{
 "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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\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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Vs4j6CYIgCIIgRhZyyAiCIAiCIAyGHDKCIAiCIAiDIYeMIAiCIAjCYMghIwiCIAiCMBhyyAiCIAiCIAyGHDKCIAiCIAiDIYeMIAiCIAjCYMghIwiCIAiCMBhyyAiCIAiCIAxGt9ZJo87999+PQqEAALjxxhsRCAQMtogYFdLpNB588EEAwGWXXYaFhQWDLSIIgiC6QREyHeCc44tf/CK2trZw6tQpXLx40WiTiBHi7NmzeOCBB3D69GmcOnXKaHMIgiAIBVCETAfK5TIcDgee9axnoVqtolQqGW0SMUJUq1UcOHAAs7OziMViRptDEARBKIAiZDpQLpfhcrkAAE6nkxwyYqBUq1U4HA44HA5Uq1WjzSEIgiAUQA6ZDpRKpV2HzOVy7WrJCGIQVCoVOBwOOJ1OVCoVo80hCIIgFEAOmQ4Ui0W43W4AgMfjQbFYNNgiYpSoVCpwOp1wOByo1WpGm0MQBEEogBwyHWh1yChCRgwSacqSImQEQRDWgBwyHSgWi7spS3LIiEEjOmSUsiQIgrAOtMpSB/L5/J4IWT6fN9giYpQol8u7KUsS9RODpFAoIJvN7v4eCASoBiNBKIQcMh3I5/Pwer0AAK/Xi2KxCM45GGMGW0aMAtKUZa1WQ6PRgM1GwXBCf770pS9haWkJLpcLtVoN4XAYb3zjG402iyAsATlkOpDP5zExMQFAKHvRaDRQq9XgdDoNtowYBURRP2MMdrsdtVptN4VOEHqSy+Vw6623Yn5+HolEAnfffbfRJhGEZaDHZh2QRsgASlsSg6Vare46/yTsJwaJdEGT2+2mGowEoQJyyHQgl8vtcci8Xi8J+4mBIXaKAIQILenIiEEhLYrtdrt35RoEMQiq1eqeH6tBKUsdyOfz8Pl8u797vV6KkBEDgXOOarW6e1O02+0UISMGAuccpVJpN0Jmt9vBGCO5BjEQTp8+jU9+8pMYGxsDADQaDbzhDW/AZZddZrBlyiGHTGOq1SoajcaeC5Db7SaHjBgI9XodNpttV8RPETJiUNTrdXDOd6OzwKW0JTlkhN4kk0lcf/31eM5zngMAuOuuu5BKpSzlkFHKUmNyudye6BggRMhyuZxBFhGjhNg2SYRqkRGDQtoyTsTlcpGOjBgI2Wx2z73X4/Fge3vbQIvUQw6ZxrTqxwDA5/NZbmIQ1kRcYSlCon5iUEjTlSLkkBGDIpvNwu/37/4eCAT21MSzAuSQaUzrCktAcMisNjEIa9LqkFGEjBgU0g4lIuSQEYMim83uKULs9/uRyWQMtEg95JBpzPb29j6HzO/3U4SMGAitKUuKkBGDQi5CRqUviEGRyWT2OGSBQIAcslGnNY8NkENGDA65CFm5XDbQImJUaKcho5I/hN7s7OygUCjsS1mSQzbKnLkbT/3h23CwdGbPy16vF6VSCfV63SDDiFFBGiFzLp3Es372DvhiPzTYKmIUKBaL+1ZTirXICEJPxMyUtEWc2+1Go9Gw1AMpOWRacs974Clt4PLFL+x52Waz0UpLYiBII2T+UyfgK2/i8sV/MdgqYhSQVukXoZQlMQjkMlOMMcsJ+8kh05LnvxUpFkT2xv3NdH0+HzlkhO6USqXdCFn+yHFUfHN4KPIig60iRoFisQiPx7PnNWobRwyCVv2YiNWE/eSQaUjjyufhI45Xgl39gn3v0UpLYhBIW9dUF47h7K3vxaLzCoOtIkaBQqEgGyGjlCWhN+l0eo9+TMRqOjJyyDSkUCjA6XTCbt/fAIEcMmIQtAqrqewAMSjaOWQk6if0JpVKIRgM7ns9EAggmUwaYFFvUOskDWktTCfFap66kXDO8fWvfx3lchmzs7M4evSo0SZZhlKphPHx8d3fXS6XpUSthHVpl7KkBwLl3HvvvdjY2AAgaKBuueUWTE5OGmyV+Ukmkzhw4MC+14PBIFZXVw2wqDcoQqYhrYXppIyPjyOdTg/YImtSLpfx/e9/H41GAydPnjTaHEshTVkCFCEjBoecQyamLDnnBlllLb71rW+BMQaXy4WLFy/i4sWLRptkCdLp9J4HUZFgMIhUKmWARb1BETINyWQy+1Z6iAQCAXLIFFKpVODxePCkJz0Jp0+fNtocSyGXshQb3kuXhBOElnDOZVdZjo2NwW63o1Kp7HuP2Is4hjfccAPGxsawvb1NCyIUUK/XkcvlOjpknHMwxgywTh10hdaQdDpNETINKJfLcDqdu9EderpWTrlc3nPjY4xR+yRCdyqVCux2O8bGxva953K5SNivgHK5vGcMvV4v6e8UIEqF5B443W43GGOWmX/kkGlIO2EhYM0idUYhOmR2ux2MMSqoqwK5KAWlLQm9qf7sa7it9Bk4l/ZLDKgWmTJaF0V4vV6KkCmgXbpSxErZKXLINCSVSrWdGGKROhL2d0eqg6LWP8rhnLdtX0NjSOiJ83t/h1AjA/+pE/veo9IXysjn83v6IPt8Pmq5p4BUKtU2MwVYKztFDplGcM6HylM3EjFCBpAzoYZqtYqxsbF9aSOKkBF6k3jyryPvjCB/5Pi+9zweDzlkCigUCnsWRVCETBnJZLLjfXd8fNwypS/IIdOIYrGIsbGxjsLVQCBgqRUfRiF1yJxOJzkTCimVSrLzjxwyQm+Sk0/FN6/8A1QXju17jzRkysjn83scMp/PRw6ZAhKJBEKhUNv3rbTSkhwyjSj+9Ct4XfHTezQUzqWTCH/uNbuvjY+PW2ZiGEmxWNxNu1GETDmlUglP4Mt75hxADhmhP3LaRfH6d7B0hsTpChAbZIu43W5UKhXS0HYhmUzu0W633neDwSC2traMMk8V5JBphPsH79unofCfOgF7Znn3tWAwaJnQqZFIL+7kTCinWCziSOG7e+YcIIwh3RAJPZGr0i9e/65Z+ypFehSQy+X2lE1ijFHasguiVEjqkLXed0OhkGUCIeSQacT5hV9CyTuzR0ORP3Ic9dCh3dcmJiYs46kbiVSYTg6ZckqlEh6JvnTPnANIw0PoT2u6Dbh0/Ytd86v0QKCA7e3tfXUsPR4PcrmcQRaZn3w+j7GxsT0LmVrvu36/H8ViEbVazSgzFUOFYTXiLDuEzZv/CtcvXL/7WnXhGFISTUUwGEQ2m8XOzo5svR5CoFAoYHZ2FgDpT9RQKBSQjjwNqef9/p7XPR6PZZ4QCWuSz+cxMTGx5zXx+ldZWUH+pz81yDLrkMlk9rXe8/l85JB1QG4hXet912azwe/3I51OY3p6etAmqoIcMo3Y2trC4cOHZd9zLp2E/9QJ5I8ch8/nQyaTof5kHZCmLGnJvHIKhcK+kheA4JBRhILQk9aSDVKowKkycrncvvIN5JB1RlqMXbzPVhaeBdfS93f/zR85jvHxcWQyGdM7ZJSy1ADOOba2thAOh2Xfl+a0g8EgEonEgC20FuSQ9YZc2ggQHDLSoRB60lqyQQo5ZN2p1WqoVqv7dHg+nw/ZbNYgq8yPtAbZ7n32vjv2/nvqhGVqkZFDpgGFQgGMsbYXJGlOOxQKkUPWBWmTYrfbTRdzhbSLUtANkdCbXC7XNkImrhbc2dkZsFXWQRy/1n6Lfr+fiol3IJlM7pa82L3PHr19779HjiMQCFjivkspSw3oVgdFmtOeyDxIwv4ONBoNVCqV3dQbCdKV08khy+fzlmmwS1iLer2Oer0umy4HhNWC4oNVpwKeo0w2m90n6AeE2pUXLlwwwCJrkEwmcfDgQQB777OFI7fv+TdYPYvl5WVjjFQBRcg0IJFItO1h2Uo4HMbGxobOFlkXsSis2CiWUpbKaeeQiQ2LqZ4boQdiurKTs086xs7IrbAEKELWjW7dcUSsUhyWHDINiMfj+1YYtWNychIbGxvgnOtslTVpLTBJF3LldEobUdqS0ItcLtdWriFCOsbOyK2wBIQI2fb2NhqNhgFWmZt6vY58Pt+xj6WIWJTd7Pddcsg0YGNjQ/GqSa/XC845XZza0Noc2+VyoVarkf6kC7VaDbVarW3rLrohEnrRaYWliNfrpdWCHWgX6bHb7XC5XHTuypDNZuH1enezKZ1wu91gjJm+piU5ZBqwsbGBSCSiePtwOIzNzU0dLbIurREyxhgVh1VAoVCQFQWLUMVvQi86RWZFyCHrTCaTaRvp8fv9tNJShmw2qyg6JmKFcSSHrE/y+Tzmi49j4Wu/tad/YCfC4TDi8bjOllkT2/lv4WWxv98zlqQj6063tBFV/Cb0QuqQtfYRFPF6vaa/GRrGmbvx3MfejcuXviA7doFAgHRkMmSzWdk0bzusMI7kkPXJxsYGnrNzCvbsyp7+gZ2IRCJYX1/X2TJrEnnoYxivJfeMpdvtpghZF1r74LVihadDwppIIxWtfQRFAoEAzb828HveA391C9GHPyY7dmKVeWIv7XR37bDCNZAcsj6Jx+M4e+gV+/oHdoIcsvZcWPgllDzRPWNJKcvudHPIfD4ftre3B2gRMSpkMpndudfaR1DE7/fT/GtD+Zm/g4xtAvln3C47dqIgndhLpzSvHGKXHDNDdcj6JBaLIXTF85C6/i2KPxOJRLC1tYV6vQ67nb4CKSueq7B55F14ysJTdl+jlGV3RIFrO/x+P9UzInRBGiFr7SMoYoV0kVEkwk/BVw78Nn7lyK/s1s2SEgwG8fjjjxtgmbnJZDKYmppSvL3f70cymdTRov6hCFmfrK6uIhqNdt3Od+oORN93PXyn7oDD4cD4+DgJ+2VoFfU7l07i5y78XzgXlenzRpVu4XsrhOsJ68E539NPsB0+nw+lUgn1en1AllmHbrW0gsGg6R0JI1AbIbPCQwGFZ/qgUqkgnU4rKnnhv+8O2Cp5+O+7A4UjtyMSiWBtbQ1zc3MDsNQ6tPbE8586gVo1Acej/wT80u8ZaJm5SafTWFhYaPu+qOGhav3y1Ot1fOELX0ClUpF9/4orrsDNN988YKvMj1hsuF25FRHG2G5fRqUlgkaFZDLZ0bEIBoPIZrPY2dnB2NjYAC0zN7lcTpWGzAqyDYqQ9cH6+jomJycV1UHJH70dDZcf+aNCSHpqagqrq6t6m2g5WiNk+SPHUfbN4rEDv2igVean24ojh8MBp9NJxWHbkEqlcO7cOSwsLOz7mZiYwAMPPGC0iaZEzUo3itLKI+3HKMfY2BitUm2hXTP2Tvj9fuRyOVMXh6UIWR+srq4qzmEXjty+Rx8wMzOD73//+3qZZllKpdKek6y6cAxnbokiFovhFgPtMjONRgPb29tdw/fiDVHNU+WokMlkEAqFcOWVV+57r1QqkUPWBqWtawBBnG72lJERJBIJHDp0qOM2YuufcDg8IKvMTT6f79quqxWn0wnGGCqViipHbpBQhKwPlpaWMDMz09Nnp6ensbW1hWq1qrFV1qbVIQNI1N+NfD4Pl8vVcYGIc+kkXpn8MOqPfn2AllmHTnoUt9sNzjmt9JUhlUop1vEEAgHSQrVy5m688PzfYC5/uuNmtNJyL0q6Q0gR6+NdO7Zm6nqM5JD1COccKysrPTtkY2NjmJycRCwW09gy61Kv17GzswOHw7HndXLIOqNE3Oo/dQLBnTTGH/jAgKyyFqlUqm2khzFmCUGwESSTScURMhKn72fnm3+J4E4KkYc+2nG7YDCIra2tAVllfsTOJEoR6+M9s/Q9U99LyCHrkWw2i2q12jH3341oNIrl5WUNrbI25XJ5N6wsxeVy7YqHif0oSUPmjxxH2TtDWrw2dHMsxsfHqTinDN30T1JCoRASiYTOFlmL1FN+A3nnFPJH39xxu4mJCXLIJLQu/uqGWB/v4akXm1pHSw5Zj4jRsX5WrM3NzWFxcVE7oyyOXLoSoAhZN5SkjaoLx/DYc/8WZ3FwQFZZi3Q6jWAw2PZ9qpYuz9bWFiYmJhRtGwqFsLW1ZWpR9aBZ81+Le676Q1RlardJmZiYoDJJEkSZhlKqC8eQeuWnkJ66wdQ9fckh65HFxUVF9cc6MTc3h6WlJbpANSmVSrInmdPp3E1nEvtRKqwmHUp7UqlUR4eMxm4/tVoNuVyu47hJ8Xg8GBsbM/UNcdBsbW0pOndDoRByuRxqtdoArDI/aiNkIi6Xy9QP9+SQ9ciFCxcwPz/f1z58Ph+cTic2NjY0ssraiCnLVhhjlLbsQDKZVHRTDAaDSOKQbiEAACAASURBVKfT9ADQQqlUws7OTseVV+SQ7SeVSsHv9ysq+yMSDAYpbSlhY2OjbV02aaN2m81GiyIkFAqFfeerc+kkIp94KSKfeOmeBu3ScXS73ZSyHDaKxSJSqVTfETKA0pZSyuVy2zC00+kkh6wNSh0yl8uFsbExUz8hGoFYab6T/CAUCtHNsAU16UqRiYkJcsgkbGxstC1l0dqoncbuEq31KoHmeCXPwJ44s6dBu3QcPR6Pqa9/5JD1wNLSEqLRqKonw3bMzc3h/PnzGlhlfUqlkmyEDBAcMio7sJ+dnR1sb28rXukWCAQo0tOCklWqwWAQmUyGoosSNjc3VS9qmpiYQDwe18kia7Gzs4N0Ot3WqW1t1B4MBklH1qRUKu1LWeaPHEd98irUI1ftadAuHUe3223q+wgVhu2BCxcuaNby6ODBg7j33nuppQ06O2Rut5siZDKITcWVtlQRVwsePEjifpFOJS9EHA4HHA4HcrmcYud32InH46qzBJOTk3jkkUd0sshaiC2T2tUPbG3UHolEyJltIqc3ri4cQ+J1+xdHSMfRHYtRhGzYOHv2rGY3tEAgAIfDQScauqcs2/UZHGXUVEoHKEImh9JaWlT6Yi/xeFxxpxKRqakpxONxijRCfYRxcnKS7hNNyuWyqmr7or7suv94PSKpB3W0rD/IIVNJLpdDJpPRRD8mMj8/T2lLdD7JSNQvj5LojhSqBbWfbissRag47CVqtVrHdFs7vF4vOOemrpY+KDY2NlSNXzgcRjqdRr1e19Eqa9BuAVg7RH2ZO3sBN2Tu1tGy/jDEIWOM/TfG2COMsZ8xxj7DGHMzxsKMsbsYY2eb/6o70wfExYsXMTs7q4l+TGR+fh7nzp3TbH9WpVgstj3J7HY7OWQyKBX0i1C19P2kUilFkQpa5XYJMbqjNFUuwhjD5OQkrSwHsL6+rirCODY2hvHx8ZEvENtoNFCr1fZ1dOmEqC+rhq/EScczdLSuPwbukDHGDgD4XQBP55xfD2AMwKsBvA3A3ZzzJwC4u/m76Th37pzm+puDBw9icXFx5J98OqUsXS6XqcWYRpFIJFQ5ZLRacC+NRkNx2pec2UvE4/G25Rq6EQ6Hsb6+rrFF1mN9fR2RSETVZyYnJ0de2F+tVuFwOFRprgV92b8j8bqv4XE+b9qUuVEpSzsAD2PMDsALYA3AywF8vPn+xwG8wiDb2sI5x+OPP46FhQVN9+vxeBAKhbCysqLpfq1G28KwSydxyyPvhHf1XgOsMjeJREKVDsXv96NUKlFT+ybb29vweDwdG7OLBINB0t81WV1dVe1MiExPT2N1dVVji6xFpVLB9vZ2T6tU19bWdLLKGlQqFdlMirTeWDtsNhvGxsZMe/0buEPGOY8B+GsAywDWAWQ5598AEOWcrze3WQcwLfd5xtibGGMPMMYeGHToVjxeP/0r2zE/P4+zZ89qvl8r0S5C5j91Ar7yJi5b/BcDrDIvnPOuLX9aERtlkzhdIJ1Od+0DKkIO2SVisVjPOtpoNIpYLKaxRdZic3MT4XBYtfRlampq5KOLYoSslda6be1wOBym7XhgRMpyAkI07DIAcwB8jLHXKv085/yDnPOnc86frnaFT7+cO3cOBw4c0KU8xcLCAs6cOaP5fq1Eu16W+SPHUfHP4aHIiwywyrzk83mMjY2p6ukGkGMhJZPJKHZo/X4/isWiaS/mg2JnZ6enFZYioVAI+Xze1OUH9KbXlO/09DTW1tZMm3IbBO0csta6be1wOBwUIZPwAgAXOedbnPMagC8AuBnABmNsFgCa/5ouUa5HulJkZmYGiURiZPu8cc7brpypLhzD+Re8H4uOyw2wzLyoLXkhQqUvLiG2/1GCzWaD3+8f+ZWWGxsbCAQCqla5SbHZbIhEIiOdeovFYj2lfH0+HxqNxkivUq3VarKLScQG4t0atZNDtpdlAM9gjHmZEGq6FcBpAF8GcFtzm9sAfMkA29pSq9WwuLioqaBfmvP2rP4Ab6h9DhsnP63Z/q3Ezulv4LbSZxD88QdldQBmbwprBL06ZOPj4yROb6K05AUgnK+vzn4clYf/XWerzE0sFsP0tKyiRDFTU1MjnbaMxWKKIoytuijGGCKRyEinLdtFyABlOjK73W7aKLcRGrL7AHwewI8BPNy04YMA3g3ghYyxswBe2PzdNCwtLWFyclJVMbpuSHPe/lMnEOZZeO+7Q7P9W4p73oMwsvDfd4esDoDqkO1HrPStFlppeQk1ZUP8p04gtJOG//7OGpVhZ2VlpW+HLBqNYmlpSSOLrMXOzg42NjYUOWRyuqhRjy7WarW2i3CU6MjIIWuBc/4XnPNrOOfXc85/jXNe4ZwnOee3cs6f0PzXVDmVM2fOaF7uQprzzh85Dh6+DHc3noZGo6HpcaxA7qbjyNonkT96u6wOgByy/aitQSYSCoUoZdlEzaKI/JHjKHtncWb+F3W2ytwsLi5idna2r33Mzs5iZWVlJLVQW1tb8Pv9ilK+crqoUV+l2skhU6IjM7Oon3pZKuSxxx7D8573PE332dqrrLpwDGuf/CTW19dx4MABTY9ldnKzR/CVudvxyiOvROHI7fvedzgcqNfrqNfrikoUjAKpVKonTeP4+DgymQwajYamBY6tRr1eR7FYhM/nU7R9deEYHjsmtP45orNtZqVUKiGTyfRc8kJETLVnMhnV1f6tztramuLxa71HAIJD9sMf/lAP0yxBJ4dMbrxasdvtpCGzMul0Gvl8vm2YvlPeWvqekvz2wYMHR7L8RbsaZCKMMYqStdCtbVK7+Wa32+FyuUZaGAwIzoDP51PllM4XH8ezfvYO4Ix526/oiah90sKRn56eHsnaiysrKz2vUAWEVdKVSmVkz99qtbrrkCm5p7ZCKUuLc+7cOczPz7ctd9Epb92qE+uW3z506BAef/xxzWy3Ct0cMgBwu91Urb9JvV5HoVDouEKw03yjvoyCQ6ZWg3fgzGfgr2wC97xHJ6vMzfLysmZ9fKenp7G8vKzJvqzE6uoqZmZmev78qAv7pQ6Z0tpjUsghsziPP/44Dh061Pb9TnnrVp1Yt/z2/Pw8YrHYyEWClDhktNLyEtlstmt0p9N8I4dMcMiUlrwQKT3jt5FCELVj/1Unq8yNFvoxkQMHDmBxcVGTfVkFNYL+TozyKlVpH0ultcekjI2NmdYhIzFOF3Z2dnD+/Hk84xntG5J2ylu3vtctv+1wOBCNRnHx4kVce+21vRltQQqFQtcVrBQhu0Q2m+0a3ek0L30+HzlkPThk1cPH8K/R38Lrp26QbyUyxDQaDSwvL+M5z3mOJvubnp7G5uYmKpWK6uLGVmVjYwPj4+M913ATiUajI+fMikgjZEo0Y62QhszCxGIxXDu2hvl/e+NunrqXvLUa5ufnR65qfz6fh8fj2f1dbozdbjdFyJr04kxIGR8fH/n2Sd00eO3w+XzIZrM6WGRuNjY24PF49pyn/WC32zE5OTlSkZ7V1dW+o2OAUEh8VFepSntZqtVoA0LQo1KpDMJU1ZBD1oXz58/jWO2He/LUveSt1XD48GGcO3dOl32blUKhsOdCLzfGLpcLhULBCPNMRzabhdfr7fnzVHG+v04Hozh2y8vLfWmf5JiZmRmpemSrq6t913ADhPOXcz6S87CdhkxNL0uKkFmUM2fOIPXUN+zJU/eSt1ZDJBJBoVAYqZMtn8/vcTDkxtjj8Yxsa6lWlKQsOxEIBEYyyiOlF1E/INwMR3HstNSPiczOzo5U6m1paUkTp5YxhqmpqZEsECut1K9Wow2Y2yEjDVkHqtUq1tbW4H/xbyB19Jcvvd5D3loNjDEcOHAAFy5cwA033KDbccxELpfb45DJjbHP56OCpk2y2Swuv7z33p5+vx/b29saWmQtxH6AvThkgUBgJNO9Fy9exHXXXafpPg8cOIB77rlnJGriVSoVpFKpvmu4iYhlQ7T+TsyONGWpVqMNmLvI+HCfAX2yvLyMSCTStm+WnszPz+P8+fMDP65RtDpkcni93pF2IqRsb2/3pSHzeDyoVqumXW2kN7lcDm63W7ZJcTdGUX+XzWZRrVY1L+Lq8Xjg9XqxsbGh6X7NiFgQtpc5J8fs7OxIpXtFpA5ZL5CGzKJcuHABc3NzirZtJygUX/eduqOj4LD186JDNgqizWq1ikaj0XWllc/nG9liiK08Mf7veNJnn4/xr7+1pwUmjDF4PJ6R1eRtb28rrtDfyijq70T9mGv5e4quZ610ElyPio5MFPTLjUUvC8Wi0SjW1tZGrtVeuVyWDZIoHUOn00kOmRU5f/485ufnFW3bTlC4+3qbptntPh8KhVCv10ciRSfeHNsV3hUZVe1OK41GA88ofAdj1QJ8D9/Z8wKTUdbk9RNhDAQC2N7eHqkb4eLiImZmZhRfz1rpJLiemZkZCR2ZWFRXbix6WSjmdrvh9XqxtbWlh7mmpVKpyJZIUjqGLpeLHDKrUavVsL6+rliA2U5QuPt6m6bZ7T7PGMPs7OxIVLLO5XKKohVutxs7OzumFWQOimKxiO+7b0HD5UfhSa/qeYHJKDtkYmHdXrDb7XA6nSNVguXixYuYm5tTfD1rpZPg+sCBA7h48eLQZwNWVlYwMzMjOxa9LhQbtUbjnHOUSiXZlKXSMXS5XKatZ0mi/jbEYjGEw2HF+rF2Qn/p63JNszt9XgzlP+1pT1NhufXY3t5WVMKBMbYrRtdKGGtFisUifhp+Aa5/7cf62o/H4xkpp0KK2MeyV8R52I+OzyqUy2UkEglEo1FUx+YUXc9a6bQQKhQKoVarIZvNIhQKaWKz2cjlcqhWqwiFQqhO7B+LXheKicL+G2+8UStTTU2tVoPNZpNtLq50DEWHjHPeNSszaChC1oalpSXFPdvU5P/VbCuutBx20um04tVuo6jfaaVUKnXtaiBH69xzOp2mfVLUm15LXoj4fL6RWWASi8U0FaO3whjDzMzMUGcDxDGUOgC9FhiXfk4sEDsqKGmx1w273Q7GmCkXNJFD1oalpSXFNXfU5P/VbBuJRJDNZof+pqmmQCfVzxIiZL1clFrnntvtHmlRfz/RrVFa8atHQdhWotHoUDtkchX6ey0wLv3c1NQUNjc3R0bGoYVDBpi3DR85ZDJwzrG6utq3fqzfbW02GyYnJ4e++J/aCNkoLHToRLlc7umi1Dr3RrkVVTab7cshG6UImSjo15O5ubmhFvaL+jEpverGpJ+z2+2YmJhAPB7X0lzTopVDZlYdGWnIZNje3ka9XlfsJKjJ/6vVCkxNTSEWi+GKK65Q/BmrkUgkcPToUUXbBoPBkVtV1EqvdXha557T6RwZp0IK5xy5XK4vh2xUUueNRgNLS0t49rOfretxotEoNjY2UK1W+268bTbEB/xbbrllz+u96sZaPzc9PY1YLIZDhw71bavZKRaLmvRSNevDKEXIZFhbW8PU1NQ+wZ+SmmLOpZOIfOKlmPrQMUQ+8dK+G5BHo9Gh1gjU63XkcjkEg0FF24dCISQSCZ2tMjetdXj2acNU1OMxa8VqPSkWi3A4HLLCYKWMSoQskUjA7XZr1lC8HWKj8WHMBuR+9EX8l+1PYCLx447b9aopG6WVlq09j3vFrDUYySGTIR6PY3Jyct/rSmrw+E+dgD15BvbMIuzJM303IJ+amhrqcLS42k1p2xTRIRv2JfKdKJfLe6IIrVoUNfV4RtEhU9IVohujUhNPq2bYShBXDA4b7Nt/g0mW63o+9qopG/aHdin5fL6nBU2tuN1uU5b8IYdMhvX1dVmHTEkNnvyR46hPXoV66DDqk1f13YB8YmICmUxmaEWbiURCcXQMEJ5sGGOmPJkGRbVa3RPdadWiKNWm2O12U6400hulde864ff7R2IOisVMB8GwCvsfm30Zyr7Zrudjr5qycDiMdDpt2mKnWtJPhw0pXq/XlOcvachkiMfjuP766/e9rqSmWHXhGBKv067xuM1mw8TEBLa2tnDgwAHN9msWtra2VNcempiYQCKR6KtsgZWp1Wp7nhJbNSVKtSl2u31oHf1O5PP5viNkbrcblUoF9Xq9r9Sn2VlZWcHNN988kGPNzs7i/vvvH8ixBsnDlWlUbn0fLl+4vON2vWrKxsbGEA6HEY/HsbCw0KuZlmB7exuHDx/uez8+n8+UEW6KkLWws7ODVCqleRPdfggGg0Orm9ra2kI4HJZ9r52mYtR1ZOHkT3Dj/X/atz7RbrejXq9rZJV1yOVyfelQnEsnMfn51+KJ9nVTPmVrRa1Ww9bW1p5yDaJGtps+tpd+jcFgEJVKZaj61XLOEYvFVNW07Da+cuM4NTWF9fV1TWw2M9vb25jNPdqT1k6KWNjZbJBD1kI6nYbf79etCGIvDLNDtr6+3tYha6epGKVl3nJcvfpleEobfesTR9kh6ydCJs7Lm8vfHyrnoZV4PI5QKLQnArirkU101sf20q+RMYZIJDJUjoV401eaZvOfOgF74kxH/bHcOEYikaFcENHK9vY25h77VM/9e0XMukqaHLIWUqmUKk3TIBBTlsNGo9HA5uZm2zZI7TQVw3bRVssj0Zei7O2uSemGzWYbycUR/epQxHn5s+mXmHKlllaI1eWl7GpkI531sb32a5yamhqqFYPtFoi1I3/kOOqRqzrqj+XGUSyPNMzU63UUi0UUn/HbPffvFREX5Zjt+je84oceSaVSiqvGD4pQKITTp08bbYbmpNNpuFyutoX+2mkqxJWnZuxFNghivmvgecrLumpSusEYG9kI2eWX9z524rxMffObQ52yXFtb27fCUqlGVu7cVaKRGraVlu0WiLVDyfjKjWMkEsHm5iZ2dnZMld3REjGyXbvs2Uhd1l9dPFGDWy6XdS/pogaKkLUgpiyVaiVEFNd+UrBd6zbD2i5oY2OjbbqyE16vF4wxU2oABoEaR7TTfLPZbGg0GlqbZ3ry+bwmK7U8Hs9Qpyyl7X60vL51QixyOizE4/G2GQAt8a39EL9evRPbD/yr7scyimw2q8l5K2LG0jXkkLUgNh1WksuXorSGjJLtWrfx+XwolUpDV6JA7dOjlMnJyZHWkSl1yJTodkaN7e1tTZ6Kh7mfZb1e3yPo1/L61olgMIhyuTw0qeC1tbWBOGT+UycQ5lnYT/6t7scyikwmo2n2yoyBDnLIWhAdMiW5fClKa8go2a51G8bYUFYG76fo5OTk5EjryJTSa22jYaVWq6Fer2tSXNLn8w1tynJrawvj4+O7gn4tr2+dYIwhHA5jY2Ojp8+biXq9jnQ63VMWQC35I8dR9s7gzPwv6n4so0ilUn21O2slEAggnU5rtj8tIA1ZC2KNouqEunpiSmvIKNlObhux1UOvESUzsra2hptuuqmnz45Su5B+6DTfzCZoHQRi6xUtIoNer3doU5abm5t7rjVaXt+6IUa/+9H5mYFkMjmwFfvVhWN4/DnTWFtbw426H80YtF5w5/f7kUqlNNufFlCErIV8Po9w4id91zkR6VdTIeLxeEzZDLVXij/9Cl6Z/DCmMw/39PlRdsgYY/ucqV7m2SguiigUCn0XhRXxer1DdU5K6VSORm+GRY6QSCQGWs9yWCKL7Ugmk7IOWa/32ImJCSSTSa3M0wRyyCTUajXs7Oxg4if/2HedE5F+NRUiZm2G2iv87r8S+rvd39u4hEIhlMvloU0ZdUJOjN/LPOOcD+2KrHYUCgVN0pWAcE4Om4xApB99Z78MS1mbXrqQ9MPExATS6TR2dnYGdsxBkkwmZcez13usGet7kkMmoVwuw+VyIX/0zZrpbrTS8DidTpRKpb7tMQtn5l+uqL9bO8QikqNQDLEVuQhZL/Os0Wgobuo+LGjpkLndbtTr9aEsHbKxsWGYQxYOh7G5uWn5lPqgHTK73Q6v12vKgqf9Uq1WUSqVZDVkvd5jg8Eg0um0qeYZacgkVCoVuFwuTXQQIlrty+l0olwua2CROXioPIXc89+LKxeu7Hkf4hL5q666SkPLzM/Y2Ni+p+Be5tmoOmRa1R1ijMHtdqNYLJqudmE/lMtlFItFwwpku91uOJ1OZDIZU7WwU8vW1pYmfRfVMD4+jlQqNVRaY+BSfVA5iUWv91in0wmn04lsNjtQx7kTo3U17kKlUoHD4dj3upij9p26Q3Wu2nfqDkTfdz18p+7oum2n2mfD5JBxzrGysoKZmRnZ95VqAmZmZrC8vKyHiabGbrfvc8h60VEMcxHJduTzeU0LQQ6blAAQtE+hUMhQfWEoFLJ8d5JkMrnPoRTvB+Nff+vu+aqVzhgQxs1suigtaNWPtRsztWMZDAZNJewnh0xCO4dsN0d93x2qc9X+++6ArZKH/77uDlmnPnFOpxOVSkXxcc2MuNS43RJmpZoA0SEzU8h5EIyNjWmiIWs0Gnv6FI4CWjtkbrd7aB0yI7F6u7hyuYxarbZvron3A9/Dd+6er1rpjAFzrhzUgkQiscchazdmascyGAyayoElh0xCvV6XjRjs5qiP3q46V50/ejsaLj/yR2/vvm2HPnFjY2NDo1WJxWId648p1QT4/X4wxkxXS0Zv5JqC96KjqNfr5JD1ybCtfgYGr32Sw+oRMrGeZWuUUbwfFJ70qt3zVctagaFQaCgdstY52W7M1I5lMBg01TwbratxF9o5ZNIcdeFId8dKSuHI7Yo/06mPmd1uH5pK/cvLy4hGo23fV6MJiEajWF1dNWyJvhE4HI59DlkvOopRdMi0LHsBAC6Xa+giZBsbGzhw4IChNoTDYTz44IOG2tAPokPWSrv7gVaa5fHx8aF8QN3c3MTCwsLu7+2ud2qvgxMTE7hw4YImNmoBRcgkmFlTY7PZhmY589LSEmZnZzXZ1/T09MjpyBwOhyZzYWdnZ+QcMtKQdWdra8twMb0Za0SpYXt7W9Oq8koxYzugfuGcI5FI6PLQHQ6HTRUhI4dMQqPRkBWyaim6VLNv6XvD0gi6Xq8jHo+rbpnUbpxmZ2dHziGTS1n2Qr1el9VMDjPFYlGzCJlz6SSOPfIuuFd+oMn+zADnHBNbP8bV3/o93RuJd8Lv96NUKllWN5vNZjWNxEqRjnvrd+DxeFCpVIYmmwIIUW3OueIHKTXzMhgMYnt72zRyIHLIJLSrXK6l6FLNvqXv2Wy2oRCvx+NxBINBOJ1OVZ9rN07RaBTxeNw0J9Qg0DJCNkoOWa1WQ6PR0Oxv9p86AV9lE5df/Lwm+zMD29vbOFb7IRzbq7o3Eu8EY8x0K+DUkMlkdIuQSce99TtgjA1dSy+1HQ/UzMuxsTEEAgHTRGPJIZPQziHTs0Fzp31L32OMDUWEbGVlpaeG4u3GyeFwIBgMDkVlb6Vo5ZDVarWRcsjEorBalXPIHzmOauAAfhR8vib7MwOpVAoPRn5uII3Eu2FlPVQul4PP59Nl39Jxl/sOvF7vUHUwUbvqV+28DIVCpqnYP1oCkh7RslCsmn3veW9IyjusrKx0FPS3o9M4RaNRrKys4ODBg/2aZwnk6pD1wqhFyIrFoqb6serCMcR//jqc/cY3NNun0aTTaWxHb0Lq5/6067Z6XhcBmCpyoRY9HbLWcW/9DoZN17i5uamqSLHaeWmmFb0UIZMg15KmG2p1FL3qLjjnQ1FVvV9Bv5x+4hpbDCsrKxpaaW7kVlmKqJlfoxohA7TTPw3bzS+ZTHbtOqB07PodY7PViFLDVPohPOHut+iir+uEc+kkfn71/bCd+9ZAj6snm5ub+wT9SrXXra/LFV6fmJjA5uamPsarxPp3eA3pxSFTq6PoVXcxDA5ZoVBAoVDoa7WMnH7i6rWvYGlpSUNLzU0nUb+a+TVqqyyLxeKuQ6aV/sntdqNcLg/NCujWiuhyKB27fsfYqhoyzjmenvs2nPk1XfR1nfCfOoFANYGphz820OPqiZxDplR7ve91mcLrk5OT2NjY0Md4lVj7Dq8xvWhL1Oare9VdtFsBaiVisRgikUhff4ecfqJy81tQLBaHSjfRiU4pSzXza9RWWUojZFrpnxhjcLlcKJVKWphoOGLPwE4oHbt+x9iqEbJqtYofuG7Gjo76unbkjxxHyTuDc4f+00CPqxfVahW5XG7fQ4JS7fW+12UKr09MTCCRSJhCEjQ6j8cK6KW0hNp8da+6i2FoBL26utqTfkxKO/3E1FQCa2trI9FovFOETM38qtfrqle7WhlpY3Et9U9i2tKIulNak0qlugqolY5dv2M8Pj6ObDZruWtfqVTCmv9apF75lwM/dnXhGH72jAnkcjkcGfjRtUdMobd+/4q11y2vyxVed7lcpmlmb51ZPgDkegQqxbl0EtP/8HTMvucgxr/+1p4+30lv0Wg0TFu0VilLS0v7HLJ2zdfV6E+cSyfxn7c+hPyPv6SpvWbFbrcrnqedxnEY5pQatC4KKzIs/Syr1SoqlYpu9bPUYrfb4fF4sL29bbQpqmg8dhd+NftxVfomtdt0YpgitmLJC7X3g/DnXgPfqTsUf8YsTdnJIZPQT/FV/6kTGMutA7wB38N39vT5TnoLqz0ltsI5x+rq6j5Bf7vm62r0J/5TJzBeT2H6kU9oarNZGRsbU6xZ6jSOo9ZcPJ/P6+JsDEs/S7F2lpmkEYFAAJlMxmgzVOG59+8RaqRV6ZvUbtMJp9OJarXa02fNxtbWFoLBoOr7gT2zDP99dyj+jFlWWlr3Dq8D/UTI8keOYycwCzAbCk96VU+f76S3sLoAO5VKwWaz7VsK3q75uhr9Sf7IcfDwYXyL3WgKHYDeqCl70WkczdwqTA/0ipB5PJ6h0C+2679oJH6/33KtgFJP/Q3kHBFV+ia123TC4XCgXC739FmzsbGxgXA4rPp+UA8dQv7o7Yo/EwqFTCHst+4dXgf6aUlTXTiGzTc/0POxu+kttKwwbgRra2uYmpra93q7Zrtq9CfVhWOoLhzD0kc+gnQ6PfSNxtU8OHQax1F0yPSIkA1LytKs94CF5wAAIABJREFUDpnVVlpmo0/H9w7/V7ysx+bX/WrvHA6HZVtOtbKxsYFrrrkG1ei1qu4H4rZy9xY5wuEwHn744Z7t1AqKkEnoJ0KmN/V63dIpy9XV1Z4q9HeiVVcwPT2NWCym6THMiFZttIahlIoa9HLIhqVVTSqV0s0h67V2WTAYtFzKsl6va5rN6FRXS+51rQpHG02j0UAymZQV2mvdR9UsTcZH52qsADNPZKunLHut0N+JVl3B1NQUOWQqsLouUQ3VahWNRkOXVaXD4pCl0+muJS96pdfaZVas1l+v1zWNPHesqyXz+tjY2FD09s1kMvB4PLLnrNZ9VP1+P6rVquGLIUbjaqwQNWLpQWPlNjeNRgOxWEzzCFmrrkBsoTTs2Gw2TebpKDlkon5MD8E6OWTd6bV2mRX7WWotBehYV0vm9X6kN2YikUi0LVKsdR9VxpgpelpaN+SiA2ZOWVpZ75NMJuF2uzUXVLdqLaLRKL7xjW+0bRJPjC6FQkG3cg4+n48csi70WrvMirXItC7i3amultzrjDHTBhbU0KmpuB59VIPBIBKJhKE9ka0xwwfEIFKWvea+rRwhayfol6OXGjIiYnjbaimOQSOO8Vz+tNGmDIxcLqfLCktAcMgKhYKlV/jWajWUy+XdVdBaa3R6xW63w+VyWWoVqxbOYz/j30/5JtNw5m5ccdfv4MqGti3x2vWzBMxR+oIcMgmDSFn2mvu2chHPWCym2CHrpYaMlKmpKayvr/di5sggjvFTkt8w2pSBkc/n95Vc0QqHwwGbzWbpUgPZbBY+n283sqO1RqcfrFaLTAtnqJ/x10pjaij3vAeuwhqujn1Z0936T52APXEG9uSZfWMbDocNL31BDpmEQaQs++llaVWHTM0Ky15qyEiJRCJYXV3txUzL0G9KVhzjhyIvsv6FWyHb29u6RcgAITpr5bRla8kLrTU6/WA1hwzorS+yFDONvyE8/61I8nHkjrxZ093mjxxHPXIV6pNX7RtbM6y0JA2ZhEFEyHrNfVtVQ8Y5x9raGm699VZF2/dSQ0ZKNBrFo48+qvpzVqLflIg4xvGvfQ2HrJ7aUEgmk9FNHwVc0pFpvXBlULQ6ZHpodHrF7/dbziHrFzONvxGUDt6MT3h/FW+6+gWa7rddP0tASFmm02lD77UUIZPQby/LXnL+Sj9n1QhZKpWCy+XSJDohN1ZytcjW1taGOvKzs7OjicB5KLQmCtne3ta1+bfP57Ncz0UpYtskMxIIBCxXHFbL60+3e4Soi5r60DFEPvFSuJe/r9mxjUJcYakk0qiV3tFut8Pn8xm6qpccMgniDaqXk6nXnL/Sz1lplZGU9fV1RCIRTfYlN1atr3m9Xtjt9qF+otZqFZdW5TOsgN4Oh9UdMj2LwvaL1UpfaL3Cu9s9wn/qBOzJM7BnFmFPnMH4Ax+w/Cpzsam4ErTUOxpd+sJ6d3gdYYz1HDXoNeev9HNWraoei8UwOTmpyb7kxkrutcnJSaytrWlyTDNSq9U0KRJst9tRq9U0sMjccM6RzWZ1dTgCgYClnIZWkslk2xIDRhMMBi01towxTSNk3e4R+SPHUZ+8CvXQYdQjVyF9w29a3iETm4orQUu9XTAYNFRHRhqyFsS0pdr0YK85f6Wfs2qELBaL4aqrrtJkX3JjJffa5OQk1tfXcd1112lyXLOhlUM2NjY2Eg5ZuVwGYwwul0u3YwQCAcNXaPWDnjXI+kWMkFmlvqDWqxy73SNadVGlUgmMXdDs+EawsbGhuB6Ylnq7iYkJQx0y693hdWZQJ7zavLdVLkZSOOeIxWKat0xqRU5HNswrLbs5ZErnlt1uR7Va1do809FLulJt78W5/GnL6ZxEarUaSqWSrildtf0YpTgcDjidTsusYh1kgXG58Ws0GpZuswcIEbJwOKzLvlvHTPq70aUvyCGTYRCC8F7y3laLkGWzWTDGdKv/JNI6ltFoFKurq0Mr7K9UKh17MiqdW06n09K1s5TSuoJQCWp7L86e/iSy2awl55zosOr5wKe2H2MrVip9MUiHTG78rLoiX2RnZwfpdFq3FHrrmEl/n5ycxNbWlmHnsbXu8AOAMTaQk0lt3tuKF3otBf2daB1Lv9+PRqNhmSdqtZTL5Y4OmdK55Xa7DW+mOwh6Eayr7b1YeMbtGBsbQ6FQ6MdUQxjECku1/RhbsZKwf5AOmdz4Wd0hS6VS8Pv9ukX5WsdM+rvH4wHn3LDz2NpxTZ0YRGqwl7y31VKWa2trmgn6O9E6lowxRCIRrK+vm1YX0w/dHDKlc8vlcmFzc1NL00xJKpVSPQ966b04Pr6+ezOxEoPQj6ntx9iK3++3TEp4bGxsYM295cbPqiWSRLa2tnRdYNI6Zq2/izoyI85jipC1YOZIlJltk2N1dVV3/Vg7IpEIYrGYIcfWm2KxCLfb3fd+XC4XisWiBhaZG70v8CLj4+OWcRqk9OKwDppgMGiZHrWD6InciXq9btm+x8Dgztd2GFn6ghyyLrQ2u5Zret2PYLUV36k7EH3f9fCdumPPfl66/F54V+/t/w8aEJxz2C98Bzfc/6ey4kmtaLfPYRb25/N5eL3evvfj9Xot1bS5VxKJxMAcMiNrGPVKMpmULTFgdINx6fGDwaBlnF0tHTLpGLTei9p9L/V63dKi/o2NjY41yHq536qZyxMTE4YJ+8khk0Eqnt/X7Fqm6XW/gtU9n7nvDtgqefjvu+SQ+U+dQKCWRPinH+njrxosuVwOR4sn4cqvyYontaLdPqPR6NBGyHK5nCadD7xeryU1T2qo1WrI5XKKaxr1QzgctmQKuJ1DZnSDcenxR9Uhk47BvntRm+9lZ2fH8g5ZJ6lLL/dbNXN5cnIS8XhcveEaQA5ZC61tafY1u5Zpet2vYHXPZ47ejobLj/zRS30c80eOI+eMIPHk1/f+hw2YtbU1PBJ9CXbaiCe1ot0+x8fHUa1Wh1LYr1WEzO12o1wuD3W1/mQyiUAgMBBNjdFL5nuBc97WITO6wbX0+IFAAIVCYWDarH6w2+2a2Skdg333ojbfS61W66gxNTONRgOJRKKjQ9bL/VbNXJ6cnDTswcq6brROtBZglWt23dr0ul/BqpTCkdtl93/X5b+Pm2ZvUrUvI4nFYqgdfjZSN79t9zU9Gua22ydjDFNTU1hbW8PVV1+t6TGNJpvNaiI4tdls8Hq9yOVypq3S3i9qWrD0y8TEBFKplKVWuRWLRdhsNllNotENrqXHt0EQ9qfTaUxNTRlmkxIcDodmDlnrd9B6L5LDyhqydDoNl8vV06KlTvNVzVz2+/2oVqsoFouaPPiqgSJkEsSlylqsZtRaf8EYs1QkY2VlBdPT0x236VSgTwumpqaGLm25s7ODYrGoWW03q/dg7EY3PUor/cxBh8MBn89nmdQaoGyFpdFaMhGrtKfSwiGT044p0S0D1nbItra29pyvRsw9xphhFfvJIZOg5ZOt1voLo1fuqIFzjtXVVczMzHTcrlOBPi2IRqNYXl7WZF9mIZfLwev1alYkeNgdsrW1NVURlX7noNXSlkpWWBqtJROxyipWh8PR97VaVjumQLcMWNsha32AMmruhUIhQ9KWhjhkjLEQY+zzjLHHGGOnGWPPZIyFGWN3McbONv8dTJ5BQr1e18wh01p/YbPZLKGfAIRCk4yxrmm1TgX6tGBmZmboKvZnMhlNOx+IaaBhZX19XVUtvH7nYDgcxvr6ek+fNQIlddOM1pKJjI+PW6L0hRYRMlntmALdMmBtDVk8Ht9zvho194wS9hulIfs7AP/BOf9lxpgTgBfAnwC4m3P+bsbY2wC8DcAfDdIoLR0yrfUXgyw22C+xWExRVKJbgb5+EdvBZDKZgemI9CaVSmm6YtBK9Z3UUiwWUSgUVH33/c7B6elpXLhgncbOSjR2RmvJREKhEC5evGi0GV3RwiFrpx1r976Uer0+cO2TVqyvr+/R/Bo19yKRCB566KGBH3fgETLG2DiAZwP4MABwzquc8wyAlwP4eHOzjwN4xaBt69a0WSl65L2t1Ah6eXm5q36sV9SO7dTU1FDVI+ulDVAnjCyCqDdi665BdriwWh/VQdVo64XWcz0UClni4cFmsxmq+bVqhKxeryOZTOrWVBxQfv+IRCKIx+MDP4+NSFleDmALwEcZYz9hjP0jY8wHIMo5XweA5r+yd3TG2JsYYw8wxh7QWnRXrVY1yb3rkfd2OByoVCqa7U9PlpeXu+rHekXt2A6bjkzrG6hVbnK9EIvFBtJLVYrf7wfnHNlsdqDH7ZVkMmlah6z1XA8Gg0in0wPrE9kPDocDtVrNkGPv7OxYUkOWSCQQCAR0raGm9P7h9XrBGBu4vtYIh8wO4AYA/8A5fxqAAoT0pCI45x/knD+dc/50rZc/12o1TSayHnlvqzhk9Xoda2trujlkasd2dnYWS0tLuthiBPF4XNMnyPHxceTzectEX9WwtLSk2zxsB2MM09PTlljdW6lUUC6XNdUkaknrue5wOOB2uy2xCEXL0hdqsaqov1tBWC1Qc/8wYoGOERqyVQCrnPP7mr9/HoJDtsEYm+WcrzPGZgEMfIlDpVLRZCLrkfd2OByWqKoej8cRDAZ1C5mrHdvp6WnE43HLtxMBhLIsyWRSUz2czWZDMBhEIpHA3NycZvs1Gs45lpeXcdNNg6/dF41GsbS0hOuuu27gx1aDWPJikCldNcid6+JKS7NG9USMjpBZ8Vq3vr6ua7oSUHf/CIfDiMfjuOqqq3S1ScrAI2Sc8ziAFcaYqNy7FcCjAL4M4Lbma7cB+NKgbSuXy6bMvTuXTuLG+/8MwY0HjDalK0rqjylFCy2e0+lEMBjE2tqaJjYZSTqdhsfj0XyOGlVzR0/S6TQ455rq7ZQyNzeHxcXFgR9XLVovEOkVNee5VUpfXFa7gEP//qauf5MeemOrRshEzWcrSntU6lHHctArpo2qQ/YWAJ9ijD0E4KkA3gXg3QBeyBg7C+CFzd8HSqVSMaVD5j91Ap5SHNeuf9VoU7qyuLioWZpIKy3ezMzMUOjINjY2dHmCnJiYMKx3m16I6Uojoj/RaBTxeNz0aWCxrZTRqDnPreKQ3ZT/Dhy51a5/kx56YytqyDjnWFtbk32YV9qjUuuxNEJ6YIhDxjn/aVMH9mTO+Ss452nOeZJzfivn/AnNfwd+1pXLZVNO5PyR46gF5nF/4LlGm9IRzjkWFxdx4MABTfanlRZvdnbWEhGLbrTW6NEKscXUMHHx4kXDUrAOhwOTk5NYWVkx5PhKadfDctCoOc9DoZAlorkPR16Esm+u69+kh97YiinLfD6Per0uWxNPaY9KrcdyYmIC6XR6oA9W1vrWdKZYLMr2dDOa6sIxJCaegjNf/KLRpnQkm82iXq9rdpHXSos3NzeHe++9F5xz0+pllBCLxXDw4EHN9zs9PY2TJ41ti6MlnHOcO3cOL3nJSwyzYXZ2FhcvXsQVV1xhmA3dSCaTuPbaa402Q9V5HgwG8fDDD+tsUf9shp6ER695JQ4vHO64nR56YyvqZePxeNsSNWp6VGpd+1Os2D8/P6/ZfjtBrZMkFAqFgTpkYs57/OtvRfR918N36o6227rdbpRKpYHZ1gtyaSKl+f92aKELEFvDWL28Q2sbILXj1257v9+PWq2GXC6nm+2DRHyq1Vsg3IlDhw7h7Nmzhh1fCb1EyLTW6ajdn1imxex13ux2uyGrLJ1LJ/Hy9X+AN3bvwI/dD/0K+pXOI7V9QcV6ZIOCHDIJhUIBHo9nYMcTc96+h++ErZKH/772DpnD4UCj0TBs5Y4SLl68iNnZ2T2vKc3/t0MrXcDs7KyldWT5fB7lcnnP6jK149due8bYUDViP3/+PObm5gyNhs7NzWF9fR3lctkwGzqxs7OD7e3trn0sW9Fap6N2f263GzabDcViUZPj64XdbjekXpr/1AmM15MI3P+BgR+7H5R2d2mH0nmkti9oJBIZaGFxcsgk5PP5gbacEHPehSe9Cg2XH/mjt7fdljEGj8dj6tIXFy5c2KcfU5r/b4eWOjIrtF1px9ra2r6Qvtrx67R9JBIZGofszJkzuqR21WC32zEzM2PaNkpiT1S1reK01un0sj8rCPvtdrshlfrzR44jMxZG+ea3DPzY/bC2toZoNNrz55XOI7V9Qaenpweqr7VWollnCoXCQB0yaf57+0Xv6bq92+1GoVAwZQ2eQqGA7e3tfU85avL/vW6jhPn5eXzta1/rez9Gsbq6qmps223TbvuZmRmcP3++f0MNZmdnB+fOncPRo0eNNgWHDh3CmTNn8MQnPtFoU/Yh1iBTi9aap172Nz4+jnQ6bbjT3YmxsTFDHLLqwjF8NvR6vPnK5w382L1SLpf77jesdB7Jbdfps1NTU4jH42g0GrDZ9I9fUYRMQj6fRzjxk445Zt+pOzDzt9dg6kPHFOketNRcmDlCtrS0hGg0CvfK91Xl6PtBzX7D4TBKpZJlWtq0sri4uC8drBQl4zQ3N4elpSVLtKXpxPLyMgKBgCmaKx8+fBinT582pd4pnU63LXmhVW0nvc57v9+PdDqt6T61xiiHDBAeSgbhPGiFWKFfS5vbzT21c9LpdMLr9Q6s3691vjWdqdVqghD4px/umGP233cHWDUPe2ZRke5BS82F1+tFPp/vez96IOrH1Obo+0HNfhljlm2j1Gg0sLy83HMZByXj5PV64Xa7LVFSoBOPPfYYFhYWjDYDgPAQwBgbeHFJJSSTybYRMq1qO+l13geDQdOnLG02m2GO+KCiOVqxtrameTmfdnOvlzk5yAKx1vnWdEbUj+WPvrljjjl/9HZwpx/10GFFugctNRcej8e0fdzOnz+P+fl51Tn6flC737m5OdNqejqxsbEBr9fb84ITpeM0MzNjSYdVhHOORx99FJdffrnRpuyysLCAxx57zGgz9pFKpdo6ZFrVdtLrvA8Gg6ZfMW2z2QyLNnPOLeeQad2Xut3c62VODlJf21VDxhiLQqikP8c5fwlj7IkAnsk5/7Du1v1/9t48upHjvvf9NggQJAEQIAhwH27DbRbOZg5ntIxmLMWKI8eO/GzLluXIeXFurCh573qJkjjLuTfn5p3cHMeOncRj3evEciw7J7KU6ziJF62WNZKlGc1IQ3I4JIcruIAgVhLEQqz9/uCAxoBYuruqupukPufoaAh0/6q60Et11be+PxkJBoMwGAwl55jjbWcQHiwsvs+FpubCaDRidXWVSiyaRCIR+Hw+1NfXI17WJGqOngSxcfft24cXXniBej1Yk5kOlorQdsqk/BkcHJRclpJ4PB5sbGxQS91Fg66uLrz++uu4++67la7KLQQCgYI5+mh5O7G67neCqF+j0SiWXHynjZAtLS3hzjvvpBqz0Lkn5Zy02+0YHR2lVbWiCPnVvgXgWQCZ+ZIbAD7DqkJKsb6+rgrdSTGMRqMqNVBzc3Oor68XvWJLbmw2G0KhkGpHGQuRGX1kTUtLC6anp1WpeRLC9evX0dHRoSrz38bGRqytramuAxEIBFS5OEgI1dXVCAaDqtY7qukcVDPJZBIejydvDku1UF9fD6fTKct9UUiHzMbz/PcApAGA5/kkAGXUigxZXV3Nm7aBBVLEruWOCzj2xh/BtHyJYc2kkc/uQgyZ9jBcOp9XTFzuuADbt++D7dv3EQmEOY5DU1PTjrK/4HkeMzMzsnTIzGYz0um06joPQhkeHkZ3d7fS1bgFjUaD9vZ2XL9+XemqbBGPxxGLxSRNgZMYcNKirKxM1fKNDKUe4CzaqNxxAZ8IfRea6Z9Si8mS1Tf/Fb8Z/15JI1tabSUmTmZbs/sytFqtLLNTQjpkYY7jagHwAMBx3GkA6humIUTODpkUYaHx0uOoiLhwxPssw5pJY2pqimgJ+lZ7XDyfV0xsvPQ4tL4b0HpvEAuEm5ubd5SObGVlBVqtVpYk0JkO605qnww+nw9ra2uK5a8sRldXF4aGhpSuxhZra2swGo2SRnFIDDhpYjQaVd0hE9K2LNrIeOlx1PABaH/2N9RiskR34auwYk2280lMnOxta2trZXHsF9Ih+xyAfwewn+O41wB8G8DOcp0TgFRfHilIERaGBh9B2tKKC7rTiMViDGsnjlAohNXVVSLdzlZ7nHo0r5g4NPgIkrU9SNp6iAXCGW+onTItNz09LavfUktLC6ampmQrjxYjIyPo7OxU5VTRvn374PP5VDPymOmQSYHEgJMmapVvZEin0yXPRRZtFBp8BAFNDZJ3fZZaTJZcr78PMRmTsIuJk72tzWaTxSC2pKif5/m3OI47C6AXAAdggud59ebvkYjP50N/f78sZUkRFmb28X73uwgEAmhoaGBUO3HMzs6ioaGBSESa3R7ZCyay28j7MB1xcE1NDRKJBAKBgKK5DoUyOTmJjo4O2cprbW3FG2+8saOEwTzP4+rVq7jjjjuUrkpeNBoNOjs7ce3aNdx1111KV4eoQ0ZiwEkTg8GgygVOGXieL9khY9FG8bYz+GfTr+MP9p+jGpcVQ1EbuHvPo7W1teh2tNpKTJzsbW2xG7Kk3it5x+U47v8C8AFsdsh6ALyf47h7OI5Tz1ImQnieRyAQEJ1olyWGS+dR/5XebQa0GZdqtUBTcG64dH5bknWp2oHc/TJ/6+df3THTcslkErOzs6LaV0zy3Hyfm0wm6PV6WRPqkuJ2uxEOh6lMV7LSPvX09ODtt9+mGlMqa2trql/AVAq1j5Bld8hyNbK5Wlka+thsOI5T9YKHDDzPw+VyEVteCLlmi20jZH+5vMiEvAJ/CsA/AHjo5n/fwOY05mscx/06w7rJRjgcRllZGfR6vdJV2cJ48Tw08fA2A1qTyaSaqQ9gUz9W6u1GKMaL57clWZeqHcjdL/vvzGpCtTM/Pw+LxSJKfC3GmLfQ5y0tLZicnCSrvIwMDQ2hq6uLynQlK+1Tc3MzQqEQVlZWqMaVQjAYlEWTyBK1WgBlSCaTW6vOt2lkc7Wy3hvQ+sj1sRmU9EATQyAQgE6nk+yvmEHINVtsGyH7WywWRCIRRKNRorqWQkiHLA3gAM/zH+J5/kMADgKIATgF4A9ZVk4uipkkKkXo1KNIlxu2GdCazWbZ0jiUIhAIIBqNUnNZDp16dFuSdanagdz9sv/et28fpqamVK8jm5iYEN3ZFWPMW+jzTMqfnQDP83j77bfR19dHJR4r7RPHcejq6sLVq1epxpVCJrH4TkbtI2SpVGqrQ7ZNI5urlbX1IFlLro/NoNFoFEvbJIZMyiRShFyzxbYRsj/HcbBarcxfqIQkF2/neT67Fm4APTzP+zmO2xVaMp/Pp6rpSmBTS5XPgLampkY1D8uZmRk0NTVRE1LnO2ap2oHc/bL/NmNz6bzb7SYyXGXN+Pi4aM2RmOS5hT5vaWnBs88+i2g0Svz2yhqHwwGNRkPN6Zul9unAgQP40Y9+hHvvvVfRxQfBYFC2FeWsMBqNWF9fV7oaBckeIcunkc2+z9HSx2YoKytTzJRWDC6Xi4qOV8g1W2wbode81WqFy+VCe3u7lGoKQsgI2QWO4/6T47hPchz3SQA/APAKx3EGAOodMxaB1+st2SFj6asjJn5NTY1q8g1OTU3J4o/FgqamJlVPWwYCAayvryuyeEOr1aKhoWFHrLZ8++23CzrOqw2bzQatVou5uTlF67G+vr4jO2TZ98hMXl+1jnLH43HodLqi27BK3K7VapFIqH+sZHl5WfQIGY3ncD6tshDksL4Q0iH7XQBPADh2879LAHie58M8z7+bZeXkwu12o6ampug2zH11BMY3mUwIh8OIx+NM6iEUnuep6sfkJjNtqVYmJiawb98+xUZSdsK0ZSKRwMjICA4cOKB0VQSjtLg/lUohEomofuQzH9n3SK1WC51Oh0gkonS18pJIJKDVFp+AYpW4fad0yKQI+mk8h/NplYVgs9mYC/tLdsj4zVeQaQAJAB8EcA8Add+pRSJkLpu1r47Q+BqNBhaLRXEdmdvtRllZmeqmeoXS2tqKmZkZ1WotxsbGFE2S3dnZiYmJCVWLg8fHx1FbW7ujRnsOHDiAkZERxV6oIpEIKioqdoylSTa598jKykqEQiGFa5WfWCxWcoSMVeJ2nU6n+At7KZLJJAKBQMmBkFxoPIfzaZWFUFtbi5WVFaajsgW78BzH9QD4GIAHAfgAPAWA2y2jYhlSqZSgvG6sfXXExM9MWyrpSj49Pa1KV3ShVFZWwmg0YmlpSXWjfLFYDA6HA+fOnVOsDiaTCVVVVZifn2eqmSDhypUr1MT8cmEwGGC323H9+nUcO3ZM9vLD4fCOHB0Dtt8jKysrVTtCtrGxUXLVPskzpdi+Op1OVebh+fD5fDCZTKLzH9N4DhfSZ5eisrISZWVlCAaDzAYiir0mjWNzNOz9PM/fyfP832EX5rD0+Xw4pHOh7vufJJqXpq0xKxbPYrHA7XZTKUcqJOmShHjvyKHZe2j9SfgvPs0kPgmTk5Oor6/Pe0PPl/eTFWrLwZjN+vo65ubm0NXVVXAb1ueQ1HIOHDiAt956i2mdCiFnh4xG+xeLUVlZiXA4TFJFZgjpkNEit430ej02NjZkKVsqQmRCxSjkM0njWi8Wy2q1MtVwF+uQfQiAC8BPOY77Bsdx92DTqX9X4Xa7cUf8dfJ5acoas2Lx5JjLLkYqlcLMzIzkDpmQ3JRyaPbMqQBqh55gEp+E0dHRgu78+fJ+sqKrqwujo6OqFE4PDQ2hvb296LQQ63NIajn79+/HwsKCIrYNmSlLOaCi9ykS450O2Sa5baTT6Zj7ZZHi8XhKzkoVo5jPJCnFYrEeDCnYIeN5/vs8z38UQB+AlwF8FkA9x3Ff5zjuXmY1khmXy4XZ9g+Rz0tT1pgVi1dbW6toh8zpdMJoNEp2+xaSm1IOzR5X24EX+eOqEsAmk0mMj49j//79eb/Pl/eTFTabDclkUhVmptmXssbpAAAgAElEQVTwPI8rV67g4MGDRbdjfQ5JLUer1aKzs1ORhONydsio6H2KxCgvL1fllGUikUAqlSqpIaNFPm2dGtslm5WVFSLLi2I+k6QUi1VTU8O0QyYkl2UYwHcBfJfjOCuAjwD4IwDPMauVjDidTrR13w1/96eJ4tDWmBWLZ7FYEA6HsbGxIdvNNZuZmRk0NzdL3j/edqak944cmr142xmsPf005ufnC3aA5GZmZgYWi6WgcWehvJ8s4Dhua9pSLblTgc2XqEgkUvIcZH0OkZTT19eHV199FWfOnJF1JW0kEkF5ebksZdFo/2IxKioqVDlClpkWlut3zW2jqqoqVXu0AZszUyT6z2I+k6QUi2W1WjE8PEylnHyIWmrD87yf5/n/xfP83awqJDdOpxM2mw2AfJoTMeSrU8Y1WKl8gzvZfyyX5uZmVeW1HB0dVXR1ZS7d3d1Mb0BSePvtt9Hd3a2ouWoxhNxHmpqasLGxAafTKWPNNjsLNF/ixORJFRsjd5tc3alaR4Jo6/TEPpfUvPoUANLpNLxeL5GGjAZiz91yxwX0v/YYDEtvMKvTzlv7TJFMbqrMXLZcmhMxFKqTUjqyZDKJ+fl5ohEyNdHS0qIaP7JUKoXR0VF0d3crXZUtGhsbEQqFVGNGnE6nqaZKYoGQ+wjHcYp4kkWjUaodMrF5UsXE2LZNTs5HvV6vSq1UKBSi2iET+1wyGAwIBoPUyqdNMBhERUWFbCO1hRB77hovPY7ykBODoVeYLZrY0x0yl8uF2trarTdtuTQnYihUJ5vNJvvbNQAsLi7CYrEoMlXKgqamJiwvL6timfjc3BwMBoOq8qpyHIeOjg6Mjo4qXRUAm3YrVVVVVFKusELofeTAgQMYGhqS1QsvGo1SFZuLzZMqJsa2bXJyPlZUVKiyQ0Y7NZXY55LJZFJ1nk+1pCoUe+6GBh9BytKKq9Zfgs/nY1InIbksdy1Op/MWQ1i5NCdiKFSnuro6vPrqq7LXZ3Z2Fo2NjbKXywqtVgu73Y75+XnFR6ZGRkZUNV2ZoaenB6+//rqivmgZdkKqJKH3kYxWcHp6WrZjot0hE5snVUyM3G1ydadqHSFbW1ujmrxd7HOpqqoKGxsbSCQSsi0sEINaOmRiz93M52s/+hF8Ph+TWaI9PUK2uLiIuro6ohhC5/dpaypsNhs8Ho/sKwSnp6dxSOeSpPkotq2c2r3c8pqamjA7OytL2YVIjT2H/tcew7Gq/G9erNpIqN4pGAwqnh0iHo9jbGwMvb29itaDJt3d3bh69aps5clpx8Ca8vJyVYxs5+L3+2EymSTvn++aFHP9cxwHg8Gg2lEyr9creRZAKZ13drnV1dXw+/1MytnzHTLS1WNC5/dpayq0Wi1qampkFfYnk0ksLCxg//z3JWk+im4ro3Yvt7zm5mbFE43HfvwXqOHXUH/9ybzfs2ojoXqnjo4OXLt2jWrZYpmYmIDdbpdst6JGent7MTY2JluqGyFJr3cK5eXlqjRA9fl8VD22Cn1WDLPZjEAgILkOLCER9Cul884ul2Xqwj3bIYtGowgGg8QrPYTO79PWVACA3W7H0tKSqPqS4HQ6YTabETld2gMrn+aj6LYyavdyy2tsbMTy8rKi+d/eqvklJKpbZPdlExq3p6dHEd+sbIaGhoo68+9EqqqqYLPZMDk5KUt5sVhsV42QxeNx1RkXk3bI8l2TYq9/lqM4pJBMWSql884u12w2M+uQ7VkNmdPphN1uJ06yK3R+n7amAtjUkS0uLgqKSQOHw4GGhgbJmo9i28qp3cstT6fToba2FktLSwUd8lmSSqXw8pIGtgf+ueBQPqs2Ehq3qakJ6+vr8Hg8sNvt1OtRilgshqmpKdx+++2yl82arq4ujIyM4NChQ8zL2k0jZBqNBmVlZUgkEoqv2MsQjUYRj8eJRnHzXZNir//q6mrFJQb54HkegUBAcodMKZ13drmW9XVmnd092yFbWFjY9mBp/skzAIC71yfwmOclfNF+N14yqUevsvTeD9/yd0NDg6yr32ZnZwsm4i53XIDx0uMIDT6CeNYFU+hzuRBSLwB4wP9NrFxOAh2fl72OMzMzMBqN1FZX0mrz3Dj79+/HyMgI7r5bfhvCGzduoK6ubtes7s2mq6sLTz75JHMRdjqdRiqVgla7c277+c7l7M90Oh3i8bhqOmQejwc1NTWSPPJo3itra2sxPj5OFIMF6+vr0Ol0236vcscFmJ/7Y2jCboRu/68IDz5asj1y7+HZ29Joy0IxjEYjotEok+t1z05Zzs/PF9SPPeZ5CR1xPx7zvCRzrcRRW1uL1dVVWVYa8TwPh8NRcGUJDT8iFgipVyavpW34W4rUcWRkhGqmAFptnhsnI0BXYopodHRUNdkUaFNZWYna2lrmOsZ4PA6tVqtaQ918lNJTabVaVaU+c7vdki1ZaN4ra2trVZfyDABWV1fzvnhuHvscNPEwjBfPZ31WuD1y7+G0c1sWisFxHEwmE1ZXVyXHLsTOeVWiCM/zWFhYwODg4C2fZ0agyh31MF56HLWDj2BJZTYY2Wg0mi0dGWttjdfrhVarLbicOzT4yC1vK6U+lwuh9ap8/Wt4yd+BX+d5WR9YyWQS165dw8c+9jFqMWm1eW6cxsZGbGxsYGVlRdZUSslkEhMTE3jooYdkK1NuOjo6cP36daaGt4lEYkeNjgH5z+Xsz3Svziuq/czF5XJJ1o/RvFeaTCbE43GEw2GqFhykBAKBvB5tocFHULY6vzlCdurRrc+KtUfu99n/ptGWxWKYTCb4/X7q8o2ddXVSYnV1FTzPF1yarEY/skJkdGSsO2SlLEJo+BGxQGi94m1n4Pz2t+HxeIitUMQwPT0Ni8VC1UiSVpvnxuE4Dp2dnRgZGZG1QzY3NweLxbKrVlfm0tXVhWeeeQb3338/sa61EGr1pSpGKT2V9o2nVDVCtri4iGPHjknal+a9kuM41NbWwuVyqWpkuZAlSLztDDz/5cK2z4q1R+73tHNbFovBaoRsT05ZZjoXO2novhANDQ1wOBzMy3E4HKivr2dejpLIvUgC2HkrB3t7ezE0NCTrtOXExERB7eJuobq6Gnq9nmn2jcyU5W5CTVOW6XQay8vLsr7QFcNms8m6Cl8IpCtQ1YLJZGLi1r+7rk6BzM/P39K5YCE8FxMzd1vDpfMwXjyP0KlHER58tOj2jY3H8corr4BnPNW2uLiI06dPM4tfDLkWBtTV1WFhYQEnTpxgVkY2iUQCY2Nj+PjHPy5LeTSoq6tDIpHA8vIympqaZClzfHwc99xzjyxlSUHs+Vlo+5aWFkxOTqKlpYVJPROJBMrKyvJ+l1nQJBdiF07lLmjKoNVqVTNl6fV6UVlZmXfhSanFCSzua5n7mZrw+/0Fz++8z8GffxVpQx0iRx+E3vGa5LYiaetyxwVU/+wvAQDBs19AvO0MzGYzk5f3PTlC5nA4bkn/w0J4TmIEa7x4HppYaEvcWGx7o9EIjUbD1HMmmUzC7XYrYncAyLcwoL6+XtYRsqmpKdTW1qpK41EKjuO2bBrkYHV1FZFIRLFzTwhiz89C27e3t2NiYoJFFQGoa8qS1sIprVaLZDJJqVZkLCwsFBwdo2H2KpbGxkbMz8+ryqfN7/cXtLzI+xyMh6FdnYPx4nmitiJp63wm52azmckzd8+NkCUSCbhcrltGyFgIz8XEzN02dOrRrREyIds3NDRgYWHhlrycNFlZWYHZbFbsZi7XwoC6ujqsrKwgmUzKMrWz06YrM/T09OC5557Dvffey3zaf25uDk1NTaqWF4g9Pwtt39TUhJ/85CfMbByKifoLjUCxgtbCKTVNWea+6GdTanECC8xmM5LJJNbW1lQxTZhMJhEKhQpqt/M+B/OMkEmBpK1Dg4+gOhrY+jew2bY+n4/6zNSe65AtLy/DYrHc0rlgITwnMYIND+afqiy0fV1dHRwOh2QxaSmWl5dhs9mYxBaCXAsDdDodTCYTPB4P8wTqiUQCExMT+MQnPsG0HBbYbDak02k4nU4mCXazmZ6elm1qVCpiz89C22cMihcWFpgIsdW0ypLWNa2mKcu5ubmCU+s0zF7FwnEcGhoaMD8/r4oOWSbper5FK1tT5qYPAmMrwNgzAOqAvv9v83N/7ncSkLj/0ns/vM3kvKKiAhzHIRKJUJ3h2HNTlgsLC4LE6dnJRGknNM3EM1w6TyVuZmiaFU6ns6S3jtA2Mlw6j/q/O4zqZx8TdeyZ/QyX8k/j5tZBSH3y/Q5Wq1UW/57JyUnU1taisrJS8D5KJdbNJXu1JWvm5uaYd/qkQPO3yI7FcpEOrQ6ZXOehkHLUMmUZDAaxvr6+7cVV6Wu2sbERMzMzipSdSyAQoGZ+rQZYrLRUx+uSjMzNzQlasp8755z5N403mkxsnWsIfEUNcdz6+nq43W5meeqcTieOHz9edJvs9ip2LBl9nGHke0iZWwUfe7aurtDoodjfLN/vYGv/DJxOJ7PRxgwjIyOipyuFtrEcdHd34/nnn8cv//IvM5tOjEQiCAaDko02WULzt8iO1XD8z5k9QGl1yOQ6D4WUo9VqEYvFmNVBKIWm1pW+ZltbW/Hcc8/JXm4+AoFAwelKuafMaZBJ4E7zhXFPjZDxPI/5+XlB01HZyUSlJjQ1felLxWOfKp2kWwhlZWWw2WxMlszzPA+Xy1VyylJwkvVTjyKtNyLc/4CoY8/sV0hXl1sHIfXJ9ztkvHtYkkgkMD4+LrpDplRi3XzY7XakUiksLy8zK2NpaYlKvlkW0PwtsmOxFGLT6pAJOfZC9z7a5eh0OlVoyKanp/M+mJW+ZmtraxGJRJh4ZonF5/PtuhEy2sL+PTVCFgwGkUgkBCU2LWY6JxTTl7+M9c9vz42YHbuYVkwMmSXOtJNjh0IhaDSaklNrQvUQpfRxJPuJ/c3y/Q61a2twu92i6yeGmZkZWK1W0UanSpvsZsNx3Ja7PCuN1/LysuCFKnLbNgAQpUkpNgKQ/bsasJmBg4UQOxaLUemQCTkPC937aJej0+mwsbFBVA4pPM9jfHwc73//+7d9p/Q1y3EcWlpaMDU1hYGBAcXqAWzagqhRfiCVjLCfJup79WTI4uIi6uvrqU6xSNUtidUUlDsuwPbt+2D79n1592WlPfF4PFsPhlJ1UCOF6lzod6iurkY4HGY6DTI6OrrVcVZKY0JyHmZ0d+91fBWBS+w6Qi6XC938vCp0c2K4e30CP575Ou5el2ZhUVNTw+SlIBaLCVopLfTcUFofBWArubiSrKysgOO4W6bWxbZhrp6YZtu2traqItG41+tFTU2N0tWghsVigcfjoRpzT42QFfOJkUqubqn8+1dh+8wv8hI23XwjWP/c57D++c9L1hRkvFDAIe++jY2NeP3116kvw/V6vVsdslJ1UCOF6lzod+A4DjU1Ncze5tLpNK5fv44Pf/jDRevBGqLz8KbuLl1RgxOhF+HxeJj4hLlcLvzyxg+gja6UrKeaNCjWpx+CVhfHOVyH/71/In7/mwtLenp6qNYrFovlNS3NRbAeNGc705e+BNOXv7z1fe69jwXl5eWKa8hu3LiBL9RV4QtZo7Q/nvk6OuJ+zP7wv+NXOn+n4L6Z7azzb8JVZtjaXuj+Qvlv837Z7HzywfM8AoGAKlZ70sJiscDr9VKNuadGyBwOB/UcfLm6pfgHj8H783+B82bKCufSEpxLS1s3JKmagtDgI0jaepCs7SmY7DSdTmNtbY38oLLw+XxbU7yl6qBGCtW52O9gMpkQCASY1Gd+fh5VVVVbWgqlNCZE5+FN3V3K0orZjg8zefvmeR4+nw8RSjpLsZBooEh/U4vFwiQti9ARMsF60Jzt1j//+a37HbD93scCNXTIrl+/vu2zL9rvxmy5FV+0311038x2f2W/55bthe4vFIvFgrm5OSqxpLC+vg6tVsvEX08pTCYTotEo1fNvz4yQZXyT3vOe91CNS6JbEltOrhdKNhzHwW63Y2lpiepbiNfr3cojWKoOaqRQnYv9DtXV1UweiAAwNjaGtrY2QfVgCcl5mK27q5ydxcjICM6coXsM4XAYGo0GfPfd8HfTeSiJgUQDRfqbVldXM3Hs39jYEPRAFFp/pfVRwGaHTEkNWSgUgsvlwvynPpUnLdWf4ElBUf4ER27+68mcz4XtX5o333wTY2NjihlRZ8+07BY4jtty7KflW7lnRsjcbjeqqqoEDdlnIPUiW//c50TVkVQ3YLfbqecu8/l8aA6PK64VkROLxcIkLQbP87h+/To6Ozupx5aL3HO0i3fgl6b+GtHh/6RazurqKoxGI1EMNflliYFVWpZoNCr5/pdLti9gvu3E3vukUlFRoWiHbHx8HC0tLQVzhKqF/fv349q1a4qlUcqeaWGJmGc2jevWbDZTnbbcMx0yp9MpWj92S85ICbmwxL5hk+Y2y7gy02R1dRVN49+VJZekWjAajUymLH0+H6LRKHUdo5zknqPmK9+ATRNC4tm/pFpOOBwmdsAWez2ZvvQlNDU3b2mfMv8uNX1JOydhVVUV1tfXqcTKJhqNivIpLHZc2b6A+bZjOU2ZTXl5OaLRqCxl5ePatWs74gXLarWirKxM1ly92bjdblk6ZGKe2TSuW9o6sj3TIVtYWBAtPKbhRSa1PCnU19fD6XRSewva2NhAOp1G5PTvqsb/Sg6qq6uZ+PZMTk5i3759qs7LWIrcczQ0+AiS1S14y0x3WjEcDosazcmH2OtJqgaK9r1Br9cjlUpRd6AXO0JW7LiyfQGV9NqqqKhANBpVZOQnGo1idnZ2R3TIAKCzsxPXrl1TpGy3280s13I2ocFHgNdTgp7ZNM5b2iui94yGbGlpCSdPnhS1Dw0vMpLyxFJZWYny8nL4fD4quSeDwSAMBgPi7Wfgb99Z2jESjEYj1tbWqK9YnZiYQHt7O7V4SpB7jsbbzmD9I8fw6tNP4650mpqJq9jRnHzIpXGiXQ7HcaioqEAkEqFmpMnzPCKRiKgOWbHjyvUFVEpLptVqodFoEI/HmWQpKcbY2BhaWlp2jFC9p6cHP/7xj/He975X9pfClZUVnDp1ink58bYz0D7rQPybm+djsfOSxnVbW1ubd1GHVPbECFkqlULV4us48vynmHhoscx7ma+MYtjtdmru6aFQSPC0EUkbyKH1EVOGXq8Hz/NU/Y0SiQRmZ2e3FkiwgHU7FopvMpmg1+upZoqgZWIqFbk0UIXQarVUHejj8Tg0Go3oNlWD11ghMnXr0ywhEonIXv7Q0BCTJPAAm3avra0Fx3GyT1vGYjGEw2GYzeaCx1XsePN9xyqXrNi4NTU18Hg8SKfTxPUA9kiHzOv14q7UJej8U9D6blDXQpFqzcSWUYza2los3ZxyISUUCglOfk3SBqzajKSMyspKhEIhauUvLi6ipqaGeBquGKzbsVj85uZmqjkYk8mkIIsGVsilgSoE7Q6Z1ClgOa5NqWTqdvvGawiHw7KWHQ6H4XA4mHXIWLQ7x3Ho6urC0NAQtZhCyJiLcxxX8LiK6hXzfJf7mVT9Z24sse1eXl6OqqoqaprjPdEhc7lcGG96PzMPLTm0ZkLj0h4hE9ohI2kDNerzqqqqqHbIZmZmmKUYysC6HYvFz6RnoUUymVRlDku50Gg0SKVS1OKJGe2+ZT8V5U/NJVO3Eft7Ze+QXbt2Dfv27WP20sCq3Xt6ejA0NERtREcIbrd7K4tBoeMqqlfM8x1NDzzS57fVaqWmI9sTGrLl5WXEWu+A9xSbaQg5tGZC57vtdjsuXKAzzC1Gc0LSBnJofcSWkREL02JychLHjh2jFi8frNuxWPyWlha8+OKL1NzAOY5TbIm+GuB5nmqHNBQKSRohU4PXWCEydQu88ALVlychDA0Noa+vj1l8Vu1utVpRWVmJ2dlZZqN7ubhcrq0OWaHjKna8+b6j2T6kz++amhqsrKzgwIEDxHXZEx0y3HgRZ8OvIN3wOcRzGrvccQHGS49vuuxT+IGFxqNdbgaTyYREIkHFNoDGSrcM+Y6XVRuQ1CmDXq+n1iFLJBJwOp34lV/5laJ1sI+tUCkvm7vXJ/CY5yV80X43XjL1EsUqlJ6o3HEB1kuP47C+F06nk4pOrqysTHCHLNOGsbY7oHe8ptj5RBPaC0pCoZDoZPYZWF+npPErKysRDAap16sQgUAAy8vLea/nQhQ6RiWeF93d3Uz1b7m4XC7qacCAwm0it/6ztraWmn52T8wJ9Cz+AIYNt+D5aRKExmOlzeA4jlrSUxor3TII0QHITbHyafobLS0twWq15p3eYN0Gj3leQkfcj8c8LzGJD/ziGO6IvU4twb1WqxVs+7DVhhfPq1bvJJZUKkV1UQOJ0a6S2kQhmEwm6injijE8PIz9+/eLMoOVop2Ssp0Q+vr6MDIyQlWjWIzl5WUmuW4LtYnc+k+73Q6Xy0Ul1q4fIdvY2MAr2lP4WM1CwfnpTC+bBkLj0S43m8zKD1KLhY2NDVEdsuas5Lq53I2DeCzhwhdxEC/d3C7fZ9n8tx/8GH/+a8LfQkuRO8JT7Deg2SFzOByor6/P+112HZaYjD7Uw3jpcdQyig/84hjcjb+Kubk5KmmUKioqBD8wMuXH2h7cGiHb6dC2cVhdXUVNTY2kfVneq2jENxqN1HSzpeB5Hm+//TbuuOMOUfsVOkYlnhcGgwE2mw0TExM4fPgwcbxihEIhJJNJ4qwbeWMzPi+FUlNTg0AggEQiQawp3PUdMq/XC7/tOPwP/FXe72nP1ashD1xmTpuUWCxGzWPnJVPvtimzfJ9l89///SdUO2S5FPsNdDodNdsLh8NRcBpPSd0X7TIq19fhePppKtNtFRUVgts/N7/mbiAej1NdkRsIBG7JoSqqLio/R6urq5lk1siHy+VCNBoVvUBHinZKynZC6enpwVtvvcW8Q7aysgKr1crE90wt+saysrKtWSnShVu7vkPm8/luSWpKcy5eaQ1UoTq0x6dRc/UfgZ5KoOceybHj8XjeDlkhPVh0/fvEbZEdGyisW8q3T6ztDlSOb+ZUDJ79AgCI/n0ysRpt98JpIBdp8jyPxcVFDA4ObvvOcOk8jBfPI3TqUUEdCTFaqXLHBVT/bDOdUfDsF2TR7ZlMJvA8j7W1NeJEwlVVVYqmxFGSWCwmyTOsGIFAgJrJrNqorq5mYuScj6tXr6Krq0u12TaE3iO6urrw6quvIhKJSNYWCsHlcuGA1gnr0w+pVuNJ455otVqxsrJC3CHb9Royn88Hk8m09TfNuXilNVCF6tA++wyqoi7gpS8SxS5kzslSD2b58z9ExWdehu32jwEQ5idzi4bIdwNa7w3JnnCZfTrn/g+VEbL19XUkEolbzsGtsrLyAYqpmxCtlPHS49B6b2zz3WN9ztKyXTGZTIqYfaqBjIkmrYd+MplEKBTKew7uBsrLy1FWVsZ8pWU6ncbVq1eZrq4kReg9Qq/XY9++fcxTKTmdThzzPa9qjSeNe6LVaqUi7N/1HTKv13vL2zpNfxc1ePTkq0P09O/Cx1cjdZZstUkhCwMhvjBSWf1vf4WNr5yD9+f/AkCYn8xW2aceRbK2B0lbj2RPmcw+iz0foyJ6dTqdsNvteR+u2fkAxdQtdOrRkscVGnwkr+8e63PWZrNRMSaurq6W3cpALayvr1PtPGUE/bvZ102OaUuHw4Hy8nJZcjJKRcw9oqenB1evXmVan+XlZQSO/5bgOikBjXui3W6n0iHbE1OWHR0dW3+z9C9Rgnx1SHaexTO238Jv170LJLeOQh0ylr4wUuIU0xBJjbU+PY0kBef5jIYiH7n5AIXWLbNvqW29D0vXrEjFbrdTWWlpNBqRSqUKTpvvZtbW1qjkos3g9/t37XRlhurqavj9fqapyYaGhtDV1cUsfjamL31J0mpBMfeIjo4OvPzyy1hdXSWWGOQjlUrB4/Gg/Nd+C/7jHxBUJyWgcU+sq6vDCy+8QDxtvntfmW6yurq6a4fqi2E0Gom9eZR2S1cyn2BZWRkVp3SXy6XqN2ra1NbWUllQwnEcrFarbGJtNREIBKh2yLxeL8xmM7V4asRsNsPr9TKLn0wmMTIyItt0penLX2ZeRllZGdrb2zEyMsIkvtfrhclkUjQFmlxUVVWB4zisr68TxdnVHbJUKoVwOCxoya2YpKJCE6TSTooqZl+DwUDszSPFLVzq8eXbT6qfDI3Es7RS17hcLqoP11zyJcY1XDqvWEJoi8WCYDBIRX9nt9upd8honp+sCAaDVM+ZTC7B3UxNTQ219DX5mJ6ehtlsRsPYk6j/Si/s3zgj+FwgSV5NgpCyMqmUWLCysqLal9Fiz2qpvxGNl9Fd3SFbX19HVVWVoE6FGGGfUJM/2uJ3MfsaDAasrq6KLiObVColukMm9fjUtthCo9EQ53vjeR5er1ey/5MQ8ibGVVA8q9FoqI1WNDY2Uh/1UMP5WQqfz1fQt04K2bkEdyusO2TXrl3D/v37NxfixMPQrs4JPheEJq8mSZBdqtxCtLS0IBAIwO/3SyqjGC6Xi+m9j4Riz2qp13pNTQ3xgqZd3SGTmhxb6ra5n9MWv4vZ12AwEIui0+m06A6Z1ONT22ILjuOIO2TBYBB6vZ6pBipvYtyb4tn0sDJvp7QE1o2NjfD5fBRq9AvUcH4WIxqNIh6PU32Q7YUOmdVqhc/nY5I0O5lM4tq1a+ju7t5ciFNuQNLSLvhcEJq8miRBdqlyC6HRaNDR0cFkteXy8jLT2QESij2rpV7rNEbIdrWoPxwOC+6QiRH2CTX5oy1+F7OvwWCgls5BDFKPT22LLWhYDsghpi6UGDc8+CiaPtOM1f/xt0zLz0d1dTWVjlRDQwO8Xi9Vfyk1nJ/F8Hg8aGxspHa8kUgE8XiciVO6mtDpdKiqqkIgEKA+TTY7OwuLxQKj0Sh6IQ5AnrxaKkLP2a6uLly5cgV33XUX1fJXVlYwML9KFwkAACAASURBVDBANSYtSj2rpfxGtbW1mJiYIKrXrh4hK9YhK6YDs337Pti+fR/KHRdguHQe9X93GNXPPqaYLkcKVVVVVGwD9I5Xb2mPfNDWRdDQ86mB3WzGWQyz2UxlCsRsNqOsrEzWxNFCYXXeOZ1OyY76+cjY/qjVyJQmmZRxtBkdHd2Who71fSffgiYW91nbt+/DiZ9+GqblS1Svs1gshvX1dSqLSWgdt1Dtt9A4uVrd2tpaeL1eolHaXd0hi0QiBfPBFdWBZZuL3jTvNIx8T5WmdoWoqKhAOBwmjmN6M7/BaDZKJWhnUXYGnueJY6yursJgMFCojXBo61Ak1cFkItYvApujlG1tbVT8fWjD6rxzu91UrRv2wnRlBovFQl1HxvM8rl+/vs3ugrWmMN80JZP7rPcGtP5J3I23MD4+TiUusKmDNJvNVFbp0zpu0gTv27bP0eqWl5dDr9cTLaZTrEPGcVwZx3Fvcxz3nzf/tnIc9zzHcZM3/08sotjY2Cio3ymqA8s2F71p3hnuf0CVpnaFKC8vRywWI4rBcRzWT+Y3GM2Gtr6Ghp6PBqSjCsFgUHbLFdo6FCnQ6pABQHt7u2yJo8XA4rzjeR4rKyvYt28ftZhqFlbTxmq1UpdpOJ1OlJWVbWtDJUzBmdxnb97bvUd+A2NjY1TiAttTFpJA67iFar8Fx8ljdGs2m4nkGkpqyP4rgDEAmTmdPwLwIs/z/5PjuD+6+fcfkhSwsbFRcISsmA4s21Az3nZGlWZ2pdDr9djY2CCKwXEcovtuR+LhHxXdTqkE7SzKzkBDt7S6uor9+/dTqtHOwWg0EluuZOjs7MRrr71GJRZNWJx3brcbJpOJaid+ZWVF1al+aGKz2aiO8gDA1NRU3g6yEqbgLO6zmWedKRrF7JNPFjQDF4vX66Um12BtOi42fjHz3cwKc6kGwoqMkHEc1wLgfQD+IevjXwPwTzf//U8A7ictZ2Njg8iUTs36pFy2+arcHCEjmXrTaDSC92fRVkJ93fJp3EjrI8WDLZf19XUYjUbF/MGKGesKadtS+xSioqICiUQCyWRSWsWzqK+vRywWK6iHpHHeyXHuCmFhYQHd3d3U6gBsdsjUsNJNjnup1WqFx+OhutJyfHycqqaPBFJtbbH9KysrYTabMT8/T6WuGe2i4dJ5NHylb5tvm1w6Ybk94EgXNCk1ZfkVAH8AIPvKqed5fhkAbv6/Lt+OHMf9NsdxlzmOu1xKwJlKpVBWVia5kmpIHi6U3LpmOhMkHTIx1g8s2kqwrxuDJNrpdJp4hCyzqEQpf7Bi05RC2rbUPoXgOA56vR7RaFRaxbPQaDTo7OwsmI6Jxnknx7krhMXFRaojqpFIBLFYTBUrLOW4l5aXl6OyspKamXA8HsfS0hJaWlqoxCOFVFtbav/W1lZMTk5SqWsgEIDZbIbx4nlw8dA23za5dMI0/MXEQLqgSfYOGcdxvwrAzfP8FSn78zz/v3meH+B5fsButxfdNplMEnXI1JA8XCj56kqa/ker1QrukLFoK8G+bgySaKdSKaKhe57nEYlEUFFRISrhr1wIadtS+xSjoqICkUiESl17e3sLvrnTOO/kOHdLkUgk4HK50NnZSa0OHo8HNTU1qlhhKde91Gq1UhP2LywsoLa2VjWpf0i1taX2b25uxuzsLJW6ZlaYh049Cr7cuM23TS6dMA1/MTGQejAqoSG7A8AHOI67D0AFgGqO474DYIXjuEae55c5jmsEQHxVSXGaz0YNycOFkq+umfQ/Um8oYtzqWbSVUF83Fkm0pZjiZpNMJpFOp6HT6UQl/JULIW1bap9i0OyQdXd344c//GHe34TGeSfHuVuKhYUFNDc3o6KiglodMh0yNSDXvdRiscDj8eDAgQPEsRwOBxoaGijUig6k2tpS+zc0NGB5eRmJRIKoE5pOpxEMBov6tsmlE5bbA460Qyb7CBnP81/geb6F5/l2AB8D8BLP858A8O8APnlzs08C+AGrOhSbS5ZLNyZlblvsvPsnwt+FZuqnkutIK8E2DeTW86XTaaLR1Xg8jvLyclGjE0rmuaNZdrnjAn7N9Ti0Mz8jjgVsTgNYLBZVrrYUQ7E2djgcVDoR2bjdbtEr3XaSbjYfNEfI5ubm0NTUVHI7Vm0md97V8vJyWCwWYpuZaDQKvV5f8v5Joq0laRshvpqltilERUUF4vG45OemmnzI/ieA93AcNwngPTf/JqKQKL3YXLJcujEpc9ti591rUgFoX/kbyXXUarVUhNk0kFvPl0wmid4SY7GY6ClPOY9RioZMTOzqhA+Wt75BHCvDoUOHMDMzQy2eEhRqY57nMTc3x6