkEABgwkICBAq1ff5+0yAAAY02iBAAAAI4ZBXxgR\nARgAAACmQgAGAACjgovgYBQEYAAAMCq4CA5GQQAGAACjghFgGAUBGAAAjBimQYMR+VQA7urq0uOP\nP6558+YpLy9PzzzzjPr6+r5yf4fDoZdffll33nmn5s6dqyVLluipp55SS0vLKFYNAICZnUvAjADD\nKHwqAD/++OM6ceKE3nzzTb322msqKSnRs88++5X7DwwM6MiRI3rsscf07rvv6tVXX1V1dbV+8IMf\njGLVAAAAMBKfWQijqqpKu3fv1jvvvKOZM2dKkgoKCvTII4/oqaeeUlRU1AXHTJw4UVu2bBm27V/+\n5V9077336tSpU4qNjR2V2gEAMK9zbQ+0QMAofGYEeP/+/QoNDfWEX0latGiRLBaLysvLL/s8PT09\nslgsCgkJGYkyAQDAV6AFAkbhMyPAbW1tCg8PH7bNz89PoaGhamtru6xz2Gw2vfLKK7rjjjsUHBx8\nRY9vtVpktfLJFQCAK3H+e6efn1X+/j4z9oYxzOsBeNOmTXrjjTe+8n6LxaLt27df9eM4HA79/d//\nvSwWi3784x9f8fHh4cF8dQMAwBUKCjoXNUJCxiks7MoGoICR4PUAvH79eq1evfqS+yQlJSkyMlLt\n7e3DtjudTnV1dSkyMvKSxzscDv3DP/yDTp06pa1bt17x6K8ktbefYQQYAIArZLM5PLd7egbU0XHG\ni9VgrLvcD1heD8BhYWEKCwv72v2ys7PV3d2tyspKTx9wYWGh3G635syZ85XHnQ2/J0+e1FtvvaXQ\n0NBvVKfL5ZbLRe8SAABXwuU6d9vpdMnhcH31zsAo8ZlGnLS0NC1evFgFBQWqqKhQaWmpNm7cqOXL\nlw+bAeL222/Xzp07JQ2F3x/96EeqrKzUyy+/LIfDoba2NrW1tclut3vrqQAAYCIMHsF4vD4CfCU2\nbdqk559/Xg8++KCsVqtuu+02PfPMM8P2qa2tVW9vrySpublZf/7znyVJK1eulDR0BarFYtFbb72l\nvLy8Ua0fAAAA3udTAXjSpEl65ZVXLrnP4cOHPbcTEhKG/QwAAEYXM5/BiHymBQIAAPg2ZlOCURCA\nAQDAiDk/87IQBoyCAAwAAEYFI8AwCgIwAAAYMQz6wogIwAAAADAVAjAAABhBDAHDeAjAAABgBJ3r\n++UiOBgFARgAAIyY86974yI4GAUBGAAAAKZCAAYAACOGrgcYEQEYAAAApkIABgAAgKkQgAEAAGAq\nBGAAADBigoODPbf9/f29WAlwDgEYAACMmJycPE2aFKr4+ETFxSV4uxxAkmRxMyv1ZWlt7fF2CQAA\n+KSzUYN5gDHSoqJCLms/vosAAAAjiuALo6EFAgAAAKZCAAYAAICpEIABAABgKgRgAAAAmAoBGAAA\nAKZCAAYAAICpEIABAABgKgRgAAAAmAoBGAAAAKZCAAYAAICpEIABAABgKgRgAAAAmAoBGAAAAKZC\nAAYAAICpEIABAABgKgRgAAAAmAoBGAAAAKZCAAYAAICpEIABAABgKgRgAAAAmAoBGAAAAKZCAAYA\nAICpEIABAABgKgRgAAAAmAoBGAAAAKZCAAYAAICpEIABAABgKgRgAAAAmAoBGAAAAKZCAAYAAICp\nEIABAABgKgRgAAAAmAoBGAAAAKZCAAYAAICpEIABAABgKgRgAAAAmAoBGAAAAKZCAAYAAICpEIAB\nAABgKgRgAAAAmAoBGAAAAKZCAAYAAICpEIABAABgKj4VgLu6uvT4449r3rx5ysvL0zPPPKO+vr7L\nPv7ZZ59VRkaG3nrrrRGsEgAAAEbmUwH48ccf14kTJ/Tmm2/qtddeU0lJiZ599tnLOvbjjz9WRUWF\nYmJiRrhKAAAAGJnPBOCqqirt3r1bL7zwgrKyspSTk6OCggJt375dra2tlzy2ublZL7zwgjZt2iQ/\nP79RqhgAAABG5DMBeP/+/QoNDdXMmTM92xYtWiSLxaLy8vKvPM7tduvJJ5/UQw89pLS0tNEoFQAA\nAAbm7+0CLldbW5vCw8OHbfPz81NoaKja2tq+8rjXX39dAQEB+pu/+Zurenyr1SKr1XJV5wAAAID3\neT0Ab9q0SW+88cZX3m+xWLR9+/ZvdO6DBw/ql7/8pd59991vWp5HRMTEqz4HAAAAvM/rAXj9+vVa\nvXr1JfdJSkpSZGSk2tvbh213Op3q6upSZGTkRY8rLS1Ve3u7li1bNuyYn/zkJ9q6das++eSTq64f\nAAAAvsXrATgsLExhYWFfu192dra6u7tVWVnp6QMuLCyU2+3WnDlzLnrMypUrdf311w/btn79eq1c\nufJrQzcAAADGJp+5CC4tLU2LFy9WQUGBKioqVFpaqo0bN2r58uWKiory7Hf77bdr586dkqTQ0FCl\np6cP++Pv76/IyEhNnTrVS88EAAAA3uQzAVga6hdOTU3Vgw8+qEcffVR5eXl6/vnnh+1TW1ur3t7e\nrzyHxcKFbAAAAGZmcbvdbm8XAQAAAIwWnxoBBgAAAK4WARgAAACmQgAGAACAqRCAAQAAYCoEYAAA\nAJgKARgAAACmQgAGvOyf/umflJGRoeeee+6C+/71X/9VGRkZevrpp0e/MAC4Qr/5zW+Uk5Mjl8vl\n2dbX16dZs2bp/vvvH7ZvUVGRMjIydPLkydEuEyAAA95msVgUHx+v7du3y2azebbbbDZ98MEHio+P\n92J1AHD58vPz1d/fr4MHD3q2lZSUKCoqShUVFcNe44qLixUfH6+kpCRvlAqTIwADBjBjxgzFxsZq\nx44dnm07duxQfHy8Zs6c6cXKAODypaSkKDIyUkVFRZ5txcXFuvnmm5WYmKjy8vJh2/Pz871RJkAA\nBozAYrFozZo12rZtm2fbtm3btHr1arFYIwBfkp+fPywAFxUVaf78+crLy/NsHxwcVHl5OQEYXkMA\nBgzizjvvVGlpqZqamtTQ0KB9+/ZpxYoV3i4LAK5Ifn6+ysrK5HK51Nvbq8OHDysvL0+5ubmeAFxW\nVia73a4FCxZ4uVqYlb+3CwAwJDw8XMuWLfOMAi9dulSTJ0/2clUAcGXO9gEfOHBAnZ2dSklJUVhY\nmPLy8vTP//zPstlsKi4uVlJSkmJjY71dLkyKAAwYyJo1a/T888/LYrHoxz/+sbfLAYArlpycrJiY\nGBUVFamzs1N5eXmSpOjoaMXGxqqsrEzFxcWM/sKraIEADGTJkiWy2+1yOp1avHixt8sBgG/kbB9w\ncXGx5s+f79mel5enXbt2qaKigv5feBUBGDAQq9WqDz/8UO+//74sFou3ywGAbyQ/P1+lpaU6cuTI\nsACcm5ur3/72t3I4HARgeBUtEIDBBAcHe7sEALgq+fn5GhwcVFpamsLDwz3b58+fr76+PqWmpioy\nMtKLFcLsLG7mWAIAAICJ0AIBAAAAUyEAAwAAwFQIwAAAADAVAjAAAABMhQAMAAAAUyEAAwAAwFQI\nwAAAADAVAjAAAABMhQAMAAAAUyEAAwAusHnzZn3rW9/ydhkAMCIIwACAC1gsFlksFm+XAQAjggAM\nAAAAU/H3dgEAgEtrb2/Xxo0btXv3bvn7++vuu+9WRUWF8vLy9Nhjj+lPf/qTNm/erKqqKsXExGj5\n8uX6u7/7OwUGBkqSMjIy9MILL+j9999XWVmZQkJCtHbtWv3whz/0PMZvf/tbbdmyRS0tLVq4cKES\nEhKG1dDb26uXXnpJO3fulN1uV2Zmpp544gllZmZKkv7jP/5DRUVFioqK0qeffqpVq1apoKBg+B8C\n9gAABCBJREFU9P6SAOAKMAIMAAbmdrv1yCOPqK6uTlu2bNHPf/5z7d+/X3v37pUkffbZZ9qwYYPW\nrl2rDz74QM8995z++Mc/6qmnnhp2nn/7t3/TmjVrtH37dq1bt06bN29WSUmJJOn999/Xxo0btX79\ner333nvKycnRr3/962HHP/TQQ2psbNTrr7+u3/3ud5ozZ47Wrl2rI0eOePbZu3evoqOj9d577+n+\n++8f4b8ZAPjmCMAAYGBFRUU6ePCg/v3f/12zZ8/WjBkz9LOf/UwBAQGSpP/8z//Ud7/7Xd1zzz1K\nTEzUokWL9Nxzz+nDDz9UY2Oj5zyrVq3SHXfcoYSEBD3yyCOaNGmSysrKJEm/+tWvtHz5ct13332a\nMmWKHn74Yd14442eYwsLC1VRUaGf/vSnysrKUkpKijZs2KDs7Gxt3brVs5/FYtGPfvQjJSYmKjk5\neZT+hgDgytECAQAGdvjwYU2aNElTpkzxbIuIiFBKSookqbKyUgcOHND//M//DDvOarWqqqpK8fHx\nkqTU1NRh90+cOFF2u12SdPToUd1xxx3D7p87d65ndLeyslIul0tLly4dto/dbvec42xdwcHBV/N0\nAWBUEIABwMD8/Pzkdru/8n6Xy6WHHnpIq1atuuC+qKgoz+2z/cDnO3tei8Uil8s17D5//3NvDy6X\nSyEhIXrnnXcuOMf55w0KCrrEMwEA46AFAgAMLCMjQz09PaqurvZs6+joUG1trSRp+vTpqq6uVlJS\nkudPY2OjXnrpJZ05c+ayHmPGjBmedoizDhw44Lk9ffp09fb2ymazDXuc1157TTt37rwGzxIARhcB\nGAAMbP78+ZozZ46efPJJlZeX68iRI3riiSc0MDAgi8Wihx9+WB999JFeffVV1dTUqLCwUE8//bTO\nnDmjiIiIy3qMv/3bv9XHH3+sLVu2qLa2Vr/85S+1Y8cOz/1LlixRRkaGNmzYoKKiItXV1enFF1/U\n73//e02bNm2knjoAjBgCMAAY3ObNmxUbG6sHHnhADz74oLKzsxUXF6eAgADdeuut+ulPf6pPPvlE\nK1as0JNPPqkbbrhBmzdv9hx/sQUtzt+2dOlSvfLKK9q2bZtWrFihnTt3av369Z77rVarfvGLXygz\nM1MbNmzQXXfdpdLSUr366quaP3/+yD55ABgBFvelmssAAF7V0dGh8vJyLVmyRH5+fpKGLj7Lz8/X\nc889pxUrVni5QgDwPVwEBwAG5u/vrw0bNui+++7T2rVrZbPZtGXLFgUFBemGG27wdnkA4JMYAQYA\ngysuLtbPfvYzHT16VFarVTk5OXriiSfovwWAb4gADAAAAFPhIjgAAACYCgEYAAAApkIABgAAgKkQ\ngAEAAGAqBGAAAACYCgEYAAAApkIABgAAgKkQgAEAAGAq/x9m0qsMTBFjjwAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x117664978>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.violinplot(\"gender\", \"split_frac\", data=data,\n",
    "               palette=[\"lightblue\", \"lightpink\"]);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>age</th>\n",
       "      <th>gender</th>\n",
       "      <th>split</th>\n",
       "      <th>final</th>\n",
       "      <th>split_sec</th>\n",
       "      <th>final_sec</th>\n",
       "      <th>split_frac</th>\n",
       "      <th>age_dec</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>33</td>\n",
       "      <td>M</td>\n",
       "      <td>01:05:38</td>\n",
       "      <td>02:08:51</td>\n",
       "      <td>3938.0</td>\n",
       "      <td>7731.0</td>\n",
       "      <td>-0.018756</td>\n",
       "      <td>30</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>32</td>\n",
       "      <td>M</td>\n",
       "      <td>01:06:26</td>\n",
       "      <td>02:09:28</td>\n",
       "      <td>3986.0</td>\n",
       "      <td>7768.0</td>\n",
       "      <td>-0.026262</td>\n",
       "      <td>30</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>31</td>\n",
       "      <td>M</td>\n",
       "      <td>01:06:49</td>\n",
       "      <td>02:10:42</td>\n",
       "      <td>4009.0</td>\n",
       "      <td>7842.0</td>\n",
       "      <td>-0.022443</td>\n",
       "      <td>30</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>38</td>\n",
       "      <td>M</td>\n",
       "      <td>01:06:16</td>\n",
       "      <td>02:13:45</td>\n",
       "      <td>3976.0</td>\n",
       "      <td>8025.0</td>\n",
       "      <td>0.009097</td>\n",
