{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Box Plots"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The following illustrates some options for the boxplot in statsmodels. These include `violin_plot` and `bean_plot`."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import statsmodels.api as sm"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Bean Plots"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The following example is taken from the docstring of `beanplot`.\n",
    "\n",
    "We use the American National Election Survey 1996 dataset, which has Party\n",
    "Identification of respondents as independent variable and (among other\n",
    "data) age as dependent variable."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "data = sm.datasets.anes96.load_pandas()\n",
    "party_ID = np.arange(7)\n",
    "labels = [\"Strong Democrat\", \"Weak Democrat\", \"Independent-Democrat\",\n",
    "          \"Independent-Independent\", \"Independent-Republican\",\n",
    "          \"Weak Republican\", \"Strong Republican\"]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Group age by party ID, and create a violin plot with it:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, 'Age')"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.rcParams['figure.subplot.bottom'] = 0.23  # keep labels visible\n",
    "plt.rcParams['figure.figsize'] = (10.0, 8.0)  # make plot larger in notebook\n",
    "age = [data.exog['age'][data.endog == id] for id in party_ID]\n",
    "fig = plt.figure()\n",
    "ax = fig.add_subplot(111)\n",
    "plot_opts={'cutoff_val':5, 'cutoff_type':'abs',\n",
    "                                'label_fontsize':'small',\n",
    "                                'label_rotation':30}\n",
    "sm.graphics.beanplot(age, ax=ax, labels=labels,\n",
    "                     plot_opts=plot_opts)\n",
    "ax.set_xlabel(\"Party identification of respondent.\")\n",
    "ax.set_ylabel(\"Age\")\n",
    "#plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "def beanplot(data, plot_opts={}, jitter=False):\n",
    "    \"\"\"helper function to try out different plot options\n",
    "    \"\"\"\n",
    "    fig = plt.figure()\n",
    "    ax = fig.add_subplot(111)\n",
    "    plot_opts_ = {'cutoff_val':5, 'cutoff_type':'abs',\n",
    "                  'label_fontsize':'small',\n",
    "                  'label_rotation':30}\n",
    "    plot_opts_.update(plot_opts)\n",
    "    sm.graphics.beanplot(data, ax=ax, labels=labels,\n",
    "                         jitter=jitter, plot_opts=plot_opts_)\n",
    "    ax.set_xlabel(\"Party identification of respondent.\")\n",
    "    ax.set_ylabel(\"Age\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = beanplot(age, jitter=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = beanplot(age, plot_opts={'violin_width': 0.5, 'violin_fc':'#66c2a5'})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = beanplot(age, plot_opts={'violin_fc':'#66c2a5'})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = beanplot(age, plot_opts={'bean_size': 0.2, 'violin_width': 0.75, 'violin_fc':'#66c2a5'})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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jeuzc8jiAieHnO7f8C8wfnkQkEpkivCacxuVxg21pAQDIGQaeKvGQKTcejwfyhBGyWIHxZ3+yHfPPPBO///3vyxgdoZZxetzgZiWPUiQWuJ89Zw7++MYfyhRddWB12DFH2Z60jRaIsD8TNpsN7ORAyAdvvxPXLDIci8bWZux4eBuefngbmlpbsHfPq2WONjtkhKxAjJnGoW7QxT+3zZsLpUqFm++7Gy/2vI2v3H0Hdv7bY6AFnlhfZMHt9YCZ9GpjOAZuj6fMEVUHbo8nbhcCnC5s/8T/vYJN37234gWthOrF6XKBS/G5i/W/p95+HV/7p2+S/pcFu8MBIWW1oEIgI2SZsNlsYFQTbfbgLRtw7kUXYud7+0DTDMyjBrxw5C3cfO9GMCwDnU6X5WzlhyRkBUAURRhN49A0JK/0iM1hszyPFTfdgN6eY+C0apjN1VNbqxx4vN642zzDcXB7SUKWCy63GyzPTtnO8hwcbnJTJxQPp9s9ZcoyBifwcBEdVEZCoRD8wUD8RTQGq+RgIy/wklgSPMj8Xh82bn0QmsYGBPx+hEPh+LPXODJWFZZTJCErAB6PByFEpxTWjc1hB3w+7H1mFzoWLwSrVZGELAtujyd+c2c5Fi4PuZnngt3tBJemlirH82SUkVBUnG4XOCG9OSfDcfAF/YhEIiWOqnpwuVygBR4URSVt51UqWOyVn0iUi3GLOe79yQk8tt1zP5xWG1iOg4JWxJ+9s9vnYdxc+QvqSEJWAMxmM4Q0qzw2bX8E+197HZ3nfwL7X3sdm7Y/AqVOg7FxYxmirA6i0Sj8wUDcT4vlyQhZrjjdrikvBcDpEQpSE5RQDMLhMIKhYFphNTCxWpBmWXjIS4EkDocDjHLqtSuolLA4SEImhdFiimu37//1dhw+cBBr/+EyhEJBtM07I/7sve3+b2PcWvmWU0TUXwDMZnPSCssYMQ1FIhRFYeRwX6lCqzr8fj/ktCJeKHZiypKI+nPB6XKhMc0ImVyhAGQU/H4/qWdJKDgejwc0z00Z3UmE5jl4PB5o0vhFEQCn0wk6zbUrqFUYqoKptnJhtlrRolkKADhv+UfxwpG30x5nGzdjdD+xvagLRsbGIDRMdQpOh1bfgBHDGBmtkCC1BAvLcWS6LUecLhc4ZfppI1rgyAgFoSi4XK6kGozpoHmO+GllwG63g1GlHyGzO52IRqNliKqyCYfDcLidEBIM2aVQatQwWSwV/9wlCVkBGDaOQaNvyOlYThAQEqPk5iRBavkfmmUQCAWJ/iQLcVEwO1XUDwAMTwwmCcXB7XZDkSUhU/AsWS2YAbPNCj5NYiFXKCBnFOTaTYPD4QDD8/HZlEwwHIsIxIr3tCQJWQEYMY5Bp2+MfzYMDmPTyjW49uwLsWnlGhgGh5OOFxq1GB8nBrHpmKiJx8Tb8LqFH8V/P/Mcjhw5Uu7QKhqPxwMmjSg4hoJnyU2dUBQmBOmnE7J09z+SkEnT29uLuzbciXtWfgUr25fhzitXJT0zWJUSDoejjBFWJg6HI2NR8VRYlVDx7UgSshnidrvhCwbAq053jFgNra5Db+KSq67Alg3JNdy4Bg0MBkOpQ60KYkWKE9tw4dJzsG7dunKHVtG4XC7QGUYp5OSBSCgSTpcraYQs3f2PFXjYKvxhWC46Ozvhdrtw/R23Ys096+G2O5KeGYxKIN6VaXA4HKDTLISQglUpK74dSUI2Q4xGI4RGXdLIRDr/sUTU+gYMjY2WOtSqwOfzQc6ySW34sU99Ah9++GG5Q6toYsvmpWCVPOyOyr4ZEaoTi92WZGia7v4nqFVktaAE3d3dcLncuPYb/4iVt66FzWxJembQKr4qPLRKjc1uByOhmU2HQsmREbJax2AwgG1IXjmUzn8sEV1TIwZGk6cxCRO4PG4oWDqpDd97+29YtGhRuUOraFwuFxSC9AgZr1TCWuE3I0J1YrXbkmowprv/CSolbOSFIC1Lly6FoFTitWefx55f7URDkz7pmSGoVTBVgWVDqZnQ3eUxZankYatwTzeSkM2Q/uFhBEPBJM3Euvs2JvmPrbtvY9J+n8cLw/g4wuFwucOvONweD9wOB4KBIJ5+eBtWL7kYhw/+HQ8++GC5Q6tobHY7mEwJmUogIxSEomB1OMCrTgvS0/kvEoNTaX7605+CVwrYufUJPLf1Cah0Wmza/kh8v1KrgdFCzMRTsdptEFS5J2TV0AeJD9kM6R8eQNdTT+GTX74SP3r+l9j7zC7seGhbkv/YppVrcMlVV8T3b/vW93H1V27A+Pg4Zs+eXcboKw+X14Pntv4HLr/2i1hx0w3Y+8wu/N+uV6DX68sdWkVjsdsgpPHCiyGoVBipcP0EofoQRREWmxULE1YIpvNfFEURHq8X4XAYCgV57CSi0Whwxw/vxYVfuDztfpVWg5OWD0ocVeVjtdsxV3VWzscLKiUs/ZW9mI5cGTMgEAhg3GbF4IlTSZqJnVsfTzqut+cYfvT8L5P2841ajI6OkoQsBbfHg5HevqT2fPYn20ktvCyY7VYo57RL7hdUStgdDoiimNHAs14Jh8N44aX/hi8YSLt/4VkfwaWXfLzEUVU+fr8fETEKhktvtxKDoigwyolVbuTlKhmzxZLWWDyGUqOG1WFHJBKBXC4vYWSVjd3pwNmq3DVkvEqJYWdlyzbIlOUMGBsbg9CozaoZS7df3dyI/qHBMkVeubi9Hsw7+yNJ7TWn40y4SPmkjFjt9owGiQqaBkXLiTmsBFarFQdPHEFwtm7Kfza1HH9950C5Q6xIHA4H2BwfitVgO1AOjObT9RjTIZfLQfOVL0gvJVLF2DPBK5VwOJ0VbQ5LErIZMDw8DL6pIa1mIpF0+/VtLTg12F+ewCsYj9eLO3/yQFJ73fL9e0g9ywxEo1HYnU44rbaM/nfEz0gau90OQafF3I+0T/lv/uKzYbZayx1iRWKz2cDm4JQOEPsGKYzmcah1E5VepDwsOY0KVtIH47jd7rTF2NMRa9Mbzr0YXU/twNGjR0sQ4fQgCdkMODnQh4bW5rhm4uXjB7Flz3Nomzc36bh0+3XNTRg1jSMYDJYp+srE4/XijI+cldRes9vPJAlZBtxuN+SMAj+9+3sZ/e8YJU8SMgnsdnva4s4AwLAsQtFIxbt8lwOr1QpandsIGaNWwkTE6VMwmMehbtABkPawZNRKkpAl4Ha7s5bripHsaXku1q5dW+Topg9JyKaJKIo4NTgAfVvLtL4vl8shNGoxMjJS4Miql3A4jHAkDAWdLG1kWQ4eUmBcErvdDk6tyup/R6sE4mckgcVqASuh46EoCqy68k0ly4HJYsnZekCl1WDcbCpyRNWF3++HLxAAN+khKHUN81o1DKS6S5xYQftcSGzTiy77BA4fPlzk6KYPScimicPhgDvgh0qryX6wBEKzHgODREcWw+/3Q84wU4ahaZaBl4xOSBJzrM6mZeRUSjL1JoHBYoYqg46HVStJMpsGQ8J0WzbUOg0MJCFLwmw2Q9Bp4vc8qWtY3aDFmMlYzlArCo/HAwXH5HRskqflgXewcOHC7F8qEyQhmyZDQ0NQt+pntGJNP7sFx/tOFTCq6sbn84FOc5GxHBkhy4TVagWjFrJqGVUaNUw2YjCZDpPVAmWGlyuFkowupmPMdHq6LRsqnRYGk6miRdWlxmKxgNVk9nADAHWDDqPjJCGL4Xa7Ic8xIUts06Pd7+OBBx4ocnTTh9heTJNTfX1Qtc5s+XbTrDYcfPNdYkUwic/ng4KdepEpGBrBcIgs+5Zg3GoBr1al9X9KRKlRY/j9kyWMrHowWyzoyDBCJmiUMFlIMptIKBSC3enIuEIwEZbjIMoouN1uqNW5fafWMZrGwWjSe7gZBoexZcNm9PYcQ/vihbjkkksQCoVA03S5wq0YXB73lBWWie01t6MdoIDhU33oWLwQ6+7biB0PbcOpD4/iu9/9Ls4//3x0dHSUKXppyAjZNDnaewItc2bN6By8UoDIKmA0kjcfIDZlOfVmQ1EUFAwNv99fhqgqn3GLOaepc5VWA4vNSkYoUvD5fAhGwhmX0Cs1GoxbiSA9EavVClathEyW+2OE06phNpN2jDFiNECrTz/CmChG//hVV+D3/7MXFvJSAABwuj1TvO8S28vtcMJtd8QXRzx4ywZcctUVeOCZn+Giiy9GZ2dnmSLPDEnIpoHX64XBakZDS/OMz6Vqa0J/f//Mg6oB/H4/5BJvfwqGIQmZBLkmZDTLICqb6L+E00xYNygzjlKrtGqMkxWCSZhMJnB5amhZnYokZAmMGsagbmhIuy9V4D9uMJC2m8TtnTpClthedrMFNrMl3nZ+rw8rbroBap0Wn7r8MnR3d5cp8syQhGwaDAwMQNWiz+vNUIqGWa04eupEAaKqfnw+H2RpRsgAQM7QxHYgDZFIBHanI6MpbCKcmvgZpWK328FmWSlIRhenYhw3gtXl1u9iCDotRsbGihRRdRGJRGCyWaFpSL8oIlXgP+vMeTASHRkAwOvzgU0ZIUtsL12THg1N+njbcQKPvc/sAgDs/c1vsGzZsnKEnRWSkE2Dk72noG6b+egYALTOnY2jp06SGz0mEjI5KzFCxpIRsnQ4HA7QPJezto4h1hdTsFqtoLO4zU9UOlDA5XKVKKrKZ9gwBk1j+tEdKbT6BgwbSUIGTAj6GZUAuURtz1SB/633b8KQgbQdAHh9XtApeuPE9mJ5Dk6bA6sWL8fzjz6J9Q/9APte2Yu7VtyAl154EYFAAL29vWWKXhoi6p8Gh48fxaxLzi/IuQS1ChFaBoPBgFmzZqZJq3Z8ft+UiyyGnKERCKSvM1jP2Gy2pFVa2WDUAixkhCwJk8UCIYc25DQq2Gw2aDTTt7qpJQZHRzF/4Ufz+o6uSY/39v2NLGQCMD4+nnHKN3WRjs1kwdCf3ilFaBWP1++fMmWZ2F6bVq7BFXffgRU33YC9z+zC//z6OTAsgxs2fA2LZp0JpZxGZ2cnDhyorJJoZRkhoyjqboqiPqQo6jBFUV0URXEURTVSFPU6RVEnJv/N79WrRLhcLhhtloLox2KoZ7Xg5Clif+H2+cCw6YsUy4moPy0xYXWuKLUaGIkXVBJGiyknDR4p/XOaUCgEs92as+VFDE7gEYxGyEgjAIPRAE6X+2pTTaMOJpsV4XC4iFFVB16fDzQjbXuRzmC3t+cYrlyzGuFoBOvXr69IHVnJEzKKouYAuBPAhaIongtADuBGAPcCeEMUxQUA3pj8XHH09fVBPau5IPqxGPq5bThy4lj2A2scj88LWkJDJqMVJCFLg9lilnSYT4eKJGRTGLdYckzIlDCTVW4AJkZ3eK06bxsaiqIgNGrJynIAg2Oj0DY35ny8XC4Hq1bCZKrv6zcajSIUDk2p6JJIOoPdjsUL8cZ/74HL7cYTTzxRkTqyck1ZKgDwFEWFAAgARgHcB+Cyyf07AOwDsDndl8tJz4njaJjTVtBztp4xB2+/eRDhcBgKCT1BPTA4OIin/nVH3Dtm0/ZH4nVB5QwNr4+sDkxlzGyCqi33KTS1Tos+slowTjQahcVuw9IcvLSUWjWMZJUbAMBgMIBrmN7ULdeoxejYGBYsWFDgqKqLodERfOTcj+f1Hb5Bi/Hx8bqWtwSDQcgVirRT3jEvslNHjmLwxCns3LIdHUsWxQ12f7JhM04d7sGFF1yArq6uUoeelZKPkImiOAJgC4BBAGMAHKIo/h5AqyiKY5PHjAGYXpHIIiKKIj441oO2M88o6HlZjgOtVWFoaKig5602fvnkf+Jjn/lk2uLYDMvA4yWrLFMxmk1Qa3MrXQMAvEoJl9dDitpP4nQ6oeAYSWF1IkqNGibiRQYAGBgegqppeqoSbbMe/cP1XTIuEAjA6nTkXXqPa9BgZLS+6x8HAoG0fpXAaS+y59//C26863Z0LFmELXueQ9u8uWibNxdb9zyH9ffegz//+c/EGBYAJrVhKwG0A5gNQElRVM7l1ymK+jpFUQcpijpY6qFbk8kEvxiZUf1KKTSzW3D8xPGCn7eaGB0ewec7r09bHJtmWXjICFkSoijClON0WwyKosCpVWSl5SQ2mw2sKvfi2CYrmbIEgL7hITROU0fb2NKE/uH6fvkcHx+H0KDNW/rS0K/KfdYAACAASURBVKxHf50nZMFgEHKJ6Uqp4uyJKBQ0QqFQscOcFuUQ9X8WQJ8oiiZRFEMAXgZwCQAjRVGzAGDy37Sl7UVR/LkoiheKonhhc3PhhPW5cOLkSahnNRdldVDrvLl4/1hPwc9bTbS0teKPL/9P2uLYDMuQhCwFt9sNyGWSK1Ol4DTEiyyG3W7PWYPHq5RwedwVezMvFZFIBMOGUeiam6b1fZVOC5vLWdcGxQaDAXxj7iPbMXTNTRgcHa5rm6TYlGU6pIqzJyKjFRU7Q1COhGwQwHKKogRqIrP5DIAeAK8CWDd5zDoAe8oQW0Y+OHoEzWfOSbvPMDiMTSvX4JoFF2D1kuW4dsEF2LRyDQyDwzmdu7GtBSOm8YmHbB1y6tQpBEMh7Pz3/8DqJRfj/17YjWAgiGvPvhCbVq6Bw2yFj4j6k5iwvMhd0B9DoRJIQjaJxWoBrUzvQRa7pmN9cHx4lKy0BGA0GkGrBMkFONmQyWRQNjVgdHS0wJFVDwMjQ1BJlEwCpva92HOEVwoIROp7lWooFIIsB++2fa/sRTAYnNKGcpKQnUYUxQMA/hvAewA+mIzh5wAeBnAFRVEnAFwx+bliCIVCON7fi9a56ROy2Nx1++Kzce5FF2L+orOn6KAyIZfLoZnVjFN1an/R2dmJRecuwYtH3sK6ezfCPGbAZdesiOvJfv7AI/DU8Rt1OmIlf/KFFMo+zcQKy/SC/sTaeLFrmVUp6z4hGxkZgXKa+rEYQpMOwyP1O/XWPzyUcYQxXd8DJiQHqqYGjNVxtYNgMAgZnX51b8yL7OXjB8GwDC67esWUNpQrFBU7yl0WHzJRFH8oiuIiURTPFUXxq6IoBkRRtIii+BlRFBdM/ltRr/ADAwPgGrVTCprGiM1d9x89gY1bH0T/sROSc9hSNJwxCx8eO1qokKuKQ4cO4R8uXj6l9ljs8+DxU/D6iag/EbPFDCZH/VMiap0WBnNaRUDdMW4xQymxwjKdHoVRk0oHvYMDULfoZ3QOXUsTTg70FSii6iISiWDEaICuSboNM2mhuEZtXQv7Q6EQZDnYrUi1oUwhJwlZtXP0+DFo57RK7o/NXc9ftADb7rkf8xcukJzDlqJt3ly8f+wIotFoIUKuKs455xy8/97fp9Qei31uX3w2vKSWZRJGsxlKidGdTKi0GoyTETIAgNlmlVwUkU6PwqoEWOpc2H+yvw9NbdL3wlzQt7Wid3CgLrVQJpMJtDLzlG8mLZSuRY++Ol4UEQqFQCmyJ2RSbSgjI2TVz6GeI2ibf9ruIj7HP6kZO3n4CHY8sg0n3z+Cd//0F/T1HMf+116P+5/kgkqrQZSW1+Vw9GOPPYbjHx6J1227/9fbk+q4bdr+CELhMHGpTsBkzW2FZaoexWV3wOqw1WXin0g4HIbL4waXoCFLbKtgMIh9r+xN6oNKjRrGOk7IfD4fTHYrtE25G5qmQ6lRIyBG6nL6d3R0FLw+s6A/tY5l4nOksaW5blep9vb2Yu3atfjXO76VVaMt1YaUXFaxGrL6dSHNA5vNBrPLgfMS5vxjc/zRaBS6Jj0+ePsdnLf8o7BbLLh0xeex/7XXk+qQ5Yp6ThuOnziOOXPSa9VqlebmZtz6nbvxsS9+Nr4ttf2OThYYV6lyr91Yy5isFrRqstdUjfXVHz3/S+x9Zhd+evf38MVrr4bL5YI2Dw+zWsNut4NRCknWA6lttf+11/Hy8YPx/RaDEebjuS3UqUVi+rFCVCpRNTdiaGgIDQ0VWSWvaAwMDUGVJaFNrWOZiFKjhtvvhcvlglqd/wh5NdPZ2YlPfepTuPbu2zF0qhdbNmyWbCepNiRTllXOyZMnoZnTkmR3EdeMHZvQjAV8/gnt2NH8tWOJtMybXZf2Fz6fD3I286otBcfAR6YtAUyM7jjdLvA5aMjSaSlYNRGn2+32KR5k2XyMlBo1zLaKkreWlP7BAQh5lPvJhLKlEX0DAwU5VzVxaqgf+tbpWzZRFAVlU2NdzqR0d3fji1/8IlhB2mcsGxSZsqxuDh/rgf6M2Unb4pqxhROaMZbnJrRji/LXjiXSMmcW+oaH6q5u40RCltlPS8Eyde1dlIjD4ZgyuiNFOi0FoyT2DXa7HbSSS9qWzceI5Xn4AoGKnfIoNif6eqGfVZgiKs2zZ+F4f32tKo9EIhgxGKbt4RaD12sxPFJ/I7XLli3DSy+9hGg0PO3nrEwhIwlZtXLixAl87977cM+Xv5I0Zx2bn+4/ehyHDxxEOBTC4QMHs2rHpPxlYihoGsoWPfr66msFktvjhiJNQpbYXjse/RmOH6/vagYxHA4HuBwtL9JpKWgVX/cJmdVuA6NK9iDLpN0BJkYn2Dr1IotGozg1OICmWTMT9MdoaNZjZNyIQCBQkPNVA0ajEYxGOW0PtxgNrc04OdBfmKCqiK6uLvz5zTfxwM3/lJNGO50/6H/+8GH09feXJuA8IRqyLKxevRpnn38eHtv6APY+sys+Z51pjj8TqRqVdHPg2jktOHr8OBYvXlyon1HxON1usDw3ZXtie/38/odw99134/Dhw2WIsLKYGN3hczo2XV912R11PfUGACaLZYrlRS7XNaMU4HA40NJSceV2i4rRaATFM2D53PpdNuQKBfhGLUZGRiqyrmAxGB4ehjBDDzcA0Le24O/7/w5RFItSOaZS6ejowIM//leMcVGcdW7252Nc6y1GodPrYTdbcPay8/CvDz6Ir67NuWJjySAjZFn48MMP8anrvpixNlY+5FJrq23eGfjgeH35kTk96ROyxPZafuVnyQjZJHaHAwphanvliqBS1n1CZrZbIajzXyBSr279g4ODULYURj8WQ9WqR38djfT0DQ1CXQANHq9SIhitz1WqgWAQColalqmk8wf9xJc+j97e3iJHOT1IQpaF2XPm4PA772WsjZUPudTa0jU1wuZx1dXF5nS5wKV5805sr3f3/QXt7e1liK7ysNptOQn6pRBUKticjgJGVH1YbTZJU9hM0EoeNkf9XJsxTvT1oqGtsKOCjW2tON5XmQ/HYnBqsB/6ArQhRVFQNjfWZfkpfyAABZ3blG86f9C3fvcHnDn/zCJHOT1IQpaBYDCIT6/4Aj7Y/zdJTUm+ZNOoABMXm2Z2S8Vm8cXA4XIm+UHFSGyvD//2Lm5f/80yRFd5WB12CDNIyHiVAFsdJfypRKNR2F3OaSW1SrUK5jqsBXq87xSaZrcV9JzNs1txcqC/LjzxAoEAjBYztPrCjDIKTQ0YGBosyLmqCX8w94Qs9vzo65nQevcfPY739x/Abbd/o8hRTg+iIcvA4OAgZi1ox9Zv35F2v2FwGFs2bEZvzzF0LF6ITdsfQdu8uRn3ZdKoxL5z6shRyOVy/CgcxgX/cAG6urpqXmPhkBghS2yvsYEhhI7Xb8kQYMIYsbOzE++++y5md5wJuUKB4VN98T4GQLJPJsLyPHzBAEKhEOgcb261hMvlgoJlIM+hBEsqgloF81B/4YOqYBwOB1wBP9S6zL51qfe9dfdtxI6HtqG35xjmdrQDFJL6a9u8uZDxLIxGI2bNmlWiX1MeRkdHodTrIJfLMz47YmQ7pmlWK04cqa/FXwDg8/uhzbIiH0huv7OWLIq3n2FwGMFjlblClYyQZeBU7ymo2vIvAJttX7bztS8+G0su/H9obmnFddddh87OzoL8nkolGAwiFAmDznKRcYIAR51Ps3V2duL666/H3d/bDK/LDbfdkdTHcu13FEWB4Tl4PJ4S/4LKwOl0gkkzIpsLgloFS53VsxwcHIS6VZ9VQJ7a/x68ZUP8s9vhnNJfAUDZ2oiBOvAjGxoeBj8p6M/lOs12TGNLMwZHRupidDERv9+f0wiZVPvRDA1fhdZFJglZBo6cPIHmOdJvbZkE+rmI96XO13/0BO559CGYjEZ0dnaiu7u7IL+nUnE6nWCVQtabvaBWwuao74Ssu7sbd9xxBwKhEBwWG2xmS1Ify6ff0TwHt9tdwugrh4mEbHqrBQWVEnans64ehKf6+qBuze6dldr//F5f/LPdbJnSXwFA19qME3WgI+sd7IeuZaINc7lOsx3DcCzkAguTyVSS+CsFX8APJocRMqn2oxkGPn9lWq2QhEyCUCiEwdGRjALMTAL9XMT7Uuebv2gBHt30AzTPmY2tW7di2bJlBflNlYrL5crp4ciwLIKRcN2acgITxojbtm1DFICuSY+GJn1SH8un3yk4tm4TMofDAcU0EzK5QgE5ragrk+JjfSdz0o+l9j9O4OOf0/VXAGieMwvH+k7VfKHx3sGB+PMkl+s0l2OEpgYMD1fm9FsxEEURXp8fNJM9IZNqP5pl4fVX5rVLEjIJRkZGwDVqYB4zShq5ZhLop9uXzRQ2VYBoGh3F3tdeQ1dXV8l+dzlwOp1QpLG8SIWiKDBKHk6nswRRVSZdXV14+eWX8eS//TtUWg1UOm1SH8tl0UisHz60