RDJnaEbCfpZvNBK6clz/NYWloSNELGqs2UyLtqt9uJO2ShUEjQSC+JtpaobYT4amZ5kYqB4zhUVlZK9gBVtEPG8/zLPM//6s1/+3iev4fn+e6b/ye2+i405VZsLlkurYOUuW2x8+4BjQXpc9L9p7RarWpGyOTW85FM9QKbI2Ri95fzGKVoyMTEDlfUwdn3EHGsDH19fQWF/TuFQm3s8XhQUVFBfTWkx+MRbQq7k3Sz+cistCQ1ds7YtggxdmbVZkrkXbXZbMQj0UJTFpJoa4naRoivZpYXqVhIOmS7OpdloQ5FsTlpubQOUua2xdQt1nonntB/FH/R9x7JddTpdKrpkMmt5yNdoStlUYCcxyhFQyYm9su9f4iuOmlePPlobm5GKpWC3+/fsc7zhdp4amoKBw8epCq+T6VSWFtbE+0FtZN0s/moqKgAz/OIRqOoqqqSHMflcgnOicmqzZTIu2q32/Hzn/9c0r5b5d+Ua5TcjkBbS9I2+TTHYrcphk6nQzwel7SvmqYsqVNeXo5EIrH9cwU8UEiQojfLCDNJhOlqmrLMRqzHTqk2y/c9qbCVdIXvTkej0VA9dziOQ39/P7Vl+WpidnYWhw8fphozGAyisrKSismnVEi0OFLhOI5YWA1s+mj1aZa23XcL6Z1I7/VC7/FS8zEKrZ/VaoXX6yUaYZQyO1CIUsdL6u3Ioi+g1Wrf6ZDlQ6/X520YJTxQSJCiN0skEoLeUopRqEOrNGI9dkq1Wb7vk8kkUfuRrvDd6WRW+NLk0KFD1JblqwW/349kMknd60oNie2F6HVYYDKZqHTIDnt+sv2+W0DvRHqvF3qPl5qPUWj9MmL8QkbMQojH49ReBEoeL6G3I4u+wDsjZAWoqKjIm89RCQ8UEqTozWKxWMG0UULR6XSqHCET67FTqs3yfZ9KpYg6ZDSc/ncyYixThNLW1oZoNEotT6YauHHjBvr7+6l7hQWDQdkT2+ciRK/DAoPBgPX1daIYfr8f7kMPb7/vFtA7kd7rhd7jpeZjFFM/UnNTUsugbEoeL6G3I4u+AMm9b1dryIxGIxYXF7d9rpQHilSk6M2i0SixQ7daR8jEeuyU+h3yfU9jhPEd6KLRaHD48GFMTk7i5MmTSleHCtPT03jggQeoxw0Gg0QaKhqQanGkYjAYiDvta2trSA/cA//pj2x9VkzvRHqvF3qPl5qPUUz9SDu0HMcRL6rIIOR4SbwdWfQFSPIg7+pXeIPBsJW+RY3+Oizz8EUiEVk7ZDQ1FKTQ0BeQ2l4oRe6x57aBGA2KGq+Z/v5+TE9PK10NKvj9fiQSibzJq0nJHSFT6rcUW26xa1eoTqolOoFgMEhUb3tgGPtf+D0m92YasNA+ZbZrT0xLXiUI0O2Q5YPFs4Lmb/ROh6wA2R0yNfrrsMzDR6NDVkiDJ6YeQqHtg0WqL6AxQsbyplSIbcee0wZiNChqvGba29sRjUap5StUkhs3buDo0aNMprYjkcgtI2RK/ZZiyy127QrVSXXO/itRloh0Oo3B8CsoX19icm+mAQvtU2a7wys/JtKQlZWVUZcrZMPkWUHxNyKRq+zqDpnZbN7q6avRX4dlHr719XXRLt256PV6wSNkNDUUpNDQFyQSCSINHgsNlRC2HXtOG4jRoJD8JqSZDgqh0Whw5MgR3Lhxg3psuZmenkZ/fz+T2Bm39AxK3f/Ellvs2hWqk3If/iRRYvt4PI6fV9yOlApzpEqJLdbncrbjw9jY2JBcNzHPDSkweVZQ/I1isZjkFGi7WkNWXV2NSCSCVCqlSn8dlnn4QqEQent7iWJXVlYKvrBoayhIoKEvIO2QsX5LLES+Y89uAzEaFJLfhFWHDACOHDmC733vezh16hST+HLg9XqRSqWYTFcC2ztkSt3/xJZb7NoVqpNK+P3YmHxOWoWxKVeY13fD/5G/khwjuz4sYKF9ymwXuHoVSYIOVaHFdLRg9aygRTwel9wh29UjZBqNBtXV1cQrbnYitEbIpC7f3ekINTcshJrygCoBzZVWubS2tiKVSsHn8zGJLwcTExM4duwY9dWVGRKJhKIeZEpC4gMFkJtC73RI/ScrKyuZdsjUzsbGxjsdskIc1rvR+O+/KckwlAYszGGFbLO2tkbsaK7X62HzDykqTFXCXLLccQEfdP9vGJ0XJcfIlyVCjSJ5VpCmnioGx3E4evQoJiYmtn0ndxtLKY/neUxNTeHIkSPM6pXtg6f0eUfLxFMopHKBbFG2FFNuoUhtFzl+TxL9q8lkKrkogOZiDxJoP591s68gGo3CZDJJirPrO2QDwZ9CF1xULJE4C3PYUttUvf41pNNpYlF/RUXFLeaItBF8TBITvZLUy5z0o/KNr0mOkc/DTY0ieVaQGuuWor+/H1NTU9seHHK3sZTyVlZWoNPp0NjYyKxe2SOUSp93tEw8haLRaIg6FNmj21JMuYUitV1Y/55S0r5lYzAYkEwmi45S0lzsQQLt53PlG1+DwWCQ3H67vkPmP/abWNNaFUskzsIcttQ2810fRX19PfF0SEVFBd40nlVUmEqa6FUK6wOfhp8zQ3PPH0iOkc8yRI0LS1hBmnqqFM3NzSgrK4PH47nlc7nbWEp5rKcrc1H6vKNl4ikU0tXN2aPbUky5hSK1XVj/nqSWPxzHwWKxFJUK0VzsQQLt5/Niz8eIpEK7XmRQ0f8+PDOTxEckmOnRgJU5bLFtZoeG0NAgfZVMhsrKSkxyrfB/5M+IY+VD6DHJbS4ZbDiJpyy/gT/r/SXJMfJ1yNS4sIQVrI11s6ct6+rqtj6Xu43FlsfzPGZmZnD33XczrNWt+k+lzztaJp5CIX0ZyIxu8zwvyZRbKFLbhfXvmUwmiWdX7HY7fD5fwQTtNBd7kED7+ewYGUFdnXTLkF0/QtbQ0ACfz4d0Ok00X5y7L01jPjHGfbZv3wf7N84U1VS53W40NTWVrFcpqqqq8i5/LlRfw6XzqP+7wzBcOi+5TJZmuUK3jUajxGlndDod0um0aGG/nJpDlpCsNBLKkSNHMDMzo4jfm1SWl5dRVVV1SyeSBeXl5YqkPZOSGJs2pC8D2pmf4Tc2/gXc1EsltxVrqKzEdSlWf0wjy0tTU9Mto9dizWlJNXuZZ1H1s4/J+pz2er1EUoRd3yGrqKiA2WxGIBCgmiicpjGfKOM+3w1oV+eKJuz1er1obm4uWa9S6PV6JJPJbZ2KguaiF89DEwvBeFF6h4ylWa7QbaPRKCorKyWXD2yO4EhZbSSn5pAlJF48Qqmvr0d5eTlWVlaYlkOTyclJWaYr9Xq9IivdpCTGpk08HifL4/vSF2FFEKY3/1fJTcUaKitxXYrRHxsvPY6NjQ3iF9KGhoZb8mGKNacl1exlnkWGke/J+pz2+XxoaGgQXd8Mu75DBgAtLS1YXl6mmiicpjGfKOO+2h4kLe0FE/Ymk0msra2hvr5ewFEVh+M4VFVVbTNZLGgueupRpPVGhE5JH1JmaZYrdFsaI2TA5suAWINFOTWHLJFjhCwzbblTTGJ5nsf09DQOHTrEvKzq6mqi9DdSkZIYmzbhcBjV1dXSA9z9GMJ6Oxa7P1ZyU7GGykpcl2L0x6HBRxCJRIjvf42NjfB4PFuj12LNaUk1e5lnUbj/Adme0+l0mrhDxu2k4f5cBgYG+MuXL5fc7vXXX8fU1BTuueceGWqlLEtLS7h48SJ+7/d+j0q8r371qzh79izzKRY1MTw8jI2NDdx///1Ecb7+9a9jYGCAymjlTiKVSuHxxx/HX/zFXzAfCXK5XHjiiSfw8MMPyyaSl8rS0hJee+01fOYzn2Fe1k9/+lN4PB7ceeedzMtSG1euXIFGo8H73vc+yTGeeeYZVFdX4/DhwxRrtjP41re+hd/5nd9BTU2N5Bg8z+Mv//Ivcf/99xP7Ye4UVlZW8PLLL+Ozn/1s0e04jrvC8/xAvu/2xAhZW1sbXC4Xk9i0kzWLiZfv86WlJXR2dpIe1hYmk6lkXjgSfZ0aoZEHFACMRiNRChdAfW0ppD4bGxuoqqqSpYOUmbZ0u93MyyKFtfdYNmazedt1S1NDS3N/2rpJw9IbZCNkAGpra7G6ukoUY6dhuHQe9X97GMcDL8JsNhPF4jgOnZ2dWFxclByDle9bqWeyUO/L3O0WFxeJn717okPW0NCAcDhM/HDMB+1kzWLi5fvc5XKhvb2d8Kiy4huNJac+SPR1aoSGqBUQ1pkthdraUkh9aEx5CIXjOPT392NyclKW8qTC8zxmZ2dlma4E8ncoaGpoae5PWzfZtfBvsNlsRLFqa2sRDAaJYuw0jBfPg4uv42zqDSpZNjo6OrC0tCS9Pqx830o8k42XHofWe6OoTntruyyPTKfT+U6HTAgajQZtbW1EJ0chaCdrFhMv9/N0Og2Xy4XW1lYKR7ZJdoJ2oXVWWr9ESjgcluy0nI0Qx+pSqK0thdSHVvsJ5dChQ5idnZWtPCm43W7o9XrZpv7r6urg9/tvWYFKU0NLc3/auskL2lPEGtr6+vodnZpLCqFTjyJZVoWxpg9Qidfd3Y3FxUXJq6CZ+b6VeCaHBh9B0tZTUKd9y3Y3PTLX3vVf4HQ6sX//fqI67nofsgzd3d1wOBzo6uqiGpd2smYx8XI/dzmdsFqtVEZ3MpjNZni93qLb5NZNad8jUiKRCPGUB7AprCZ9CVBbWwqpTygUIp7yEENTUxN4ni/qe6Q0U1NTOHz4sGw6t8rKSlRWViIYDG79FiTnEul5WGx/ml5Qyw2DuPGtb+FBQt2SzWZDOBwmzmm7kwgPPoqfxPqpLAgDAKvVCoPBAJfLJckKgva9T+gzWaj3ZfZ2c3NzaGwMoqqqiqiOe2KEDAD279+PhYWFkttJmbem6UlGwvz8PLq7u6nGJJl2k5qvTMr2NNs1EolQGeGprq4mnrIUAstzSsq5Xbnwc1mFvBzH4fDhw5iampKtTLHMzs7i4MGDspbZ3NwsWTtLyztRyD609GXljguoeepBDFSvEU+5lZWVob6+flsmCBKE3K9Y5WzMLb8QpD5auRw8eFDU6LXaNLOAsN+N1vW9ZzpkDQ0NSKVSWFtbK7qdlHlrmp5kJCwuLlIfATSbzQiFpDkPS85XJmF7Wu2aTqepdchoTFkKgeU5JeXc7nT8HyojjGI4ePAgHA6HrGUKJRAIIJlMoqWlRdZyOzs74XQ6Je1LyztRyD609GXGS4+jbG0et0VfFVynYrS1tUluv3wIuV+xytmYW34+0uk0PB4P1fP00KFDmJ6eFjxtqTbNLFD6d0un05iZmcGBAweIy9ozHTKO49DX11eyty5l3pqmJ5lUotEo/H4/VUE/QNYhk5yvTML21HQooRCMRiPKysqI4gAomc+NFix1ZlLO7cumc7IvdW9ra8Pa2poi3lulmJ6exsGDB2W35Whvb8fy8rKkfWl5JwrZh5a+LDT4CPycBdHb/x/BdSoGSfvlQ8j9ilXOxtzy8+H1elFdXU11QU5LSws0Go3gkUa1aWaB0r/b0tISLBYL7HY7cVl7RkMGAH19fXjllVdw7NixgttImbcWsw8rTdDc3Bz2799PPaGz0WhEPB6XlB+OJF+ZlO1ptGswGKTWmci4/dNw/i8GS52ZlHN7/MkncTuBh5EUysrK0NfXh+npadmsJYTicDhw7733yl5uY2MjQqGQpPOv1O9O8z5JS18WbjqNb+o+gi/c/lFR9SpEa2srVlZWwPM8lc60kPsVy7yfpdqStmUSsDkQcuTIkW05ZwuhNs0sUPp3m5iYKNqnEMOeGSEDNnVkLpdrK+luIVj6n0jJ6SXk+7m5OSpDprlwHFdypEeM7oGW7ouVr9Ha2hqsVqvo/fLBcVze5fNSPeqEwloHWQye5xEKhRQxgzxw4IDqpi03Njbg8/moP+iEUFZWhu7ubszMzACQR5+jpAZofn4eLS0t1DJEVFdXw2Qy3eJxJ4efGmsK1XNxcZF4lWA+jh07hsnJSaTTaeqxM0jRJ9IoK5FIYG5ujtpL4J7qkFVUVKCtrQ1zc3NFt2PpfyIlp1ep75PJJBYWFtDb20ulvrmUMkkUo3uglquMka/R2toasYdRNrW1tQgEArd8JtWjTiisdZDFCAaDMBgM1EdqhdDV1QWn06lIUu1COBwOdHR0KNIewKa2LnO/k0Ofo6QGiMXCid7e3ls6+XL4qbEmXz1TqRSWl5eZvDjU19fDarWWfO6SIEWfSKOsyclJtLa2UltVvqc6ZADQ39+P6enpotuw9D+RktOr1Pfz8/NobGxk5v1ktVqLLoYQo3uglquMka/R+vo6tREyYPNmlJ1kF5DuUScU1jrIYvj9fsXSbFVVVaGxsZHIHZw2DocDfX19ipXf09ODpaUlJBIJWfQ5SmmA0uk05ufnqbd1d3f3Lavz5fBTY02+ei4vL8NutzMzdB4cHMT169eZxAak6RNplDU2NobBwUFqsfeUhgzYnNb44Q9/iGQyCa02/+Gz9j8REluMhmP6+efR399PXtEC2Gy2ooshxOgeaOm+WPka0ZyyBAC73b7tzVCqR51QWOsgi6FkhwzY1Ik6HA7qi1ukwPM8FhcX8YEP0DHalILBYEBraytmZmbQ28ten6OUBmhxcREWi4W6D11HRwd8Pt+WDk8OPzXW5Kvn9PQ0E8lLhv7+fvzwhz/cWjRFGyn6RNKy/H4/gsEpqjNTe26EzGg0orm5menwKcB+7jpDKpXC3NwcU48jm81W0i5ECqx9ykrtm/sZz/NYW1ujelO32WzbpiyFslM0KdkEAgFFO2QZd3ClyP7NvF4vKisrqXbwpXD8+HFMTEyU3I6WvlUJxsfHceLECepxdTodurq6RHlpGS6dR/3fHYbh0vmtz2i0Wb64NOB5npkGOYNer8eJEycwPDy87bvctiG9zwvJQ0laDgAMDQ1hcHCQyor8DHuuQwYAR48eZZ77jvXcdQaHw4H6+nqmImqbzcYk0S5rn7JS++Z+Fo1GodFoiN2Ws7Hb7VhbW0MqlaJSZ7Xj9/upOX1LobGxEbFYTBa7kXxk/2Zzc3Po6elRpB7ZHDx4EC6Xq2QuX1r6VrnJCKtZzRIcOnRoa2GEEIwXz0MTC8F48RcdJxptli8uDXw+H8rKytDQ0EA1bi6nT5/G2NjYtnthbtsQ3+ez8kuW3FZiObFYDFNTUzh16pTofYuxJztkhw4dwsLCAhKJBLMyWM9dZ5icnKS25LYQFosF0WiUenux9ikrtW/uZ36/HzabjapflE6ng9VqlZQXb6doUjKk02nFO2QajQZdXV2KrbbM/s0WFxepZ86Qgl6vR39/P65du1Z0O1r6VrmZmJhAR0cHMw1tb28vlpaWSq7OzxA69SjSeiNCp34h36DRZvni0mByclKWtF52ux3Nzc3bRmtz24b4Pn8zvyTL83h0dBS9vb3UDbA5qYk/1cDAwAB/+fJlSfs+8cQTaGtrU1RwS0oikcATTzyB3//932cyL5/N3/7t3+LOO+9k/halJFevXkU8Hsf9999PNe5TTz2FmpoaHD58mGpcteH3+/GjH/0If/AHf6BoPS5fvozh4WG8973vVawOyWQS//AP/4A//uM/pmbDQMLCwgK+853v4OGHH5bdoJY1Tz31FN73vvcxHY38p3/6J7S0tDCd1lMCnufxne98Bw899JAsmSQmJyfxgx/8AA8++OCOPQ/T6TSefPJJfOITn8C+fftE789x3BWe5wfyfbcnR8gA4boKoQid36epv5ienkZbWxvzzhgA9Fe40frjTwvyRZNbY0JLg8BK/9TS0kI1J55QSH8Hsfu7XC5JNyja7N+/H0tLS9vStch5XjqdTjQ2NqqiMwZsnoMmk0l1Pm2kuFwuJJNJ6injciGRuZQ7LsD+jTNo+EqfZP0Xq3PX4/FAo9GgubmZatxCdHV1QavVYn5+fuszMc8Omh6OUvOJTk5Owmq1MrnX7dkO2cGDB+F2u6klfxY6v09TfzExMYHjx48TxxHCUe9zKF9fEuSLJrfGhJYGgdV02759+24xl5QL0t9B7P4rKytobW2VVBZNLBYL9Hq9IP83ViwsLKhiujIDx3E4ffo0hoaGlK4KVYaGhnD69GniZOKlOHDggCAdXj42z7s5cHHp+i9W5+7Y2BiOHTsm22gVx3G466678Pbbb299JubZQdPDUUo+UZ7ncfXqVZw9e1ZUWULZsx2y8vJyHDp0CGNjY1TiCZ3fp6W/iEQicLvdTFdXZhM+/bsIaCyCfNHk1pjQ0CDwPA+fz8dkSraxsRF+v192w1LS30Hs/m63W/YE2vngOA5dXV23vIUD8mqfnE6nIu78xTh27BgCgYAkPaMaWV9fx8LCAgYG8s7+UEWv1+PAgQMYHx8Xve/medcOvly6/ovFuZtOpzE9PS3bS32GI0eOYG1tbeslVcyzg6aHo5R8ogsLC+B5ntn0+J7VkAHAzMwMvv/97+PBBx+kWCt5uHz5MhKJBD70oQ/JUl4wGMRXvvIVfOpTn9qxc//FWFtbw7/927/hC1/4ApP4X/va1zA4OCjb1IDcJBIJ/OM//iP+9E//FOXl5UpXB1evXsXly5dx3333yV52PB7HN7/5TfzZn/2ZYg79hXj55ZfhcDjwwBr67AAAIABJREFUnve8R+mqEHPhwgUYjUa8733vk6W8qakp/Md//Ac++lE6uTKVZmZmBsPDw3j0UbqLBITw2muvYWxsTJHrk4Tvf//7uO2224gsVt7RkBWgo6MDqVRKkekkEniex8TEBN71rnfJVqbJZIJGo0E4HJatTDnxeDxoampiFr+zs1NVDvK0cTqdaGpqUkVnDADa29vhdDq36cjkYHl5GU1NTarrjAGbjukOhwOhUEjpqhCxsbGBiYkJ3H777bKV2dnZiY2NDXi9XtnKZMnY2Jgso4v5GBgYgMvlkuzRqAQulwvr6+s4evQoszL2dIeM4zgMDAzA+/pTopJii0FM4m2hrKysgOM4tLW1EccSCsdxOGkOwvbMr1MXltISrJLEWVlZYSpI7+jogNPpLLqNmPoL2baYaFWoeaJQlpaWmCQmlkohHZkcLC4uMheZS6WqqgoDAwO4cuVK3u+VNH0VU/bw8DAOHjyImpoaGWq2iUajwcDAAEZHR2UrkxWRSAROp5NaUmyx6PV63H777SCZ4WJBsXPw8uXLOHv2LFUj2Fz2dIcM2Fxt2T79NMpEJMUWg5jE20K5fv06BgYGZJ86HAj+FLrgAnVhKS3BKkkcj8fDdDqxra0Nbre7qEGsmPoL2baoaFWgeaJQnE4nOjo6qMSihVKjki6XSxWpmwpx55134saNG3kXNClp+iq07Hg8juHhYWbC6mIMDAzgxo0bqkpgL4XR0VEcPnxY0VXAp0+fhsPhQDAYVKwOuRQ6B30+HzweD/NZqT3fIaupqcGNffcjqKsVnBRbDGISbwshkUgoIsQEgPCpR4sK+6VCS7AqNQ7P8/B4PGhsbCQqvxiVlZWor6/H0tJSwW3E1F/ItkVFqwLNE4UQi8Xg8/lkHbEVQmdnJ5aXl2UtM5VKwePxqML+oxDV1dU4duwY3nrrrW3fKWn6KrTs4eFhdHd3w263y1SzX1BTU4N9+/Yxz/TCEp7nMT4+rth0ZYaqqioMDg4WHK1VgkLn4JtvvokzZ84wl2TsueTi+Wh598P4lwsd+KDAZN5iEJN4Wwg3btxAe3s7zGYzcSyx1Jz6ML782jx+q/VO0Bybo5UAVmqcQCAAvV5P3XU5l0zi60LWEGLqL2TbYgl3vQ/TS7i7sLCA9vZ21WmmWltb8eyzz8papsvlgt1uh16vl7VcsZw9exZf/epX8a53vQuVlZVbnyuZIFvQOR2PY2hoCL/9278tU622c/r0abzwwgs71iR2YWEBFRUVqrCoufPOO/HlL38Zg4ODMBgMSlcn7zkYCASwuLiIj3/848zL3/MjZMCmJ1kgEJCUr1FuzcXY2BhOnjwpS1m5mEwmVFZWMtHlsGpHIXGXl5dlmWLq6urCwsKC6P2U0vWU0ppl6hUb+ZEqcjbmYrPZkEqlZBWwq3HqNh8WiwXHjh3D/ItPqC5ReDa55/7Q0BC6uroUTc/V29uLcDhMRdxPok3OvjbFxBkZGcHp06dVsVreaDTixIkTkkbJ5LovXrlyBbfffrss07vvdMgAaLVanDhxQpJYU07Nhd/vRygUQm9vL/OyCpFZvUYbVu0oJK7L5ZJluq2lpQUbGxuiNRNK6XqMlx6H1nsDWl9+rZnx0uMoW51H59y/KnpOFiKz8KXYNDFt1K4fy+bcuXPYd+NfoAk4VJMoPJfscz8zOnbPPfcoWqeysjIMDg5iZGSEOBaRNjlLByo0TjgchtPpZLpSUCxnzpzBxMSEaNNdOe6LwWAQc3Nzsq3mfadDdpOBgQFMTEwUFV3nQ07NxcjICE6ePMl0lUcp2tvbmehyWLWjkLhydcg0Gg0OHjyIqakpUfsppesJDT6CpK0Hydr8WrPQ4COIVNbjrZp7YLPZZK2bUDo6OmTTkfE8z3y1Lk3MZjM8R/5v+HiTahKF55J97l+9ehW9vb1M0puJZWBgAFNTU4jFYkRxiLTJWTpQoXFGRkZw9OhR1aT0AjbPw6NHj+Lq1aui9pPjvnjlyhUMDg6iqqqKWRnZvKMhu0ldXR3q6uowMzMjKuWJXJqLZDKJyclJRRMmA5sdshdffJF6XFbtWCpuNBpFOByWLWn6wYMH8fzzz4syFlRK11NKaxZvO4OXFjhYLBYZayWO1tZW2ZbWr66uory8XBF9p1QOf/D/xd/8TQofqz0O9hlxxZM59zc2NjD8/HcUMTHNh9lsRk9Pz1bqIamQaJNzr81ScVKpFEZHRxXV3xXirrvuwt///d/jxIkTgvWXrO+LkUgEU1NT+MAHPsCsjFzeGSHLYnBwULLHjJCkpyRz3jdu3MC+fftk9d3Jh91uRyqVwvr6uuB9aCaEFRpf6D6ht36A9vZ25rnwMuzfvx9+vx+RSERWbRgL7zGe5zEzMyNb+i4pNDU1ocbzFmqeepDouIX8Vk6nc8dMV2YwmUwYHBzEpUuXlK5KUd566y0cPnxYVSOxt912G65du1bUfLhUAmvW1352OVNTU2hoaFBUf1cIq9WK3t5eDA8PC96HdRu+9dZbOHHiBEwmE5P4+XinQ5bFoUOH4Pf7JYn7hSQ9JZnzHh0dxenTp0XvRxuO49DR0bEtT2AxaCaEFRpf6D72kW/Jamiq0+nQ19eHyclJWbVhLLzH3G43ysrKVJ0OSqfT4d24AvjniI5bTVpE2pw5cwYzMzOS7ntyEIlEMDo6ine/+91KV+UW2traoNfri94LSyawZnztZ5czPDwsa2YDsZw7dw7Dw8OCPd5YtuHGxgbGx8dx5oy8MxPvdMiy0Ol0eNe73oVr166J3ldI0lOpc95erxeRSEQ1K9m6u7tFGW7STAgrNL7QfV7RnpLdYf7o0aOYnJyUVRtG23sMACYmJnD06FFVrNYqxnLfQyV9Bksh5Ldyu907Rj+WjcFgwO23346LFy8qXZW8vPnmmzhx4oTiswO5cByHO+64o6j2qWQCa8bXfqache6PIhaLqdqqo76+Hu3t7YJnqVi24fDwMA4dOiS7HOMdDVkOJ0+exNe//nXcdtttosTz+eazcz+TOuc9MjKCwcFBRcX82XR1deG5554Dz/OCHsZC2oYEKbHibWfgsB7D1NNP46MMDWHz0dXVhaeffhremnsR/8h3ZSmTtvcYz/OYnp7GuXPnqMVkheH4B/CDDTt+leB8K3WOxeNxrK2tyaZFpM2dd96Jv/7rv4bf74fValW6OluEQiFMTk7is5/9rNJVycvRo0fxk5/8BIFAIG+HsZgXoBy60Ew5rz33HG677ZBs0gyp3HXXXfjnf/5n9Pf3l6wrqzZMJpMYGRnBpz/9aeqxS6HuX0cBbDYbmpqatq2EI52vlrp/PB7H1NSU4q7K2dTU1ECv19/iw0NLKyGnrsrhcKCrq0v2ER6tVov+/n6MjY1Ri8lCI1aMhYUFmEwmVepRcmlpaYHb7WaaaHxlZQWNjY3QanfmO25FRQXuuusuvPHGG3m/V8oL79KlSxgcHJRVxyMGnU6HwcFBDA0NidqPVf7efHHD4TAcDgfztD80aG1thdVqFZwJgUWu6OvXr6OtrU2R1bzvdMjycPr06W3TlqTz1VL3n5iYQEdHh6pWbnEch76+PszNzW19RksrIaeuyuFwoK+vj3k5+cjYrNDqJLDQiBUjY1Cs9ulKYNMEleM4UQtRxCKXuTBLTp8+DbfbDY/Hs+07Jbzw1tbWMDMzI7uORyynTp3C5OSkKAsMVvl788UdHh7G0aNHZbNuIIHjOJw9exZvv/22oHsj7VzR6XQaV69eVSRPKvBOhywvfX19WF9fh8/n2/qMdL5a6v5qEfPnkkkDlIGWVkIubUUqlcLS0pIoixOaNDc3Q6/XUzPZZaERK0QsFoPD4cCRI0eYlkMLjuPQ2trK1I9sJ/mPFaK8vBznzp3LO0qmhBfepUuXcNttt6kipU4xzGYzent7RWmPWeXvzf07mUzi+vXrqhbz59Lb2wue5wUZOtPOFT0zM4Pq6mrF0krtzPF1xpSVleHkyZMYGRnZ0siQzldL2d/lciGVSqGrq0tyuaxob2+H3+9HNBpFZWUlNa2EXNqKxcVF1NXVKXaz5zgOJ0+exOjoKJVVirQ1YsWYmJhAT0+P6h+U2WQc+1lkFOB5Hm63Gy0tLdRjy83Jkyfxs5/9DC6X6xY9nNxeeIFAAPPz83jggQdkK5OEO+64A9/5zndw/PhxQTotVvl7c/+emJhAc3OzKsx0hcJxHM6cOYOrV6+WvKZo54oeGhrCuXPnFBv5f2eErAAnT57E1NQUEokEcSyh+p7c+f+RkRGcOnVKlUJMnU6Hrq4uzMzMKFYHITqMQtvMzMzg8OHDrKtYlOPHj2Nubg4bGxvbvqOt2aHpBTc6OorBwUEq9ZKLffv2YWVlhUnsYDCIsrIyVckKpKLT6fDud79bcV+yN998E3f8/+ydd3zV5fXH3ychBAh7QwgEwl6BAEGGOKpW7W4dbdVqa/ew2qX92draqa1ddlurttW2trVVS7Vq3XswwwghjLACCYSAgUAY5/fHeS58udyEe5Ob3PW8X6+8ktz7/X7vkyffcZ5zPuecefNOaHyezAwbNoxevXq16n4Y7X0sVo2oqrJ8+fKkD/lGYtq0adTU1BzrmxzPmp7NsX37dvbv35/QuorJ96RPEnr37s2IESNYs2ZNm48Vrb4nGP8/cOAAGzZsiKmie0czefLkhBpk0egwIm2jqmzYsCHhBU3z8vIYP358RHF/vDU78aoFt337dlS1w0uFtJWhQ4eya9eumFujRUN1dTXDhw9PCT1dNMyYMYPdu3e3mwF7Knbv3s3mzZuZM2dOQj6/NYgI8+fPj1ncDzHcx1roKxuJrVu3IiJJGWE5FZ07d6a0tPRYodh41vRsjmXLljF37tyEVjPwBlkLnHbaaa2u3B8kWn1PMP6/evVqxo8fT/fuydjQxBg3bhzbtm2jqakpIZ8fjQ4j0jbV1dV069YtKap+z549m1WrVp0kYI23ZideteBCJVhSzfjIzc2lf//+EQXrbSVVC8I2R05ODmeeeWbC6pKlmncsxKRJk9i3bx81NTUx7Rf1fayFvrKRWLJkCfPmzUu5azVEaWkpFRUVNDU1xa2mZ3Ps37+fTZs2JTwT1WvIWmDMmDEcPHiQmpqaNsXgo9X3hOLhqsqqF/7MRRdd1OrP7Ai6du3KyJEjWb9+fUKyFaPRYUTaZu3atW3qPxdPCgsLycnJYfPmzScISeOt2YlHLbjGxkY2bNiQ9Odlc4wYMYLq6uq41wqrra1NKW9ONMycOZOnn366zfe+WNmzZw+bNm3i0ksv7bDPjBfZ2dnMnTuXpUuXct5550W9X7T3sVg0onv27KGmpobp06dHvU+y0bt3b0aPHk15eTlTp8anpmdzrFixgqlTpyY8E9V7yFogKyuL0047jbKyMqD9+i+G11J5c/GDZGdnp0Qa/byBB5j8+IfjXv8q2rmORUeW99qv6Pu3D3J49WNMmTIlbmNtCyLC3LlzWb58ecJqPTVH+HhWrFjBlClTUkrMH2T48OERw3BtmfcjR46wc+dOhg4dGo8hJg05OTksWLCgwxqzh1i8eDGzZ89OOe9YiJkzZ1JVVcX+/fvjcrxTnZvNvb906VJmzZpF586d4zKORBF6/sa7hmBw3o4ePcqqVauYPXt2XD+jNXiD7BSUlJSwfv16mpqa2q3/YqRaKrNnz04JV/Oojf+k94HquNe/inauY9KRvfordNcGFhx6lQEDBsRtrG1l2rRpbN++nS4v/aLDaz21RHBujx49ysqVK1PaE5Sfnx/3Gls1NTUMGDCA3NzceAwxqZg1axbbt2+nrq6uQz5v3759VFZWMm/evA75vPagW7duFBcXx9QkuyVOdW5Ger+pqYmKioqkLJcUK6NGjUJE2L59e1yPG5y3qqoqevXqlRSLKm+QnYKePXsyevRo1qxZ0279F4O1VJp65POUlqSMqzn7nOt5M28Ye7sNi2uNomjnOiYd2exPU0dP9s7s+JYYLdG5c2dmzZrF693P6PBaTy0RnNvKykr69euXFDet1jJgwAAaGxtpbGw84fW2XNfbt29PWM2i9iY3N5e5c+eyePHiDvm8JUuWUFJSktS62WiYM2cOK1eujEsCyanOzUjvr1q1ijFjxnR4H8b2QEQoLS1tVX/plgjOWzJljXsNWRSUlpaycOFCplx6abv1Xwz9vLjTaXTZvz/hseyoGfsWdl35Xx555BEuaWfNU2u3C21z6NAh7l7aiS+ed3W8hhk35syZw89ee42RV96dNGGG4Nwu+/vfectb3pLgEbWNrKwshg0bRnV1NaNGjTr2elv0KDt27EgaPWJ7MHv2bJ5//nn2t/M9qampifLycj772c+222d0FIMGDWLIkCGsXbu2zdraU/ZQDXtfVSkrK0tJDV5zlJSU8NRTT3Hw4MG4eaJD87Zv3z6qq//MlVdeGZfjthXvIYuCoqIiDh061O5p4KrK6tWrk8Zaj5aioiL279/fYaGN1rJ27VoKCwuTsi9e7969GTt2bNxXgvGgurqapqamhJcJiQcjRoyIa/ijtrY2LoV9k5W8vDymTZvG0qVL2/VzVqxYwZgxY5KqsXlbmD9/ftzClrFQVVVF165d0yrrt3v37hQVFUXd3zIWVq9ezZQpU5JGcuANsijIysqitLT0hBIY7dHUtLq6muzs7JS7mLKzsykpKWmzMdHeovZQ/8VkZf78+ZSVlXH06NGEjiP8/7BkyRLmzp2blAWKY6WgoCDmsgTNEQp/JpMesT2YP38+q1atirpIdqxFPI8ePcry5cuZP39+3MacaMaOHUtTU1PctU+nYvny5cydOzcl9MexMGPGjLjUBA1nzZo1SSUPSv07bAcxffp01q1bd+ymFO+mpmAV0FOlYXM4s2bNoqKiok26ifZsYFxXV8fevXsT1kw8GgoKCujbty+VlZUJHUfw/7Bnzx62bdvGzJkzEzqmeBES9scja6u6upphw4alhaHaEv369YupSHasRTzXr19P7969U74XaJCsrCzmzJnToV6yPXv2sHPnzpTpMRsLY8eOZc+ePezZsydux6ypqUFVk6qaQXrfSeJIr169KCwspKKiAoh/U9ODBw+yYcOGpLLWYyEk+G6LMdGeDYzLysqYOXNmQqswR8Ppp5/OkiVLEjqG4P9hyZIllJaWJo1Lv6306NGDLl26HGvJ0hbSrSBsS8ybN4/ly5dHZcjGWsRz+fLlKZ1Z2RwzZsygqqrqpCSS9mL58uXMmDEjaTSo8aRTp05MmTIlrl6y8vJypk2bllQOEG+QxcCsWbMoLy8HnCjw4vvYV/pp6i6+j6Y2CtorKioYM2ZMSmcYzZ49u01hy9CctnUuwzl06BAVFRVJHa4MMX78eI4ePcrWrVsTNobQ/2HvoFmsXbs2pUtdRCJeOrKampq08uq0RFFREVlZWWzbtu2U24Zfxy1d17t27WLv3r1MmjQp7mNONN26dWPy5Mkdogs9fPgwa9asSTn9cSwUFxfHLXqgqqxbt47i4uK4HC9eeIMsBsaNG8eePXuor68/6b226p/Ky8sT3rahrUycOJGGhgZqa2tjLmgYD/1Yc8dYs2YNhYWFKSEYzsrK4vTTT291qYF46vCWL1/O5MmT06JpdpB4NBpXVWpqatJa0B9ERNq84IpEWVkZs2bNolOn9Ez4Ly0tjdgarTW0dM+sqKigoKCAfv36tflzkpXhw4dz6NChViWPhc/dtm3byMvL69AuFNHgDbIYyM7OZvr06axateqk99qif6qrq6OhoYExY8bEY5gJIzs7m9NOO41ly5bFXNAwHvqx5hqJh4SuqcL06dPZuXNnq2488dLhHT58mBUrVqSV0DrEsGHD2izs3717N126dEnKjN32Ytq0aVRVVXHgwIG4HO/w4cOsXbs25ReiLTFs2DB69OhBVVVVm4/V0j1zxYoVaVEItiWysrKYOnVqq8KW4XO3du1aiouLkypcCd4gi5kZM2ZQUVER12bQq1atoqSkJOn1TdEwa9Ys1