       "      <td>30</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>31</td>\n",
       "      <td>M</td>\n",
       "      <td>01:06:32</td>\n",
       "      <td>02:13:59</td>\n",
       "      <td>3992.0</td>\n",
       "      <td>8039.0</td>\n",
       "      <td>0.006842</td>\n",
       "      <td>30</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   age gender    split    final  split_sec  final_sec  split_frac  age_dec\n",
       "0   33      M 01:05:38 02:08:51     3938.0     7731.0   -0.018756       30\n",
       "1   32      M 01:06:26 02:09:28     3986.0     7768.0   -0.026262       30\n",
       "2   31      M 01:06:49 02:10:42     4009.0     7842.0   -0.022443       30\n",
       "3   38      M 01:06:16 02:13:45     3976.0     8025.0    0.009097       30\n",
       "4   31      M 01:06:32 02:13:59     3992.0     8039.0    0.006842       30"
      ]
     },
     "execution_count": 38,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data['age_dec'] = data.age.map(lambda age: 10 * (age // 10))\n",
    "data.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAsAAAAHqCAYAAAAK8PgiAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nIrIqbICJiIiIyKqwASYiIiIiq/J/RmgC4DQPUxAAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x117500e48>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "men = (data.gender == 'M')\n",
    "women = (data.gender == 'W')\n",
    "\n",
    "with sns.axes_style(style=None):\n",
    "    sns.violinplot(\"age_dec\", \"split_frac\", hue=\"gender\", data=data,\n",
    "                   split=True, inner=\"quartile\",\n",
    "                   palette=[\"lightblue\", \"lightpink\"]);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The 80-year-old women seem to outperform *everyone* in terms of their split time. This is probably due to the fact that we're estimating the distribution from small numbers, as there are only a handful of runners in that range:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "7"
      ]
     },
     "execution_count": 40,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "(data.age > 80).sum()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Back to the men with negative splits: who are these runners? Does this split fraction correlate with finishing quickly? We can plot this very easily. We'll use ``regplot``, which will automatically fit a linear regression to the data:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAA9cAAAHkCAYAAAA0BtwDAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1184bafd0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "g = sns.lmplot('final_sec', 'split_frac', col='gender', data=data,\n",
    "               markers=\".\", scatter_kws=dict(color='c'))\n",
    "g.map(plt.axhline, y=0.1, color=\"k\", ls=\":\");"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Bokeh\n",
    "\n",
    "Bokeh is a Python interactive visualization library that targets modern web browsers for presentation. Bokeh provides elegant, concise construction of novel graphics with high-performance interactivity over very large or streaming datasets in a quick and easy way.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'0.12.2'"
      ]
     },
     "execution_count": 1,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import bokeh\n",
    "bokeh.__version__"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:bokeh.core.state:Session output file 'lines.html' already exists, will be overwritten.\n"
     ]
    }
   ],
   "source": [
    "from bokeh.plotting import figure, output_file, show\n",