cTOuv/76ulo8EsNqt4GdZkIGTFhf1Es/9Pv9GDOb0NCSfYQstf/d/+vt8c/p+isAqLQaeIIBOGp49NvlcsEV8EGl1QBIbqd9u/ciGAji2rMvxJ1fWIU7r1wlWdw+FXVzI/rrSNgfCoUAauKlKBtS90KGZeDz+SvyBYCI+iXoHxiAskWf0cg1k0A/3b5NK9dkNIVN/Y5t3IyhP79b84J+m80GRpXbw5FVTtRgbGqaWemRaqWjowOvvPIKfv7y81h+7ZVpj8lmbBrr0zds+AYs7/Wgs7MTBw4cKEa4FYvFboPQNP1Vqoww8WIwe/bs7AdXOSMjIxAmxejZSHffy9YfKYqCulWPwcFB6HS6GcVaqUwUZW+MyzIS2yn2XFhx0w2449NXAxDRdejNtMXtU9G3teDkgfoxyvb5fFm1xjGkns9yhQIiNZHcMTmMtJUSMkImwcmBPjS0NU9LCyZFvufSNjXC5LDWfEHtcasFQo5+UIyKr+k36Vzwer1Z635mItYPBY0KV3z+czWvUUyHzeEAr5x+Qqbg2boZIRsYnHg5LSaqVn1NFxofHB6CoE+fbCY+F6R0dlLomvQYGzfWjYzD5/NBwbIzPo+CZSryuUoSsjSIooi+oUHoW1umpQWTIt9zyWQyCI26mjf/M9tyd0ynVQLMVkuRI6ps/H4/5Oz0rSpi/RAU8NJLL9W8RjEdNod9Wi79MWglD3udrPg93teLxgIbwqbSNKutpguN9w4OoLGtOe2+xOeClM5OCrlCAU6ngcFgKEbYFcdEQjbzUS2SkFURTqcT3lAQglolqQW78wur8OX2ZVjZvgx3Xrlqih4sHZu2P4J9u/di9ZKL8fTD2+BxueN6gUTtQKK+jNc3YHiktr23jGZTVn+jGCqtBuPm+lpVlEogEIB8sjhxqi7xg7ffyahTBE5rK77/la9h/1/317xGMRVRFGF3ucBP0/YCAHilAGsdGOtGo1GcHOhH8+zCFBSXorGlCSNGQ02O9IiiiL7hQTS2pk9q1923Ec8/+iRWLV4Op80GThBy0oDGrnF/NIKRGn9GxPB6vVBwM0/IaI6tyEU5JCFLw+joKJTNDaAoKj4P/fLxg6eLim/YDLfDibX3rMeae9bDbXfk5DPWNm8uGIbBuns34sUjbyHg88d9eaQ8ehpa9egdqt2h/HA4DIfLmXMJG7VOA0OdJ2R+vx/UpKg1k++TlL9RrE8//r8vYfP3v1vzGsVUvF4vZApZTsJgKXiVEtY6KJ9kNptBsXTBCopLESs0XouzATabDWEKki8AOx7ahhvvuh0v9ryNr9z9TQgqZdLzJpXUa/6VX+1A39BQsX9GReDxeCDnZj5lKWeZivRgJAlZGsYMY+AbNJL7e3uOwW62YOWta7Hy1rWwmS05a8uk9AKSHj1NegzV4E0qht1uBy3wkMly64oqnRZGs7kiV8iUCp/fBwUzkUxk8n3K6kPGMPD5/aUKu2JwuVxghOmPjgEAr1TCXgdaxuHhYQjNDSX5W0JzI4ZqMLEYGxuD0CTdhvlqi1OPH+0bRF+dVI5wud1QFCIh4yvT8ockZGkYHBuFJkO9sY7FC6Fr0mPPr3Ziz692oqFJn7O2TEovIKUdUDfoYHHYanIoH5h4A+e0uWt5WI5DBGJFXkylIhAMQTE5upPJ9ymbBkVOKxAI1Wa/yoTL5QItZLdZyYSgEuBw1b6ov29wAJoiC/pj6FqacGqwvyR/q5QMDQ9BaJRePZqvtjj1+PYlCzFusyIQqEyz00JidzrAzcCuJgbDc3C6XAWIqLCQhCwNQ6Oj0DVJJ2Sbtj8ClVaDnVufwHNbn4BKp8256HiiJi3Rl0fKo0cmk4HXaWrWjfnQoUN4+t8fz6h5SkVo0MJsNpcgusokEArAZrZg08o16D1yFM8/+iRuXHrpFN8nKQ1KDLlcjlCNJvqZcLvdWROybJ6BDMfBF/AjHA4XM9Sy0dvbi4suugg3XL8Kj266P62+dToktuudV67CnV84fd5IJIJTg7Unz+gdHkJjhioHuXpWxradmrzmO5dein2v7EUoGMQTD2/BRRddVLOegrH+eOOq1dj+nR/OqA8CkxrQChzhJj5kKUQiEZhtFpzXIP1G0zZvLh773YvTOn8m7zIpWI0KZrMZc+bMmdbfrGS+9/3v4/996uO46Tsb0nqzpYPVTrRHe3t7iaKsLEKhEHb+ZDsuv/ZLcU+7/a+9Hm+3XPuXgqYRrNGEIhMulwsKPvO0Ryb/QWDSpFjg4Xa7a9I7q7OzE9dccw0+etknsOvZnQAQ98bK5RqVIrFd7/j0SgBU/Lz/8d0HsWLll+ByuaBW56YprXREUcTAyBAuuPg8yWNy9awEkLRt/2uvx7fNOfNM2D84UbOegrEavl9efR3e7z85oz4ITGhAbWOVJwUiI2Qp2Gw2MEohJxPEUsFqVDDVqJC9v78PV351dV4+b7xOg5GxsRJEV5mEIhGM9PbP2B9PJpcjFA4VIcLKxu50gskiUs9F10PzHFwVOO1RCLq7u3HttddC1dwIu9malzdWJhLb1Wa2wJ5w3r6eY1A2NWKshq5tp9OJkBjNe0Vvuv6XaZt+Tis+dsnymvUU7O7uxvr16+Hx+7BiXeeM+iAwMUJms9sKFF3hIAlZClarNS9NUylQN2gxNm4sdxgFJxqNormlBW/99o28fN50TY0YNNTHMu90RKNRzD2rfcb+eDIZVZeLI+wuB/gsOpRcdD00z1XkSq1CsGzZMjz22GOQK/m8vbEykdiuDU166FLOy+u1GBquHWG/wWCAoM9/UUS6/pdpm6BW4vldu2rWU3DZsmXYvn07bA47/vDSqzPqgwAgqFSwOhwVd/8jU5YpWK1WuLzeCX1OzzF0LF4Y1+Fs2bAZvT3HMLejHaCA4VN98f2py5MNg8N5HZ8JtU4Dw/HauUnFsNlsWHHD9Xjz939A16M/S2rrTOiaGnFi9C2IohgvRVJPhMNh3Hr/t/Hsvz2GnVsfz9puiX0xsf9RMhki4UgJI68M7C4nhDOkNaLAhK5ny4bNGdtXUaErtQpBV1cXLv/0pzH4xISmi+E4dC69FB1LFuWsl01HYru2nTEX4yOjWLV4OTiBx/2/3g6tvhH9I7VTLHt0bAx8Y/oV+1LXJSDd/yS3bXkc+uYmvLnvT6X5YSWmq6sLq1atwqFDh3DWuYtn1AcBgOFYRMQo/H4/+CJbuuQDSchSsNisePnnT+Mzq1ZKzt+n1htLN5+drJXIfnwmeJWqJj2PjEYjZp01H1vuyk8LwAkCwpQIp9MJrTY3Q9laIiqKaJ4zK+c+JKWHklEyRKLRIkdbeTicLuizTCHlovWUc2xFrtQqBB0dHRBFEav/6TasWn/bFJ3idEmt4fiVu7+JFTfdgL3P7MKOh7bhn5/5GY6882EhfkJFMDw2Irlifzp1kjNt+/N/vVKz98OOjg689NJL+Pkru3CxRA3ffGFVSjgcjopKyMiUZQoWuw1jA4MZ5+9zqTc2k/pkqfBKAR6vd6LSfQ0xMjYKvnF6NxBB31A35ULSkc/IYCY9VD2OMDpcTrDCzG/CnMDBUaP1LMPhMEZHRnDtN24uiHYsHen6pVKjhsvnqZmp4MHREWglErJC1kkGJlafj4+Pz+gclYzdbgejnpl/YCKMSqi4usgkIUvBbLPhjAVnZZy/z0VTMZP6ZKlQFAVGKdRcMeP+4SHopulxxDdqMFqBq2QqkULWY612QqEQgqEgmAIUKOaUAuzu2romY5hMJrTMnoXf/ddLRes36folRVEQGnUwGqtfMxsOh2GyWaGR8CAr9HXJ6jQYNdTOgohULFYrmBmUO0uFVgmw2SpL2E8SshScbhfu/LcHpvjCSPmHJXo9JXrHBANB7Nu9N+n4G5deiucffRK9R47m7efD1KCAeGBkGA3N0v48qSS27y/+5Sf423vvFjG62iHV52jdfRuxaeUa3HDuJXjul0/VrHdROjweD2ieK8jIIMfzNTtCNj4+jlXf+MecPe2mQzr/LQDgGmqjWLbFYgGjkl6xL/X7p4tWr8OIsfrbTQqT1QJBk/uCu2xegpxagNlqKXSYM4JoyFJwud1YuuCsnOfvk/anaAL2v/Y6Xj5+ML4/5i0T00zkoyVTVGgx1OnicrngDvhyrmEJJLfvy/+5A4/99FFs/tamIkZZmcio/FZHpupRYv3wB08/gV98+19q1rsoHR6PBww/M5f+GJzAY7TGXpJijI6NYvbCjhlrxjIhpZNS6xswNFb9q6gnqpBIl+CbjidlJtQNDRh6/2TBzldpGM0mqM7N3Xsym5egWquFcbSyDMbJCFkCoVAIwXAICoae1vezaQJmohlQcJVZDHW6jI6OQtXUOG0t1DVfvwnGsbGaXeWWCZlMBnEGYvxYOzIsgwuWf6xmvYvS4fF4sprC5gor8DVbPmkgg/ap2Oia9BiqATnCuMkEVqss2d/TNGhhslkRidTmyulxixlqXe6a42zPW6VWA6OpsjR3JCFLwO/3g2aZaU9nZNMEzEQzIGdp+Hy+acVViQyPDIPX5yfoT2y/1559Aa1zZ2O0hguvSzGRkE3fPyfWjj6PD39/52DNehelw+PxQM4yBTkXw7IIhoI1WT5pxGgoW0KmadBh1GisOI+ofBkbN0KVRwIxU+QKBRQ8B7u99lbkB4NBuH1e8KrcE9xsz1uVVgOT1VJR/YwkZAkEAgEocrhZS9UZCwaD2PHwNqxashz/9dP/mKIVW3ffRjz/6JNYtXg5/uunP4PH5c5aHy72t35483rc9rXbakbvc2pwAI2tLfHP2eb7gamaixs33o7hGvIsyhW5XI5oNPktOJf2ixFrx1sv+TyOfdiDrq6uYodcMUxoyAozQkZRFOgakxIAEy+mTq87LzlBIWE4FhSjqPrE4nDPETz67R/gmgUXYPWS5bjmI/+A1UuW49oFFyRdo/lcu9ngNCpYrdZC/YSKoLe3F8uXL8cTD2/Bt69em3P7ZNLoGQaHcd+qm7H94S346Ec/WjHPVZKQJRAIBCCns09Xxuamuw69iUuuumJibnrDZlx29Qq8cOQtNLW1QtPQgK73/xLfDwA7HtqGG++6HS/2vA1NgxYBnz/pHJn+1r/sfBLLl1+Mzs7Ogv7mciCKInqHBtDYdjohS9emqcQ0Fy8fP4gte57DR847BycH+ksYeWVAyxWIRJKnLHNpvxixdtzxzhv42oZvoqOjo9ghVwwutwsKrjAJGVCbbv1msxm8VlNWSxROp4HJVN3l4p7+xS/x8Ss/i/bFZ+Pciy6EgqZx7kUXYv6is5Ou0Xyu3WwwGhUslsoSqs+Uzs5OXH755fj21h/n1T6pz4tEM/ZYm3/roX/GZz/72Yp5rpKELIGJhCz7OodsdcZSa7TF5q5zOUbqbwkqFT59xWdqQu9js9kQFKMQEoafp6Ova2xrwanB/ooaci4FCoUc0RSdyHTaLxqJgFHU17oeu8sNroBGkAqWrcmEjC1z+ThOp67qhMzv98NoMOLLt65F/9ET2Lj1QQR8fmzc+iD6j52QfC7M1I+sElcOzpTu7m587nOfg6q5oWB+eLE2VzU1YsWKFRXzXCUJWQLhcBiUPHuTZKszlq5GW+r3pI6R+luRcAS/3ftaTeh9RkZGoGpO1qdMR18nqJQIU6g4L5liQyvoKQnZdNovEolAXmcJmdPtBFugVZbAxGKbWpuyNI6Pg9OWZ7oyhlKrrur6vXa7Ha2zZ+G1Z1/A/EULsO2e+8HyHLbdcz/mL1wg+VyYqR+ZSqvBeI0lZMuWLcMzO3eCZtmC+eHF2lzG0Xjq6acq5rlKErIEwuEwKFl6z5hE0s1NJ/mU6bRQaTVT5q5zOUbqb927ah0OvH2gJvQ+fQMDULYkJ2TT9eRRNjdieLi+dGQMTU+pQTmd9ouEI6AV01tRXK24PG5wBXDpjyGrsdXPADAyboCmobwleNSNOoyMV6+nlt1ux7W33oT9r72Ovp7jOHzgIMKhEA4fOIj+o8clnwsz9SNTatQw1VhC1tXVhTfffBPf67ytYH54sTZ/YN038cc/7quY52p9vR5nYWBgAL/6t5/ioY3fyVgEPFOdsUwFY7P5zkh9d8ue5zDS2w/ZgLkm9D4nB/rQtGxB0rbEtsnUhqkomxvQNzCApUuXFj3uSoGmaUQ8yQnZdDyNIpEw6Bym6GsJl9uNORmmLPPpewBAcyxcntqyXjGMj2PuwtO/Od82yetvSZxbo9Oh31xZHlG50tvbi+uvvx5Hjx3DWecswr88+yR2PLQNvT3HMG/BWVPar5B+ZIJKCVuN1T1ub2/HjTd/FR+78Ytgs8gNcu2rsTZ32uw48fu/VsxzlYyQJfCd73wHSy5YNiNx5UwEmpm+S8lqoxB0OBzG0NgoGlqaJY/Jpw2b2lpxcrC/CJFWLoyCRqQAVgvRcARM3Y2QeTLe1PO9flmeg6OGCoyLogiT1Zxk11BI0XkqUufmVUq4fV4EAoGC/a1S0dnZieUXatL1KwAAIABJREFUX4z7f70dl1x1BR68ZUPR2i8Vlufh8/trqu6xx+NBSIxkTcaA/PuqUqOGzWGvGOsakpAlcOzYMXzs8k/OSFw5E4Fmpu/KZLKaEK8bDAawWhXoDOa7+bRhY2szhsdGK+aCKgU0Tc/IGDZGJBIBwxTGk6saCIVCCEcjUGQYFcz3+uUEvqZGyJxOJyiGTro+C10EOxGpc1MUVbUWDt3d3fj4Jz8Bnb4RK266AX6vr2jtlwpFUaAFHq4aekkwm80QcvRzy7evyuVysOrKWZlKErIEFi5ciHf2vTkjceVMBJoZv0uhJhKyoaEhCE0NGY/Jpw0VNA1Wp8LYWO0W1U2FpmlEwzNPyMKhcF2NkHk8HtAcm9HOId/rl+U4OGvo4We1WsGl1AssZnH6TOdm1aqqXLCzbNkyvPrqq5DJZdj7zC5wAl+09ksHI3A1VcEkn1W/0+mrnFYNc4VMj5OELIEf//jHOPJut6S4cjrmpfkIEKWKQF979oX48dfvxngVrzqK0Ts4AG1r5oLi2Qz97rxyFVa2L8OX25fhzi+sgj8axdDQULFDrxgUCgUQmb4xbIxoJFJXGjKv1ws6ywrLTNdg2gLFAg9XDYn6bTYbGJWQtC2xTfbt3guPy40vty/DyvZluPPKVTMyMs10rTNqoWJGLvKhq6sLB//2Dr71pa9g3+690Le14umHt2H1kouxb/debNr+SEHNYFNRcLVlxWIYN4LTSa/6TWzLYDCI1194BauXXIynH96GYCA4pW0Ng8O48wur4n34Fw9vRfehQ8X+GTlBErIEzjjjDNz23XvSGskB0zMvzUf8mvrdHQ9ti/+9Cy67FDt++esZ/8Zyc3KgD/oEQ9h0ZDP0c9sdWHPPeqy9Zz3cDide+dUz6B0cKHboFcPECFlyQjYdnU84FAJLF84ktdLxeDxZK3FkugbTtSvLc3DX0JSlyWIGmzJCltgmDMMg4PNj7T3rseae9XDbHTPSRGW61gWNCuOWyhi5yIeOjg589eu3YOff/wSGYXDFDdfgxSNvYd29G8EwzMRvLqIur9YSshGjAZoGneT+xLa87OoVsIwZse7ejXjxyFu47JoVU9p2y4bNcDuc8T7s9/rwwx/8oNg/IydIQpYARVFAhmnBYmopsv29y66+CiND1W3v4PF4YHO7oGnMPGWZid6eY7CZLVh561qsvHUt7GYLRvsGcHKwr4CRVjYKhQLRFKf+6fTNSCQCps5GyBRcfpq5bO3KcBx8AX/NFHQeN5ug0mok9/f2HIM94fqzmS1Fuw8qtRoYqzAhE0URbo8XLM9J9p9iPkvkHFNTU5aj48aMz4zUtsym2Uvtwy67A/39/UX+FblBErIEJhIy6f3F1FJk+3t/fPk3mHvGGUX9e8VmZGQEyqaGGZVk6Vi8EA1Neuz51U7s+dVO6Jr0aF+yEHa3q6ZuQplQKBQQozM3ho2GI6Dp+hH1ezweyNj8RgSztStFUVAwDHw+XyFDLRvjVkvGGpYdixdCl3D9NTTpi3YfVGk1MFVhQhYMBkHJKcjlcsn+U8xnCc0y8Phqw6w4GAzC7nRk7ZOJbZlNs5euDze3tlSERpskZAmMjIzgFw9tnVI0PHF+et8rezPqw/LVBqTOZydqMhL1Fe/96a/42h3fKMrvLhWDw0NQNp9+00nSg80/H9cvumhK4d3EYzetXINTR47CaXNg59YnsHPrE1BpNfj29kegatZjdHS01D+pLCgUiilTlkk6n1f2IhgMZu2D0UgEbB2tsnR53GDyLCyeiya0lupZmqyWjCNkm7Y/ApVWg51bn8BzW5+ASqctiFFnOpRqFawOO6JVZvfT09ODF55+NuMzYyZa48RnzJ1fWIU7r1yVdK0zLAu3tzb6o8ViAadRQSaTTlVS2/L+X2/H/tdex41LL8Xzjz6J3iNHsWnlGnzw9jvYtHINeo8chdNmx84tj2PnlsdhNhoRjkQqonwSScgS2Lx5Mxb/v6VTioYnzk8zLJNRH5avNiB1PjtRk5Gor9i0/RHMmj27KL+7VJzs70NDa3JB8ZgeTN/WCgVNTym8m3jsJVddgeff/wu+cvcdOHvpOXi1rxuP/e5FtM2bC6FJh4GhwVL/pLIwMUKW/JBK0vmwDC67ekXWPhiNiJDLs1emqBUcrvzLJuWiCVXUiFt/MBiELxDIWMmgbd5cPPa7F/FqXzf29HXjsd++WDCT2FTkCgUUHAun01mU8xeLW265BQuXnpfxmTETrXHiM8btcMJtdyRd6wzHwlMjI7ZmsxmcTvoFAZjaluct/yi27HkOZy1ZhBvvuh1d7/8l2Q9u8hnCCTxuvu9uvHjkbSy96ELcfPPNpflRGSAJWQJHjx7FhZ/4uGTR8Fzm+qdzfC6aDDEahTzDW0KlI4oi+oYHkwT9iXowh8WKgM83pfBu4rGZ2rWhtQWnBvpL8VPKjlwuhxiRHjXIuQ9GoxMrNusEl8dT0MLiMRQcWxP1LO12O1iVMCNJQaHhVErY7dXlPP/hhx/io5+8pGha48Tr2262wGa2JP0tmmHgr0JD3XSMm8anLDLJlWzassTPF6/4HHp6egocff5U7xO+CCxevBjv/OkvkkXDc5nrn87xuWgyopEoFPLqfXharVaEZRR45ekl9Yl6MK2+ESzPTym8m3hspnbVt7Wgb3iwInQAxSadqD+RXPugGInU2QiZC2wB61jGkHNsTegXJxIyZbnDSIJW8XA4HOUOIy8WLVqE9976W9G0xonXt65Jj4YmfdLfUtA0fP7aGCEbMYxB3Si9wjIT2bRliZ+797+NM+fPL2zw04AkZAls374dR//+vmTR8Fzm+qdzfC6ajGg0CpquXhPP0dFRKPXJF9am7Y9ApdPiua1PwGIwIhwKJRXezUe/xysFhClUpZFkvsjlckSj0qv6cu2D0Wi0rhIyp9tV0MLiMWiOqQnrC7vdDlqVW/vErs1rFlyA1UuWS2o/ZwqtEmCpIrf+3t5eBAIB/GHPXqxacjH2vbK34Bq7Tdsfwb7de7F6ycUwjxngtDnQufTS+LUuVyiqsuRUOkbGjdBMMyGT0pbFPq9/6Ad4/tEnsWrxcry+aze+8KUVBY4+f6p3yKUItLe3Y91d38TF112VtD2fwq/5FoqNaTKyEQmHQcsL/zApFROC/sakbW3z5uKx30r/9k0r1+CSq67Aj57/JfY+swv7X3sdLx8/KHm8sqkRIyMjaGxslDymFpDJZBlXA+fcB6NiRrFsreFyu4syZckKPOxVpnNKh8VqAZtiCitFTMcUFaPQ6fWwmy2ndbcFKpQNTNQaNNuqxxy2s7MTV111Fa77p9swOjqK/a+9XnCNXdu8uWAYBuvu3YgVN90QvzfG2t1ldyBcAzYs0WgU42YTFuqml5Cluw8mft60cg1uvOt2rLjpBuz+xTN46YUXsX3rT2cU80ypn7txDkxMBVVmR45GolAoqnc049TQABpbpQuKpyNfPZ7QpMPQSHV7teWCTCYDCrDyTBTrJyELBoMTdSwz1FCdLpzAw+Gu/vJJJps1o71AIrFrs//oCWzc+qCk9nOmCGoVTFU0Qtbd3Y3rrrsODM8V1asyW93jUA3U9rXb7ZBzbMa6xzMhsQ1X3vZVjI8Zym5fUx934xyRy+UZtTnlJBKJVO2UZTQaxcDwMBpaMpdMSiVfPV5jazN662ClpUwmK4gVgFhHI2RutztrHcvpwglCTYyQmawWKDWZV7TFiF2b8xctwLZ77pfUfs4UpUYNs7V6RsiWLVuGXbt2IRSJFNWrMtO9Ua6QIxQOFeXvlhKz2QxOm9sLwnRIbMPXnn0BLbNnlb2mJZmyTEAul0+xEygGhsFhbNmwGb09x9CxeCE2bX8k67B2NBIBXYWi/t7eXqxatQqHDh3Cb159NaffGmPT9kewZcNmPLtlO2iaRjgUwqaVayTP0djShLffeAuiKFbUSrFKI9b/Tn3Yg92Ll2D37t3o6Ogod1hFxePxgCmCfgyY0C8OuKo/ITPbrJirzm1F27r7NuLBWzbA7/WBklGQyWSQyWQF10tNeJE5EI1Gq+LloaurC1/60pdw7Gc/w1nnLIprYfO932cjdm/cufXx+DljUDJZxQ4s5IPZbAaTY1HxbBgGh/Hjr9+N/mMnAAAMyyISDmHwxP9n78zjmyjzP/6ZNvfdpHdLactRYFGKoCBeiD8VFAQVkAqKx67iuiAseKCirqjoCoIi6u56oSIoropyeKyKN5fYA3rQNr3SNj3S9EiPNGnm90eamqY5ZiYzkwR4v16+sMkzzzzznWcmz8zzeT7fcry7cStGjBuD+ctuR3NzM4aF0IA9/Hs4j/A1ZckkjxkZoaL+nJwcXHrppXhg8wbaOdtcGgBPPxlfdYilUkAYHZEJifnE1f/u3/gMrrrqKuTk5IS6SZzT0dEBAU1TWKpIZFK0WzoieoWvzWZDV3f3oFXQ/ti+YQsW3bcMu4sOYemDKzHiT2Np+2lRIVogQLRIEDGrWDMzM/H666/jibe2DcSDi7yV/nzMoogo9EWYma436hsboAjgQUYVd79PXUI8BEIBMsZlYdF9yzBi3Bhs3LMDSSMz0NDYyMr+mHJ2QOZGIH8ntmCSxyxSTTxzc3Nx0SUXQ50cz1hTQSde8tgY1NfXB9Pk0x5XPIUiEXJycsLCoZprLBYLBDRNYakiEApBRkWhp6eHk/r5oK2tDSI5dQ8yPvP6SpSKiPIi85QT8J0DmYgi/K7CjhRqG41Q+kkqTgd3v882Uwt6urtRWTxY96jSalDbaGRlf0w5OyBzw2knwP2AjEkeMzJCLQqys7Px7o4dkKuUjDUVdOIl1WlQbagJpslhD0mSQJD5QPe98wHstl68//77yM7OZrF14UlbexuEHL0hAwCRTIKOjsgV9tP1IOMzr69QLo2oARkw+PLkOwfy6UJ9gKTidHD3+1TrtJBIpUgfM1j3qIrRwNjYwMr+mHJ2QOYGXxoyT3+UpWtXes1/6e7D9e9/PBuRb37ef/99HDl0GKuuXeQ3/6evfJ4APW83bUIcKk/zlZbB6mlc8fzn6ofx1VdfYefOnSy2LjwxtbZCyqHpqVAmjfgBmYiiBxkQXC5GuoiUsogbkLmzdO3KAb+rXS++hqVrVw76flBuylkLsGLmAsq5kD2358ILLhR0d3ej22r1OYVO95jd/T5NDY2w2+yoKDo1qO8qNWo0mVvQF0KnhchTiXMIX6ssPf1RPP22XF4+Lu3B07tex7/XbcC6deswb948ztvHJhqNBov/+hdctuQGn2Xc5/cB4Isduwf5GdHxdouJ0+Hot4dOa2F/X18fEMX82FzxPP7195h3/qWnvaAfAFraWiGL5y4XrFAmibici+60tJohpOhBBtD3WwwGqUKOpghaaQkA7nJCl97O5Rm2fcOWQbFzv8/fM2MuAAI7834c9FvgD/ft973zATavegTXzpnN0ZHxg2uFpa97uOcxB4oTFb/PaIEAQpkUZrMZsbH0HAHY4uwbMjeioqJAkg7exbm+NAbun59/2cUoKeFWe8AF9fX1Qxz6PaGaz5MKEpkMDkFURD9RB8LhcIAgWLh0CSKkT4N8Ym41UxasMyHSB2RNJhPkFFdY8o1cpURjBA3ICIIYNCALpCFz/97cbEKrR27KQHjWX1F0ip37QwhxJhX3bXnBlS5PolaG1Poiss8ayxAEgagofnRk7vjSGLh/fuS7H5GVFXnaA0OtARKt2m8Zqvk8qSLTalBXV8d4+3DHZrMhmgWTYEIggM0W+X5FgSBJEi1tbZArufM0kioVaDZHjoGpJ42mZijU7KxoYxunF1nkxNb5VuePEVkgDZn79zGxOmg8clMGwrP+9LGjI8IixB8Njf6TinOlyxOp5GhqamKlLiZE9lnjgOgoghcdmTu+9BjuOcv+9/FnsNls0Ov1vLYtGPR6PZbdcw8eW3KX33l+qvk8qSLVqlFbf3oPyKIETrVBMPqRKEHUGTEg6+npQR9ICMUi2tv6iq/n510dlogekDV7celnS5sUbD1ylRItrS0RYysSFRUF0vFHWwPp7dy/V2jUEEslWDDuQmx/dgt6e3sp6aPc61+5aT2iIlyuUddo9JvD0l9MqV6z3uKqiFGjLoQrLc8OyDwIxateX54y7jnLHtryHGbPnh1RnlE5OTlIHzkCb/76tV//Hdf8/mcVudhTkYuXDuwOys9IEx+LitPYsd85IHO+IQvG4ygqOhrW3l6umhk2OFcQMpuu9BVfz8/feuaFiHKUd8dms8HS1Tlk0QNb/lnB1iMQCkEIBRGzaCI6OnqQiMyfZ5jn9y8d2A25UoHbHlqJDwt/xfR51waMl2f9cclJrLxBDyW1DQ1Q+bG88BdTqtest7iqYjSoawjdSsuzAzIPPOf/Q80fnlFCLF68OKI8o3Jzc3HOBZOhidXy4r/jQhsfiwpDdcQ8UdPFarUiSuh8QxaMlkIoEqG7J7S52/iArqWDO1T0ndfeehOqT5XD1NoakX3OucJyqAcZWzodNuoRK+URowuNjo4OKtdssPFy9PVBEIFZXVz09fXB1NoCpca/1MUXVK9Zb3FV62JQ39gQsuv47IDMA4Lgf8rSH665cps18jyjsrKyUHTyJO/+O1KFHNa+voh5oqZLT08PovsT7gajpRCKRejs7uKqmWFDS0sLhEpmb8io6Dv3vfMBMsdlAdFR6OzsZLPpvOBrwMqWToeNesQKOcxmM6P9802wBuPBxssRoZ6VLlpaWiCUSxEtYDaopHzNeomrWCqFjXSE7Do+OyDzQjjZJbjmyp+//5GI84xac//9KCk4yYtXkTsEQZzWjv09PT2IEjlvVsH4QYkkYnR2n/5vyJpMJkiVzN6Q+dN3en4uUSnQEkHicxdmsxkiLwNWtrzG2KhHqJTBFCGxddonMV+9HGy8nG/IIndA1tTUBGkQC0zoXLPekMWoQybsj9z3mhxhbmnBQwtuQ0XxqSGJYAeSxBYWQyAUwmazYcS4MVi6diW2b9iC8sJiCIVC2HptiBYI0NvTA4IgMHzMKDz8r81ITEulnWjWNVd+dN83uHnGrIjyjKqpr4NAOLiLuSd5JYBBsWETqVYFQ60hIlemBsLS2TkgUA/GD0ooFsHSFXlvdOhS19QA5YhERtv6iq+3z2uLy9DS0oK0tDRG+woVphYTxF4GrMH0LTYSarvXkZyeBsWKlZhx+eWM2sMnzpzIQ9+QUY0J07gXHDo6kPBdJBLh4kkXYPr06UwOIaQ0NjVBrFEw6kP+tvGMq0vk71lWpJajubkZGRkZnB6nN86+IfNg/8d7MPXqK7wK/1yiwPQxozF+ymRkjB2NaddcifV3LMe0a65Exljn5wKhAAKhELrEBCxefS8srW20hIWnAyRJYtvWrZg2a/CxupvAesaGTTTxsag4TVMotVnanYnUg0QijWx3eao0NDdBwVCPQgeRUoGm5tAtmWeKkQPLCzbuc+51nH/FZdi8cROrbeQKgUDgdcqS63v/+juWY/yUydiy/0OMGDUSs2dHpjlsrbEeCo2aUbzobOOrrEyjRp0xNCstzw7IPGhqaMA1tyz0KvxziQIrS0qxctP6geSkPV3dzs+LnZ9bu3tg7e5Gm6lliNEpU8Gmc7FB5AiGOzo60FhvxLy/3DLoWNk0gfWHNj4OlafrgKyjAxIZCwMymRTtFgsLLQpfbDYbWtvbhlg6cIFKq0ZdiHPhMaGxuYn1ARkbQn73OmYvzYGhJjKuZ+eAbOiUJddJxnu6urFy03rIlHLccsftEalnBABDQz3UuhhG8aKzja+yal0MaoyhsU06OyDzIDYhHgd27PYq/HOJAtOzRmHL6nUDyUklMqnz8zHOz8VSCcRSKdQ67RCjU8aCzSiCd8PaYKirq0NCajL2v/vhoGNl2wTWF3KVEp3WntPyDVC7hZ0BmUgiQZe157R26zeZTBArFbyInFUxMagN0ZM1U0iSRKPJBIWK3QEZG0J+9zoOfroPsQnxsNvtrLaTCwQCgddriusk4xKZFFtWr0NbUwve3/4u5HLucrdyhcPhQENTI1RaLaN40dnGV1m11rnSMhScHZB5cPV11+LXL77xKvxziQIrikrw2/c/oSy/ELtefA33bnis//NTOHH4GOw2O+w2G0zGhiFGp0wFmwQROQMyvV6PeddfjwZDHXa9+BoWnXvxwLF6msBKZDL0WntZT4xLEATkcdrT0rG/pa0VUhZutlFRURBJJafloBVw9sOrrroKL6z7By9Jl5UxajS2NEfUALerqwsOgoRIImY1STUbQn73On498D/MuXlBRKy0FAqFcNiH9oFAMTFWG7Bi1gLMzcjGdRnZWDFzAYzVBsrnZd2bW3Hi8DHcf8MtKC0pwd69ezk5Pi4xm82IEosgFAkZ9SE623gra6w2YN2Su/Hc40/i/PPP592InYikaTBPJk+eTB47doy1+hwOB+575EFctewWv+VcycBdyWJ/2f8154l2f/v6e8ybfElE2F5MmTIFqcPTcOltC5H7069+48NlLAt+OYILEjLwfzOuYKW+cKCvrw+rHluLK/58MyvpUX79734sm39zxAnRqTBlyhScO2ECUi+aiMqSUl6u0x92fIIH/vJXxMXFcboftjAYDNj2wbuYNv/akNzX6HD4869x61VzMHr06FA3xS9msxlPb9uCy265kdZ2a+YuRktjE2YuXgAA+GLHR9DGO5Nc0zkvFYUliO1w4OaFNzE/iBBRXFyMHd/swwWzrwzJ/l3XQKxaA2FbD7755hscPnyY1X0QBPEbSZKTvX0XkjdkBEFoCIL4iCCIYoIgigiCuJAgCC1BEF8TBFHa/28M3+3q6+tDFIWpDa61AN6Iio6OmCfv3NxcpGeNQuLwVMbz+GwQEx+H8qpK1uoLBzo6OiCSSlnLVRfpSbH9kZubi4kXTEZcahJv16k0Ro2GEDp906WlpQWi/iwGobiv0UGkkEWErYhQKGTkQ6YvKoHZTV/b2q+vpXte7HY7xCL6acLCAWNDA8R+kopzjSvWijgdZs2axbsRe6imLF8E8AVJkmMATABQBOAhAN+QJDkKwDf9f/OK3W4HQeGHjmstgDeI6OiI0E8AwPjx43H0yBFER0cxnsdnA21i/Gnn2N/a2gqRnJnJqTeECllETAMxITs7G598/AkkMhlv16k0RhVReVRNLS0DHmShuK/RQapSoLG5OdTNCIhQKERfH/17debYLMS46Ws1/fpauuelzxa5AzJDfR1UWt7fxQzgirVQLsHrb7zB+4wU7wMygiBUAC4F8AYAkCTZS5JkK4C5ALb3F9sOYB6f7dLr9bjkkkvw8jP/DKifYMswkQ5R0UTEDMieeuoplJ8qpRSfpWtXYteLr2HB2KnY9eJrWLp2JWvtkCnksIGMmJQrVGhpaYFYxZ5YV6ZSoNEU/j9yTHjzzTdRkJeHu6fP5u061cTHRtTqXmNTE+T9KyxDcV8LhLt+6pVH1qOg8GSomxQQoVCIPi8askCs2focFBo1dmzahvc2bYNCrRrQ3dI5L5H8hqzGWAdNrI72dmzpH12xfvyWZfj+++95N2IPhTFsJoAmAG8RBDEBwG8A7gOQQJJkPQCQJFlPEEQ8n43KycnBnDlzcNG1V6Pd1u30zPIxTx+MYSJTiOho9EZIIug+0oEVzz+JcedPDFh2+4YtWHTfsgF9xPYNW1iNrTxWC4PBgJiY0D11sUlziwkihnkZvaHQqGE8VctafeGERCLBnQ+sxNR5M3nbpzY+Fr///BtIkgyrjB++aGhuhPLcEQBCc18LhMsr6uldr+OjV9/Eqy9vwyMPhLd3Y1RUFKKIKPT19dFa3ZuYloqXDuz2+h2d8+Kw2yEWiSmXDxfsdjsampswVus7qbgv3PvJvnc+8Pv77Q/XNdDT1YWjH+zj3Rw2FFOWAgDnAXiVJMmJADpBY3qSIIi7CII4RhDEMTbTG+Tm5uKWW26BRB6e+olooQA91p5QN4MSZVWV0CZSEzVzrVuRx8egsrqK1TpDSUNTIxQa9iwKlBo1GiLQzJQKhtpaSBjc3INBqpCj19GHtrY2XvfLlAYTP6a5THG/P8z7860w1tVFxGpzkVCIPltoZjQcfQ4IhcKQ7DsYmpubIVLIGeWwZPt3RCKTwU6QvOtrQzEgMwAwkCTpWrrwEZwDtAaCIJIAoP/fRm8bkyT5b5IkJ5MkOZnNlUzZ2dl444034CAdYamfEAqF6LZaQ92MgNjtdlTVGaBLSKBUnmvdSmxiAkorK1itM5QYGoxQsTjIkCkVaLN0RMzbVzqUV1VAmxjL6z4JgoAiXofa2vB/62i1WtHV0wMpi5pEtnG/P3y587+IS0yIiEUoQqEgZBIT0t4XkQOyhoYGSGOYPWxy8Tsi02p4X6DD+4CMJEkjgBqCIFwRuwJAIYDPACzt/2wpgD18tmvnzp3Yu3cvNj/yZFD6CTa9fNwRCIXoiYABmdFohFilgMnYQCkOXOtWYuLjUFNfFzH6O384HA40NjdBqWFvQBYVFQWJSoHmCBBL04EkSZRVVUKXSO3BgE3kcVpURMDqXrPZDIlSAYIgOLtvBYvn/eH625dExEpLkVCEviDvOd7OCZXzRPb1QcDgLVOoqauvg1Qb+G2tsdqAFTMX4Lp+v7b5Y6ag7GQRdr34GnLcPC+DRRKjQj3PRs+hWmW5HMAOgiDyAWQDeAbAswCuJAiiFMCV/X/zRmZmJnbs2IFHtm3Cxj07GCe75ipfmVAsRmd3Fyt1cUlNTQ1ksTGU4+Cas//41LGg4u4LoUgIkUZxWhjEms1mREvEEIrYffqVqJVgc/o/HDCbzehx2CFTKnjfd2xSAk5V8GsoyQT3BSLhmmPX8/6QkD4sMgZkAkHQAzJv54TKeXJE6BuyqrpaaGK1Acu550PWJcRBIBQic1wWFt23DJnjxrD2O6KK1aKmjt8Hk5AMyEiSzO2fdjwhgQAZAAAgAElEQVSXJMl5JEmaSZI0kSR5BUmSo/r/5f2qs1qtiBYG92TBlSZKKBKiOwI0ZKUV5dAkxoWVp5E8Tovq6uqQ7Z8tnK/02df7OJ8E61mvN5RUVVVBmRAbEmG9NiEONca6sJ8GNplMECmdA7Jwul79IVYp0GwyhboZARGJgn9D5u2cUDlPkaghI0kSVXUGxMQFlhi450NuNbXA2t09kFeaVR/LOB2qas+AAVm40tPTAyLIARlXmiiRWIyu7m5W6uIKkiRxqrICcSlJYeVppE2Kx6nK8H9jEYh6Yz2kWnZzDgLOG08lzzcerjmlL4c6KTRu+QKhEBKtGjVhngy70dQMmcr5BjGcrld/KDUq1Dd7lReHFUIBM+sLd7ydEyrniexzRNyUpcViQY/NBimFFeTu+ZA1Oi3EUulAXmk2+60yRoNGcwuvD1ZnB2RuWLo6IZTQXy7sPq/f29uLg5/s86uJoqrXcC/35B1/g8EQ3j+abW1t6LJZIVcph2g/lq5dyatGZSB2oyZhzbwl+MvS2zFlyhTec5OxSWWtAeo4/x49gfqW6/vrR03CwnFTccOoSdh431rknSzgsum8QpIkispPIT41OWRtUCToUB7GfU2v12P13/+OB+cvxZq5i7F07UqvWs5w05bJ1So0RsCqYKc5bHADMvd76MFP96HX2ovywuKAWilHnz3iBmRHjhzB+6+/hbmZEzE3IxsrZi3wqzt25UM2NTTBbrOhouhU0L+3nkRHR0OqUaKxkb8HgLMDMjcsnZ0QMRiQuc/rT593LURikV9NFFW9hme5/76/i3bb+KSqqgqK/mkiT+3H9g1beNWouGKXPmY0zpl6PuISEzBr1izk5ORwul8uqa4N/Eo/UN9yfZ8xdjTGT5mM9DGjcfG1V+GTXR+dNknGzWYz2nu6Q+r4HZ+WgpOl4TntBzh9F0eNGYN//7Af0665csD/z/O+FW7aMqVajUaTKeyzbwgFgqDfkLnfQ0UiEaZffy125f8UUCvliMA3ZMuXL4e1pwdLVt+LxavvhaW1za/u+KUvduOzilx8VpGLj4oP45PS34L+vfWGVKuBkUdh/9kBmRvtnRaIpRLa29HVX1At715uzm05aGxohM1mo90+viir0EPlw2aAb42Ka3+VJaVYuWk9mhsbceWVV/Kem4wtLBYL2rs7oVD7n7IMFOeBuBQ741JZUorZSxehubEhIqwaqFBeXg5lUlxIjVnjkhJRVV+Lnp7w1H3m5uZi1PixiImPpXwPCgdtmUgihoMg0dUV3guchEIhHA72cg/TOQ+ROGVZWloKS3vHQB5Pc38eTzYIpg8rdBpU8Zh54+yAzI12SwckUint7ejqL6iWdy+3/90PEZ+UgM7OTtrt44vi8jLEpSR5/Y5vjYprf+lZo7Bl9TokpQ/HK6+9xntuMraoq6uDPFYbcJARKM4DcRnjjEt6llN7kTQ8DTWniY7s5Kli6FK990O+iBYIoEjQhe0U+fjx43EyvwD23l7K96Bw0ZZJVMqwX2kpjBbAwSDBuC/onAfSQS9DQDiQkJQEtU47kMczpj+PJxsE04dj4mJ51deeHZC50d5hgUTme0Dmay7al5eWu1+Ka1684NBR9Pb2YvuzW7Bg3IU4+Mm+oXqNfn1Peb+3yqJ+vcC8JTlhOSA7ePAgFAoFHl3zAO6ePgcFh44OKcPUb4zp/L9rf5XFp3Di8DHUV1bj++8P8p6bjC2qDTWQ6gKvsFyz9Tkc/GQfFoy7ENuf3YLe3t5BMXPFpaLIGZfKYqf24q4nHkJ5BHhnBaKvrw8nS08hKX1YqJsCTWoiCkuKQ90Mr6xatQq/fvdDwByyXPsEGqsNWDFrAeb2e0qtmOlbO+RCpJDBbDaz2g62EQiig15l6Q6d80D2OSJqQNbT04P/m3MNVDEavLdpG3Zs2gaFRs1aX/vjnjgVb2/YjFP5Jyj1MwDQxMWi1shfdojIeq/JMR2WDoj9DMh85cvylQPO3S8FAL7YsRvr71g+KHfjL/u/HqLXcDgc0MTq0Goy4eJrr8Yv+7/Gxj07cGTv12E5IJs9ezYmTZqESdfMwI9ffoP1dyzHh4WHBpVhmiePaY4yz/2RJIlv3/oQOh39xLXhwKkKPXSZgU1OE9NSIRKLcNtDKwf6mHvMfJ2Hnq4uHNm1Fw6HA1FRkfucVl1djSiFBBJZ6N3nk9LTkLv/e9w47/qwy2v57LPPYvrca3DXkw/5zSHLdX7LjcsfhKW1DYsH7pEfBbzGRUoZWsJ9QBYtgMPB3nQ1nfMQaddwQ0MDkkYMx0sPeM/jGSyue2JsYgJmLl4AgFo/A5x2U9EyCZqbmxEfz3167cg5axxjs9nQ02uFSOxb1M9EK+byS3HNi/d0dfusw1P35OmtIpCIYbFY2DlgFuns7MRf7roLCSPSsXLTevR0sWfPwZaGhSAIKBNjUVUVeXktHQ4H9NVViE1OpFSeScwkMhkgEUa8QWxhcRE0w0I7XelCFaNBD+FAfX34ebyVlJTgkrkzQ64N0xeVwOx2j2yloB2SqZRoNIV3P42OigZCtPCAdJARNSCrq6uDhAN/RXeY9DMXMq2Gt2s4cs4ax1gsFohkUr9Psky0Yi6/FNe8uEQm9VmHp+7J01tFIJOgLQzzuMnlcjz1zNOQKuTYsnqd32lfurCpYVEnxeFUeRlrbeOLhoYGREnFEEuoLThhGjN5nDYiB6wuSJLE8RMFSM4cHuqmDKAZloTC4qJQN2MIacPT8NvBn0OuDcscm4UYt3ukhoJ2SKFWoSnMNWQEQYQsCTpJRtYbsqpaA1RxgR36g4FJP3Mhi9Xwpq8NeNYIgkggCOINgiAO9P89jiCIO7lvGr+0t7dDJPc/kKCrp3D3S3HNi697c6vPOjx1T57eKlK5DC2t4feq/qOPPkJ5aRnum7UAJw4fw7o3t7JWN5salvjUFBSWlbLWNr6oqqqCLJ66hQPTmGmS4lEaASl/fNHU1IRWayclt2++SM4cjt8K8kLdjCEsXHIz8n85wpk2jCprtj4HhUaNHZu24b1N26BQqwK2Ra5SotEU3rlXo6OjQDrOviGjQlVtDWLiub1mmfQzF3wK+6loyN4G8BaAR/r/PgXgAwBvcNSmkNDR0QGLxYI1cxdDX1SCzLFZWLP1uUG+Jr7m8Y3VBmxc/uCQ7Vx+KZ74mrcOpBOQyuUw1YRf2pC0tDQ8+MIzmDLnqiGxWLp2JbZv2OIzpr5i5yIxLRVrtj43UGbj8geHlKFalyZWC7OlHe3t7VCp2He854ri8lLofKxe9QZT3U/CsBSc3PsdSJIMO80TFU4UnoRmeEpYtV2XlIATrT+ipaUFWi23bwGootfrsf31N9HU2AiBUIjywmK/1xWXJKal4qUD9LRDMqUCre1tYauV0uv1WL3q7yjX6zHiT2OCimuge1qkY7fbUd/UiCxd4GvDWG3AM3evQlVxKUgA6Vmj8PC/N/uNB5NtPNHGx+LIt4d4uS9S6c2xJEl+CMABACRJ2gGwZ7ASJrS2tuLjt3cwMpDjyzxRplKgpa2Vk7qDobS8HMokp+DRMxbr71hOyajUX+yYGul6liMIAsqkOFRUVLB05NxDkiSKy8sQT2NAxhS5Soluhz3sLQV8cTTvd6SMSA91MwYRFRUFdVoyThaeDHVTBli0aBEys0Zh+BinOXDG2NFhYfpKlejoaAgkYrSHoXwDcJruXnTxxXjinVeCjiuT3xYSkfNA1djYCLFKgWgKvmnuC0CWrL4Xlrb2gPFgso0nYqkUfdEEWlu5/+2lMiDrJAhCB4AEAIIgpgJo47RVIcBkNsNYbWAkIOfLPFGuVITl6qLCshIkDHOmqfGMhb9FDN7Ke4sdEyNdX+U0yfEoiSAdWUNDA+wCAjKlgvN9EQQBRUJs2Hpn+cNkMqGhtYXywgc+SR6ZjiO5v4e6GQPk5eVh8qUXocrH4qFIQKyQhe2ALDc3F3PmzIZQJAo6ruFmzMs2RqMRUi01QT8TYX4wYn53ZDw59lMZkP0dwGcARhAE8TOAdwAs57RVIaC5tQWpIzMYiaH5Mk8USSTosffCarVyUj8TLBYLGswtA7odz1j4W8Tgrby32DEx0vVVLmFYCk6WFod96hUX5eXlUCUHtrtgC11qIopKT/G2P7bIK8hHTEZqWL4ZiE9NhqG5MWzePI4ZMwYFx/N8Lh6KBIQyKdrawvO9QHZ2Nj7//HPYe21Bx5XJbwsBImLub9UGA+RaDaWyTIT5wYj53ZHp1Kit4z6TCUHlxBEEIQCQBYAAUEKSZFjk75k8eTJ57NgxVurasGUThOkJ+M8Tz3mdr/c3l09lnn+gTGExBEIhbDYbRoyjry/4addnWLX0z0hMDI83AQcOHMCf71mGxvp6r5oxuhoy9/KpIzIAEqgp10MoFMJusyHTT8w8Y9zb2wuRSDRou4RhKTj4zkd49G+rwkbT449/vfUG+tJ0GDYy0+v3tPpeAB2KsdqA5+69H5WFJZg0aRJ27tyJzEzv+w0nSJLEs1teQMKU8T4zRTCBTf3O79/9jMsyx+GySy9jrX1M2bNnD+5ddR8aDLVB3YtCSd5Ph3BZ2lhccskloW7KEPR6PWbOmgW9Hw2Zt74FYMhvxLARmbDbbKjVV/rVQLnXp4uNw7dff41x48bxdciM0Ov1uPyKGairrfV7Xwf6tWB3rUJlySnnXB0BpGeNZk1DFuhary4th7iuDX++9bagj5sgiN9Ikpzs9btAAzKCIG7w8nEbgAKSJPlLg+4FtgZkJElizWOP4KJbboBQLPJaZs3cxZh2zZWDDF3pCKdd2/+090uvpq9UObrvG+RcPhNjx46lvA2XjBo9GlkXTsJta1cyiosn7nG+Z8ZcAARe/fZTWnUPxHrfl9DodGhtNuHi2X/E+thXBzFn4jRMnuz1mggb7HY7HnzyMVy4eJ5Pywsq/ZJq33WV00hkUNgIfPXVVzh8+DAnx8YmDQ0N+Od/tuGyJTey+oYs2GvenUZDHZqOnsRDK1ez1j6mfPPttzjUUIFzp50f6qYwpuT3fIyKVmPunDmhbopX9nz+OUr72pA18Vyv33vrWwC8/kbsevG1IWbi/q7xF5c/jJ7Wdhw9OjRjSjgxZcoUSFQK3PX84/jfh5/6vb7YvBaZ1N/R2oaSAz/gHw894qcWavgbkFGZsrwTwOsAFvf/9x84pzF/JgjilqBbFwZ0dnbCEU34HIwBwc/lBzJ9pYpQKQubqQ8AqNDrMe+uW1nTOLjH2dxsQmuzibGmzz2Btvv2MckJKI4A+4vq6moINUq//mNcaPC0GcNw0cUXRUwi9ty8XGgzh7E+XcmmficuJQlNljY0NDSw2EJmtLS1QqaUh7oZQSFVyGFqCz89rQt7nx1RftIXeetbvn4jAulwPeubOOV85Ofnc3l4rJCbm4sJF06BKkYT8PriWksXqH6FWoW2Tgu6u9kzPfcGlQGZA8BYkiRvJEnyRgDjAFgBTAEQGctyAtDS0gKpSum3TLA6sUCmr1SRqRRoaA4Pl2qz2Yy4xAT8tPcr1vRz7nGOidVBE6tjrOnzTKDt2j5hWApOlpWEvc6iqKQY6hT/U9NcaPBiEmLxyr/+FRGJ2EmSxC+/H8Ow0SNZr5tNbShBENBmDsPxMBD3t7SaIZWHPrVUMMgUirD0ZHRh77P7zSfprW/5+o0IpMP1rC/v2G8455xzuDw8VsjKykJhQQGl64trnXag+gmCgEyr5vyBisqALJ0kSfdWNAIYTZJkC4Cw0JIFi8lkgkjl/4kxkNlmwaGjWDhuKq5Ln4CF46YOSbAdyPSVKsoYDeqbQjpTPIBer8eCe+7Erwf+x5rBpHucFRo1FGoV7bp9JdB2ba9Qq2CPItDYGB5x9EVecSGS0v1reqiYwFI1inWVWzU7B0cOH8Zbb73FynFwSVVVFboJB2Li2M9RynZi7bSskfj1+LGQPwi0trdBqoi8N2TGagPWzF2MG0ZPxtN/uQ+VYZxVwmaz+X1D5q1v+fqNWPfm1v7k2Bdi+7Nb0NvbOygxtrHagN7eXmx/dgsWjLsQhXkFeO211/g4zKB44MEHUFJwAjnnXoxdL76G8sJirJm72GvSb3/Xonu/WDN3MQoOHR30N5Uk4lSudYlGxflKSyoaslcApAFwuffdCMAA4H4Ae0mSvJzTFvqBLQ3Zl199heOttRg/ZRLjOhaOm4rxUyZj5ab12LJ6HU4cPjYkwTYbWNraUbjvINavfZT1uuny3q6daFZGYcT48NCz0eH4Nz/iyjETMW3atFA3xStmsxlPvrgJl9+2ICQrBw/v/Ro3XXpV2D9p7/7kv6gguzB20oRQN4USP37wGe5ZsBgZGRkha8Pap57AxBtmRtxbMnedz+dv78SX736IekNtWK6sfePd7ehN1iB1JDvn2Z/GyfO7L9/bjd8OH0FSUnjkdPXF9vffQ7tOipcffIIVfbZreyqaOyaU5p3AcIcUN867Pqh6gtWQ3QunU392/39HAJAkSXaGcjDGJnVNDVAFmdy0p6sbKzeth0obw3qCbXdkSgXaOy3o7e3lpH6qkCSJwrJTSBiWEtJ2MCV2WBIKy8LX3qGkpATq1ISQ/dho05JRUFQYkn1TxWaz4Wh+LoZnsT9dyRVxI9Nx5PhvIdt/X18fOru6IJZSy4saTrjrfObcloPmhkZ0dXWFullesfb2IlpIJREONfxpnDy/a6yrh80W/pNXhvo6aGK1rOmzqXpfMkWt06KaY+uLgAMy0vkKrRzO6cnrAVwBIPyy5QZBnbEeKi31XIHekMik2LJ6HdpbzKwn2HYnKioKUrUSzc2hzeXW2NgIW5Rz+i8SSRiWguLyMvT1hWfSidzCE4jPGBay/adkDEde0cmQJUimQnFxMYRaFWQRNP02fMxIHCvIDdkDVVdXFwRiUVimHAqEp84nPikRFosl1M3yitVqhYCC+zxV/GmcPL9LSE0O+QN7IOx2O5rMLVDGaFjTZ1P1vmSKOlaL2gYjp5IDn1clQRCjCYJ4jCCIIgAvA6iBc4rzcpIkX+asRTzT19eHMr0e6+9cPmTO2XNu2t/n697cihOHj2HJedNZT7DtiUStRFNT6IT9er0eM2bMwAuPrcfCcVNx/ahJlOfqQ4E3fZ9YKkW0QoLaWu7N/uhitVpxqrICicP8++t49kFf/ZUJMqUCkIlRXV3NuA6u+fW3o0gc7dsnzVhtwIpZCzA3IxvXZWRjxcwFIe+jUrkMolgNCgtD8/axs7MTwjB4OxZIc+sNT53PvNsWh+0bsu6eHr+r9gHfvy/e8Kdx8vzuxjtvDSvzcG+YTCaIFHJER0fT0mq695u5mdmYN/I89Fp7cfDTfQPbr3tzK6vaTxdiiQSOKHCaIcLfY1IxnG/D5pAkeTFJkltxGuawNJlM+OKzvbjomquG5AvzlUfM2+fnTD0fHxYewmeVefiw8BDOmcqdx49Yo4QxhMvnc3JyMO6c8UjJTI+IXHjr71iO8VMm473jBzF+ymSsv8OZaEKZFI9yfXmIWzeU0tJSyOK1fm/o3vog2zlVNWnJOBFGORjd6ejoQFFFGVL95K5kI48dFyRnZeLQb6HxiOrs7ITQj40KX/i6Jv2RmJaKjXt24ONTx7Bxzw7EpSajs7OTh9bSp6unGyKx2G8ZOter57G7m5Z6fhebkoSenh7WjoULGhsbIdU4nQ38HZsnrn6T+acxSMlIh1AoxPTrr4VIJBrY/pyp51Oujy6yGA2nL0P8DchuBGAE8B1BEP8hCOIKOJ36TysaGxvRZDR6nXP2Nbcd6vxiGp0WNcY6XvfpTm5uLpIz01FfWR0RufB86fviUpNwMgzTBOWeOAFdun9tnj8fI7b6ZcqIdPx2Ij/kqwK9kZuXB3VaMgRCoc8ybOWxY5uUzHSUVFeEJPVPV1cXosW+Y8YXbGhuoyXi8B2QdXdDGGBAxtXvCCEScu6XFSyNTY0Qq/1bTXnD1W+qS8vxj3dehbW7h9ffHrFGwenqfJ8DMpIkPyFJ8iYAYwAcBLAKQAJBEK8SBHEVZy3imTpjPZKGp3mdc/Y1t81X7kpfqGO1qOEhr5Yvxo0bh7y8vD98vsI8F54vfV9cSjL01VVhJYC12+3IKz6JlMx0v+X8+Rix1S81sVq023rCwszUHZIk8fOxwxg2xr+Yn608dmwTLRAgJj0VuXn8G+92dXUhWuJ/oMAHbGhuo0VCdIbhlKXNZoO9zw5BAFE/V78jIokIljAdqLqobTBCSTGHpTuufpM2agQev/UeiKUSXn975BoV6hu5ux9SEfV3kiS5gyTJ2QBSAeQCeIizFvFMdV0t/vL4A17nnH3NbTP1J/KnGaCjJ1CoVWjt7AjZa+n7H7gfZcUlQXuq8YUvfZ9QJIRYqwornZRer4dALQ9oSeDPx4gt7QRBEIgZnoITJ8Nr2tJoNKK5syNg3so1W5+DQqPGjk3b8N6mbVCoVZz2UTrXcOqYkfj52BFe3z4ePHgQ06dPx+O33TNIt8W1HtEb/jS3VPctkojREYaifpdOz9cKadfxlRcWY9eLryHn3IvZ1TpJpWizcKdzCga9Xo8pU6bgjluWYsvqR2n3K1e/0Z8sRm1FJWw2W1Cxo6MTBwClVoPaRu68yCglFw9X2PAhe2zDUxhzzWVQaoKzvaACHS+ZQN4pv/x3H+6+IQfp6emct9uTba//G9EjEgO+xYkETvx6FOdph+Hqq8Ljpe/uj/+LSqIbY87zngOPb5rrG2D8NQ9rV60JdVMG2Lt/HwraGzD+wvDKRUrnGiZJEj+8/wlWLf0LUlL4sY5RKBQYM3Ysrv3b7di/fdeAV6K/vIpc5Q70B9U4VhSdgq7NjsU3LeKlXVSpra3F1p3bcdGC2V6/5zovY62+ElFVzbjrtjtYq5MtpkyZghtvvBHVpga0w47DX37LW7/yhq9z4evzLksncj/5EhsefYLxPoP1ITtt6erqQntXJ2/WDXS8ZALNiUu1GtTX13Pd5CHY7XaUV1ciLjm8TQepEpsaPn5kfX19+O1kPoaxZCbJBrrEeDRb2kO6qtcdh8OBX44fQ1qA6cpQQOcaJggCuhFpOHb8OG/t6+zsxJ/vvhu6+LhBui0+9Ih0oLpvkViEzu7wm7K0WCwQSn1PC3MdW4lcBnM7//pEKuTm5mLJkiUQK+S47vabQ67ppKsTl8pl6LL2cDY7dUYPyIxGI2Q6DW/mm3S8ZALNiStjY1BVy/8SfoPBAJFaAVEY6FDYIC4pEVX1tWGxTLyyshKQiSEPkFeVTwiCgGZ4MgpOngh1UwAA5eXlcEiFUMXQ159wDd1rOH3saBzK+403Lzy5XI5XXt4Ka7d1kG6LDz0iHajuWyQWoysMxevt7e0Qyn1r4riOrUyhgLmtldU62SI7OxsvvfQSBFJxWOiO6erECYKAVKWEyWTipD1n9ICsrq4OEi27U5X+9Bj+NAMu/c+i/rxeej95vQAgJj4WVbU1rLadCj/9/BN2vPofv/oOJh5DdKCiMaGqQ4kWCCCLjQkLHVleQQG0XsxgXcdy/ahJWDhuKm6g6PvGlg4oZWQGjuaFPik2ABz9/TjiRg4PdTO8QlfDp1CrAJkY5eX8WK/s3bsXJUXFeODGWwbptvjQI9KB6r6FYhG6wvANmbmtFUK3RQqe1+HStStpx5bOtSyRSdHV3R1Wi5Vc7Ny5E3v37sWmtU+EXHdsrDag19qLt/tzgL6/+dWBfJr+zpFYpeBsQHZGa8je3bkDZo0IGePYG6UHq8egqi/os9tx8K0P8fzj6yH0s/SfbdIzMjDp6unIWbnMZ/u4zutJJUZ0dBonDh3DRE0KZl59NWttpEtfXx8eeeZJTJh75ZApdNex/LTvS2h0OrQ2m3Dx7KsDak/Y0qqQJImD73yEh/96H2JjY2lvzxa9vb145JknccFNsyGRRVYeRl+cyi1AklWAmxfexMv+nn3xBSRPy0ZMfOjOI1t0tnfg5N7vwiKvrzs7PtgFkyp64HeFjeuQbh3fv/cxHrr7byG9Xn2xd/8+FPaYMHZSdkjb4R7Te2bMBUDg1W8/DRjf/J8PY1ryKFw+fTqj/Z7VkPlAX1MDbUIcu3UGqcegWjZaIICUh+zz7tjtdhhqajD/njv9to/rvJ5UYkQn5rEpiSgqL2W1jXRxTVd60zO6jqWyuNTp+1ZCzfeNLa0KQRCISU9B/okCRtuzRUlJCUQ6zWkzGAOAtNEj8HthAW+pbnqsVghEofchYwOhSITuMDRAbTA1D7qO2bgO6dYhUSlgNptp74cPjM1NUKq5X0QXCPeYmptNaG02UYqvXK1CQzM3mtozdkDW3d2Nlo5WKFnWogSrx6BTVqrT8Jr6p66uDvHJSfjqg4/9to/rvJ5UYkQnjrGJCaiuqw1p/rffC/K8TlcCfxzLgO9bFjXfNza1KikjM3Aklz8BujeO5f2O+BFpIW0D20hkMoh0apSW8vNA0GPtgfA0GZAJREJYe61hZ1zcaGqCwm3VPhvXId06REo5WlpaaO+HDxqbmyAPgxzI7jGNidVBE6ujFF+FWgVjEzfmsGfsgKyurg6KWC2tJLtU5vGD1WPQKauK16HSwJ+OrLKqCjfdd/dA+w5+sg+9vb1D4kE3ryddrVOgGBmrDejt7cX2fm3AwU/2DSrjvr8Vsxbg73NuxtZnn8cFF1wAvV7PMDrM6evrw7GCPKSN8p6X0XW8FUVO37fKYqfv29K1K/3GjS0dkLHagGf/ugaPrnkQkyZNCkmMrFYrTpwqQeqI8FmByhZxmWk4np/Hy76sVqvf7AbeYKpF5NrLLCoqClHR0WGlleru7ka31TroIZSN65DKPc891l1dXWgIk5XR7pAkiaYWE21nA8/jKzh0FCtmLsB1GdmYm5GNFbMWoODQUca/IwqNGmKpBAvGXYjtz25Bb2+vV0+ye66Yi3uvvB6r/vo3KBQKHDx4kGkovHLGasi+OxYliUAAACAASURBVPgdfqktxbkXTx347Lr0QN5PUwDMB3AvgG0APgJwmNH+mfBZZf6gv81NJlQfPIpH1zzAy/5ff+dtWJPVSBs1AgB7GiW2fXkC1edNO/DXpx6B8UgBcn/PxeHD/J1TwJm78s3PP8K0G6+ltR3Xfkae+xk2IhPGI/nIy83jPUYFBQXY9f2XmDonPPzi2MTa3Y1fd36GZx99glM9qMPhwH2PPoQr71pMa2U5037GR//87q0P8eSah6BQKFitlynV1dV4dfcOTJtP71oOFs9YH/x0H9b8fTXu/fNdvLYjEO3t7Xhi8z9x+W0LaW3neXy7XnwNCrUaMxfPBwB8sWM3LG3tWHTfMsb9jYonWc65F0MkkeDmO29DbUk5fvjhB1homhOf1ZB5oby6Chra+rFcOAdjsv5/+U994o5aF4PmNjMvectIkkRppX6Q/xhbGiW2fXkC1edNO5CYnoY/TTgXubn8n9Pj+b6nK/3Bl1eUaz8Zf8pCUsbwkMQo90QB4hjEKBIQS6UQa9Wcr7bs7e1FdHQ0bZsfpv2Mj/4ZJQivN2SNjY2QaPi3rfGMtaGsAnUN/OmLqdLa2gqJiv7g2fP4erq60eqWp9bcbEJPV3dQ/Y2KJ5ndZoe1uwcxCXF44YUXWM+l6j/Z1mkKSZIor67EhIlXDvrc8w2UJ2vmjsa0ax51G0GPxsY9/rfhkqioKMhjY1BbW4uRI7k1ymxubkZfdNSglD6uOXhXPJhqlNiqh2p97t/HxOoAEFBqVHj940+Qnc3vyh+73Y7jJ/Jx3vxZtLdlO26B9nPNLQvx3cGD+NOf/sTJfnxht9uRX1KEC27i960Dn2iHJyPv5AmMGTOGs33YbDZECaJpb8e0n/HRP6OFwpBqPz2pra+HNIZ/fZRnrDPGZaHT2oPOzk7I5XLe2+MLs9kMYYC0cN7wPD6JTAqFWo09b7wHAIiJ1cHS1h5Uf/PVX90/FwgFEEmk6CNILFu2jPXYnpFvyFpbW2F19EGmpDdSD6U3jy9kcTGo4UFHZjAYII/TDvqMrXiwHddA9XlqBxRqFW6/8CqUFBdj61b/eje2KS8vR5RaBpmC/oXNV3907efm7EtRUVaG+1bex8l+fFFZWQmBWn5ara70JHVEBn4vLIDD4eBsHzabDdEMpkSZ9jM++me4vSGrMFSHxFLEM9b3b30Ocp2G11X4VDC1tECkpH8dex7fuje3QqFW4b1N27Bj0zYoNGqse3NrUP2NSu7qhLRU2G02vPDQEzh8+DD27t1L+1j8cUa+ITMYDFDEaf2+ujdWG7Bx+YMoLyyGUCiErdcGoUgIm82GEePGYM3W55CYljqorL6oBJljswZ951mfZxkq2/ojJiEOpZUVuByXMwsGRfRVlVDGDx6QJaalBqUJ8Tz2V/73Ka1j90Wgdvn6/thXByEQ8HtJ/JaXi7hMZisHg40/k/20NDah8rujIEmS8wwXer0eOTk5OH78OJLS05A5+VzK/SPY64pv5ColHCIB6urqkJrKfjv1ej3mz5+P/Px8fPbhR7TiwbSf8dE/w2lA5nA4UFNfh2kzLhjyHRv90V8d3mJtrKyBobYWI0aMYH5QLNNoavaaicTz99ZusyHT7XfW2/G99MXuIfW4lzFWG7Bi5gJUlpSCADB8zCg8/K/NznL9cUwdkQFbby/q9FUgAaRnjRryO+Tat6uNDY4+DBuViccefBjTGXqR+eKMHJBVVldB7jG48GTj8gcx7Zor4SAd0Oh0KDh0FOOnTEaryYRp11yJjcsfHDj5rrJP73od+975YNB3nvV5lqGyrT90iQk4/vNxzn8g9TVViD2f3amqYI+dbZRxWlTV1OC8887jZX82mw2/F57A+QsjZyouJi4WBfYe1NfXIzk5mdN95eTkYP78+bjqutkobTDQ6h/h1reooEpJQEnpKU4GZDk5OZg1axZmLJgLU0fbkHgEXtAUWnzJSaIE0WEzZdnc3IwoichrWjk2+iPdOjTxsaioqcJltI+EOxpbmiEfNzTThufvbWvz0N9Zumxc/iAsbe1YsvpeAE7h/8blDwLAQBzvmTEXrc0mLB4o85HPfbrHf8cLr+CZZ57Bn++8k1HbfHFGTlmeqqxAbGKC3zKeZpzW7h6nKWfxUFPOYIxKgxW+yhRy2KMITj1n7HY76hoaoIn1P4ilSygTGHtDmxCP8ppK3vZXVlYGoVY1SJcX7hAEAW3GMOQVcK+dzM3NxeLFi9Fpt+LGe26n1T/CrW9RIWF4KgpKijipOzc3FzfffDMkclnExIMKUdHRsNvtoW4GAKCmpgayuBiv34XCHDY2KQFlVZVh5dPWZDJBoWLP/Nof+qKSIcJ/T6N2c7MJdpt9oExrfxlf9bm2m3XLQlRXVTFumy/OuDdkNpsNhvo6ZF49zW85TzNOsVTiNOUcM9SUk4p4lYpgkKnwVRGnRU1NDXQ6He1tqdDQ0ACxWkHbvygQfInSqRITp0OB0Qi73c7L1OWx3FzEZUbeysHUUZk48u0hzLzqak7fymZnZ+P555+HNDMZ+9/9kFb/CLe+RYXYpAQUfvUTent7IRKJWK07Ozsb27dvR1SS1ms8Ai1oCleIMJqyLKusgDrR+8p9Nvoj3TrkKiW6bFa0tbVBo2HXAJ0JdrsdbZZ2r9ptpubX/sgcm4WWxuZBwn9tvPP8uC/qam02DZTRxOqg9aEBdI//T59/ibiEBNZnps44H7Lq6mq88uF7uGjB7CHfuc/Rp47IAEigplzPq4Zs6dqV2L5hS8C6nrl7FaqKS0ECSBqeinUPPYJ77r6bXgApoNfrcd1116G4pAQj/jQmaC1OwaGjWH/HcvR0dUMkkSAuJRENNbU+Y+I6DwZ9Ba34bFz+IMpOFoF0OEA6SIgkYsSnJMNYY/Cr4fhp1x6svPXPSEpKGvIdm9hsNjz89D8wZdEciKXsZjKgC119C0mS+HHnp1h565+RkpLCWbv0ej2uuvpqVFZW0u57/vpQqPVk/uL96ycHcOec+azrfvR6PebNm4fCokKM+NNYSjHgUofHVt2/f/sTZv5pMi64YKhui2+e2vhPpE0/HzFxOkb39UAwidmxA9/ixmkzcO65oZ+SNplM2PDaVly25IYh312XrgCQA+B3ACIANgDZAHYC8G6YHRg9gOsBuFK+nQvg4/7/z4HTtmosACsA11uxcwB8MmifrocVz/hPu+RivPzsRtorLf35kJ1xA7Kff/4Z35TlY+L0i4Z8x5fRpj+oJs5uaWzCzMULAAD73/kAcqkU1ZXsv0KdMmUKxowdi9EzL0FZ/smgY0Il8bi/pK+7XnwtoPmfa/udW15FXHISRBIxGqprYe3pxs78n/ye22NfHsT1F1zKuf1FYWEh3vvfXlw4dyan+6ECk35f8MtRZMck45qZ9O066PDk888hY8YF0MQyf/sbDtc11fbk/3wYUxMzccWMK1jf7++//47Pjv+M8/7v0qDbGSxs1Z334yHMyByPadP8z3hwTXt7Ox7f9Cwuv/0mEAQRNn2u5Pd8pEOG+fOGDoL4pqysDG/v/xRT5g41dw5nDaOvt8c/7/4cy3Nuo/1Q6m9AdsZNWZZW6hGTGO/1O31RCZ7e9frAHP17m17muXXU2qAvKgFJkph75xIAwK4X/4VWUwusVivE4qGC0mDIzc3FjTcvgjY1GVnZ44OOiWfi8SXnTR9Sxj0G5mYTCBAD8Xh7w+ZBOgpf8Xl61+t4e8Nm/OOdV3H35XMAErDb7AHPrUynhqGulvMB2fH8fMarK9mGSb9PHZmBo98dxqyrZ3I2bdnV1YWW9lZM0HrX5VAlHK5rqu3RJjp1P+wPx5xvZYlo6j5kXMaNrbqJ6GhYrVbW2sWUyspKqJLiB66FcOlzCcNScPKbw5gfkr0Pxmw2+7S8iMQpc7HSmcCdzVmCM0rUT5IkyqoqEZvkXdDPZjJmABi9+VXa21BNnB0Tq8OeN97DnjfegyZWh4SUJNTV1QXVXm9kZ2dj3969kMplrMSESuJxf0lfJTIp5cTiYqkEj996D9JGjYBYIoFAKAh4bjU6Larr2Y+jOzabDXnFJ5E6Ip3T/VCFSb/XxOnQ0deL+vp6ztpVW1sLeRy9fLPeYPu6DhZ/7dElxqO8mhshttOHjPqALJi4Bbr3sXVOBMJoWMNglWVxWSnUyX886IdLn1PrtGjtsqC1tTUk+3en2dQMMQMPsnBFpJSxvpjujJqybGtrwxObn8fYGRdi04qHKHmCAWCsBZiTPgGfV9JLGuyusZLIpFj35lacM/X8QWU8NWQpGcNht9nRYmzAxIkTsXPnTmRmMp13H0x+fj6uumYWTE1NtLUP3uLZVFfv8/gGyhcWQyB06vWGjcyEzdqL2ooqEABSMtMhEAoH6YEA7+eIiobMs433PLMOprxTWL/2UVbi542SkhJs/+JTXDhvltc4Ue1jVPoKFZjqefJ/Pozz49Jx1ZVXBizLhB9++AE/VBdjwiVTA5b1P+Whxx+aEX+6FKrl6OP+BsBbP3fXpR7cvhvrVqxmXYj97bff4lBjBc65kFofYdIvXNuU5J1A1oTxPrcJRkPmvm3S8DQ8vOYBLLsrdDkbSZLEug1PYew1l0EVo3Hen+9aNcj/6i+PP0DpmqYTF6plj311EHMmTsPkyV5nyXjjzffeQXeCAmmjuc0qwxdlBYVI6RVg4Q303j+ezWXZj8FggDJeh00rHnJqjPJ+HPA6Af4wgPv41DFs3LPD+Xe/94ir7Po7lnvdli22b9iCRfctw+6iQ1h03zJs37BlSJnEtFS8dGA39lTk4rOKXMiVClx49eV48ZWXMX/+fOTk5LDWHoVCgTvWrBgUE6p4xm7j8gdxztTz8WHhIXxWmYcPCw8NGkAMlM//CYvuW4YR48bgpQO7IVcqcNtDK/Fh4a/4v4XzIBKL/J6j7Ru2YOOeHfi07Dj26HPxWWUePio+gle++XTIcXhu+8rD69HeaeF0GiT3RAG0w/94zc20j62/YznGT5mM944fxPgpk7H+juWM2uOt31MhZUQ6jhZwl9eypr4OSi0bg5JMAIfhFO8ehu9BVg6A+QDM/f+ydx2544p35rgxWHTfMuzK/2nQeZbGqNHY2Mj6frutPRCIqK+UZtIvXH0ZgN++y7TPue9jZ96PmHjJVGx8/nnK23JBQ0MDrHBAFaMZaN/066/F7sJfsfShlRCJRNi+YQula9rbPdMXVMvqhiUjv7gw+AMNkobmJijDYLUnWyg0Khibm1it84x6Q7b/iwPI72jAuiV3YWfejxBLpbB2dyNnwiX4+JT3em4YPXlQ2QVjp2J30SGf247e/CqyXnxtSD0l9y3DqVX3BGyj5/78tc19m9d/PIBTX/+Mh1euhlarZW1AceTIERw4eRTnzbiE9rZ0j8VX+UD1MImZv21XP/0Elucs5WQFocPhwMNP/wPZ864acKym28dcXJc+Ae8dPwiVNgbtLWYsOW86PqP5RjYYSJLEwXf/i7XLliMuzvty/2B47sUXkHDhudAleNd8sk0w/YjN/eX+cAjT08fikkvoX3P++O+nn6BaYMXIc8axWq+LYO99VHGPW1lBIR64/paQWl98/8MPmH6Z+0IJMZyDehmALgAuDaTnZ97u0d629XUvp1529WOP4tl1T/CeicQFSZJY/dgjuPjWGyGk8VAQznS2d6Dgs2/w9COP0dru7BuyfkqrKqBLjKc1v+9ZNpCG6dSqe/B5Zd7AVKXr/6nekJhoDzLHZuG7T/aivbsLmzZtYlWQ3mRqhkRFL+ene7voHIuv8oHqCUav4W1bsUIGs9lM/4ApUF1dDUjFg9KH0O1jLqjo8biEIAhohiWiqJh9M1OSJNHY3AwVj0/U7udB8JeVnOt+fPVbuUaJBpafvAGgu6ebdS9Bd06tugdZE8bj9rWrAAC3r12FrAnjWR2MAYPj9tO+r5AyLLQpsX4vLPD4JBvANjgHSdv6//b2mTeolqNXVqiWo7Ky0v+BcEhHRwcgiDptBmMAIFMqYOnuYnU25Yx5Q+ZwOHD/E49i2uLr0dLYxHienmsN2R/6g1MACYAA0rNG4+F/b/apORjQk5EksrKysH//ftY0ZG+8ux3WZDWGjaRfH1WNQ6A8ZoHqYUuP4tq2saYWF6WMxvTL2E86su/AfuS3GzF+6h8PSEz72Pd79uOFVQ+DdJAgogj8ffMzuGzuNYzaxTSGdZXV6C6qwspl9zLary8sFgvWPf8MZtyxiPI2wXpbuWvySADP7HqdkSYv2PbWVVajr6wef73zL6zu799vv4kicz1ee/TpAd3hvRsew+dv7mDkoejvmAJpyILBvT3DRmZi0cKFeObxJ1ndB1UsFgse/eczmH7bAkT3r2ClokXmU0MGAIXHcpEl1GDeddexdOT00Ov1eOPzjzB1nn+bH3/HFExcueKnDz7DylvupOVbedaHDIDRaMQLb/8bl+TM47hVfzB686uMng49fca+2PERtPGxXn1s3P1u3nhqE/TH8lBSzF5alGc2b0LqxRMR48O9mA3CxbPHRfmJIiRbo2mLNQNBkmS/eeTkAcfoYGAzbkzr6rPb8f07H+GpBx6hbZDoD4PBgJd3bcdFC+ZQ3ibYeLhvP3/sVGRNGB+SftjeYkb5/37FY/c/xGq9W17dhof+vgbnXHj+gA/gb9//hKUPrqTk60cnrkzvfXRpbzFD/81hrFvzAOf78saxY8fw2W8/4/yZl4dk/1RpN7eieP/3eHLto5xm1/DF0aNHceDEUUyccbHfcv76mrfvAIT0t+PYgW8x/6IrcM4551De5uyUJYC6ujrIYoPzM6IL0xuSvqgEZrccXFTza117600oL9cH0+QhtLSaIWM4ZUmVcMs7KFXI0czBlKXJZEJrTydi4tgZ3LIZN6Z1RQsEUCTGoaysjPG+vdHZ2QkhzQwGwcZjcUEh3tqwGfPHOld1luSdwJz0CYzsa4JBIpOhraOD9Xq7urtg7ekZ5ANIOkjGeXj9wcdgDAAEIhG6erp42Zc3jp/IR3xGaKdMqaCK0aAnioTBYAjJ/o2NDZCoA/+O+Otr3r4L9W+HWK1AE4vygjNmQFZVUwMFzwMypnjzGfOlZ3HXUxz+30HExcez5mHU09MDm8MOEctms56Ei2ePC7lSARMHA7LS0lIoU+JZe0JlM27B1KVLS8aJ4mLG+/ZGZ2cnBBJ6+RyDjceOc8bh9rWr8FGRM3NE1oTxtPSfbCEUi2Cz21hPmm3p7hrIyevSHRJRBGVfv3C5Pt0RS8To6u4JSQLt7u5uFOnLkJyRzvu+maBNT0H+CU+9Gz/UNhihpmDw7K+vefvO22d8PkApYjSoazCyVt8ZMyDTG6opTxMZqw1YM3cxbhg9GWvmLoaxeuhTxUCZUZOwcNxUXD9qks+yVPdTcOgo1sxdDH1hMdrNbXhv48t4b9M2KNSqgflyT9ZsfQ6/7P8aORMuwZGvDuLam26EyWSi3AZ/tLe3QyyXoaGmlvGxuh/jipkLsGLWgiFxdT+GX/Z/7fNY+UKmUMDc1sr6Tb6gpAhxac6Vm1T6WCDYjBvTuozVBry89kksXbwYU6ZMgV7Pzhva7u5uRIvpDciCjYf79q6/QwFBEBBKxOjqYu/ND0mS6OzqxiP/eREnDh/DkvOm48ThY/j75mcCxoxKXGndM4Po855ECwRAFNAbAnPYoqIiKJPjORGqcxGr1FGZOJL/e0gGr7UNRqjcBmTejs9YbUCvtRdvb9iMBWOn4u0Nm1FZUoaCQ0cBDO2HS9euRGeHZaD8+5tfxdK1K72u9OUKtS4GtSwOyM6I1El9fX0wGOuQEUct35nL3+XpXa9j3zsfYOPyB4fMS7vKOBwOaGJ1aDWZBrxgqM5he+5n/R3Lsei+ZQN/U5kPd/n5uDh24FvU19cjNjb4aTGLxQKRTBrUsbof4z0z5gEgsTPvx0Fx9TyGUCMUi9AHB3p7e1lLRWWz2VCsL8NFF14PgFofCwSbcWNa18blD+KS2VdjzoIbILeSyMnJweHDh4Nuj9VqBRFN73kx2Hi4b1+y+dWQJiCPEghYtXLo7e0FooDsi6cOyR0baCEIlbjSuWcG0+e9IRQ7B69sp40LxNG83xGfOYyTurmIlVqnRRfZB4PBgGHDuGm3N6xWK9o7LYNWlns7PgCYfv212LmleiAHsTY+DuvvWI4PCw8N6Ydr5i6GtbsHS9b8DQDwxY7d2L5hCx7m7cgApUaD3KZGOByOoDOKAGfIG7Lm5mYI5VLKTzJU5qVdZSpLSrFy03pUFpfSnsP23E9PV3fQ8+ESrRqGWnZ0AhaLBdFiUVDH6n6Mrc0mmJtNYaMV84dQIoHFYmGtPoPBALFGCZHE+aMRau0DW7iOQ5ueiksuvRS5uewYxfbabBAIQ/e8yPc0pSdRgmhWB2SdnZ0QcjhgoXPPZLvPCyRidHZ2slIXVTo7O1FcWY6UzHRO6uciVgRBQJc5DMdZukap0tTUBKlGOUiq4U8PZu3uwT/eeRXVpeVYuWk9erq6vdarLypBa7/Wem13N5rqG1CSdwKA0+GAD/2nUCREtFTCmk3SGTEgMxqNkMaoKZenmk9y3zsfID1rFLasXof0MaOC9sCi6j/lj5g4Harqamlv5w2LxQKBTBLUsbofoyZWhxi3vJThpEXxRCRjd0BWpi+HIvGPKfNw1uXQwXUcKp0W//rPv1nzwLP32REVRT3v4ulGVFQU+vr6WKvPYrFAJOfOp47OPZPtPi+USngfkJ04cQKqlETOfN24itWw0SNwOO84HA4HK/VRobGxERKNatBn/vRg7jmI/fkrZo7NgqZfa71BKkVcUgKyJowHQN//MxhkLGbWOCMGZHX1dZBqqQ/IqGgmXGUqi0/hxOFjqCg6hYOf7kOvtZfyvL/nfta9udX597kXY9eLr6G8sNin7soT15z88qvnY/3jT7Ci5ens6oRALPJ6rFQ1Ou7HqFCrIJHJsHDchXj72S3otfb6jRFVHQUXeguBWIzubu9PZkw4WVqC+LTkgb/p6J24OL5B2r5ZC7BiZuA+5g3XcayZtxi//vIL3n333aDbBjif5klEliWPL00ok7iSJMnKFIgLi8UCQf/bWS76E517pq8yTNsllIpZfXiiwpHc40gcmT7oM6bt97adt1ixcd5UMRr0SQSoqKigvS1T6oz1kMYMHpB5O741W5/DwU/3wdrdA0N5BfQni5H/61Gse3Or13rXbH0OCrUK723ahh2btkGhUYdE9ynWKGBsaGClrjPCh+y1N18HMuI5e73sgi1fKPd6XLqrV7/d47dO1zbX3LIQL614GD2tHTh69GhQx/Pxnk9RSXRhVP9TBxvQiRHVslz4mB3/3w+47ryLMHHixKDqAZz6sQf+8RguvW2+3ydq3wmyp8CZW/FeOB25P4IzJ2MwuNc5pv+zYr/1uyfI9sbPu/firwuXIC0tLci2AV98+SXyOuox7vzz/p+96w5v4sjbr2RLlqvkhrEB925jm2oDpgYuQCgpwCUh5Y5ryeUgEMglkBCSkMYdHHCkXe6SLwUCXEghHAlphJrQwTbghnuTbMtylWW1/f6w5ciyypZZSZT3efIQS7u/+c3s7Oxo55335RzLWbDsh3u2v417H3+EVb88sfdLrHro9xg6dCiR3M6cOYNDV85h1Ixct9P9M4FtXvk/ncWEobGYMd05WmAqlQovbtuMqQ8v6heDBdjn7+xxruhCPiKNEvz6HrI6i7bw5rv/hkfcUETERDk8lkQdnaWBZ0JlUSkClN14+P4HaB1/0+uQ1SnkkAYH8V4OqXV/Nrwr0zkSHx/kzJyO/Hz7D0866FKT550waSO6x/LBtxCKRcTekNXV1UESFMBheeMSeidOPn3/kuCAmMeUA1Bwju8bFozKqioCuQEikQgGPbklO2eAJCfUaDAQ9R1sUakg9vOxmqe78BfZ5uXj7wtlKz9WZ9aQl5+HwJjhAyZjAPv8nT3ORSXF41xBntP8P2sa6iALCaZ1LIk6Opv/KQsJQm1DPZFYN/wuS41Ggw5114AdHnzBtAZumt2zXfc3j9PbkSmHXALzc/LOX0BCQgKHmvRCrdFA7BXg+MA+2H7DY45RWJxyDL+87Rll87wNCKV5LL2Yjt7wmMND5Ak1oQlZZVUVfEIdD0i28luzMBET5z5r9qsxEZv3c5twm8d8dEYQAAHeOnyaU/ygoaEorSzHFAKm2N4SCQy662tCZnn/mzihbMYDo1ZPdNegslUFnwBfq3m6C3+RbV4+fr5QlpNZMnIEiqLw84XzGJ49eNWAbf50zyN13bx9fSAODkBxcTHS08mtflhDZ2cnNDotvP3ouXi4a9+0B/9AGZpULdDpdBBx5BTe8G/Impub4S31/0VLy8b6OwkdHWs6KWzW/C15V34yqUOukfk5RZfysfzxx2m2kG1oenoIklbL0btMdhHACwAC0bs0ttvm8c+jHsBTAPwArAdwBoCg7z9v9HZfIYA2ALtsxDSV68XoGniKRejRkjGNvVZVgaDwXkK/vLoWK2YvxoKYLCyMycKKOYsd9sWH167EkS8O9nHvtqKyuJSV7p05THyNJakT0CxXoF2lwn0ZuYz1u8xz3bp6Pc5eOE9E50gikcDoAm0pLrDJCWWhi6bTaiGRSIjl1tzaAh9/P6t5ulr3zwS2efn4+0GpauE5u17I5XIo1R0IiRi8lMw2/4fXrsSe7W9jcUoO9mx/Gw+vXWn1OC7XzXJM8fD1xukL9GwHuUChUMAnSGb3+Wuem1arxZHPDzqtb5Lg5Xl4eEAi9UdTE3fF/hueQ5aXl4fPTx/F7jf/bXdtms7aNdP1bVdxNeorqmAsV+DRZb/nFGfTP7cifEImER9LNm1XnHcZ+wpP4dEZC9Ha3AJpcBAiE+NQ8PMZGA1GBA4JxZwHFtP2+mRyDa4VXEWk3gv33HkXp3pTFIVnX9mIkQtug2+Af59PTgQeugAAIABJREFUaTNmL+3lbxza9QmChoQ67ItAr2fbif99068Fl3vH7S7xr7QX49CHe1F4+QpkMhmrnEwoKirCrh++wvh5MznFuR6h69Hi5EefYfOLLxNzdVj/6ktIvWMa/KT033hfL9BpdTjx4afYQrC9bOHg118hr7UBIyeSM513xnPCsoyTB7/FHQsX4OWnn4WPjw/Rssxx8uRJ/FBWgF3/eIORR6WzOI2kyj7/3VEsHJNLi3N8U3PImpXNEPv7Olyb5kNHx1VcDT+ZFAoC/lo9PT3wIKQFRbctEre+hfnRmf16MotSctDUoMAzOh3alC1Yve0V6HV6GI1GtClbGHt9MvFo1PRwf0PW0dEBtban/+2EuXbOwt89AJWV3O1p9HDRvbMEif5pGaNJoUBDQwPrnEzw9/eHrlvDOc71iO6uLsikMmKTC71ej7aO9v4+eKNBJBYBHkLed1oajUacungekUlxROM64zlhWUZFUQn8h4Xh8uXLxMsyR1VdHQKCAxl7VDoLpMr2CZKiloDc1A0/IZM3NcFPFuBQ14UPHR1XaU35Bvijtb2Ns46RTq8fRFxlC7ptUbLqURyozOvXk9lXeAqh4WF4WSSCNDgIW1aug6fIE0KhENLgIEZen0yugYenB7R67qTX+vp6+IYG9T9czbVz9r+7E4FWcren0cNF984SJPqnZYzwqEjUEBAmDggIQE+n60yjXQl1ZxdkBN9ktba2wsvPl6iMhrtBEuBHTJzTFqqqqqAVCYhvEHPGc8JaGeEJMTh98TzxssxR01ALWWgwY49KZ4FU2bIQMvqfN+4d2geFsrnfC9Le+jsJHR2ux5OCh4cHPL0laG1t5RRHp9fBw5PMhIxN2wHo5dHJpAgbMQxKuQIXj/0EvU4PD5EISkUjI69PJtfAw4OMUrpcoYAk8JcNJXS0c2xp9LDVgrMFEv3TMsYfNvwV1QQGJj8/PwgMBui0ztkJ5k7obGtHWDB3moAJLS0t8Aq4Md+OmSD290FLC788svN5FxEc51i6gSms3YekFeatlREePQLlDbWcnxO2YDAY0NDUCGlQoN2xxpWcRlJlB4YGo7quljN/9obeZVleXo4tr76GRkUjYlOTsGbHJpv+dHT82hwdI6+uxeblT6G8sBixKUk2yZlsIK+uxSt/XIXK4lIIAEQlJ2Ddv7YOqo8ph7LLhfj+ky/w2WefITY2llWZer2BsVq6ZRuY2pypz+DQyOEofvwRfEZjC3N/na8WQSQSQa/TITY1ub9sNpwAoYcH9ASU0msb6geY6g6NHI5172ztbyOxeLCBtq2cN+/fNaB9ucDWdWIKy1zbVa249u1JTrkBvcKwnhDiybseQHVpmc0cSdXDndDV2o7wqBRi8ZqbmyEOoLfL7XqFV4A/GgnQNGxBr9fjbN4ljL5ndv9n9vpewamz2LhsOTTqbkh8vLH+vR0YmTOQd2Z5/pvff4GhkcMhr65F0va3kf7Wu6z7tLXcrI0pssgI5BfkY8rkKSxaxT6am5sh9vOFp0hkdxzmw8uY7rhgq2xb59v6XOLjA72AQkdHBwIC2L/dvqHfkN17772ISYzHrktH+82w+YTJMHV33nFMnDsLG5ctH/A3l/I3L38KnW3teGD1Y1i6+jF0trZZjWfK4a/bXsP06dNx3333sS7TaDRCwHCZw7INuNSZrp6MqcyYlESkZ49FdHIi57IFQgEMRgITMkUDpCEDlzi4tBGp9iV5nczhJw1AS3tbr5k1R3y6ew9GThhnN0e+6uFKaNu7EBJC7g2ZvKkRvlL+ZX9cCf/AADQ08id9UVZWBqHUdwAPz17f27hsOdKzx2LnhSNIzx6LjcuWD4pp63zTv1z6NN37IiIxBmcuXWQcnw4UCsUghX5ngeu4YO/a2IrrEySDgqNi/w09IcvLy8OYSRPh7evrFLIgH2bh5rEdkcHNc/ANkuL222/nZPbc62DPjFjsCoJmP+G9qI/wXsyd8C4UCGE0cPN7oygKiqZG+FvsOOTSRnyID5O8TkKhEJIAPzQ3N3OOVVNdg8yJ411iWO1KqFtaERYWRixeXaN8wFvaGxH+gTLU8zghu1iQj5CYgW9Y7PU9jbobK7dsREBQoE