    "from bokeh.io import output_notebook\n",
    "# prepare some data\n",
    "x = [1, 2, 3, 4, 5]\n",
    "y = [6, 7, 2, 4, 5]\n",
    "\n",
    "# output to static HTML file\n",
    "output_file(\"lines.html\")\n",
    "\n",
    "# create a new plot with a title and axis labels\n",
    "p = figure(title=\"simple line example\", x_axis_label='x', y_axis_label='y')\n",
    "\n",
    "# add a line renderer with legend and line thickness\n",
    "p.line(x, y, legend=\"Temp.\", line_width=2)\n",
    "\n",
    "# show the results\n",
    "show(p)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "\n",
    "from bokeh.plotting import figure, output_file, show\n",
    "\n",
    "# prepare some data\n",
    "N = 4000\n",
    "x = np.random.random(size=N) * 100\n",
    "y = np.random.random(size=N) * 100\n",
    "radii = np.random.random(size=N) * 1.5\n",
    "colors = [\n",
    "    \"#%02x%02x%02x\" % (int(r), int(g), 150) for r, g in zip(50+2*x, 30+2*y)\n",
    "]\n",
    "\n",
    "# output to static HTML file (with CDN resources)\n",
    "output_file(\"color_scatter.html\", title=\"color_scatter.py example\", mode=\"cdn\")\n",
    "\n",
    "TOOLS=\"resize,crosshair,pan,wheel_zoom,box_zoom,reset,box_select,lasso_select\"\n",
    "\n",
    "# create a new plot with the tools above, and explicit ranges\n",
    "p = figure(tools=TOOLS, x_range=(0,100), y_range=(0,100))\n",
    "\n",
    "# add a circle renderer with vectorized colors and sizes\n",
    "p.circle(x,y, radius=radii, fill_color=colors, fill_alpha=0.6, line_color=None)\n",
    "\n",
    "# show the results\n",
    "show(p)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "\n",
    "from bokeh.layouts import gridplot\n",
    "from bokeh.plotting import figure, output_file, show\n",
    "\n",
    "# prepare some data\n",
    "N = 100\n",
    "x = np.linspace(0, 4*np.pi, N)\n",
    "y0 = np.sin(x)\n",
    "y1 = np.cos(x)\n",
    "y2 = np.sin(x) + np.cos(x)\n",
    "\n",
    "# output to static HTML file\n",
    "output_file(\"linked_panning.html\")\n",
    "\n",
    "# create a new plot\n",
    "s1 = figure(width=250, plot_height=250, title=None)\n",
    "s1.circle(x, y0, size=10, color=\"navy\", alpha=0.5)\n",
    "\n",
    "# NEW: create a new plot and share both ranges\n",
    "s2 = figure(width=250, height=250, x_range=s1.x_range, y_range=s1.y_range, title=None)\n",
    "s2.triangle(x, y1, size=10, color=\"firebrick\", alpha=0.5)\n",
    "\n",
    "# NEW: create a new plot and share only one range\n",
    "s3 = figure(width=250, height=250, x_range=s1.x_range, title=None)\n",
    "s3.square(x, y2, size=10, color=\"olive\", alpha=0.5)\n",
    "\n",
    "# NEW: put the subplots in a gridplot\n",
    "p = gridplot([[s1, s2, s3]], toolbar_location=None)\n",
    "\n",
    "# show the results\n",
    "show(p)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Creating /Users/lee/.bokeh directory\n",
      "Creating /Users/lee/.bokeh/data directory\n",
      "Using data directory: /Users/lee/.bokeh/data\n",
      "Downloading: CGM.csv (1589982 bytes)\n",
      "   1589982 [100.00%]\n",
      "Downloading: US_Counties.zip (3182088 bytes)\n",
      "   3182088 [100.00%]\n",
      "Unpacking: US_Counties.csv\n",
      "Downloading: us_cities.json (713565 bytes)\n",
      "    713565 [100.00%]\n",
      "Downloading: unemployment09.csv (253301 bytes)\n",
      "    253301 [100.00%]\n",
      "Downloading: AAPL.csv (166698 bytes)\n",
      "    166698 [100.00%]\n",
      "Downloading: FB.csv (9706 bytes)\n",
      "      9706 [100.00%]\n",
      "Downloading: GOOG.csv (113894 bytes)\n",
      "    113894 [100.00%]\n",
      "Downloading: IBM.csv (165625 bytes)\n",
      "    165625 [100.00%]\n",
      "Downloading: MSFT.csv (161614 bytes)\n",
      "    161614 [100.00%]\n",
      "Downloading: WPP2012_SA_DB03_POPULATION_QUINQUENNIAL.zip (5148539 bytes)\n",
      "   5148539 [100.00%]\n",
      "Unpacking: WPP2012_SA_DB03_POPULATION_QUINQUENNIAL.csv\n",
      "Downloading: gapminder_fertility.csv (64346 bytes)\n",
      "     64346 [100.00%]\n",
      "Downloading: gapminder_population.csv (94509 bytes)\n",
      "     94509 [100.00%]\n",
      "Downloading: gapminder_life_expectancy.csv (73243 bytes)\n",
      "     73243 [100.00%]\n",
      "Downloading: gapminder_regions.csv (7781 bytes)\n",
      "      7781 [100.00%]\n",
      "Downloading: world_cities.zip (646858 bytes)\n",
      "    646858 [100.00%]\n",
      "Unpacking: world_cities.csv\n",
      "Downloading: airports.json (6373 bytes)\n",
      "      6373 [100.00%]\n",
      "Downloading: movies.db.zip (5067833 bytes)\n",
      "   5067833 [100.00%]\n",
      "Unpacking: movies.db\n"
     ]
    }
   ],
   "source": [
    "bokeh.sampledata.download()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "\n",
    "from bokeh.plotting import figure, output_file, show\n",
    "from bokeh.sampledata.stocks import AAPL\n",
    "\n",
    "# prepare some data\n",
    "aapl = np.array(AAPL['adj_close'])\n",
    "aapl_dates = np.array(AAPL['date'], dtype=np.datetime64)\n",
    "\n",
    "window_size = 30\n",
    "window = np.ones(window_size)/float(window_size)\n",
    "aapl_avg = np.convolve(aapl, window, 'same')\n",
    "\n",
    "# output to static HTML file\n",
    "output_file(\"stocks.html\", title=\"stocks.py example\")\n",
    "\n",
    "# create a new plot with a a datetime axis type\n",
    "p = figure(width=800, height=350, x_axis_type=\"datetime\")\n",
    "\n",
    "# add renderers\n",
    "p.circle(aapl_dates, aapl, size=4, color='darkgrey', alpha=0.2, legend='close')\n",
    "p.line(aapl_dates, aapl_avg, color='navy', legend='avg')\n",
    "\n",
    "# NEW: customize by setting attributes\n",
    "p.title.text = \"AAPL One-Month Average\"\n",
    "p.legend.location = \"top_left\"\n",
    "p.grid.grid_line_alpha=0\n",
    "p.xaxis.axis_label = 'Date'\n",
    "p.yaxis.axis_label = 'Price'\n",
    "p.ygrid.band_fill_color=\"olive\"\n",
    "p.ygrid.band_fill_alpha = 0.1\n",
    "\n",
    "# show the results\n",
    "show(p)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Pymc3\n",
    "\n",
    "PyMC3 is a Python package for Bayesian statistical modeling and Probabilistic Machine Learning which focuses on advanced Markov chain Monte Carlo and variational fitting algorithms. Its flexibility and extensibility make it applicable to a large suite of problems.\n",
    "\n",
    "```\n",
    "pip install git+https://github.com/pymc-devs/pymc3\n",
    "```\n",
    "\n",
    "```\n",
    "pip install pymc\n",
    "```"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'3.1'"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import pymc3\n",
    "pymc3.__version__"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## A Motivating Example: Linear Regression\n",
    "\n",
    "To introduce model definition, fitting and posterior analysis, we first consider a simple Bayesian linear regression model with normal priors for the parameters. We are interested in predicting outcomes $Y$ as normally-distributed observations with an expected value $\\mu$ that is a linear function of two predictor variables, $X_1$ and $X_2$.\n",