2DbMvzlxZcHbSh6f9e3YqlBVcZ50v3vhgyLAL1LU28LPfWNzRA4qIJGddxwdb59uJKAgM4b2i6oSdkqampKLhw0WlkQT7Mws1jOyKDm+cg8BBiz969nMyejUYD4zdkriBo9hPek/sI70ncCe8CoRAGjga87e3tEIhFvbvArOTLpo2YnGuPh8LndfLyJ0OwTklJwckvD7nEsNpV6NFoAJ0BgYHkJlD1CjkCArnJkLg7AgJlUDQ38WKardfrcf5yPobHD6R+2Ot7Eh9vbFu9Hu0tKpsG2Zbn7xqZOmhD02/XrsKukamMc6Z7XwiFQsiihqHgcgHjMhyhuqEOMic45FgD13HB1vn24voHyVArl3PK+4adkJWXl0Oj0eDHg4ewOHUCjnx+kBVhj4lwXD9BsM8cXKfV9vrZMRTctFbmw2tXol2lws7Nr2Pn5tfhKRJBqx1sZG7KYcODj+D48ePYvduW8Cq3+tv6nE+C5gBDbDPTdZOYYEVhL+G9soge4d3etSUhOdDS0gJvKw4RXNqIyblJ298mEocpxAE+UCqVnON88MEHuHL2ItGNNs4CW8FJVVMzRkREEJO8UKvV6O7poa2Ufr3CUySCp7eEl52WFRUV8JT6wseiDc373pHPDw4Yjx979TlcPn0OD4yehsunzw0yyJZX10Kr1eKD17YNej6Zb2hiayw+ILcvDkLbM/hZYUJ4fBTO5edxbaZBqFPIB9E12KDg1FksSc3BguhMLEnNQcEpxx7NdMV2Afvm7vf2PcvLrxb1i3TbGm+kwYGokXPb0HTDCsNmZ2djwoQJ8E2MRH1tLRGjb7rCcVzF5uwJg9I1LlbU1KG7sArL//AI4zqbsGLtkzj09SFMslIXV4j5sTFdpxvPMkZzgwKqC8V44s9/YZ3vhQsX8OWFkxgzayrrGFwwPzoTByrJD7SOUJp/BSP0Xlh8192c4phEddPnz7juBE3Z3h+XT59HZsBQzJ09h0ge1dXVePOTnZi0aB6ReO6MM//7Hktvm4vk5GSicT/94nOUGTuRMibT5jGkRcMtDbK5jLeOzjUajTjy/n/xwuqnORHSzdHT04O/btyAGb+7l7PcypLUHKRnj8XKLRuxbfV6XD59Dv+9esruOUzay96xTOL0ChTvw+YXXrZbZ7cUhhUIBB4CgeCiQCD4X9/fQQKB4DuBQFDa9y+nd/aXLl3CvHnz4C31czrXho/1a6b8NLFEgo7OLkblWkMFi7V0vsDGdJ1uPMsYJH6oqFpbIfblTwXbGkzCuvOjex8epv8nvY3eHnz9/dBCwOxZIBAgIToGzQ3O8SkkCbb3h7pJhehIctIKjY2N8JZdX5NZtvCS+UHR2Eg0JkVRuHClAMPjou0eR1o03HJDE5+8U6FQiIDhQ1FUVEQ7piMolUpIAvyIaN/R4eNZgkl7kRKtFYlFEHqJ0dbWxqyCZnDlkuXjAArN/n4awA8URSUA+KHvb9bIysrC3v/uhcFoJGL0zWQtmo/1a6b8NJFYBE0PR6VzgRAxLNbS+YJ5mbKQYASGBBMVNbWMIeS4bNTS1gpvf+cuFZmEdU1vxkz/T3fHKgl4+/lBSUjbKCE6FqoGsg9ZZ4DN/UFRFDobmzFixAhiedQ1NMAnUEosnjvDP1CG2oZ6ojHr6+uhFVLwl9lvQ75Fw/nmnQ6JHo68wiu0YzqCUqmEhNDOXjp8PEswaS+SorWSAD9OdA2XLFkKBILhAD4A8DKAJyiKmicQCIoBTKMoqkEgEIQDOEJRlN3a21uyLC8vx+w5c1BeXo64tGTW+kRsdI7onmNNt+yDV7dZ1dMCYPVYW2VoNT04vftL/O35jYzrbMLKZ55G8syJ2LrqGVp6LJY50m2rV/60ClVFpaAARCclYN07W62WMX/ZUryx9kVo1N0QicWAoNf3z5bOjyPYu06NtfXoLCjH44/8mVXbAcC//u9dUNGhGBYbTatMNjCPNzwuBqCA2vIKxKYkoTjvMu9LllbLL6tA6JBQnDh2nLUGngkNDQ3Y+sF/MPm+hfTL76u/KzXJ7F1nW9+1NDah9tgFPLP6SWJ5vPGfd+CZEIGI6EhOOV8PUCoaofg5H089/gSxmEeOHsHx6mJkTZkAgLk+lS1Y0ykLjQhn3GfogM65PRoNTn28H6+tfwGentzlSXfu2oW1G9ZDXlPLuS+Zt5VAKIBAKERkfBwg6B1rrN33AP1nkb3njFgiQWBoMBS19Xb1P024+ONJ/Cp5FHJycmzWx96SpasmZPsAvArAH8CavglZK0VRMrNjVBRF2V22dGQuvvuTT9DoSyE2jSyngBQs16cd8cKYwGg04od3dmH7K39jTRBe9ezTmPKbxfAUiRwfDPZ8u5bGJsxeuhgABhiF22ufR2csBCDAW4e/4IXDRoKDt+mfWzF0QgaChoT2f0aaezeQVzewTUa/txPRp79nHZtt+W/+8Dm2P/Y0tJ1qnDlzhlN8o9GItS89j9H3zBlEqrZVPl99ghRs9YGi83lI8JTizgULiJX1zMsvImPhTFo+lq40eSYBnVaH4x98gi0vvkLMJuqf/3oLXskj+ie0pNqIDk/Y2e1/8tOD+OOdv+b8IwoA4hMSkDYlGw8+uZxYXWxxiEnf95actfNHT+Dhp1bSui5F5/OQJA7Egnm2OZtuxSETCATzADRSFMXKREsgEPxRIBCcEwgE55qa7CszGww6CAl5MfIBPnXLhEIhKHDjQgmFHqCM9M9ny7dTmemrmRuF22sfVbMSrRw5ZPZAURSEAm63R2dXF7wkkgGfkebemcezbJMnVPxYojgqX+Ljg1ETspGXx/3tnFAoREpcAhQ2dpXZq7+7apLZ6gOt9QokxscTK0etVqNL0017h+X1rukmEovgIfEittNSq9WiorYaQ4aF93/Gpw6gq9tfOiwMJaUlRGJVVlbiV/fdQ7QutjjEpO97S84aZaRoXxdfqT+aVOyXLF3BIZsEYIFAIKgEsAfADIFAsBOAom+pEn3/WiWOUBT1DkVRYymKGhsaGmrtkH7oDAYIPdxX2YNP3TKgT0uLg/2Pp4cHjAzU6tny7QLN9NXMjcLttU9gSDBkHDlk9mA0GODJYTJPURQ6u7ogtpiQkebemcfju02YlF9wMQ9paWlEykhPSoGyxrrgoqvrzwbW+oBep0OXQknk7YQJTU1N8A4MoP2G/EbQdPMOlKKRELG/pqYGkiDpgBUCUm1Ehyfs7PYPGTYURRVlRGKFDR2Kk199R7QutjjEpO97S86aQCigfV18A/zR3HIdTcgoilpLUdRwiqKiAdwL4DBFUQ8A+BLAw32HPQxgP9ey9Hr9AC9GttpAJGBLW+zjrW9hcUoO3n91K6QhQTjy+UG7mkqmOHcljMGS1BzcnTDGZl2EHCdkQg8hjAzekLHRhFqzYxP8ZFLs2vLGIKNwy3jr39vR/7eXjzfaVa20dGbYwGikOC176PV66I0GeIp6+Rim61Z2tQh7tr+N+yy06dj2TfM28pNJ4ScN4F2TyzxXkwacqXwvbwkWp07A0a+/gUajQXl5OefyEhIS0F6nsCr66er6sxlHrN0njbX1iB0eCYnFBJ4LmpqaGBGrnaHpxvcYLJH5wdHKCV1UVFXCLywYwMD79+Otb2Fx6gS8/9o2aHu0DrUZrcFaW7taUy84LAzVdXXQ6XSc4hiNRsycNwfnDh+3WRdLbbGj+7/CitmLsSAmCwtjsrBizmIUnDo7oD3NNcD8pAHwk0kHjTsfvLYNWq3WZtvTuUbr39sxQEPuia2v0L4uvv5+UHJ4Q+tSHTKBQDANv3DIggH8F0AkgGoAiymKsuvn4IhD9u8P/g/6EcH9W5ZdyZGwxRmwxZ9yFOfEwW8gCw5Ga7MSufNut1qXH/6zG689s4H1IL/+1ZeQNm86fK2Im7oafF/L6tIy+Cg68dulD7I6v6urC8/+/RXM+O2vaeV7PfF36Oj2hIUOgbGhBUePHsXp06c5l/nati0Ykj0SoRFDOcfiCj6u1cUjJzE1JhVTp5DTrPvfVwdxpbsZqWNHEYvJFXz387LLhRjaLcS9ixZzjvXmu/+GMDYMw2KjaWkgXk/3sC38tO8gHll0P6Ki2EuvWI591mCNpxUcFobZSxcBAA7t+gSdbe20OdV0257va0RRFL771y5se+lVeNhYYXErDpk5KIo6QlHUvL7/V1IUdRtFUQl9/3I21/Lw8ABF/fKr2pVr9LY4A7b4U47i0PFtpChub3lEnp6c3rDxCb6vpUFvgNiT3mYGa+jp6YGH2W4lR/m6mj/CBLR0e3y8sWjRIk5equYYnZaBhooqIrG4gvS1oigKbTVypKYwt8ixhzqFHAEELZhIgO9+HhAUiDoFN/saoPeaVNXVIChsCAB6GojX0z1sC97BMtTXc5MO6ezshMjBSwBrPC1Lr2YmnGq6bc/3NRIIBBB7e6Gri50GqPsSrAhAKBSCMlvmcOUavS3OgC3+lKM4dHwbKYriZMHi6SmCQe+eEzK+r6XRYIBIxH77t1arhYfZ+Y7ydTV/hAno6PYYKAq7du3i5KVqjtSUFLRWczPuJQXS16q1SQmplw9CQkIIZdgLeVMjAtxMg4zvfh4QKIWiqZGzsHNbWxt0lBHefcLOdDQQr6d72Bb8QwJRXc9tGbmrqwsiby+7x1jjaVl6NTPhVNNte2dcI5G35NaEzBpEHp4wGH6ZkLFZo5dX12LFnN617QXRmVgQnYkVcxZDXl3LmTPQ60/Z1u9P6eUtcZiTKY4j30aKokAZjTZfm9KBWOTJiNRvD2y4I/3n9PHl7jLjy9G9lmw5K0aDAWJPMaM6msNgMEBo9obMUb6u5o8wgb1cTd+9tvxJfP/995y9VE0YNmwYvIwCtLeQ9ypkCtLXqq6sAmPSRxLzrwR6+19LWysRugFJ3pe1tiMZXyyRQGs0oLvbsZq7PcjlcvgEy/pzK+/jft6bkTuAv/TTV99h/rKlWJKag5K8y/hg0zbcO5KedzHXetM935YHsOkccz7X2sW/xQ9HjjDKwxK9P0btry489upzOH/0BB4YPQ3nj57AsmfWwE8agJ1b3sCuLW/ATyYdwBm2yrc1ey5oe7Q48sXBQd6Tlm3CxOOTLTz6fKbZ4Ib1sgR6PciqPDRIyGC/28ukk0VRQGRiHKpLyiAQoF9birRnJan17F5frU/xj42vsI6x/V9vwi89FkOGR3DOh4sn6In/fQNZSDBalUrk3mGdL0eyXAAoPH8J6d4hmDtnLq1yLFFVVYV3PtuDnLvJeBJeb8g7fgrTY9IwadIkYjH3HziAIo0SqeNHE4vpDji+Zz+W3/8bogr9KpUKL72xDdMevIdzLL55N6Tjn/zkf1h+38MYNmwY6xgnTpzAjxVXsXPLDoe5sfFaBPjxPHbEm7LGf6suLevP/x+rnkHBT2fQ09PD+gdCfn4+Pjt1BGNun8Y5d3vnWnsuAPSfyXz16zMHvsNDty9AQkKC1e/dlkPGN7y9vKBjOVM1wcTzalO2YPW2V9CmbIGqj+vFh2clKeh1Onh5sX/DAwBikRh6vZ5IPlw8QSuL+/hyRbb5ciTLBQCDTg+x2P5rd7vnGwwQuLHkCt8QCAXE+YcZ6eloqaojGtPVaG9RQWwAhg8nq4ivUqkgIWTbxTfvhnR8Lz8fzlpkiuYm+AT40sqNjdciwI/nsaPjrPHfzPN/YuvL0Ol06OzsZJSLObRaLYSe9ldmSHhzWnsukPKw5AKhpwfrN2Q39BPDW+INnZbbFl4Tz0saHIQtK9dBGhyEwD6uFx+elaSg02rh7cVtC72XWAwDoQkZF0/Q6KQ+vlyybb4cyXKB3iVLLzH7CS1FUQDBJajrDgKBVZkKLoiKioJQo0NnWzvRuK5ETWk5xo3MIrpcCQDt7e3w9CEjocE374Z0fE9fb3R0dHCKoVA2w08mpZUbG69FgB/PY0fHWeO/WeYvEovQ0sJ+T53RaAQcbCYj4c1p7blAysOSEziMfTf0hMzPzw/GHm5vyEw6WUpFIy4e+wlKuQLtqjaUXS3qX7dmyyWxxUVhyi2wdnyPuhsBftz4I14iMeTVdUT4HWx4Nw+vXYk929/GtYKrOH/0BCquFjPmi9kr1147G/VGiDlMyLjAVl4kuDZ0YlhqBBWcOsvofL4gFAoxfuQoVJdy1zZzF7RU1iIrI4N43Pb2dohoTMjoXE8mvC82/WPNjk048vlBmzpSAzhQcxZjxezFduOLfSRoaeX2hqy1rRU+fr60xi1LPtRjrz7HuF2PfH4QWq19PpNlTHNdLnvj4gCtPgv+25odmwbobp0/egJ6vQHz589nrSHY++PCOhXKkR4jHZjqU1nUy6OuKPyFR83kOcOFC+ro+rL9gXVDc8iuXr2KPUe/xbi5M4iV6QytGaZlWDv+8S0bIWlox7IHHmKdx6dffI4nnnoSM+5Z4DbabUzbge3xF74/hvmjJmL0aHZ8pbKyMvzfV58je8GvGJ9rKy8SfY9ODHucGLo55P90BpPC4zFt2jTG9beH8vJy/Ouz3chdPJ9oXFegXdWKqwePYOPaZ4l5L5qw/8ABlOjbkDza/mSPbZ8i3UfpaNv1cqAc+xZWFJYgqFWLB+6932G5tvD0xg0Ys2gOJD4+rHIHmPGL6bSbs7h8w6Oj0VpQijNnzrDSEDx37hy+KjiDUTNybZZxPWu1Afbrce7rw1gyeZZNp5KblkPm6+sLvUZDNKYztGaYlmHteI26G1KOb8gkXl6oK69yK+02Zx1v1Bu4vyFj+VvHVl4k+h5XToyrtZaio6PhodGjo7XNqeXygZqSMmRnjiY+GQOATnUXraUztteTdB+lpW1H07fQy1uCDrWaVrnWYDQaoe7uHmR7xiR3PsYuZ3H5vAP8cPvs2aw1BD08PAbITVkr43rWagPs14OL/ucNPSGTSqXQdnHb/mwJZ+iYMC3D2vHdHZ0IknEThfT2kiA8aoRbabc563ijXg8vL/akfqFQOECUmAls5UWi73HlxNDOgaI4Sa7YglAoxPiMUagpIeO550q0VPCzXAkAXd1qiGls6mHbp0j3UTradnR9C8VeXlB3s5+QabVaCD08aD9USfhS0jneWVw+ChT2ffopaw1BLy8vGLXWucc3glYbYL8eBq2OtTvODT0hCwgIgK5bQ3S3lzP0opiWYe14XWc3gjiqdHt7e2PRo79zmT4WiXZge7xRy21CZu9XoiPYyotE36MTw9LLbf17OxidDwBGAz8TMgAYlZkJZUUNL7GdhdZmJSRGAVGpC3Oou7shotF/2fYp0n2UjrYdXb9SsZcY6m72KyN6vR5CBn2XhC8lneP5fvaY4m948BH8dOIEaw1BiUQCgw0/zOtJb9Ee7NWDy4SMvRT5dQChUAhKZ8CahUtRVXINsSlJWLNjE4ZGMttiLq+uxeblT6G8sNhuDHl1LV750ypUFZWCAhCdlIB172xlXB5TDI0cPphHcS4fMpmMU9ympiZ88sa/oair76830Lt+7qgt2IJOW9s6xlo72IPl8f0ikIXFCA0Lw4KJ0xAZGcmqHh4eHqAM7CZkturBtH5MYpsjNCIckQlxKC8sRmRCHEIjwpnnQBl5WYoDgMjISHQ3qbDyjl+jurSMVj+kew87CzUl5cgZNYb47koTenRaeDiQHgCsX086bWWvj67Zsan//M3Ln6LV1vbuRabXy8PTE1od+81cTCRrLMf8ro5OvPKnVagtq0BsShLe/P4LWnnTua+43P+2rqm1z7vaOxCuESI2NpZVWd7e3tDb2EznqA7OuE/ZlmE6r+xqETw8PKHt6QEAaC3qquvR3npDZgtf7vsUmbk52J13HBPnzsLm5U8xjrF5+VOYOHeWwxiblz+FztY2LF39GB5Y/Rg629p5Lc8euts6ERQUxPg8czz77LNIycoYkAeJ3OyBTny+cjCPm5CajMcee4x1LE9PTxhZTshcDRLtS+kNEDlQ62YLgUCAb788iMTMdNo58t1vmYCiKLRU1CArI5O3MgwGIwQCdsM717Yi0dZcYgiEQhg4OIwwsZyzHPMVNXXobG1zi35mDlvtae1zgUAALoo1/v7+6Olit2TsjPuUbRmm82JSEuEpEiE4LHTQc95oNEKn7oa/Pzv+9g0/IaurqcXoqZN4J0KbjmNqFs6lPFvo6e6GJ9Ur+8EFRUVFGD0xhxNZlSlcSW41j5uelYmCggLWsUQiETENN2eDRPsS2RRhB5WVlUhMSIRYIuFlwwefaGlsQoCnBOHh4Y4PZgmj0QChkN3bN3cQvOYSQygUcPKyZPJ223LM1+t0Vo3HXQ0mmzAMBgPEHHx8fX19Ab2BlQaoO26aszyvsqgUPd3daFW2DHrOd3d2IcDPH56e7Nrvhp+QJSUl4ehn/+OdCG06jqlZOJfybKFNqUJE2FDOyyFpaWk4e+Q4J7IqU7iS3GqK293Vhbwz5zgZY4vFYhh11+eEjET7Gnl8QwYAWVlZKDx7AYqaOl42fPCJWp6XK7nCHQSvucTgquTk6elJm3dsOeZ7ikRWjcddDSabMAx6A0Se7O9dgUCAIFkQ1CzEed1x05zledHJCfDy9oYsOGjQc17NcTPdDa1DBgDHjh3DvQ8uRZNcgeFxMQAF1JZXsFo7trXmbL62LBQI++2axBIJlm/agAPv7Rp0bsGps9i4bDk06m5IfLyx/r0dCI0I748jEomg1+kQm5rMmB+z6LHfITN4BJbczc3H7sKFC7hj4QI0NzZieGwMIABqr5XDUySCTqdDnFlu5jn0H1vGrJ0H1OVqkdVyLOvrKC8m+KXsYoQOCcWJY8dZ8yi0Wi2efPE5zPwDey0kPkCH50iCx3F6/zdYNu8e1u3nCOWNcdgvAAAgAElEQVTl5Zg7dy6ulZUhLo35PeIqDhlFUTjy0ad46o+PISwsjLdyNr++HSHjUhE8lHkZXNvq6P6v8I9V60AZKQiEAjyx9RVMXcjME5ZLDp1t7Sj6+hheeGodozJN0Ov1eOK5dZj5x6VQ1NTZzaPg1Fk8//CfoevjEXmKRL3jYU0t7byZ1NXasQBY826tfa6UN2KULAK3z2KuoWjCux99AE14ACIT4mjV4+G1K/HBq9tsPvvMn7Gsno1mz5MR8bFW5wFMnvPmHLJhsVEQicSoLa9ARHQknlixEo8/9hebOdnTIbvhJ2QajQZPv/wCpi/7Nf5614O8iNLZM2/ds/1t3Pv4I4PKtCa+GZkQR0RU8bs9n+HT3XuRnZ3NqV6mtrvt9/c5FPRzZGDLh4Cp+XFcDMgt0d6iQvkPp7F+zV9ZnQ/0Pngff+ZpzPj9vbztNmSDNQuXoqWxCbOXLgYAHNq1D0FDQoiLM5785H9Ycf9vEBHB3ZjeFuRyOTa/+zamLL3Lbd82WaK5QYGGny5h7ao1vOa8499vwzslCmEj2BtsswVbs21SUDUpUXv8AtatWs06xpMbnkXO/Qux7tfLHI57LY3NmL10EQDg0K5PEDQklBeTcFvHAsxEaB3h0rGfMTM+AxMmTGAd47sfvsfZxiqMnDjO6veW9bD1nLQ8/sTBbyALDkZrsxK58xyP80yeDyREjd/ZsAl1l4tx5coVm8fftMKwQO8W3KAAGTpUrU7hHlmat2rU3VbLtCa+SUpUUV5di2HDuA/EXl5eMBoMMBgMDnOz1wZ88/bueIibAbklejQ98KWh0G0PAoEAPt4S6Pp+RbkLSPEcHUHPYacRXYSFhUEq9kZLYxOv5ZBE3bUKZDthuVIi9uLs48sWbM22SUGv1ULCQbIGAPz9/KHpdjwmlxcWo9XsflKxuJ+YjPskRGgdwdDd08sD44CIoeHQtNr2nLXM2dZz0vL4yqK+cb6Y3jjP5PlA4vmbOWYUrl27Rus8a7jhJ2QAEDsiEkp5I+/cI2vmrRIfb6tlWhPfJCGqeOD93QgJG0JkOUQgEMDXxwc93RqHudlrA755ewc/5GZAbokedTf8OQ5IAOAj8YZW414TMlI8R0cwaPmfkAkEAmRnjUbddeJt2bu7shYj09J5LytIKkN3Vxfv5VgDW7NtUuhWqxEolXKKIfX3R3dnF61xT2Z2PwWyuJ+YjPskRGgdQa/hPiELDw9HV7PK5uYKy5xtPSctj49O7hvnk+iN80yeD1yfv91dXTj17Y/I4CD2fMMvWQLAzz//jO+KLiI8PpoIj8TW+nf51SIIPTyg7emBAAJEJSfgDxv+2v+dOcdp/rKleGPtiwM4ZAD6eWViiReGDIugxUUw56N5SST4zR+W4e1/vsG4Xtbw2vZ/IGJiFno0GodcCja52wIT7TdHnDOmZZZdKUJMTAy+OXSIEwfqH2++Dl2oH957eYvLuUsmOINDZjAYcPg/u7H95U28vwm6npYtm+rlUJzKx9pVa3gva+euXVi7Yf2ge3DA9acoiCUSGA16Wnwcc9jrI9b4sSNzrC9d8YGiC/lIEsmwYN481jH27PsEcm8jfAP8HfKKXvjNY6grrwTQyxve8P7rjOrrDA4Zk3KOfvQpnnlsJQI5CItTFIVnX9mI9Pkz+mUhyguLf+Fxl/VxfrVaiMRiaLVaiMVim9wweXUtXvnjKlQWlfR+IBAgOjkB6/61dVD9+5/HDDnGTHh2VsfLq8UYGj4UR388Yve5cVNzyACgvr4e2z96F7n3LiRSLhtjXabmsUx4WObnvffyP1B25hKKi8ksQ7357r/hmRCB8Cj7iuI3gmmsqQ7RKYmoPX4e+Xn5rMx1TXj3ow/w0isvY9pd866rduF6Lbu71Lj42SG8+uzz/CXZB4qi8NLmvyFy2lgEDQnlvTwuyDt+CjnhcZh52228l5Weno6IlHj8cePaQWOUiUP49c5P0N2lRkT0CFp8HHO48/1+6djPmBadismTJ7OOcfjHH/FzwzVkTHLMw3XntjAHnTwNej1+fG8vtm58lbOw80e7P0aL1BNvrtto0xzeEXeMTv5M+WhMQff6Fl3IR7zQH3cttD/PuKk5ZAAwdOhQGNQ96CFkNM5E08XRObbiMuFhmZ+XMXoUKioqiNQTAKR+/tDQEPlzJ50ntjDVQWAElt6/lLW5rgkBfv6ouVZx3bUL12upUXfD35ebsT1dCAQCjM/MQl0puT7PByiKgqqyDiPT+V+uBIDS0lJkjBlldYwycQjblC3o6e6mzccxhzvf79r2LoSEhHCKERIcDG0HPXFTd24Lc9DJs7OtHcGyICIuG4mxcVDVKwaUa2kO74g7Rid/pnw0pqB7fdvlTYjnuKv8ppiQCYVCxEdFo6m2gUg8Jpoujs6xFZcJD8t8DfvkwW+RmUlOAZwuF8WddJ7Yor8dW9tx4MABTjpkABAYEOBSc3a24HotNWo1pCyVqtkgPS0dqqo6p5XHBqqmZsi8fDBkyBCnlJeRkYFT3x2BRq0eNEaZOITS4CB4eXvT5uOYw53vd7WqjTOHNiwsDOqWVlrHunNbmINOnq3NSowgtDM6ISEB7XUKxJiVa2kO74g7Rid/pnw0pqDTbga9Hp0NTYiLsy7zQRc3xYQMANISk9FUW9/vkXZ34lisWbgU8uraAcc5+h5gZ6y7ZscmHPn8IBanTsAHr22DVqsdFHuAia40AH4yKS0TVtN5S7Omoqq0DHv37uXSVAMQKJNBq3b8ZpGOaSydtrUHuuezvcamOvx99TocPnyYtbmuCdIAKe7+w8MuM9Nl294Pr12JPdvfxuKUHOzZ/jYeXruSUVx1RyeCpNyM7ZkgIiIC3vBAm7LFaWUyRd21SozLyHQaz23v3r2oKCnF/ZlTBo1RfjIpdm15A0q5AnqdDpVFJfjpq+8wf9lSLEnNwYLoTCyMzcJd8aMZj4HmIHW/2oK183Q9WlA9Os4+viEhITCoNbR2qrI1zLZVbzbtwfS5deSLg9D2aHFXwhgsSc3B3QljsGbhUlRcLUb0MDKG90FBQQj2l+L3zz1p0xx+/Xs7BrWdtbrIq2uh1WrxwWvbsDh1Ao58ftDmc9daTC7oj5+Riz3b30bZ1aJBbdxY14CoiGHw4bo7/2bgkAFAQ0MDtrz/Dg7s3UdbT4s0H4BvrsGV0+cx0j8Md8xhJsJoN+aVK/jv8e8wds4MzrG41p+pNhnba3z0o0/x7F9WcR7Ui4uLsfP7gxg/byanOGxBQleHTftdPn0eY4KG41czZ/FSL2vYf+AAijRKpI4f7bQymeDY7i+wYulvMWIEmYcdHfznw/fREx6AyMR4Wseb9MNampqg7e5BU30D7lv5KOtxitT9yiT+mtc3oetyBVY+wt6H1oTNr29H0OhkhA7jx+KKDReZaSxHx1vqen378T4c/uY7JCWRecv31aGvkddaj/QJ9Dc5OENrjQ3stfGloz9hSnQKpk6Z6jDOTc8hA3p5ZCIDhfKr9PW0SPMB+OYatNc3IjE+gWhMqVQKbRcZHSFneeQx0Uyz/N5oNELXrWFtDmsOf39/6JyswWQOUrp2TO8RnbobsgBusgNMMTItDa01ZCgJpNHR2gaxARg+3Lm7a5Ni49HS0Ej7eJN+WHVJGV748C30dGs4jVOk7lcm8Ztr5UiOoTcBdYSEqFg0yxVEYlkDGy4y01iOjjfX9ZrzwGIoauuJ9tORaeloqahl5C3qDK01NrCVg9FohKqyDqkpqZzLuGkmZAKBAJnJaYiIjqStp0WaD8Bn7B6NBj2qdkRHRxOLCfROyHo6yegZOcsjj4lmmuX3JnNYEur6MpkMmg7XaEEB3HV12N4j2g4157eLTBEVFQVDuxrdNDagOBt1ZVUYlZbudFmOmOhodCqaaR9v0g+LTIzDhocehZe3hNM4Rep+ZRK/s7EZsTExrPK1RFxMDDrk9NuPKdhwkZnGcnS8ua7XZ2+/j/CICM4aZOYYPnw4/DzEaG1S0j7HGVprbGArh6a6BoTLghEayn2X902zZAn0Lr+9uW8Xvv/8gE0dF1t+lyS0dZjqO9E53txfK3JEJL7/7jui/oFlZWWYNGUymhubIBL/4iFmrvVCty4v/vYvqC3r3Q0nlnhhw/tvcNbrAQZr8Fj7jK7OVmNtPTryy7DyUe5LHmVlZcidMgXNTU2ITWWu58VVD6xfu6e4FAIAUX26PY40ihx5vjrK69jHn+Ovv/8zkQGKCXbu2YMmPyB+JPdfqiTx8xdf4+HZdxJbBqILg8GAp17cgJz75sPL27E4q/kYJxAIQFEUBAKB3X5jD4y1BNnqP/V9v/IfL6HkyGm8uu45IqLE7e3t2LBlE6b/dgmryTTT/K09awRCAYRCD4d+rWyfLebekOHRUXhq1RN47NE/M66rPRz65hDOK2sGSYjQqb+lzzMprTU2sBX7wg/HMT1hJKZMnkIrzk2vQ2aCRqPBuldeRO6D90Ak/sXNns76uyv82Zhol4VHRKCrtAanTp3ipJ1liezsbEhDgnGtshzBYUP6uQZMtV748lAkzcuruFqM4HYDlv76Xk55Ab1tFzx0CO5c8wh+/voH3jhzJGKQakeKovDDvz/G5udfgkgkcnwCQeTn5+OTkz9g/Fz+db7oQqvpwU8ff4HXnn3e6e0BAO/v+gjtQRLEpDKbDLqDthbTHOrKK6ErrcfyPz5CLIeXNv8NI6aOYaVxx5Ubx9S3kSvOfPUDluTOxMiRI4nGVSgU2PTOG5j6wN0D5DRIcugcxeQLep0Ox3Z+hudX/RVSmu4QtzhkfZBIJEiIikFDVfWAz+msT7vCn42udtns+++BurEF69at46ydZYlLly5h/vx5qCktG+AhxlTrxVz/iKSHImluQWdbB4YSerNz6dIl3HnnndCy5OKQqBvfPB5LdLV3IMDP3yWTj/j4eHQ2NMGg1zu9bFuQV9cgOTbeJe0BAJmp6WhmIQnizpwdW1BU1GBUGtnJREZyKuRVzHaDm8CVG8fUt5ELDAYDOuVNRFdXTAgLC8OI4FDIq2oGfE6SQ+coJl+ouVaBlOg42pMxR7ipJmQAMDYjC43lAzsGnfVpV/iz0dUu++/r/8Hw0DB8+OGHnLWzLJGVlYVzp85gaNSIAR5iTLVezPWPSHookuYWaDu7EBwUzDkvoLftzv58GsqGRl45cyRikGrHdlUrwodw91FlAx8fH0RFDENjnfuQ+5uq6pCR7Lol1MTERHQ0NEKvY2Y07s6cHWswGo1oq5UjJTmZaA7JiYloq5OzOpcrN46pbyMXKBsUGBY6lCh/zByTx09AbeFA022SHDpHMflCQ1EZcsfnEIt3003IUlJS0FYrH/Armo6OzPr3duDy6XN4YPQ0XD59rt97suDU2X7tniWpOSg4dZZYrnTyWrNjE05/+yPWrX4S+/bt46ydZYndu3fj3NmzqK+oxuXT5/o1iyy1Xh5eu9KuDo65/tHOLW/ATxowqD5s9HfYagCZYHn9Si/kIygoiFEMW9i9ezdO/fwzNv5+OavcmNbNWvvRjcG1HU1ob2nFsCFDWZ1LApnJqWisdp5IrL0+S1EU2usbkZBAduczE/j6+iIpMgb1FVX9n7HRWnR0f/MBJn2ysa4eEYEhCA4m82PKhJiYGPS0tKO6tMxpY5PpvIrCElw+fQ4VhSU29a9MsLymBafOYsXsxVgQk4WFMVlYMWex3ZwbKqqRlZpGKz82GDlyJDQKJdRmG8RstY8jHUR7sBbTfIxflDwef77tzgHtxLZft7eoIOjUEOWG3lQcMhN2vPM2POMjMDwumnMOruCWmcNgMODoB/uwYdWTvO1sKykpwUffHsD4+bZ1pZzJdyIJ8+u3dfWzyDtxGq0qFbFfivX19di+8z3k/noBkXj24A68nwuHj2NO2jiMHz/eqeWaUFdXh+0738NkQr61jmCvzVVNSlT+eAbPPfmUU3KxhYsXL+LTnw8j+47e+9cZOlfOxvnvj2FWymhMmjiReOz3dn6IF1/aiOl3z3dJ/Zn6IB/8sNfP0U8qxeyliwAAh3Z9gqAhoVZzpigKxz7+HKt/+yeEh/OjuQYAX3z5JQrVzUifYJU+1Q/Sfc18jP/T1Pno0XRjd/6J/nZi63t58chJ5ETE4VezfsUon1scMgtkZ42G/FolkViu4JaZQ1Fdi+jwYbzKDISEhKC7td3uMc7kO5GE+fV7dOMz0Ot0nNWWzREaGgpNewcMBgOxmLbgDrwfjaqds20NF4SHh0Oo1UPd0emU8uy1eUNVDTKSUpyShz2kpqaiW9HrWwk4R+fKmdDrdGitqkcGYTK6CaPSRqK2zHWetHS5xObHaNTdaDXj7KrscHbblC3w8xRj6FB+32xPmjABTcXlDsdC0n3NfIzv0Wig1+k5+17qerRorahFTja55UrgJp2QpaWlob1OzphXYQ2u4JaZo760EtlZ/KqTy2Qy6DU9dtvLmXwnkjC/ftuffA5isZioXpRIJEJYUCjalSpiMW3B1bwfo9GIbhdPyIRCIdLik5yypAbYb/P2+kYkJyY6JQ978PLywriRWai4WgLAOTpXzkR1SRnS4xKIiDlbQ1JSEkKGDMGX//exS+pPl0tsfozExxsyM85uoB3Obu21CoxN59/WKzQ0FIkjolFdUmb3ONJ9zXyM95JI4Cny5Ox7WX61GKOS0hEQEMApN0vclBMyX19fJEfHoa68EgAzTzHLzx579Tmr3DJnQK/Tob22Aenp6byWIxQKER46BG0tticVXDhIpjYtu1qEPdvfxn0ZuVZj9Ld9n//aXX3+a/Yevo6uYXB4GPJ/PosHRk9D8YV8rHv2Gdp500VkxDCU5l/hnYNDigdmDXR4R51t7ZD6+RPRgOKClIREtJgRsbl6qNqDrTY36PXoalQSF2pmi0nZOVAUXgNFUaz6CZ99iyvqr5ZiyoRJvMX38fHBipWP49j+rwb4QJL2mrQFa21vORZeu1I4YOxc/94O+EkDsHPLG9i15Q34yaRWrxlFUWgpr0FWRiajNmGL2yZPxeUff8JqO+O4JYds/rKl9p/PNuKYvtdptTh/9AQeGD0NOp0WQyNHcPK9NBqNaLhSgmm5ucTb56bkkAG9kgT7Tv6A7HmzGOmhAK731DKhqrgUorpW/Om3v+O9rJ17dqNF6slYz4gOmGplnfjfN5CFBKNVqUTuHfb1eZhcw4tHTmJmQiYmEuahnDx5Er9+6AHM+vVdbtFv2IDONaooLIGsRYOH7n/ARVn2QqVSYeM/t2Daw4shEAhcwn+S19SiM78cq/78F17LoQuKorB5x3ZIsxIQHuU8P02+oVQ0ourIWaxf89QAjSvSuHTpEvb9dBjZd8x0Cw4em7HQGlSNzaj48TSee/JppzhJUBSFyOgoZN8xC3knTlnN3RofzhrPy1Eb8HXfV5dcg6FMgRWPPMrq/FscMitITU1FT5MKGrWakR6KO3Ep5KWVyB41xillDQ+PQIedN2RcwFQrq7K4T5+nyLE+D5Nr2NPawcty24gRIyCvqnGbfsMGdK5RW2Mz4qLI2NZwgUwmg7/EBx2qVgCu4T811dQjLcF9lvUEAgGmT8xFdUGhq1Mhioq8QkybMInXyRjQuzu/W6FET3e3W3Dw2IyF1lBdfA0TRo1xmq2XQCCAokGOmLhYm7lb48PZez7TjUPivqcoCtV5hfjVtOmcY1nDTTshE4vFGJ2Wgcqia4z0UNyFS6FRq9HTpEJqqnM0jiLCw9HdYp/YzxZMtbKik/r0eZId6/PQvYYURaFLqeKF2BoeHo6QsCE48P5ul/cbtqBzjdRNKqcbaFuDQCBAanwiFDW98heuuGc75UrEx8XxXg4TZGVlgWpVo03Z4upUiEDd0Ql1fSPGj2VmYccGXl5eGJ06ElXFtp8X9kC6D7IZCy1hNBrRUl6D0aP45SBbIisrCxe/P4bhcTFWc7fGh7P3fLbVBnzc94raOgQIxEjkiRt60y5ZAkB5eTn+9enHiM8ZTdtLDbDvk+gsFJ3PxwijF+5dtNgp5bW3t2PDP/6G6b9ZTPzXFGPPu6tF8BSJoNPpEJfK3OMNGHwN/aQBuPK/H/HSuvVE62bC2ufXY+8nn6DmWrlL+w1bOLpGep0Ox97fh03PvQCxWOzCTHtx6dIlfH76KMbOns6rv5016LQ6HP9gH/624UWXKfTbwuEjP+JY+RWMuY2e7547I//kGYwMGIoF8+Y5pbxr167hP/v/i7jxWYz7E+k+yGYstER9RRXUVyux6s/LWefBBuXl5Zg3bx6KS0og9hIPyt2yrWz5JjtqAz7u+5/3H8Ki3JkYPZr9JPaWl6UNUBSFF/72KmJn5CBwSIjdY+l2Ekdga6RrmfeJ/36JPy950GmkYYqisPal5zHq7tnw8bOv0WWvrRwZV7sKtdcq4FGjxB9/s4yX+Ae//goFnY1IG0/m1ygd43B7fYrLYGVrktt1pQIrH+Fuyk4Cra2teGHbZl5+QDiCvLrWrdrCHGq1Gs/9/VWMWzTX6n3s7MkrHVjLKWhIKE7u3o/1j69GYGCgU/IwGo3Y8NrLSLw9F7IQsgK0rsCZQ4cxf9REl2gG9vT0YMOmV5CxcCb8Zdxsh5zVZ5WKRpQfPoUNT66Fh4cH6zi3OGQ2IBAIkDs2G5WFJQ6P3bz8KUycOwu7845j4txZ2Lhs+YC/Ny+nJ/5oGcd0nq3PraGlsQl+ECEqKopeRQlAIBAgZngkWhRNDo+111adrW3obGtn3G58Q9XYhNhI/tozLiYWHfJmYvE2L38KnW3teGD1Y1i6+jF0trYNakt7fYpJf7NWtuW5zXUNSIl1nSK9JWQyGQIk3v08MmeiqbYeqXGul7uwBh8fH0wbl4PSiwVWv+fSL/iCtZyuFVzBuLQMp03GgN7d5pPHZaOqsNRpZfIFjVqN7oZmZGRkuKR8Ly8vzJw0BSXn8zjHclafLbtQgNlTb+M0GXOEm3pCBgBjRo+GqqzGoSExXaKhI5AwVK2+Worc8dlO/+UfGxkFFY0Jmb22UjUr0dqsdDtyu1rZhhHD+HsTEBUVBXVTCzGB2PLCYofCj/b6FGkD3w55M+J4MCbmguS4BJf4WnY2tiA2xvWbG2xhSu5kqK5VQ6NWD/rOnTYt2czpajEUl69hJk/EansYN3YclKVVbmVgzwYVhaUYm57pUomaiRMmoKtGga72Dk5xnNFn25Qt0De3YewYfjfR3fQTssDAQCSOiOrXJLMFukRDR+BqqKrX6aCqqMUYJxMxAWDEsOFQ0xA4tddWgSHBkIUEuxW5naIodDW18Gob4u3tjRFh4WiqJzNBiE1Jcij8aK9PkTTwjUlOhEbZ5tQ3tnSQGBuHNrnjHxAkYTAYoG5WYcQI95WWCAgIQO6ocSi9eHnQd+6yacleTuHRI5CVmIrQ0FCn5xIYGIikqBjUXKtwetmkQFEUmorLMWGca+zNTPDx8cH07Ik239bShTP6bOn5fNw+ZTrv/NibfkIGAJPG56C+yL56sKU4HxtBOXl1LbQ9Wrz/2jYsSZ2AI18c7D+PrvBiTWk50mLjIZVyW3dng2HDhqGrqQW2eIe2BF7N28pPJoWfNMBhPfkU87RER2sb/CXexFWXLZGR8ovxtXn9VsxejBVzFjM2LjYXfpT4+AwSq7TXpxz1N3vtb3nug2uWIzEm1u0I7JGRkegkuExMBy2KJkSEDoGXl5dTy2WK6VOnormkot9OCbA/PjmCs8R3Tx78FjPnzMbtt91GLD5TTMmZiKvHTxOtL4n2oyNkLq+uhaK2DsHefoiMjOSUMwlMyZ2MtvJadHcNflsL0GsXvkWLO1rboKlvRs74bKJxreGmJvWboNfr8eyrG5G5cBb8pPw9lEkI1f302Vd48PYFTpO7sMTzf3sFCbMmISBoMHeDpBCfM8U8K64WI7BVhwfvu5+X+CZUV1fjjb0fInfJggH1e3TGnQAovHV4v9sYszOJd/HwCcxIzETuJP7U0tmAoiis3fg8Rt3jeCMKKRSev4QkUSAWzp/vlPK44PP9+3G1qwkZk3rflHDpQ866X4vO5yFM44GH7uf3XrUHg8GAyOgoTL77Dix6dJnT7zcmMYDBIthLHv0d7siagJxs/icYdLD/wAFcbpcjI3dwPu5gan/h8HFMHJGIWTNnEYl3i9TvAJ6ensgdMx4VV/jlS3Bd625vUUGo1iIpyXXLCAlRsWiql1v9juRavjO5LK3yJsRH88/5GT58OAQaHbraOwbUr7VZCRVHXh1fwpOO4lEUhbZaOZJd2CdtQSAQID46Bs2ElonpoFOhRJwb88fMMWPaNLSUVPZzyUjzCklDp9WhPr8Ys2fOJB6bCTw8PNCkaER8WqrT7zemMazx77obmpGV6RyrJDqYNmUKlKWV6NFoBn3nak5jV3sHOqvlmDTROT82b03I+jB+7Dg0l1YSI11bA9e17oorxZg6PofXXR6OkBATa5OXQ3It35lcls5GpVP4T0KhEKNSR6K2rGJA/WQhwQjkyKvjS3jSUbwWRSOCfP0REmJfNsZVSIyJQ4uTeGQURaFDoXRr/pg5pFIppozJRsmFfABkeYW88HjyCjA2JR1DhgwhHpspMjIycOyTL9HZ2u7U+41pDMvPhkYNx8SssS73mzWHVCrFxKwxKL10ZdB3ruY0ll4swPTsifDx8XFKebcmZH0YMmQIYsIiUF9RNeg7Juv7TLg3A0xiHcQ26PVQXqvCOCeoUttDdHT0IPkGeXUtVsxZjJL8K3j/1a1YnJKD91/bBq1WS7St+EBPdzeM6h5eFPqtIShAin88vm4Az85PGgA/mZRTXblwwujGsxajrqwKY9Nds3WeDqIiI9HVqOQUw17bmX/3xPz7oO9Su4TfyRYzpk2DqrQa6s4uTvcc3/erVtMD+eVS3H6ba9+OmfDf//4XdRVVeHDs9AH1NY2FC2OysCAmCytmL6bNCVI1d84AACAASURBVKXbfrb6o7UYA/h3X32HWXfMxaQJE8g0AkHMmDINjYXXoOvRDvicTrvwxV/UqNVoLa/F5EnkTcRt4RaHzAyXLl3CJ8e/Q86C2wd8zmQdm+maN93jKwpL4NXQ5hQjcXvoF4i963b4+PsB6K1DS2MTZi9djK93foLuLjUiokcgdx5z429n8wNqrpXDo1rptHYdP348vKX++MOm9fhh35dOqzMfHJWTX32HBUvuwcqHfu8WlknWoNPp8NcXnsOU3yyCJ8tNB/bazvy7j/7+Oi4f/Rll166RrALv+OrQ1zgnr8So6e7FATTH5Z/PIU4UgCX3LHJ1Kv2orKzEG3s+wOR77+yXIDIfCwHg0K59CBoSQvQeZ3svV5dcA1XRiL/88RFiuZDErr17UOepRcrYLEbn8fUcKTh5Bql+Q3DnggWcY5njFoeMJtLS0mBo7URn20DPRibr2EzXvOke31BYiik5E5lXijAEAgGSY+P7fQKB3jqo+jSx2pQt6OnuRmUxO+NvZ0NZJ0dKvPNEPPPy8vDwgw+hsa7BqXXmg6NScbUY/p5eGDZsGA8Zk4FIJMKwoeFQNbLfbUlXz23kuDGoqa4mkbZTMXXyFHRU1Q8a99wFGrUaTUVlmDXDdTsrrSEqKgohEn+bY+HC3z2AViv6gFzB9l6uvVyM6ZMmE82FJGZOmw755RLGGm98PEe0mh4oSysxbYpzLcZuTcjMIBKJMHlsNiouFw34nMk6NtM1bzrHtzYr4dGt583QlClSE5KgrP2F2B+bkoTAPk0saXAQvLy9EZ3Ezvjb2Wivb3SqCXRWVhYKCy6jvrDUqXXmg6MyNHIYcrJGO12gmCkSo2PRLFewPp+untvJA4eQlpZGImWnwtfXF7+aNAXFZy66OhWrKLmQjymjs52qyk8HAoEAt+VOQVX+1f7PzMfC/e/uhMyKPiBXsLmXWxqb4KWlkJKSQjQXkggLC0N6TDzKrzp2zjEHH8+RXieITMhkMs6xmODWhMwC2ePGDyL3M1nfZ8qlsMXVMechPHnXg0gcEe1SMr854uPj0dHQ2K9HtmbHJvjJpNi15Q0o5QrodTpUFpU45Mk9vHYl9mx/G4tTcvDx1rfQ1dHpFN0xE9QdnfDQGXgVhLXE7t27cfToUWxb9yKOHzhEnGvDhF9C5zxzDOKjzJ+HzAz32a1lCzFRUehUsOeR0dJzy5iMwkv52Lt3L4mUnY7JuZOhqW9Ge0uv8LMzdQDtQd3ZBVVpNW6b7nxVfjrIzMyEvqUDHa1tAHrHtHZVG3Zufh07N78OLx8J8XvcVn8coG04ZzFWzP5F2/DC98cwY2IuhEL3fuTfNnU66vMLYTQarX5vrV/auz/Z9GODXg/FlWuYMWUqsXrRxS0OmRW89Z93YIwKQWRiPPHYdGDOQzAYjDjw7k4kJSSAj7qyAUVRePHvryFmRg4CQx2b7Npa4x+oxbUQgABvHf7CaXyyssuFCG438K4/Zg2fffEFSnWtSCVkNm4CWz4F0/PkNbVQnS/GkytWuv0bMpVKhY07/oFpDy3iLVdFTR068suw6s9/4SW+M3Dk2FEcLryEcbOnuwW/EwAu/ngSY4dGY+7sOU4vmy6++fYbnFVUInPKBJe2m63x9Iv/fIQfdn+OstJSp+0WZAuKorDjX2/BI26o1ecvXxxtc1wruIqAFg1+99BvuFbHKm5xyBhiyoRJqL3iOgNZcx5C1qRsaNRqFBRws5cgCYFAgMzkNDRU1dA6no5/pys8LltqGjAyxTUCu+PHjkVTaaVN1wO2YMunYHpebWEZcsfnuP1kDOg1GpcIPaHu6OStDKW8EYkx7uXlyRQTcybA0NwGVZPSLfidnW3t6Kiqx9TJzuXxMEVOdg5ayqqh69G6tN1sjacJGWlobmx0+8kY0Pts+dW0Gai6VGh1bOSLo22C0WhEXX4RZk51zRvZWxMyK0hOToawqwdtyhaXlG/OQzjw748QGhqKrCxmO0/4RlpKClpr6Alu0vHvdLbHpcFgQHt9IxISEngtxxaGDRuGIIkvmhvYc5usgS2fgsl5uh4tOmrlyMxwX7kLcwgEAsRHRUPJgUfmCF1NLYga4XorGi4Qi8WYO/02lJy96Bb8zuJzlzBr4mT4+jrHZYEtpFIpRiWlo+xKkUvbzdp4qu7owA8792HkyJFOy4MrkpKSECDwRFPd4OcLHxxtc9SXV2GYLMRltlK3JmRW4OHhganjc4go9xecOoslqTlYEJ2JJak5KDh11uax5l6Q7ao27NzyOk588z1CQ0Oxe/duzrmQRHR0NLSqdqvqypawtcb/C/8mF+2qNjQ3yLE4dQKOfE7fQ88cTPgCTXUNiAwLd9lgLxAIEDc8Es8t/SNnfTvz77RaLY58fpCxHhQT7mNVyTVkJqa4/YPSHHFRMWjhydeSoih0NirdVvqDCcaPGw+Bqgu/2/BXp+gA2kJHaxu6axsxOdd9dwWaY1puLuRXS/HE9lcZtZut+5oN98mck9uuaoOXtwRLR01DzbUK7Nu3j0g9nQGBQIBZU6ajMr8QwC9tcVfCGFQWl+L917bS9lplyumuLijCzMlTXfbm/9aEzAbGjxuPlrJq6HU6TnE2LluO9Oyx2HnhCNKzx2LjsuU2j928/ClMnDsLe/JP4P5Vj2JYdBSOHD2CvLw8xMa613KISCRCekIS6ssHC+laYmjkcGzevwuflZzD5v27MDRy+IDPY1OTcf+qR/FJ4Sn85umVEHuJ+49hAlP77c47jolzZ2Hz8qdsHttQXoUxI137hmfz3zcjNi4OH5z+wWG+9upm/t20O++A2Es8qK0dwdY1sgZ54TVMys6hX1E3QOSIEVA38/PGu6u9A96e4utKENYWRCIR5s6Yhfb6Rtr9gQ+UnMvDrElT4e3t7dRy2WL48OEYHhgKo8HIqN1s3ddMxjITPnh1G+59/BF8UngK9696FD7+fnjilQ349ptv3O754QijsrKga25FR2tbf1vEpCQiY8J4xKen4uGnV0IsdvycYDKuKRWNEPfoXeYTDdyakNmETCZDWkw8qoq5iTxq1N1YuWUjAoICsXLLRmjU3TaPNV/vnrXkLsirazFm9BhO5fOJUekZaKqkxyOzB1K8C0b+i9UNSEt1rURBfn4+Hlr6IBqqajhptjmTt6JUNMKH8kScE6VCSCAiIgJqZSsv1mhKuQJxUdHXBZ+ODsaOGQNBmxotjc6xnLJER2sbuusaMWmi63UX6cIkgVFTUMjoPDr8Wrr39GCdwCJIhWLEx7tmcxoXiMViTM+eiPKCwv56VRaVYuWWjbQ0LtmgMr8Qt02c7FI1g1sTMjuYnDMR8qIyTjEkPt7Ytno92ltU2LZ6PSQ+tn/xma93f7ztLURFR8PPz49T+XwiKSkJnQ3N0Gm5vUUkxbugG0cpdw//xaysLJQVF6Mm/yr+98Ee1pptzuStVF4uwrScCdfd5MPLywvhIaFobeZmo2QNLfJmxEddH4bidCASiTBn+kyUnrnkkvKvt7djJqSlpcFTrWMkQkyHX0v3nrY8Z8iwCNyW67rlN67IHp8NZWkVYpITcfDDvYhOTsC21etpaVwyhUatRkeNAmPHWN386DTcmpDZQUJCAsQ644AbzNravr31/vXv7UD+z2fxwOhpOPfjcUiDg7BizmKH/o3nDx/De+++69T6MoW3tzdSYuOR/9Nph21ScOosZ99KR7yKNTs24cgXB7EkdQLef20rKotLcXfCmEHH1l2rQHYmWbkJNti9ezcOHz6M1194DUf3f8Va346rjyDdPt3T3Y2OqgaXD1psER8VAyXLTRT2+p5GqcKIG4A/Zo5xY8eCau3i5HDABp1t7eiqVVxXb8dM8PDwwIxJk1FuJhTrCA75tTTGRJNmZUneZXy89S3cl5GL4wcOYd7ChRg9ahSRurkCMpkMmQnJWLL8D/jpq+9QUViCy6fPDdC4ZAJ793D5lWLkZI5y+U7UWzpkDnD4yI84XlGI0TN6DUat6ZoAsKt1MlAf5k4AFN46vN+mLkpTvRwNP13CuieedPtfNxcvXsS8u+/Er+67x26b7Nn+Nu59/BGiXorWYpiOOXHwG8iCg9HarBzgqUlRFI58uA9rH12B0NBQYu3ABWfOnMGB8ycxfq5rrGHo9unfrX8SkZQ37l202CV5csWFCxew//wJjP3VNMbn2up7BoMBP763F39b/wK8vLzIJ+1CHD9xHN9duYBxs50nAXDxyEmMGxqDObfPdlqZJKFWq7F+0yvIuXceJE54uNvyznzoyeUYFTzCrfXb6KCsrAz/2vcxcn+9gPOz0NY9bDQacWzX51i97E+IiIgglLlt3NIh44Cxo8egraquf1nO2tq+o/V+8+9bm5VQOdDbqrpcjKk5k9x+MgYAKSkpUPw/e+cdX3dd/f/nSfceadM2adI03XvvQSl7KBtUQHCg4EBEBJWfqDgABWWpwFemCCKCgCxBoAwRZLVA90iTpm32bNOZnt8f53PbT29vknuTm9z1fj4eeeTm3vv53Pd95zPO+5zXOWfLVo499/Qm52R3/a6o91IMtY/m9AalRdsY1Kdf3BhjYKHLPaWV7Kyti8nnh3tMl6zeyOL58duAujmysrKoL69q0baNHXvVZeVkDsxIOmMMLLFpb0kltVXV7fJ5u3bWU7NpK4sWLGyXz2sLunfvzrxp09kYoZaspYTsnblqLeXrCpg/d167jKEtycvLo6d0orKktNX7auwcLi4sIrNversYY83hDLJm6N27N5NHjqFwnYn7Q8X2m4v3+1/vOyCdfk3U29qzezc7ikoSxtXctWtXhuXm8tfb725yTrp27xb1Xoqh9hF4T2N6g6J1G5k/Y1arv3c06dy5M0fNnsfGCEId0SScYzorL5dhAwbFxUWrpQwcOBDdvY89uxpPrGmMxo69iuJSRgzLjfJI44MuXbpw7ILFbPiwfYpSb1j+KYtmzI5r3Ww4LJq3gNI1m9okgSSYUL0zM3NzmDp6XLv3YWwLRISj5s5jcxRKUDV2DhetWs/iOfFhvDqDLAwWzJl3UNwfKrbfXLzf/3rPPr3p2bdPo+/dvHo9MyZMinksOxLuuftuPnjljSbn5Mf33dHqukbh6CoC7wmlN9i/bx81BduYOiW+iuwCLJg3n/J1m1udINESwjmmTzzzNJYujO+K6c2RlpZG7tBsKoojX203duzVllaQl5Mb5ZHGD/PmzqW2YDu76+vb9HP27d1H2bp8Fi9MXO9YgEGDBjFyyFCKNmxq88/y9xF++Jbf07NPb44/7RSOSmAvYzAzps+gpmAb+/bsbdV+Qp3Du3bWs6ukgslxUuTaacjC4MCBA17vxjn0zwg/1FVcWMTN376GTavXkjduDFfdcdPBOiihXhuUncWbjz3NN8/7Irm5uW30baJPQ0MD1934S8afsoTe/aKzKmtq7lpK/up1dCuu5ZKLvxyVMUabhx75C6XdYcy02FXVDjXvnTp3ouD19/nxVdfEfXPi5vjXSy/xYWURE+dFJzHhjUf+wVVfvpRBgwZFZX/xyD+efpo1uyoOzllrz81Q29dUVJFRD1/8wvlt9TXalTVr1vDA8/9gwVmntOvnbi/YQvVH6xKix2wk3PfnB6lL70behLFR3e+aDz4mR7ty3llnR3W/TeE0ZK0kLS2NxXPmUbByXUTbhVvMM/BaRXEpfTp2ZdiwYdH+Cm1Khw4dWDBjVlTcygFaUhixObav2cj8WXOiMLq24ehFi9m+ch0HDhyI2RhCzfum5as4ZsGihDfGAIbl5LAzSgVi9+zahe7eF1d6xLZg8cKFlK3ZdLBIdmvPzeDtf/Pta9j26VqOjvOelZEwevRouu5TKqKgfYqEwk/WsHTBoqQyxgDmzphFybr8qO+3bH0+s+Oo1mfiX2HbiRnTplOVXxRR5f5Ii3kWrFrL4gRp2BzMnFmzKV9fEDXdRLSLndZWVSM7djN2bHRXWNEkOzubYemDKNoY/QtPuBwx76vWsru4nFkz40t311KysrLYWVYZlabuFcWl5A7NTgpDtSnS09MZP3zEwSLZrT03QxUwze6fQXZ2dlsMPyakpaWxdP5CNn+ypt0+c0dNLfsrauMm/BZNRo8ezYG6enbU1EZtn1Wl5XSnQ1xFo5L7ShJF+vTpw4S8kWxZH74uIJJinsPHjqamYBvTp8W+PlZLSE9PZ2RWNlujZExEu9hp/qdrWDRrTkyrMIfDsYuXULiifTK0QhE874Oys1gyZ37SZBH26tWL3t16UFdd0+p9VRaXMSqJCsI2xZIFi9i2cj2q2upzM3j7gUOGsHRBYvSsjISZM2ZSV1jcoiSSlrDJu8Z17ty5XT6vPenYsSNzJk+ncF3rCrX72bJuI/OmzYgrB4gzyCJg/qw5FK8N3yALFhFe9MMrDjWB3rOXZU8dagJ97uVfY8qosQmdYbR47nyKVq5v9PXiwiIuP/EcPjt8KqcNn8rlJ53TaNPcw4u83srePXvDarDr/6zAXH/vs19g0/+WM2fW7Ii/U3szduxYemoHyrZuj8nn+xsUP3rrXcxbtIAF8xKvSGdTjByW2yJhfzA7yysZlpMThRHFPyNGjKB3h86UbytudSFi//ZvPPMCp599JhMmxLaNWVvQvXt3Zk2aQv6q8KUukVwj/TTs30/5us3MnR2/kozWMm3KFCrym2/VF05jdlWlYtOWuEvwcgZZBIwZMyYit2lwY9MHb7j1UBPoM06hc+dDTaAbauuZOzP+DYamGD9+PB3q91JVFro9zc3fvoYdNbVc8L1vcv73vskOr3FsKAbnDKVz585c9IMreHzVf1lyxikRaVX8OpWxM6ay7LkX6d+/f4u+V3uSlpbG8YuPZtPylTH5fH+D4mPO/gwf/efdpGia7ScvJ5fqktb1aVRVdpRVkpWVFaVRxTciwpK5CyhYuS6ihs2h8G9/8TVXcPqJJ9OxY8c2GnlsWTBnLiVrNoYdIo/kGumncP0mxg4bTnp6emuHHLfk5OTQZZ9SW9l0LcFwNI7l20sY2LM3GRkZbTXcFuEMsgjo0KED86fNYnMEKx4/jWkvaquqkZ17GDVqVDSH2+506NCBo+cuIL+RelqbVq+l2lfEsKq8osUNtZsjsG3nrl0ZkZdH0ZbwvWuxZvq0aTRU1jZ74WkLAvPWsVMn8nKGs6WwsN3H0NYMHTqUXeWtK3ZaV11D767d6dWrV5RGFf9MmzqVHUXF7N29Jyr7a9i/n8oNhQnbiischg4dyqCefcP27kd6jQywbdV6Fs9NLk92MGlpacyeMo3CdU1HqcK5b2zdkM/sqdPjKlwJziCLmNkzZ1K+oaBFouDGtBebV61jwYxZca9vCoc5s2dTU7CNPbt3H/Fa3rgx9PUVMew3IL3FDbWbI7Bt0cZ8Vr/zAdMSpNAuWHPnY+cvZsNHn7b7Zwfmbd3yT9m+fhNTp8aXSz8aZGZmsquqhob9+1u8j2QuCNsYPXr0YOrYiWxe07IFaTBFG/MZM2x4QniuW4qIsGTeAraEuYiP9BoJUF1eQafd+xkzJnrNtuOVSRMmUl24rcn3NHffUFWqC7YxcXz8hcmdQRYhgwYNYmDP3pQWNX1QhIpjh9JeqCoVGwuZkaBi/mB69uzJ8EGZXHnq549oLL5p1RpqKip5+OY7efjmO6mtquGiH17RaMzfr2f66213cdEPrzj4OeE0Gn/7+Ze5/MSz2bK5gEcffbRd56G1zJ0zh7rC7ezaGX5BznC0E81x1R038Z/nX+ZH532ZDWvXJdy8hUOnTp3IzBh0RGg9kvmrLi1nRBIXhG2M+bNnU7p+c0TbNDav29duYkEcl6GJFpMnT2Z3cUVY5/JVd9xEzz69efiW