    "\n",
    "$$Y \\sim N(\\mu,{\\sigma}^2)$$\n",
    "\n",
    "$$\\mu = \\alpha + {{\\beta}_1}X_1 + {{\\beta}_2}X_2$$\n",
    "\n",
    "where $\\alpha$ is the intercept, and ${\\beta}_i$ is the coefficient for covariate $X_i$, while $\\sigma$ represents the observation error. Since we are constructing a Bayesian model, the unknown variables in the model must be assigned a prior distribution. We choose zero-mean normal priors with variance of 100 for both regression coefficients, which corresponds to weak information regarding the true parameter values. We choose a half-normal distribution (normal distribution bounded at zero) as the prior for $\\sigma$.\n",
    "\n",
    "$$\\alpha \\sim N(0,100)$$\n",
    "\n",
    "$${\\beta}_i \\sim N(0,100) $$\n",
    "\n",
    "$$ \\sigma \\sim |N(0,1)|$$"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "# Initialize random number generator\n",
    "np.random.seed(123)\n",
    "\n",
    "# True parameter values\n",
    "alpha, sigma = 1, 1\n",
    "beta = [1, 2.5]\n",
    "\n",
    "# Size of dataset\n",
    "size = 100\n",
    "\n",
    "# Predictor variable\n",
    "X1 = np.random.randn(size)\n",
    "X2 = np.random.randn(size) * 0.2\n",
    "\n",
    "# Simulate outcome variable\n",
    "Y = alpha + beta[0]*X1 + beta[1]*X2 + np.random.randn(size)*sigma"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAA04AAAF5CAYAAACoQHq9AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nhOIEAAAw8TcwQVE2NCVZGwAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x112eebcc0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "%matplotlib inline\n",
    "\n",
    "fig, axes = plt.subplots(1, 2, sharex=True, figsize=(10,4))\n",
    "axes[0].scatter(X1, Y)\n",
    "axes[1].scatter(X2, Y)\n",
    "axes[0].set_ylabel('Y'); axes[0].set_xlabel('X1'); axes[1].set_xlabel('X2');"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import pymc3 as pm"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "basic_model = pm.Model()\n",
    "\n",
    "with basic_model:\n",
    "\n",
    "    # Priors for unknown model parameters\n",
    "    alpha = pm.Normal('alpha', mu=0, sd=10)\n",
    "    beta = pm.Normal('beta', mu=0, sd=10, shape=2)\n",
    "    sigma = pm.HalfNormal('sigma', sd=1)\n",
    "\n",
    "    # Expected value of outcome\n",
    "    mu = alpha + beta[0]*X1 + beta[1]*X2\n",
    "\n",
    "    # Likelihood (sampling distribution) of observations\n",
    "    Y_obs = pm.Normal('Y_obs', mu=mu, sd=sigma, observed=Y)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Help on class Normal in module pymc3.distributions.continuous:\n",
      "\n",
      "class Normal(pymc3.distributions.distribution.Continuous)\n",
      " |  Univariate normal log-likelihood.\n",
      " |  \n",
      " |  .. math::\n",
      " |  \n",
      " |     f(x \\mid \\mu, \\tau) =\n",
      " |         \\sqrt{\\frac{\\tau}{2\\pi}}\n",
      " |         \\exp\\left\\{ -\\frac{\\tau}{2} (x-\\mu)^2 \\right\\}\n",
      " |  \n",
      " |  ========  ==========================================\n",
      " |  Support   :math:`x \\in \\mathbb{R}`\n",
      " |  Mean      :math:`\\mu`\n",
      " |  Variance  :math:`\\dfrac{1}{\\tau}` or :math:`\\sigma^2`\n",
      " |  ========  ==========================================\n",
      " |  \n",
      " |  Normal distribution can be parameterized either in terms of precision\n",
      " |  or standard deviation. The link between the two parametrizations is\n",
      " |  given by\n",
      " |  \n",
      " |  .. math::\n",
      " |  \n",
      " |     \\tau = \\dfrac{1}{\\sigma^2}\n",
      " |  \n",
      " |  Parameters\n",
      " |  ----------\n",
      " |  mu : float\n",
      " |      Mean.\n",
      " |  sd : float\n",
      " |      Standard deviation (sd > 0).\n",
      " |  tau : float\n",
      " |      Precision (tau > 0).\n",
      " |  \n",
      " |  Method resolution order:\n",
      " |      Normal\n",
      " |      pymc3.distributions.distribution.Continuous\n",
      " |      pymc3.distributions.distribution.Distribution\n",
      " |      builtins.object\n",
      " |  \n",
      " |  Methods defined here:\n",
      " |  \n",
      " |  __init__(self, mu=0, sd=None, tau=None, **kwargs)\n",
      " |      Initialize self.  See help(type(self)) for accurate signature.\n",
      " |  \n",
      " |  logp(self, value)\n",
      " |  \n",
      " |  random(self, point=None, size=None, repeat=None)\n",
      " |  \n",
      " |  ----------------------------------------------------------------------\n",
      " |  Methods inherited from pymc3.distributions.distribution.Distribution:\n",
      " |  \n",
      " |  __getnewargs__(self)\n",
      " |  \n",
      " |  default(self)\n",
      " |  \n",
      " |  get_test_val(self, val, defaults)\n",
      " |  \n",
      " |  getattr_value(self, val)\n",
      " |  \n",
      " |  ----------------------------------------------------------------------\n",
      " |  Class methods inherited from pymc3.distributions.distribution.Distribution:\n",
      " |  \n",
      " |  dist(*args, **kwargs) from builtins.type\n",
      " |  \n",
      " |  ----------------------------------------------------------------------\n",
      " |  Static methods inherited from pymc3.distributions.distribution.Distribution:\n",
      " |  \n",
      " |  __new__(cls, name, *args, **kwargs)\n",
      " |      Create and return a new object.  See help(type) for accurate signature.\n",
      " |  \n",
      " |  ----------------------------------------------------------------------\n",
      " |  Data descriptors inherited from pymc3.distributions.distribution.Distribution:\n",
      " |  \n",
      " |  __dict__\n",
      " |      dictionary for instance variables (if defined)\n",
      " |  \n",
      " |  __weakref__\n",
      " |      list of weak references to the object (if defined)\n",
      "\n"
     ]
    }
   ],
   "source": [
    "help(pm.Normal) #try help(Model), help(Uniform) or help(basic_model)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Optimization terminated successfully.\n",
      "         Current function value: 149.017982\n",
      "         Iterations: 16\n",
      "         Function evaluations: 21\n",
      "         Gradient evaluations: 21\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "{'alpha': array(0.9065985497559482),\n",
       " 'beta': array([ 0.94848602,  2.60705514]),\n",
       " 'sigma_log__': array(-0.032781470174030644)}"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "map_estimate = pm.find_MAP(model=basic_model)\n",
    "\n",
    "map_estimate"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Optimization terminated successfully.\n",
      "         Current function value: 149.019762\n",
      "         Iterations: 4\n",
      "         Function evaluations: 176\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "{'alpha': array(0.9090521898977764),\n",