3/OXW35Pz759DtPohZrLzSvXsnj2vKTP9gULW6bt2RdSNhRotL5uxac8cMPvOGf8PJY99dwRGseqsnL6duked+FKcAZZxIgIC2bOpqiZbI9QcexQ2ovSom0M6t2XwYMHt9M3aHvu/9O95A4fzsMfLmP+ycfx8y9/2+bi47fok96PAUMG8/jqd/jCdy/jwRtubTTm79czfe47l/LgDbce/IzmdAKDc4bykwf/wFXXXctHH35IXl5eu85Ba+nRowcLp89mw4rwtWTRqN02OGcoV/7ul9x062/56KOPEm7ewmVETi4VxSWHPRfJ/O0qr0qqMg3hMnz4cDrvPUBNRfi13ELNa/2OneytqI3rMjTRokuXLsyeMo38Vc2HHgfnDOX2Fx/nmfzlPJ2/nNtfePwwjd6RNdyupnLTFmbNTN6wr5+0tDRmTJxM0YYjs/lv/vY17Kiu4YKrvsUFV32LAYMH0blz5yM0jts2bmbGpMlxF66EGBhkIpItIq+JyGoRWSki3/Ge7y8iL4vIeu93v/YeW7hMmTyFmoLtTdYkC1f/ZL0VE1vMH8zKlSs5+4wzKCncekRj8aryCqqDmqs3NleR1nELZsPyT1k6d0HCpoEvWrCAsrWbwm6nFK3abQUrVnPc4iVxecGKFsNzhlFXdrhREe78NTQ0UF9Zw5AhQ9pjqHFFWloa86bPpHDNhrC3CTWvhWs3MmvSFDp16tSGo40f5s2aQ9m6/FbXvwtVJ3DssLyk6FsZLhPHjqeqqPiI50M2Wg9xDldvKWb82HHtMdSIiYWHbD/wPVUdB8wFviki44EfAK+o6ijgFe/vuKR3796Myh7G9oLGU3DD0T817N9PTcF2piRZIb+pU6eydXMhm95bwbMP/vWwxuL9BqTTN6i5emNzFUkdtyOatO/aRU3+VubNjY+msS0hPT2dqaPGhbWyhujUbqsoKaXLnoakLEPgJysri/ryw5Mmwp2/6vIKhgwYmLCGfmuZPnUaFZu2hG1chJrX8k0FzEwSmUY4ZGVl0b9rT8q3HWlIRMIRdQIzh6RE2NdPXl4eu8urj+htGarRevA5XL9jJ7pzd9x6t9vdIFPV7ar6ofe4DlgNZAGnAQ96b3sQOL29xxYJs6dOp3jD5kZfD6dWz/aCIvKysundu3cbjrT9efTRR1m2bBl3Xn8jrz/1/GGNxXv27UPPPr0bbWS97Knn2Ltnb8habf45bG5+169YxfypMxI+C+7oRYvZ/unaRtsp+TUlTc1Xc9sG9Ciblq/k2IWLkyLBpCkGDhzIgV17D8sYDLe+VmVxaUrqxwIMGjSIft16UFkaXumQ4Hm97Fc/psPu/XFVIb2tEREWzZ5D4ZrG6zTC4efk5Seew+UnndOoDvnNf77IqaedlhJhXz+dO3dmdO5wirccqRsObrTur/0Z0DNPGjMubq9vMW0uLiK5wBvARKBQVfv6XqtS1SbDlu3VXDwU9fX1XHvjL1h0wZl06tKylfL7/1rGKVPnMnt2coUsA3z88cc88srzLDjz5LC3ueq085l/8nGc8sXzeO6hx3j7+Ze5+em/RPS5+/ft482H/8GPvnUFAwYMiHTYcYWqcusff0/XMdkMHXlkVfjWzFfwtm/+80XOOPssfn7NtXTt2jXaXyXuuP2eP9Jt3LCI62h98PLrnDp1HjNTRLcTipf//W/+V7KJyQvnRrztqveXM7pjH8447bQ2GFn8UldXx3U338DiC8+iYyOhWv85ednS0wHlj68+HfLcXvW/DxnduV/KzSPA22+/zctrlzN96cIm3xd8jXvp0Sd49smnYpp1H5fNxUWkJ/AEcIWqht2gSkS+JiLvi8j7ZWWtK+7YGrp37874EaPYml/Qou3379tH7dbipA4NTZw4kW77lPLtJc2/2SMaOqiNn65hyqixCW+Mga2sj110FAUfh26nFI1abYFtN69Zz1Gz5qaEMQYwMqdlFft3VVSTmZnZBiNKHCZNnEjV5m0t0kRVbS5iyqRJbTCq+KZXr16MzR3B1k2bG32P/5ysLq+gKkhvG0BVKd9QwMzpqRP29TNixAh2bG/+/u+fz5MvPJeSLVvjOlEpJgaZiHTCjLG/qOqT3tMlIjLEe30IEPJKqar3qOpMVZ05cODA9hlwI8yYNIWyMFo5hKK4oIhR2bn06NEjyqOKH9LS0jjhqKVs/PCTsLdprQ6qoaGBbZ+s5dglR0c63LhlwoQJdNnbEDJEFI1abXt27eKZ+x9hwKCMpGuT1BQ5Q7Opj7BA7L69+9i7o55Bgwa10agSg0GDBtGjY6eIsi3B0/Ds2M2wYcPaaGTxzZxpMyhuomyI/5zsOyCdfkF62wCVpWX06tCFoUMj8+4mCxkZGXQ6QLNdc/zz+fc/3seQzMy47jwSiyxLAe4FVqvqb30vPQNc5D2+CHi6vccWKWPHjqVuW2mT2ZaNUbypkBmTprTBqOKLGdOnU7GhgCtOOS+s+k6H6cn+8Rx79+6NqK5W4doNjMrMTqqWNmlpaRwzfxH5Ibxkrekr6N/29aee48orv0u/fnGb3Bx1MjMz2VkRWTeEqtIyhg7OjFsNSnshIkwfP5lt+ZF1ctiWX8CkMeNTdv7Gjx/PrtLKRhuO+8/Jnn1607Nvn5DndtG6TcyfMSupM6GbQkQYP3I0JVu2Nvk+fy3Lp+55iK99/evtNMKWEQsP2QLgQmCpiCz3fk4GbgSOE5H1wHHe33FN9+7dGT1seJPZlqFoaGigtmg748ePb6ORxQ+dOnVi2YsvkTd2TFj1nfy12jp36cyS008Ju66WqlK4YhXHL1ka7a8Rc2bOmEldYTG76w8vLtmavoKBbZ9Y+x7nfulCzjnjrGgPO67p168fHfYfOGJOm6KytJwR2anp3QlmwrhxzVZND6aicBtTklim0RydO3dm6tiJbAlRRwsOP59vf/Fxbn/h8SPObVWlMr8o6bLzI2XMiJFUb29acuCvZbnopON4/LHH2ml0LSMWWZZvqaqo6mRVner9PK+qFap6jKqO8n5H5guPEdMmTKJ0c2QV0cu2bSc7Y0jCZwCGy6aNm5gwZiz79u6LSOcUqT5q68bNDOnZL641Ai2lhNTCvwAAIABJREFUe/fuzJ06jU2fron6vkuKtpLetWdKZb2BrbKHDc2mMoJG4zvKK8lJ0TBRMLm5ueyprgu7t2VDQwM7i8sZMWJEG48svpkxZQplG1veI7Z8WzEZvfoQa8lOrMnNzWVHcXmT7/H3NB47bixr17asNmN74Sr1t5IxY8ZQs6U4InFrcf4Wpk2Y2Iajii+mTp1KXUk5q979MCKdUyT6KFVl8/KVnHj0MUnrxl8wZx6la/MbLYHRUgpXrmPJvIVJO29NkTc0m8rSpi/qfnZV1KS8oD9Ax44dGZ2bR0lR02GjABXbS8jKGEz37t3beGTxzahRo9hXVReRZ9bP1g35zJmammJ+PwMGDKCjws7aukbfE7iHlBRtY/3Hq+K+N68zyFpJv379yOjTN6JsrZot2xk7JnVqxzz66KOsWL6cGy67kree+1fYOqdI9FGlRdvoTUfGjYvPCszRIDMzk6x+6Wzf3PLVdTD1O3aye3s50+L8QtVWDM0ayq6KmrDeu2/vPvbtrE95z4SfiWPGUb5le1jvLSksYtLo1LnuNUanTp2YPGYcWzdFnqGvqlQXbmdCHDbGbm9EhNG5eUe0QPMTuIdcdvRn2ZgAvXk7xnoAycC08RP5qGALA4Y0n3lVV11DVzokVe/K5sjLy+P999/n7089yfo9NWHrnAJ6inDIX76SM45amvQNdpfMW8iT/32VrLzcqOxv86o1zJs6ky5dukRlf4nGkCFDqK8ML9OyuryCrEGDU1aQHoqRI0bwzJuvhPXeuuJyRs1JPn1nS5g6cRKPvf4SIyZGtoCsLC2jX9ceblHgMWLYcF7fvJqc0SNDvh64hwRqB8a7nCW5717txOhRo6ndFp6HrLhgC5PGjEvJ8NCShYspW70x7N6M4VJVVgE19XHvjo4GEydOZE9ZDfU7drZ6X6pK6brNzE3SwsThkJ6eju7ZF5YOqrqsnNys+Gy5EisyMjJg975mw2/79+1jd0VNypZpCGb06NHUl1Ye0f6nObZtLGBmnDbGjgXDcnLYVd683Ly+vCpu2yX5cQZZFMjJyWFPVW1YF/WqrSWMHx15j8FkYMCAAUwZNTbs3ozhsvGjTzlu0VF07Jj8Dt/OnTszd+p0NkdhDkuKtjKoZ9+UbJIdQETIHpJJdXlFs++tq6giOzN5yqlEg7S0NEYNz6N0a9Nhy4riUnIys1K2/2cwXbp0YdSw3CPa/zRHTdF2xo9L/uz8cDEPdw0NDQ2Nvmfv7j001O9JCK+iM8iiQEDcWlrUdAr4gQMHqNtexvDhR7bASRWa680YKfU7dlK/rZQ5s1LHyzNn5izK1uW3qEq6n6LVG1g4e27Kr7aHZQ6lqqx5Yf/uqtqUkhqEy5i8kVQ2U36gbFsxY/NSO7symKnjJ1JaEL5BVl+3A3btdV5GH126dCGjXzq1TdQTrCorJ3tIZkLIWeJ/hAnCuJGjKd9W3OR7qsrKyejXn549e7bTqOKP7OxssvoNZFsLBK2h2LhiJQunz6Zbt25R2V8ikJWVRf9uPSNqSRXMvj17qSsqYeqU5C9O3BzZWVnsrGhaR6aq7KqqTfkK/aHIyc5mV3nTBXbry6oYluPqt/kZPXo0tUUlYS+sthdsYdLo8QlhWLQneTnDmmx0X1laRl6C1A50/9kokTd8ODtLml5llxVtZ/yI0e00ovikud6MkbB/3z7K1uWzaMGCKIwscRAR5s+YRdHajS3eR9HGfCaMGJXyJQjAdFC7qxtPnQdr0dKnZ6+U6fMZCUOGDGFnRXWjYSNVZUdZZVJ1z4gG/fv3p0/X7mG3n6oqKmbiWJelGsywrKHUljUuOdhZXp0wtQOdQRYlMjMz2Ve7s0kdWV1JOSPjPMujPRg/fjyddu0zMX4rKFi7gYl5o+jfv3+URpY4TJk8har8oia1E01RsmEzc6bPjPKoEpOMjAx2Vdc26amoLq8ge4irPxaKLl26MGTAwEZ1eDtr6+jeqTO9e/du55HFNyLCxNFjKS5svo6bqlK7vTTuswRjweDBg5tcUO2uqkkYz7YzyKJEhw4dyB2aQ0VJaC2FqlJXUpEQmR5tTYcOHTh6/kLyP17V4n2oKttWrueo+QujOLLEoV+/fuQOyaIkjP6eweyur2dvRS1jxqRmckkwXbt2pU+Pnk02Kq4pryLHCfobJXdoDtWNLLCqyyoYnp2T8lrFUIwNM0O/qqycAb36OqM2BIMGDaK+sibkgqph/3721O1MCEE/OIMsqowaNpyKRsStO2vr6NG5izuhPGbPnEVNwbaw264EU76tmF5pnVK6DcusKdPYvjFyLV7Rxs1MGTuBTp06tcGoEpOswUOoaUIYvLu6lsEZibHKjgU5mVnUNlJ+oLqswhmzjZCbm0tdSXmzSU6lW7YxYZRbQIWiR48e9OjSNWTF/trKajL6D0iYDPzEGGWCMCwnh5eXv8uazkfe6GoqKhk5LNetEj169uzJtLETKVi7nlFTIm8jVbhqHcemaLufABPGj+fxfz1LQ0NDRMVKy/O3cMIxp7ThyBKP7MFDeHXlx416yWpLyhNmlR0LhgwZQtVr/2LNhx8f8Vp5wVayJs2Jwajinx49ejCwTz+qyyvon9H48VVXUs7IRdPacWSJReagwdRWVdOzz+EOj5rKKrISKDPaGWRRJC8vj2OnzKIh1Gonsx8TXbuLw5g/ezb3PPloxAbZ3t17qN1SzLTPJ38h2Kbo06cPORmDKS3axpBh4YXC9+zeze7yakaODF3ZOlWZNnVa6PPWY/LcRVYE1RGSoUOHcsLMeewPoWmcMLl/Spf6aY6xI0ayqWh7owaZqlJXXE5OTk47jyxxGDpoCOsqqsjMPXyO6iqrGT84NzaDagHOIIsiXbp04aQTT4r1MBKGvLw8umsHKkvLmlwdBlOwbgNTx4ynR48ebTi6xGD6xMm8sXl12AbZ9s1bmDBytCvQGcTgwYM59WTnNWwpnTp14sQTToz1MBKSkcPz+PidZY2+XldVTZ8ePZzcpQkyBw9mxadbjnh+T00dgyYljtTAacgcMUNEWDBzNlvWbIhou7L1m5k7c1YbjSqxGDtmLDVbisOuZVResJXJ45yn1uGIF7KysthZ1njpi/LtJYzMcR7GpkhPT2dP7Y4jnt9du4P09PQYjKhlOA+ZI6ZMmzKV5998jQML54RV8HBHTS3U70lpMb+fjIwMuqd1JH/VWrp2b744bu3WYkZ/LrVr4Tkc8UR6ejpp+w9QuG4DHUMk2mzPL2TWtPkxGFni0L9/f3YHGWSqyu7aHQlVFskZZI6Ykp6eztABGZRs2RpW2K1w7XrmTJ4ekYg9mRERPnv8SXz4yQrgyBViMMfMXeRCHw5HHCEinHDU0Wws2Bzy9VG9BrgSNc3Qp08fDuzZy769++jkJdXt2rGTHt260aVLlxiPLnycQeaIOXOmzeTfaz4KyyCryC9i2nlL22FUicPMGTOYOWNGrIfhcDhayDFHL+WYWA8igRERBvZPZ2dtLX0HWIhyR00tGf0HxHhkkeE0ZI6YM37cOKoLtzdbi6euuoaOew+44roOh8PhOIwB/dMPq0W2s7aOgf0TRz8GzkPmiAP69evHkP7pFG3Mp9/Axlc0+avWMXPiFNdc1+FwOByHkdF/AKtKyujdvx8AVWUVjM1MLK2xM8gcccHShYt59t8vUdbEezp26MDs805otzE5HA6HIzHIy81l+YsrWVdo3XIEIXfusBiPKjIk3HT5eGTmzJn6/vvvx3oYDofD4XA4HM0iIh+o6sxQr7nYj8PhcDgcDkeMcQaZw+FwOBwOR4xxBpnD4XA4HA5HjHEGmcPhcDgcDkeMcQaZw+FwOBwOR4xxBpnD4XA4HA5HjHEGmcPhcDgcDkeMcQaZw+FwOBwOR4xxBpnD4XA4HA5HjHEGmcPhcDgcDkeMcQaZw+FwOBwOR4xxBpnD4XA4HA5HjHEGmcPhcDgcDkeMcQaZw+FwOBwOR4xxBpnD4XA4HA5HjBFVjfUYWoyIlAEFsR5HEwwAymM9iATGzV/rcPPXctzctQ43f63DzV/Life5G6aqA0O9kNAGWbwjIu+r6sxYjyNRcfPXOtz8tRw3d63DzV/rcPPXchJ57lzI0uFwOBwOhyPGOIPM4XA4HA6HI8Y4g6xtuSfWA0hw3Py1Djd/LcfNXetw89c63Py1nISdO6chczgcDofD4YgxzkPmcDgcDofDEWOcQeZwOBwOh8MRY5xBlgSIyCgR6RbrcSQaIjJGRKZ7jzvGejypgIh0F5HO3mOJ9XiSARHpKCJZsR6HI7EQEXf/jxLRmkt3E0oOjgEqRKQrUK6qL8R6QPGMiIiaeLIGuFtEHgKqROQ5Vd0b4+ElLSIyEJgJfCIi+4GSGA8pWRgKHC8iLwBdVXV9rAcUz4hIB1VtiPU4Yo2qHgAQkc8B9ar6TIyHlHAEFpWBuWwtzkJOQMTw/+82Av8HnAqsiM2o4p/AvHnGGKpaDHQGfgK84oyxtkFEOgCoahkwDXgQeBgY5bxkLSPoGlALzAb+A1zg5rRpAsaYiMwQkU6xHk97EXxciMhsEbkeOAm4SkQWx2ZkiYt6iMg4EblPRBaISO+W7s8ZZAmIdwwcEJERIjIO+AC4HVimqttiPLy4xTdvWSJytoj0Aa4AioDu4MJobUGQN+ITrLXJb1V1XcA4doRPYFHhHcuDVbUSqAReB/7s3SDctd0jhCEyT0SeBG4CfiIi2bEZWfvhX4j6uA4YoKoXATcA53jXREcT+M8tTy5wMTZ/G4AlwOdaum930iYIAS9D4LGIXAk8A1wAXAv8DJjrWepdRCQ9RkONK4JvTCJyLfBnLMz7LcxA+BN2cQZI+otzW+N5b8T397Ei8k8RuQ54DTteR4nIoJgNMoHxDLFu3ny+KCJfA24D/g5cGHhPLMcYL3jhSfX9PR74JfCcqh4LlAJfitX42hp/SE1EOovIb0XkByIyFrgayPOMtReADsC5sRxvIuAL9XYD+gBTgXxV/RXwCpApItNasm9nkCUIPjf7UuBMYCswEXgb+DwwHvgbZmT8E5gem5HGF76T52wRGQ18CpyAeRNOBr6qqvcDvUXkdWC285K1nIA+z/PS9BeR44CzgR8AvYGbgReBIcBnRORnIjIshkOOe0IsKsYA9wGChZsmYdeCrYCKyIMicnm7DzQOUdUGz3i9xLtJbgJeAkZ4b/kHMCzZwnWBYyZgjHr6zT9jTbffBu4E8oGPsSgBwP1AymvrggnhYT1VRJ4BbgT2AU8AtSIyEfgI08ae1qLPchGD+MQ7CMRnUKRjKzuAHwI7gJ9iFnohcIaqzvNWgPtSWdjrrfgC8zYA+CZmsF6jqptF5BrsJvYKMA+7EG0E+qvqmhgNO6EJmnMBvgNkAU8Cy4HzvZ9JwPHAduAyoExV74jJoOMcEemoqvt9f8/DQpPrgbuB/6nq/4nIZzCD7BlgD3ApcKeqbm7/UccW/3Ho/T0P+CPwPGaE3QLsBU4HXlXVN0TkAmCvqv4tFmOOJiLSTVV3+f6eDxynqj8Ty8TthEUDsjHD9DZgGXCMqpbHYMhxjfgSQDy94STg68CvgO9hiZHXY8dTZ+xYy8Hu3Rsi/TyXZRmneCsbFZFMzNtVAmQAz6pqlYhkYMbEF4CjgUoRGaqqq+CwTMKUw3PPD8RWKf8EpgD/8t2g0oCXgZ7ALmCXqpZi4QtHhHjHWsAYGwyMAa4BxqlqtefRmayqR4vIDcCvVPVEEflJqh6jTeEZtOcCo4BfiEh34A9Af2Ab8CbwEHCuiPQHnsO0KyO8TLmrAvtJlfkN3Dh9x+F0zHtRiXkR92Pz9mXgd8Ba4GwReRv4S6LPkydpmYwtdm7ynvs+9t1v9t62A9Ma3+Q9fhrztJ7hN8ZS6bgJhTeXGaq63fOwdsYMsFXAU9hi84vYfWUQJhVYBcz1ttvY0s92Ics4IkRo4gvAv7FQz3LsIjxBRAZ6BsR7wF+Bgap6iqoWBbZNpRMqMG++3ydi4dscVS3BTpg8EenjnWxvYydUOvBdVV0em5EnB154craI/AULp38AfAic4r2lH6ZvfBzoghlrge0O05ulOnJIfP0OMFxERmELh22q+llsAXEJdu7vAy7wjJCb/GULJLSIO+kQ09OejGXvIiJdReROIOB1XYd5ah/GPOUDsAXuh8DvVXW/L6yXkMehFyq7HvhEVW8SkZHeS52B76vq8wCqWgP0Bb6LGe3/T1ULVXWTf3+pcNw0w+nAQAAR6QHcCijwhJdAMxAYo6pHAY9jus0VwO9UdWtrPtgZZHGC38vg/d0JmAOcpKqPqOo+4H2gGAv9gImjT1bV271tOpBiBM1b4II6EnhaVa/z/n4Uu6mdCKCqrwOnqur1TvwcOcHHmbeCvBwTSv9BVXdgK8oTRKSPqr4DXAnco6pXquoKn9hY3Q3gEL7jcQpwADgLK2vxORF5FwtXngp0xXRA1d45UArRr4sUjwS+o4h8HjvnV6jq+2Ii6yFAX1VdoKqfeMfWWOBZYBgWFSpR1bWquta/30Q7Dn0G5D7MA3iqWNb9s97zeZikJfD+PCyc/SnwY1V9oh2HG/eIyM9F5PvevJSIyCRsXvsDt3kGLcBgYISIvIwZuDeoao2q7mutUe8MsjjB52V4UETOx2L9XfCMCI/9mGjwgFgR2AZVrReRNO+inHKCTG/exorIvcDPvVBFHXaj6uK9rQPmah6DF6b36ywckeHTVMzxNHp9gUGq+ojvbe9iIvNvedu8paove9ulhPcmHDwH4UEPr1iG9L1YuP09TLMyFdM+lWBhpj9iguLNqvqQfy5TYV593/HzWFLOVhH5BlZuoBboIyI5vk02Y9fTecCXVfXV9hxvtBGRgSKSHpgHz7D8D3AU5hF8RUS+CNwFfFFEvikijwI/wgqH36SqJcERmVTFW1CChW/PFCv9cSrmKRsBvAUc5713CHZ/+RHwM1X9tqqu8y8wWzWWFDh/4xIJqhYtIlMwr8JDQC4m0r0WE0VfAnwFE0L/yQvDpSRypGh3ABaefAgzvDIwQ7YOM756Y+GMc1R1Z/uPOPEJMefjsRDQp5jX4TOYW/8dVb1HLLOyL5bJut9z8zuCkMMTIdKBGlXdLyK3APer6qcicjYwX1Wv9CQMS4AXVfVJ335SQvMjIj0972vg7zFYaPI8YD5mvP4HGI3pee7AwuMPAK+plyARfDwnEmLC/CuwBeYaTM/0AqaVOwaoxzxkT2OL+Z6YzrhIVR/z7ScljpmmEJHTVPVp73FH79z7KVaT8v95P+8CO7Gw5D5gEXCd37sYzePJWcjtjBxKRw54GQLlKToCB1T1MVW9CWuH0gc7KM7ERJg3BoyxRNU7tBTfvAVuYCd6K5k0TBP2CPAYJszfhKUid8XmzRljLcQfEvatqBcB96rqF7HstZ9imb8nisjfMY3KalUtVdXKVDtWw0Ut+UQ8786LwPUiMgLzhI3y3lYMTBaRMzzpwtcCxpgElTZIZkRkDmaEICIDRGSe5xl6GTveXsPO9bGYrnY18H3gZVV9ORmMMQBPo7QOM7b+gF3jTsU8qp9iUYAOmJF2i5ow/ZaAMZZKx0xTeNqwL4jIaSJyAvCgiJyuqj/FpEJ5WPbpZOwcvBrLSj06ONQbzePJecjaiWCXplg22sOYWPB1zID4AvBfVX1erKXFP1T1o6CVdMqtbPzf2VshfhtYgGnqHsa8hw+r6tsi8ktglar+JdEvvrEk6JjrjmVqlWA3uxHAl1T1HO/1N7FFQw0wVlU/js2o4xvvZqi+Y3kQVuG7GgtBXo1dC3phOsgBmCbqeeDxgHcolY7roHP/Gaw8zTgsHN4X8469gF0Tenh/P6Wqb8dmxNEl8P0D/3OxJI9N2PHSVVW/7T13DlZTLAsYrFbmYpB/AZ9q943mEJEFWNu8Qqz00bexrPztwKWqeq6I/Brzrr7g267Nzj/nIWsn1ENERollm12MZfkch2VOnYalr1/lxfsXYy19/F6hlDypvHkbKiK3Y6GxQlVdhBUxHIhlTB0nIs9jeptV3nYpcdNqC3zH3DyssOtWTL94C9bdYK+IfEVEvoRd0OpVdW/AGJMUTDBpDlU94B3LU0RkmnezLAUq1UT5T2DH70ZMsL8V84rfr6o7fIu6lDmufcZYV8wT9nngKlX9CraYPRX4LZZluALzNB5cECS6Tirw/X3/8ycwr83fgXoRmahWc3IgFsJ8DviLt81BnVgq3jf8+L30nk7zGGALNme7VfU/WPHqKzDP2BARORb4hd8Yg7Y9/xL6YI13gm9KInIRh4oU9sW0N2Cu0DygCtOL3aeqS9SaMR8kVU6qEPN2Kuah+Rgr/5ElloX6N0xs+RFWW+d2tfIfH7XzkBOewAXL93uRmLj8p9iF6u9qZRXewwy072L6sSXA9cEhYU3BBJNQ+A0CMdH+L4DfY+GSa4F7sfIWw1X1v1jW4ERVrVQTX3/ghTVTcjEGICKzgV8DBVgZoIu9l67FPLUvYPXZeqrqq+rTmSWi8RpsRIrIZSJyoffnL4Hvqeq7mG7s294xNRvooKpF6itImojfP5qEiEx1xK5bS4EJ2MJnqIjkqNWp/Mibs/OxwsG1/v20Nc4ga0P0kE4sz3tqF1Yz7H7MgKgWkaWq+glmVIxQ1Y16KBstpbwMvpMnMG8TvItTN0ys+hLWd1KAear6P+yilK6qu1X1xdiMPLERX9aj76Z/O1ZF/wQsW+tq7/m7sLBQb1W9TlUvUtW1Tid2OBKkefToA3RT1YVYI+IvYYbERqxgKdii4l7ffg62omqfkccOObxfb0cxnehQbH7ysYXAZcBZInI0JvFYC6CqV6hqdQyGHXWCvNNg0oxvecfCY8Agb3H/CFZrbDNwrAaV8UhlghcxYvXprgaWquo6bE7HYF0b3gGeFZG/Ah08o22LFyKOSvZkuDiDLIqI1cHx/71QRJ4FrhVrAPw/4F8i8iVVrcIygr7qXbzvUa+AX4BU8TKIpRL7VzETROQNrHjhj7FMlwJghhfmWYMJyHthBTFfis3IkwPvwtNFRG7wwpADsbYgx3qv3w5kiMjZ3vx/1b8KF1fG4gh8N9XPiMgjInKed84vFJEVWFHiudhi406s7lGngFHR3jeCWCJHJjr1x7ID52CejErgv8BMb5O7Mc1PNXZ9OGw/iUbwYkas/NHD2H3jccxofwkI1FV8EfveRcAVqvonVd2Vagv4xvAvYsRKIgXqdlYC4737zeuYTnM+pkP+J/BbVf2K+ooFt/f550T9UUBEcjH3+T7v54dq9cFuxMKTVcBvsHBlAfAzLDRZDoxWX//EVApNiImaf4D1VfsY2KSqD4vV0Nms1meuEBNbNmB1hB7DimOO9DyLjggRkXPxeiKqaoF3A/wjFo78ACsVcIr33CeqeoeInITNues72QjilbLxbrBdsPDSIOAeLMy2EtM5/Rozdn+KibAvVNX6WIw5nhDLOP8Z1o/zZizTPBu7WRZhRthHqvprEclU1W3edgmb5BA8drHM8aeBN1T1OhH5KqYnvhTrVVrn/dynqsu8bVLGeG8KOTwRqSuW6PBZDs3Z49h5twIzcO/HsnFvV9WKUPtpb5xB1kpE5BLgq5gW5D5M9LwFE5pPA4ZjWUG3YYLLztjJ9Y6nGUlJROQs4P+wdiYvYXN0C5bc8H0sfX0/8EwghCPWm+0VVf0wJoNOcMRKB1yDXZzWYbqTP2LehyuAN7CM1WpV/ZZYnafnsT6UrmxIGIhIT6CTWr/Z32O6pos8r+ML2M31ZCxLeI2q3u3bNpUWY8F1GL+FLbjuw8o2TME8Q13w9FGY5OMeVf3U2+awrNVExQuR/QAzDt7CCrxeqKqf8V5/GrvHdAFGqeprsRproiBWyuJW4Iuq+p6I/BgrC1KDGWWnYfXpblPVvd42MT//XHPx1jMS+Juq3gMgIj/DKkYPxYqSZmBtZfpjBsgtwK2x/sfHAf/D0ov/6s3FW14M/xrgF9jFaR7QV0Rew9z1tyTqSjjWiJUL+R7mYfi599xRmGEwHAsR/RYzyFaLyFmq+oSInKKqOwMXq3i4aMULntdwfSB86y3OLsZkCZsxT9hvRWSCqq4UkfcwA+3vWJZcYD+BxthJP6++cFKDWCeN+ZiGZwVW326TquaLFR/eg5VZ6Qygqnf595WI1wIRuQAzCt5X1e0iMgxL8vgPZnD9BNMXnyIi38PkGR2BHWpJXkXefhLWK9hWiMgpmBj/JaxQ+KtY39L3sDDvN1T1S2Jleu5S1UJvuzT1MqBjNPSDJGTMPR7w6RX+hMWlp3kX1kpMhJrtvfYsdiO8FLhDVVfGwz8+lnjztAWL3R/0EKjq74AZ2IXpSsyw/TnwI1V9012AWo5aQck3gC0iku09/QFm+CoWMn4Gy1p9BdM4EQinx0pTEY/4zv0peBl/YpX2Z2OZ04VYuKQTZmw84GmC+mCtfQL7OSyJJZkRkWNEpJdPJzoPiyIsxYyuTzA5xymeoTYAGOcZqncFjLEE1olN8RaWJ2HXuEBx0b3Y+fYClixTi5VCuR8zLj6DNQg/rNVbKl8LRSRPRH4jIt/1QpOIyAzgAqxA9Tys681vsR6w52IJNFViOu/9qlooh1oOxs1cOg9ZBPhXJb7f60VkOVYPpxCowNzO/w+4U1UfEpFXVTWwskkpD0MjK7nAzf0GEXlLRBao1YEBu4H18rRkHdWrsO2IjCA9ReDxC9iFqUREStVqW/UHclT1RyIyHDgeOF29ZtWOI/Edz08BvxaRhZgetBL4HdZ65RrMwLgPq7q/UlVvC9pP0l8HxEpWXIctsj4VkcfUms1PBS7Cssu3AgsxfegPsDpbnbHaYoddM+Pp5hkh/bFyJkfDQeH+ECAT++5nYJnMy7Fkj48xQ1VVdVVwiDdV8bzQl2CL+QXYveRWLBJVhxljo4G7VXWjiLyKHWd/UNXn/PuKx2MpIVcbscJiBPi+AAAYkklEQVR3gxvn/Q5kxzyA9Z/M9p77GrBMve7wPmMspbLRxPpzXuvd9BGRi0UkSy2rL5ARdAcm2kcsEzULC2XijLGWISLTMFF+IGMtcDPbiHnEJmNiczAjoth7PV9V71bV0kT1RLQVwfMhIt/BsiNrsVV5PXbTrcb0Pksw7+4B4B/A0lSbU7GSFVcB76oVwD6AeRXBCpk+jhUxPQMTsX+A1RkrVtWLVXVTMixgve/wGvB3EblaRK7BZAIjve/8H8y4n4uF2UZ4kZangVkikuGMsYOMAJ5Qy/y+HTPswQzZ6cApntFbJtb79TZsMfAhxH8pqZS6QLQWETlXRP4C/E2skFxAU1OHeR+uw9JpszFD4zDi0SJvC3w3nvWYxm6aWCHXWZjbWAIXGLW6OpkisgVrDvwD9YrxOSLDd7H5BPilFyb7kvfaYG91+SHmfTherPPB5ZhH17+fuHLjxxIJUU9MTIQ9Cvicql6AZVFPxsJMKzAjYwRwg1qpi1eBPwMdfYu4pMdbiL4BbBRrv9Ufq/0EppuqwZJKcoHnxVrZPAtMEpFZnlcooY0xj8D18BdYNv4orCn4OSJyJaZ5egIrgXKmeklManXFLnLe6sPuKfcCo8TqsN0K5IrpXbdjWc27ReQhzCnyiXcvWYbVrIt7eYDLsmyE4FCbiEzCYtKXYCdVoXriaN97vomtBt/3/k741V2khJi3U7Gslhexi83XfK91VNX9IjIBGKqq/2r/ESc+QeHJgPj+YWCmqo71nn8CWKeqPxSR44BvYOGiX8b7RSoWiEgGsMtbbPkzVJ/HPOIPYV7we8RarNwKHK+q20RkiHeDSKlrQKgwuViz9Euxa8BqTCbzH2wBux/LdhsDXBcwPMSSTd7XBMvsFetPPB94Ua3s0TgsSWGPHCqJ8mOgh6r+QKzExTVYj9jbffo6J9in8XkQkS9jBtYDWIb4Vdgc3ocdU3mq+lbwdomAM8iaQET6YS2NPuGQtuarYvWznga+o6rvhjBCBJvblDypRKQH5nl5W1VfF2uUfjLwGuaNeR2v92EMh5l0iGUZnYsZC29jraVuV9WXRaSnHmpOLVi2X8DYcPoUHyIyEjMinsU8PFdhepX/w8IiaVgyygtYePI0zLv7XVXN9/aRUrWhvDD5UFX9pxcmr/IZGKdj2p5rsblbioWSjlMv0817X0JrRsU6svwG63/4kYj8GfOKrYPDCl+/A/w4+Lz0XksZAz5cRGScqq72LTZ7YsfP71X1Q7EC4Zdi1fX/6tsusChImDl1IUuPEBqRCzHtx+VYqYrngNFizVxLsPTjc7y3q2+7QFp3ShhjIeYtULw1DThNrHbYzdh8vYGFLR/AhKyOFuKfdxHpJSK/xLJSX8GM36OAG4AfimVVzheRbr7js048nDF2OGplLDYD44HBWFHirqr6LJa9NRvoimkfv4AtLk4PGGPePjRRbgKtIYww+dew9kY7sMVCd7UWZ2cHGWNpiWiM+c9DVd2EhR9PE5H59pSuDRwLvrm6DSuLRNAiKWUM+HBoQiK0A/NUf8PzRtep6m/8xhgclniXMHOa8gaZ76bk93DNA24ELlXVi7B09ZOw+jA/8VY4HwJLRGSK/x+eSP/81uJ5VgIhigzv6W1YOOxvmDbk61jW2VtYltH/A85T1Vfbf8SJj1/TJNafrRumCRsIbFTVhzCD+GysX9tLmPi8g6ruCj5WU+l4bYwg4zbw+AUsA24y8CBQLCIneUZDwPP4Jtbo+QZv27gWDEcT33HY4F0/92OZgTNV9RbvuPo9MFxVV2Ph8TFAD2+7w7psJOoC1nf9WyBW+uQ+YAh23ftYLLEh8N6AbvZRtX7G/v2k9HkYYmE/iUPyoHewTEl/+Z0nMEN/b9B2Ca3RdCFLDxEZjQkBHwc2YW1NCtTadEzExKcnYhqIgd577gduDr64JCs+l/GtwAOqutwL396NrYC3YWnrmVhSwxVYJf7B2NyOU9WPYjP6xEass8Hz6tUjEpGvYx6HZZiOYg+WrfYHVd0gVqB4h6r+JtFDQW1JM6G287Gs3yeBHOxYPts7B0bqoYKwKevdiDBM3kuTIGHHHwITK13xK8zjlY+FuVdjiR3PYP04d3PIgA+5H0fLJULJREp6yEJY40dhK5tKrDDmd7Ew5UQRyVNr1fFvTCdSh518r2JVz1PFGEvDc7NjhQtP9x6fCjyplm32WazS+xDMCDsKM2CXqepuZ4xFju9YXYxlEeGFIKcDZ3qvfQ676K8BPu899wcssw+1xImUPNcbI4xQWyAjtQtWyPMTLLV+FFhY02+IpcKNNQph8tpE9mCIZdcSCJ15T48EHlMr67ELqz+5Cbs/bFBrf3RtsDEW2E/7jDz+iKZEqH1G3D6k1EXadwENuJk/J9ZDbR/wqqr+CrgL6It5wVbg1chS1Z+p6jvethuBE1X11hh8jXZHTER5MxbGBdOC7RdLZe8NnCUifwceBR5R1fewsNl44Oeqel8Mhp0U+FaCdwCLxLLWBmALg58AM7H/zYfY8bpHRPqqaomqFgcf86lOBKG2PC/Uthw7jjuq6s9VdV1gX6lyQ412mLzdv0ALCZw73n2iV8DLLNbS6E4ROc8ztN4XkeexMj/5mFH2B6xTA4FjJtmMh5bgJEJNkzKV+sVElp2A10UkE/M2lGKesRxgh4gMU9UCEdmJVd2/F0/z4O0j0PNqS/t/g/bHu/nvVdUtIlKFFSlcjDX67YV5D97EvGJXY7H+W0Tk2VQxVtuCYJe8iFyBFRrdjoWHT8AuVu9gq8avYh7Lu1T1Xf++ku2C1Vp8i7FTgHPFahZdggmHj1PVl7HaT4HMt2eB1wOhtlQKM4URJv8zcIYXvv2fN6ffUdUbkyRM3hmTAhyH1ZX7pVix0eGYtulVEWnAEkDqsGSlwd7PFlX9s39nqXLcNIUv1OuXCG3ACuN+FvPy/5pDEqG3OCQRGoMVF05aktpDJiK5IvIDT1i5BvijWCrySMwr1lWt+N5a7++rReRPmJB3v6pWq+rWFPYyHAV8XUSmYhqRHVhbinSsEfB0tZprv8RS2Z8C/q2WjeaIEAldhLQPltV3gap+FrtJzMOqwFcC/8SO57tUtdrbJuVX4n6iGWpLhZtqqofJRaSTtwi63nvqYayobxdMU7gVW4RWYi2x3sfupU8Dr6jqZT7DI+XPRScRCp+EPGHCQawC8gNYynod5ukqA0ar6htYVf1JIpKtln59F5ZK+5aqnqCqZYF9pcJFuBEeBP6Heb/2YOLmnZh4vxPmmUFVHwV+raqLVfXvMRprwuPz3swWkcdE5GT12m9xSLN3KxYWftPzQl6iqleqanUqGQ3hkKqhttaSqmFyL5rWDfPC5ABzRGQ8VmwUrJL+CiyLvE5VjwVmeyG381X1GLUWSQc1iql03ATjJEKRk7QGGbaSuVqtPkmNF2Y8E2utMFlVi4F/AT8D8C7Az6nqA5BaKeyNoaoNqvoM8B62+t2O9Zl7G1sZZ4tIQOSc8u09WkLgOPNuBp3EeiT+EDMOZnp//wL4lndzGA1sEpHhngen0KfLSNmLvx8ROUtEuvluBF/HRMJXAdMwL07vQKgN83h8R1VvBM5S1RdiNfZYEcKLcQVmdAXC5B9jkYMdWJh8KfB9YK2q/jrgnYWENkKuxoyt/kBgYTkHM0bnApmq+hIWLcgRkVewOVmpXpFrnyGW0rX9PInQYu9xpojcj517L2POkYBEqBxb5AckQjf79hFYUG1R1d3t/BViQlIaZCLSFct4OUNEzhaRlzyPWS/MNXqdWN2sl4Bascryh5HqJ5QfVf0d5l7+HnC09/QvMRHm+pgNLAnwHWf9vd8ZWOmFe7HU+YlYw+obMINCVXWJWiPwQE0eTeCbYNRI9VBbS3Bh8sP4I2Yc/BB4F+so0oA1jh+CVYMH+DFeRqCqfk99pTxS+b7hJEKtJ2nrkIn1EVuKXYw/wMJsl6rqiZ61nom1OlkVw2EmDN5JdjUmKB+fyhee1hDwZPl+n4WJyldiC4RqLIT2hKq+IyKXYfXbLvcLpcW1O2oUsdZHj2LGV2/gfGzxOQLrHbgeC7sdBdzjNypS1bAVkdnYgutBVX1eRB7BBP0Pi8iZwK2qmuO9N8eTeSTdnHmL+Zsxw+x5zBh9G/grFlY7X1U3+t6f0m3yAngOj89inuh7sPPuYcwImyPW5/MRLGFmixcaXgoMDESlHElskAXjecGuU9VrRKSfqlb5XkvaQnPRxFs516vqvliPJREJPs68i/8dmOfhOO/n99hiYQZmPPQEBmiK9khsjhBzGshITcM6RJyAVd1/Bwv9fhW7WRz07qQacqjRtWCZ9t/A5uxZTOpRg4WW7gO+jN1oT8TqtG0OLCggOY9DsTI/T2Ca45dV9UER+QzQX1UfjO3o4hMRuQWrx/Y/33PpmO7426r6sYhcA4xR1S+H2N4tMEnSkGUAEekoIt1F5FzMxZzmreiqvNcD8X5njIWBp8VzxlgLUROX9xWRC8XSvodiHrGvAecBd6rVNVoJVADZan3aUq5HYnO4UFvLcWHyplEreXId0A8z4lHVfzpjLDROIhQ9kt5DJiJLsJDQH1T1PzEejiOFCOG9OQ04Deu/NgCrJXY1thK/GvNCzMbacbkkiTBwobbmcWHyliGWsNRXVd8LnsNYjy3ecBKh6JAKBtlhFxEXnnS0ByGMsWwsDHSTqt7v3fT2YRl+ozEheiXwK3940l38D+FCbZHjwuStx52HkeMkQi0jqUOWcMgVGirE4XBEExFJF5FJcDA8OU5EHhWRb2KZfb/FUr/BjIYzgf+o6m1YiZZLVDU/1W+AjeFCbZHjwuStJ5W/eyQ4iVDrSXoPmcPRHnhZQ6cDU7Hadt2B27AaTsOwENHRwItYR4PuwHzgG6q63bcft3r0cKG2yHFhckcscRKh1pH0HjKHoz1Q6/f3LtbRYDF2bnXDGuWei7VUacAqU38e01hc4DfGvP04Y4yDhsVBr5YXajsR8+yswsKQnbEK+2d6XsWHgd952+wXjxQ2xrIxA+xNVb0UaxU1BfPOrsU6cZwA/DFgjKVikoMjqrypqucHjDFJoZp+0SBlmos7HNEkhPdmHnCZ93J3rDBiDfBTVZ3hhS+vUNVbReQ8LNS2U5KjCXPUCYTagM9ghu4BDoXaZgPXq+pbIjIRyMVCbYVYe5/APpLe/e+VFshU1U8CYXIsQ/At4G8cCpPfjxli/wA+p6oviMiz6tXUChzHqTBnjrbDLxFS1QNugRkZznp1OCLEM6IOem+8p7+J1bu6CRPnn4B5a9aJyG8w4fQ67733A2d5Fy1njBGydc9pmDGxAPgVVoIgF9OPnQkMFpFfA6WqepNnjKUUXpj8eOACT7szAPh/WMX5WqyW1r3AOE/HeDnmwe0B4DPG0pwh5ogmzhBrGc4gczjCREROh4PhsI4i8iUROcp7uRD4QFVXYiG1yVjLlW8Bz6nqUlV93tv+BVX9irtoGS7U1jJcmNzhSC5cyNLhCAOx6t0XisgeoBj4CtAVuFhEzsdKWCwVkVIs+68vkKfWjHiZt4+UEZc3hwu1RY4LkzscyY3zkDkcYaBWvfsOTMP0ELBeVb+KhYXOAR4DFPg75q24zjPG/Ptwxhgu1NYSXJjc4Uh+nEHmcITPf4HXMeNgmPfcn4A5wFBVvRv4mqpe4PfgxGSkcYwLtYWPC5M7HKmDC1k6HGGiqntE5EVgFrBIRJaq6qsi8hgWvkRVN8FhWUYp4cFpChdqaxkuTO5wpBauMKzDEQFeNuDngJ9iXokzndehcUIZUSLyMPAc8DFWtLQC8z7+ECjCWvjcrNab8iSs+OslqTjPXqHN72BN0f+kqreJyOVAB+BfwCIsZF4M/CTgmXU4HImH85A5HBHgCdBfxzRO/05FIyEcROR0VX0qEGoDLgQ2qerrHAq1rRNr4Hwclkn5LWCSqn4/sB9VfQHTSaUq/8W6P2RzeJj8PmClqt4tIi8HPLPgei86HImKM8gcjghR1a2YkNoRAhdqix4uTO5wpA4uZOlwtBDniWgcF2qLHi5M7nCkBs5D5nC0EGeMNYkLtUUJFyZ3OFID5yFzOBxtgoiMBX4MjAau8UJtZwANqvqM731pzshwOBypjjPIHA5Hm+BCbdHHeREdjuTFGWQOh6PNEJEs4AIs1PZBrMfjcDgc8YozyBwOh8PhcDhijGud5HA42hzXQsrhcDiaxnnIHA6Hw+FwOGKM85A5HA6Hw+FwxBhnkDkcDofD4XDEGGeQORwOh8PhcMQYZ5A5HEmAiDSIyHIR+VREHheR7hFuf0ULtnleRPqGeP6nInJVJPvybZsrIl/w/T1TRG73HncRkX973/M8EfmTiIxvwWdMFZGTfX9/VkR+0JLxRvCZl4vIahH5S1t+TrQQkQdE5OwWbnvY/DocjvBwBpnDkRzsUtWpqjoR2AtcGu6GItIBuAKIyCBT1ZNVtTqyYTZLLnDQIFPV91X1cu/PaUAn73s+pqpfVdVVLfiMqcBBg0FVn1HVG1sz6DD4BnCyqp7f2BtEJFla2R02vw6HIzycQeZwJB9vYk29EZGnROQDEVkpIl8LvEFEdojI9SLyLnAtkAm8JiKvichXROR3vvdeIiK/Df4QEdksIgO8x9eKyFoR+TcwxveeESLyojeGN712SgEPzO0i8raIbPJ5Y24EFnlesO+KyBIReVZEMoCHganeayNEZJmIzPT2d6KIfCgiK0TkFe+52d7+P/J+jxGRzsD1wHk+T9vFInKnt80wEXlFRD72fuc0M97gObnS81J+KiJXeM/dBeQBz4jId4Pef7Hn0fwn8JL33PdF5D1vDD/znushIs953+9TETnP9z+4SUT+5/0E/u8RfQ8x7hSRVSLyHJDhG+MMEXnd+x/+S0SGeM8v8332OhFZFGp+Q82Tw+EIgaq6H/fjfhL8B9jh/e4IPA1c5v3d3/vdDfgUSPf+VuBc3/abgQHe4x7ARswbBfA2MCnEZ24GBgAzgE8wD1tvYANwlfeeV4BR3uM5wKve4weAx7FF4Xhgg/f8EuBZ32cc/DvEa8uAmcBAYAswPOg79wY6eo+PBZ7wHl8M3Onbz8G/gX8CF3mPvww81dR4g+YjMA89gJ7ASmBa8PwGbXMxUOQb8/HAPYB4n/UssBg4C/g/33Z9fPu91nv8Rd9cRfQ9gDOBl4EOmHFeDZwNdPL+/wO9950H3Oeb/1u8xydj3RiOmF/3437cT3g/yeIidzhSnW4istx7/CZwr/f4crGG3gDZwCigAmgAngi1I1XdKSKvAqeKyGrMMPukic9eBPxDVesBROQZ73dPYD7wuByqC9vFt91Tar0tV4nIoPC/6hHMBd5Q1Xxv/JXe832AB0VkFGaAdgpjX/Mw4wTgz8CvIxjvQmwedgKIyJPY3HzUzGe+7Bvz8d5PYJue2P/sTeBmEbkJM7re9G3/qO93wLMZ6fdYDDyqqg3ANu//D+btnAi87P0POwDbfft60vv9ARZudjgcLcQZZA5HcrBLVaf6nxCRJZhnaJ6q1ovIMqCr9/Ju7+bbGH8CfgSsAe4P4/NDVZhOA6qDx+Vjj3+4YXxGY0gjn/9z4DVVPUNEcjGPTqT499vceFv6HXYG7eMGVb37iJ2LzMA8UTeIyEuqen2IMTZW6Tuc7xFqWwFWquq8RvYb2FcD7n7icLQKpyFzOJKXPkCVZ4yNxTxJjfH/27tj16aiKI7j3x8qolIUQYd2crWIIC5O4h8g2kFaWgS10NHi7OqiCI6CdBShIroIVkGKwRrbodQ6qUNdnBQEhQ5FOA73Rl+kzUsqeMH+PkuSl/fuPe9mOZx7knwH+lovImKeVFEb5XcFZiMNYEjSLkl9wOk8xjdgRdI5+NWndLRmrLY4utQETko6lOfZn4/vBT7l5xe6nOMVMJKfjwEve4ijAZyVtFvSHmCIVNnqxVPgUq4uImlA0kFJ/cBqRNwFbgLHKtcMVx6bm7yPBjAiaVvuETuVj78DDkg6kePZIWmwZqzNfIZmW54TMrP/1wywXdIyqVr0usO5d4AnkmYrx+4DcxHxtdMkEbEITANLpG3QahIyBoxLekPqqTpTE/My8CM3r1+pObc1/2dgAniY55nOb90gVZPmSFttLbPA4Q2azi8DF/OanQcmu4khx7FI6tFaAOaBqYio2678c4xnwD2gKekt8ICU3BwBFvK29FXgWuWynUpfzpgEWmvW6308Aj6QeuBuAy9yPGukXrLreW2XSNvQnbStr9JPl0zV373Z1ub/sjSzdUl6DNyKiOelY7H1SfoIHI+IL6VjMbO/4wqZmbWRtE/Se1JfmpMxM7N/wBUyMzMzs8JcITMzMzMrzAmZmZmZWWFOyMzMzMwKc0JmZmZmVpgTMjMzM7PCnJCZmZmZFfYTHnirr/iyO7oAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 720x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = beanplot(age, jitter=True, plot_opts={'violin_fc':'#66c2a5'})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = beanplot(age, jitter=True, plot_opts={'violin_width': 0.5, 'violin_fc':'#66c2a5'})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Advanced Box Plots"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Based of example script `example_enhanced_boxplots.py` (by Ralf Gommers)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "import statsmodels.api as sm\n",
    "\n",
    "\n",
    "# Necessary to make horizontal axis labels fit\n",
    "plt.rcParams['figure.subplot.bottom'] = 0.23\n",
    "\n",
    "data = sm.datasets.anes96.load_pandas()\n",
    "party_ID = np.arange(7)\n",
    "labels = [\"Strong Democrat\", \"Weak Democrat\", \"Independent-Democrat\",\n",
    "          \"Independent-Independent\", \"Independent-Republican\",\n",
    "          \"Weak Republican\", \"Strong Republican\"]\n",
    "\n",
    "# Group age by party ID.\n",
    "age = [data.exog['age'][data.endog == id] for id in party_ID]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, \"US national election '96 - Age & Party Identification\")"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Create a violin plot.\n",
    "fig = plt.figure()\n",
    "ax = fig.add_subplot(111)\n",
    "\n",
    "sm.graphics.violinplot(age, ax=ax, labels=labels,\n",
    "                       plot_opts={'cutoff_val':5, 'cutoff_type':'abs',\n",
    "                                  'label_fontsize':'small',\n",
    "                                  'label_rotation':30})\n",
    "\n",
    "ax.set_xlabel(\"Party identification of respondent.\")\n",
    "ax.set_ylabel(\"Age\")\n",
    "ax.set_title(\"US national election '96 - Age & Party Identification\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, \"US national election '96 - Age & Party Identification\")"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Create a bean plot.\n",
    "fig2 = plt.figure()\n",
    "ax = fig2.add_subplot(111)\n",
    "\n",
    "sm.graphics.beanplot(age, ax=ax, labels=labels,\n",
    "                    plot_opts={'cutoff_val':5, 'cutoff_type':'abs',\n",
    "                               'label_fontsize':'small',\n",
    "                               'label_rotation':30})\n",
    "\n",
    "ax.set_xlabel(\"Party identification of respondent.\")\n",
    "ax.set_ylabel(\"Age\")\n",
    "ax.set_title(\"US national election '96 - Age & Party Identification\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, \"US national election '96 - Age & Party Identification\")"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Create a jitter plot.\n",
    "fig3 = plt.figure()\n",
    "ax = fig3.add_subplot(111)\n",
    "\n",
    "plot_opts={'cutoff_val':5, 'cutoff_type':'abs', 'label_fontsize':'small',\n",
    "           'label_rotation':30, 'violin_fc':(0.8, 0.8, 0.8),\n",
    "           'jitter_marker':'.', 'jitter_marker_size':3, 'bean_color':'#FF6F00',\n",
    "           'bean_mean_color':'#009D91'}\n",
    "sm.graphics.beanplot(age, ax=ax, labels=labels, jitter=True,\n",
    "                    plot_opts=plot_opts)\n",
    "\n",
    "ax.set_xlabel(\"Party identification of respondent.\")\n",
    "ax.set_ylabel(\"Age\")\n",
    "ax.set_title(\"US national election '96 - Age & Party Identification\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, \"US national election '96 - Age & Party Identification\")"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Create an asymmetrical jitter plot.\n",
    "ix = data.exog['income'] < 16  # incomes < $30k\n",
    "age = data.exog['age'][ix]\n",
    "endog = data.endog[ix]\n",
    "age_lower_income = [age[endog == id] for id in party_ID]\n",
    "\n",
    "ix = data.exog['income'] >= 20  # incomes > $50k\n",
    "age = data.exog['age'][ix]\n",
    "endog = data.endog[ix]\n",
    "age_higher_income = [age[endog == id] for id in party_ID]\n",
    "\n",
    "fig = plt.figure()\n",
    "ax = fig.add_subplot(111)\n",
    "\n",
    "plot_opts['violin_fc'] = (0.5, 0.5, 0.5)\n",
    "plot_opts['bean_show_mean'] = False\n",
    "plot_opts['bean_show_median'] = False\n",
    "plot_opts['bean_legend_text'] = 'Income < \\$30k'\n",
    "plot_opts['cutoff_val'] = 10\n",
    "sm.graphics.beanplot(age_lower_income, ax=ax, labels=labels, side='left',\n",
    "                     jitter=True, plot_opts=plot_opts)\n",
    "plot_opts['violin_fc'] = (0.7, 0.7, 0.7)\n",
    "plot_opts['bean_color'] = '#009D91'\n",
    "plot_opts['bean_legend_text'] = 'Income > \\$50k'\n",
    "sm.graphics.beanplot(age_higher_income, ax=ax, labels=labels, side='right',\n",
    "                     jitter=True, plot_opts=plot_opts)\n",
    "\n",
    "ax.set_xlabel(\"Party identification of respondent.\")\n",
    "ax.set_ylabel(\"Age\")\n",
    "ax.set_title(\"US national election '96 - Age & Party Identification\")\n",
    "\n",
    "\n",
    "# Show all plots.\n",
    "#plt.show()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.2"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 1
}