       " 'beta': array([ 0.95140146,  2.61437458]),\n",
       " 'sigma_log__': array(-0.030009775203258385)}"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from scipy import optimize\n",
    "\n",
    "map_estimate = pm.find_MAP(model=basic_model, fmin=optimize.fmin_powell)\n",
    "\n",
    "map_estimate"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:pymc3:Auto-assigning NUTS sampler...\n",
      "INFO:pymc3:Initializing NUTS using ADVI...\n",
      "Average Loss = 156.6:   5%|▌         | 10565/200000 [00:01<00:23, 8236.20it/s]\n",
      "INFO:pymc3.variational.inference:Convergence archived at 11100\n",
      "INFO:pymc3.variational.inference:Interrupted at 11,100 [5%]: Average Loss = 237.04\n",
      "100%|██████████| 1000/1000 [00:01<00:00, 855.36it/s]\n"
     ]
    }
   ],
   "source": [
    "from scipy import optimize\n",
    "\n",
    "with basic_model:\n",
    "    # draw 500 posterior samples\n",
    "    trace = pm.sample()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAABKYAAAJOCAYAAACN2Q8zAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x11c9406d8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "_ = pm.traceplot(trace)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "alpha:\n",
      "\n",
      "  Mean             SD               MC Error         95% HPD interval\n",
      "  -------------------------------------------------------------------\n",
      "  \n",
      "  0.904            0.103            0.004            [0.714, 1.118]\n",
      "\n",
      "  Posterior quantiles:\n",
      "  2.5            25             50             75             97.5\n",
      "  |--------------|==============|==============|--------------|\n",
      "  \n",
      "  0.689          0.839          0.902          0.971          1.114\n",
      "\n",
      "\n",
      "beta:\n",
      "\n",
      "  Mean             SD               MC Error         95% HPD interval\n",
      "  -------------------------------------------------------------------\n",
      "  \n",
      "  0.949            0.085            0.003            [0.779, 1.117]\n",
      "  2.613            0.539            0.030            [1.579, 3.643]\n",
      "\n",
      "  Posterior quantiles:\n",
      "  2.5            25             50             75             97.5\n",
      "  |--------------|==============|==============|--------------|\n",
      "  \n",
      "  0.783          0.890          0.948          1.002          1.124\n",
      "  1.502          2.235          2.648          2.963          3.614\n",
      "\n",
      "\n",
      "sigma:\n",
      "\n",
      "  Mean             SD               MC Error         95% HPD interval\n",
      "  -------------------------------------------------------------------\n",
      "  \n",
      "  0.992            0.075            0.003            [0.852, 1.133]\n",
      "\n",
      "  Posterior quantiles:\n",
      "  2.5            25             50             75             97.5\n",
      "  |--------------|==============|==============|--------------|\n",
      "  \n",
      "  0.860          0.939          0.987          1.038          1.164\n",
      "\n"
     ]
    }
   ],
   "source": [
    "pm.summary(trace)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python [conda root]",
   "language": "python",
   "name": "conda-root-py"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.5.2"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