q9fT13xR2IqaBgP/VikY2zdupWsrCxGjx7d6uN2NDk5Oa0uyBkvHV55eTnDhg1j0KBBbTpOMjJ06FDq6uo4fPhwq4+RzgVhmyMvL4/x48ezevXquByvsrLyWCJLuhJPz2Jz98xt4z5IY2Mj48aNa/NnJDuTJk1i48aNMe8XnDtVZePGjUlZxic9/cTtyKBBg8jLy2PLli0n6EdaW1xSVVm7di1XX518xUpbQ/fu3Zk6dSqv1WdRevF9zW4XPl/xaBYb6RhLlixh/vz5SbcSOhWlpaU8//zz7Nu3L6bekfGYR1Vl6dKlKdtE/FTk5OQwcOBAampqWt15YMeOHRkj6A8ya9YsHnroobgkH61evZoFCxbEYVTJzdSpU3nkkUdivpbDae6e+fLTT1NaWpr22b5gYcsDBw5QX18fUyeC4NzV7NhBbm5u0oUrwXvIYkZEmDFjxjFxfzS0pOvZsmULPXr0YPDgwfEcZkKZO3cuZWVlHDlyJKYm4f3/eCEDfnf6sUblkRqwx6KN2r17N7W1tSlZST0vL4/p06dHVZAz3vXb1q9fT7du3Rg5cmRcjpeMFBQURCXsb25ua2trM0bQH2TkyJEcPHiQXbt2xbRf+Dw2NDSwc+fOpC5DEy9yc3OZOnXqCXUsIT7X7eHDh1m3bl1ah32DZGVlMWnSpGPi/ljmMLTtm4seZNKkSUm5SPcGWSuYOnUqGzdujLpQYku6nvLyckpKSuI9xIQyePBg8vPzKS8vj61J+M4KOtVvpNOuihObrof9HC1Lly5l9uzZKZsGPnfuXFavXk1TU1OL28W7ftvSpUtZsGBBUt6w4sXw4cOj0pFFmtsjR46wa9cuhgwZ0p5DTEqysrKYPn16zGHL8HksLy9nypQp5OTktMcwk45Qhn5Q6hKP63bt2rUUFBSkRd/KaBk/fjybNm0CYpvD0LYFlfcn7UKgww0yESkQkadFZLWIrBSRz7vX+4rIEyKy1n3v09Fji5aePXsybNiwqGPZzel6Dh8+zMaNG9OykN+CBQtYunQpDbNiaBLefyyHexdyuN/YE5uuh/0cDY2NjVRWVqa00LVfv36MHj36pJV1OPGs37Z9+3YaGxvTsgxBkFCB2FMRaW5ra2vp379/yhr6bWXatGlUVlbGlDkYPo+VlZUp6bluLfn5+eTm5p5QNiQe1215eXlKlPOJJ6NGjWLnzp0cPHgwpjlsKP0kB7sP5YWc05LWu50IDdlh4IuqulhEegCLROQJ4CrgSVW9RURuAG4Ark/A+KKiuLiYJUuWRJUZ2ZyuZ+PGjQwdOpSePXu2xxATSlFREV27dqX8aD6jWtCShWgacTo7P3TyHEVqwB4NS5cupbi4OOWz4ObPn899991HcXFxsxqReOjGQixZsoR58+alRYJJSwwYMID9+/dz4MABunTp0ux2keY2EwX9QQYNGkSXLl3YsWNH1FKL4DzW19fT2NiYVBXS2xsRYdasWaxatepYqZS2Xrd79+6lrq4uab097UXnzp0ZMWIEmzZtYsyY6OewacTpLH6zDzl1dUl7f+twD5mqVqvqYvfzm8BqIB94F/AHt9kfgHd39NhiYeLEiWzZsoWDBw+2+hih1Nt0RERYsGBBq+tpRSJavcChQ4dYuXJlWpRsKCgooFevXqxfvz4ux2tJl7d37162bt2aEXqUrKws8vPzW1WPLJMKwkZCRCguLj7WtSRW1q5dy+TJkzNChB6kuLiYDRs2nCR1iUVnG9xu9erVFBcXp20Nt5YYN24cTSsejVmDt2nTpqTORk3oFSEihcB04FVgkKpWgxltQMQUCBH5uIi8ISJvRBNyaC+6devGqFGjWv2gPHToEJs3b07r0NDkyZM5ePBgVNW9oyFavUBZWRmjR4+mf//+cfncRCIinH766VGJ+6OhJV3e0qVLmTlzZoseo3Ri+PDhrarYX1tb2+rszHRh0qRJbNiwoVUFT9evX8+UKVPaYVTJTY8ePRgxYgTr1q074fWYdLZuO1WloqIiZVvttZWioiKKqv4ZkwZPVdm6dSujRo1q59G1noQZZCLSHXgAuFZV90a7n6reoaozVXXmgAED2m+AUTBlypRWG2RVVVUUFBS0KQ062cnKymLBggUsWrQoLseLRi9w5MgRli1bxhlnnBGXz0wGJk2aRGNjY5urywPN6vKampqoqKhIuzZJLTFs2LCodGRBmpqaePPNN9OyPlssDBo0iKysrJizLRsaGmhoaMjIkiFgRZ/DC5tGq4MKbrdjxw6ys7MZNmxYew43aRk4cCAvd53PgbyhUWvwampq6NGjR1J3HkmIr1NEcjBj7D5V/ad7eYeIDFHVahEZArStlHYHMH78eB566CEOHToUc7bQunXrmDx5cjuNLHkoKSnhf//7Hzt37myzxyoazUV5efmxLM90ISsri7lz57Js2TLOO++8Nh0rfA5DP69etoyioiL69EnaXJq4M3To0JgNspqaGgYPHpy0GpSOQkSYNGkS69evj+m6Xr9+PWPHjs3Y+Zs4cSIPPvggjY2NdO3aFYheSxbcbs2zz1JSUpLWmdAtISJ0mvhWXurzfiaPiO45apqz5O6Gk4gsSwF+D6xW1R8H3noYuNL9fCXwUEePLVa6devGiBEjYq4cfOTIETZt2pSUlYLjTU5ODvPnz2fRokUx192JdXtVZcmSJZx55pltGHFyMmPGDKqqqti/f3/cj62qlJWVpVR7qXjQp08fjhw5EtOc7tixI6P1Y0HGjx8f870vWSukdxSdO3dm/PjxrF27ttXHCDXGzsSwb5BRo0ZFLYfpXPU801/7PyZ3bnuUoT1JRMhyHnAFcLaILHVfFwK3AOeKyFrgXPd70jNx4kQ2bNgQ0z5bt25lwIABKZ8BGC2zZ89m8+bNdHnxFzHF/GOt07Nu3bpj2r50o1u3bkydOpWysrK4H3sDPDctAAAgAElEQVTz5s3k5uZmVNYb2Co7Pz8/Jh1ZbW1tWnlf20JhYSG7d++OurflkSNHqK6upqioqJ1HltxMnTq1TQbZtm3b6NGjB4mW7CSawsLCqA2y7q/+mm6NOyiovL+dR9U2EpFl+YKqiqpOVdVp7usRVd2lqm9R1THue+ydlRPAuHHj2LRpU0zi1vXr12fUKrFLly7Mnj2bV/Lmx1R3J5YaM6rKokWLOOuss9LWjT979mxWr17N0aNH43rcsrIyTjvttLSdt5bIz8+PqdH4zp07M17QH6JTp04UFhayefPmqLavrq5m4MCBdOvWrZ1HltyMGTOGurq6Vnu7Kyoq0jY7Pxb69+/P0aNH2bv31BL0reM+SEPn/nQ694YOGFnryay843agT58+9OzZk+rq6qj3qaqqSurU2/Zg7ty5vFjTha1vv5OmGOrG1F18X1Tbb9myBVVlwoQJbR1q0jJ06FB69eoVs0e2JRoaGti2bVtGFekMkp+fz86dO6PatqmpiYaGhoz3TAQZO3Zs1AZZVVUVY8eObecRJT85OTmMGzfupGzLaEjmxtgdjYgwYsSIqJ69FRSwuPR7MPYtHTCy1uMNsjgwYcIEqqqqotp29+7dAGnVuzIaevToQXFxcdzKN4SzaNEiFixYkPa1jebMmcOKFSvidryVK1dSXFxMbm5u3I6ZSgwZMiTqTMHa2loGDRqUsYL0SBQVFbF169aott26dWvGhytDhBIiYmXHjh107drVLwoc0RpkO3bsSIlizun99OogxowZE9Mqcdy4cRkZHpo/fz4rV648ZW/GWKmtraW+vj4jvDyTJ0+mpqaGhoaGNh9LVSkvL6e0tDQOI0tN+vXrx4EDB6LSQXn92MkMHDiQAwcOnDL8dujQIerq6jK2TEM4Y8eOZceOHTEXFl+3bl3SNsZOBNH2pE2VZBxvkMWB4cOHRy1u3bx5c9Kn3rYX/fv3j6o3Y6wsXryY+fPnZ0TF6s6dO1NcXByXOdy8eTN5eXkZ2SQ7hIgwZMiQqMKWO3fuzOi5ikRWVhaFhYVs2bKlxe22b9/OkCFDMrb/Zzi5ubkMHz78WJPsaKmqqkprWUashDzcR44caXab0IIhFbyK3iCLAyFx66luSkePHqW6upqRI0d20MiSj/nz57N8+fK4CdMbGhrYvHlzRjXYnTlzJuXl5a2qkh5k1apVzJo1K+NX20OGDIlqlV1XV5dxUoNoiKb8wNatWzP6vheJCRMmxFQ25M0336SxsdF7GQPk5ubSp0+fFmUHtbW1DBkyJCXkLMk/whShqKjolAZZTU0NvXr1onv37h00quQj3r0Zly5dSklJybEii5lAfn4+Xbp0aVNLqoMHD7Jp0yafrYXN56l0ZKpKXV1dxlfoj0RBQcEpC+zW1NSkhIanIxk7dmxMGfobN25k7NixKWFYdCQFBQUtdjHZvn17SoQrwRtkcWPkyJGnFBdu2bKF0aNHd9CIkpN49mY8dOgQ5eXlGVfQVEQoKSk5qQVLLFRWVjJq1KiML0EApoOqq2u5yk59fT3du3fPmD6fsRAK+TYXNlJVampqvP4ujL59+9KlS5eok0o2b96ccdn50ZCfn9/igmDnzp0pc+55gyxODB06lL1797aoI8v0cGWIiRMnsm/fvpjb1oRTXl5OYWEhffv2jdPIUoepU6eybt26FrUTLVFRUUFJSUmcR5WaDBw4kN27d7foqdi5c6cPVzZDbm4u/fv3b/Z63rt3L506daJnz54dPLLkRkQYM2ZMVBn6qsq2bdvSsuh1Wxk8eHCLC6pU8mx7gyxOZGdnt1j1W1VTJtOjvcnOzmbOnDksW7as1cfI1HY/Ifr06cOgQYOiLrcSZP/+/ezcudOvth1dunQhLy+P+vr6ZrfxBWFbpiUvRW1tLcOGDct4rWIkxowZE1XZkJqaGrp37+6N2ggMGjSIurq6iAuqw4cPs3fv3pQQ9IM3yOJKYWFhs2HLPXv2kJOT4y8ox8yZM1m/fn3UbVfC2bZtGyKS0XWNiouLqaysjHm/yspKxo8fT05OTjuMKjUZPHhwi6Gj+vp6Bg4c2IEjSi2GDh3abKZqTU2NN2abobCwkO3bt58yySmTs/NPRV5eHp07d45Ysb+uro6+ffumTAZ+aowyRSgoKGDhwoURU7t37drF8OHD/SrR0b17d8aPH095eXmr6oetXLkyY9v9hJg4cSJPPPEER44cialY6bp16zjrrLPacWSpx6BBg1i5ciV79uyJ+P727dtTZpWdCIYMGcKzzz7LokWLTnpv48aNXHDBBQkYVfKTl5dHz549jxUdbo7q6mrmzZvXgSNLLUJesl69ep3w+q5du1ImXAneQxZXRo0axZQpU8jOzj7pa+DAgf6CCmPWrFmsXr065v0OHDjAxo0bM6IQbEv06tWL/v37R12UGKCxsZHa2tqMTy4JZ9q0aYwYMSLitZudnU1paan3kLXAsGHDKCkpiTh3kyZN8trZFhg1alSLGfqqyvbt232WagsMGjQoooc71UrVeA9ZHMnNzeX8889P9DBShlGjRnH06FF27NgR0ypmzZo1jBs3jry8vHYcXWowefJkNmzYQGFhYVTbb9y4kaKiIl+gM4zBgwdz4YUXJnoYKUtOTg5vfetbEz2MlGTkyJG8/vrrzb6/e/duunbt6uUuLTBo0KCIi/v6+vqUKqTrPWSehCEizJgxI2Yv2Zo1a5gxY0Y7jSq1GDduXMy1jFLpBuXxpDv5+fktFibetm0bI0aM6MARpR79+vWLKDfYs2cP/fr1S8CIWof3kHkSSnFxMS+++GLUjcHr6+vZt29fRov5gwwcOBARYeXKlVHVFNuyZQsXX3xxB4zM4/FEQ79+/Th8+DBr1qyJmGizfv16pk6dmoCRpQ59+/Y9SdSvquzZsyelyiJ5g8yTUPr160ffvn3ZtGlTVGG3NWvWMHXq1JhE7OmMiHDeeedRVlYW1falpaU+9OHxJBGhYtnN9bXs1q2bL1FzCnr16sWBAwdoamo6JsdoaGiga9eu5ObmJnh00eMNMk/CmT59OmvXro3KIKusrOSSSy5p/0GlECUlJb7Iq8eTwvis57YhIse8ZP379wdIOe8YeA2ZJwmYMGECVVVVp6zFs3v3bpqamnxxXY/H4/GcQN++fU/QkaWiQeY9ZJ6E06dPH/r06UNlZWWLtZ5WrVrFpEmTfHNdj8fj8ZxAnz592LFjxzEjrLa2NuVK1XiDzJMUzJs3jyeffLLFbbKzs3240uPxeDwnUVhYyGOPPcaGDRsAC2POnDkzwaOKDYk2XT4ZmTlzpr7xxhuJHobH4/F4PB7PKRGRRaoa0VL0sR+Px+PxeDyeBOMNMo/H4/F4PJ4E4w0yj8fj8Xg8ngTjDTKPx+PxeDyeBOMNMo/H4/F4PJ4E4w0yj8fj8Xg8ngTjDTKPx+PxeDyeBOMNMo/H4/F4PJ4E4w0yj8fj8Xg8ngTjDTKPx+PxeDyeBOMNMo/H4/F4PJ4E4w0yj8fj8Xg8ngTjDTKPx+PxeDyeBOMNMo/H4/F4PJ4E4w0yj8fj8Xg8ngQjqproMbQaEakFqhI9jhboD+xM9CBSGD9/bcPPX+vxc9c2/Py1DT9/rSfZ526Eqg6I9EZKG2TJjoi8oaozEz2OVMXPX9vw89d6/Ny1DT9/bcPPX+tJ5bnzIUuPx+PxeDyeBOMNMo/H4/F4PJ4E4w2y9uWORA8gxfHz1zb8/LUeP3dtw89f2/Dz13pSdu68hszj8Xg8Ho8nwXgPmcfj8Xg8Hk+C8QaZx+PxeDweT4LxBlkaICJjRKRroseRaojIOBEpcT93SvR4MgER6SYind3PkujxeDweT1sRkbjYUv4hlB68BdglIl2Anar6aKIHlMyIiKiJJ/cAvxWRPwK7ReQ/qtqU4OGlLSIyAJgJlInIYWBHgoeUFrjFxCBV3ZrosaQCIpKtqkcSPY5EIyJZqno00eNIZUKLynjNo/eQpSBiBP9364DfAW8HliVmVMlPaN6cMYaqbgc6A98AnvTGWPsgItkAqloLTAf+ANwLjPFesrgwDHibiBSIyJhEDybZCRljIjJDRHISPZ5EETIiROT9IvLORI8nFVGHiEwQkbtEZJ6I9Gzt8bxBloK4c+CoiBSJyARgEXA78Iyqbkvw8JKWwLzli8hFItILuBbYAnQDH0ZrD8K8EWVYa5Mfq2pFyDj2xEbYomwvUAq8CFzuz+ETCZ8PEZkjIv8EbgW+ISIFiRlZxxJhHkpF5FvABcCXRGRBYkaWWgSdISLSSUSuAr4PVAJnAu9v7bG9QZYihLwMoZ9F5AvAw8DlwI3AzcBpzlLPFZF+CRpqUhEe2xeRG4E/YWHez2IGwp3YzRkgI27O7YkzFiTw+zki8m8RuQl4Gjtfx4jIoIQNMoUJeXnd4mKwqtYBdcCzwJ/cit3f2zkWntTA7xOB7wL/UdVzgBrgw4kaX0cRjAwEuAnor6pXYgbFxW6R6mmBgGexK9ALmAZsUNXvAU8CQ0VkemuO7S/aFCHgZj8beC+wFZgMvAR8AJgI/A0zMv4NlCRmpMlF4OK5SETGAiuAt2IPrwuBj6rq3UBPEXkWKPUehtYT0uc5o6CviJwLXATcAPQEbgP+CwwB3iEiN4vIiAQOOeVwhlhXZ+D+V0Q+DvwM+AdwRWibRI4xWVDVI26uPuYekuuBx4Eit8m/gBHp6h0KapxEpLOI/FhEbhCR8cBXgFHOWHsUyAYuSeR4k5EInsW3i8jDwC3AIeABYK+ITAaWYNrYd7Xms7xBlqSE68REpJ+I/Aa7YP4H/BP4DuZu/ilwh6r+B/gl8BlVfSIBw04Kwuatv4h8A7gYaFLVh4AvYHq7O4EpIjIH+ATwCVX9hw+jxU5ozp0hJiJyLfBVoAG4DpgDzMCMs6mYATEcS0KpSsyoU4MIXt5xwF2AYNf/FGxxthVQEfmDiFzT4QNNAiLM1RzgZWAktiiYii0ImkRkgapuxry2gzt6rO1J8Hp0vw/AIgM7sUX8L4ANwHJMtgFwN5DxyQ5Bgh5WEckRy8p/B/A57Pq7BVgLVANnA0cxg//e1nyez7JMUtxJoCIyFPN27QAGAgtVdbeIDMQech8EzgLqRGSYqq6CEzIJMw63GhyArVL+DRQDj6nqRrdJFvAE0B1oBBpVtQYLX3hixJ1rIU/kYGAccD0wQVXrnQExVVXPEpHvA99T1fNF5BuZeo5Gg4h0UtXDgbmdg4Um12KG7jZVrRaRx7F7xMPYg+CT7ueMwT04jwTmqgTzXtRhRuth4HngI8BPgDXARSLyEnBfupyHItJVVRsD8zAXOFdVb3YylxxMntENu0a/DzwjIn9U1deB1xM19mTByYMGqmq187B2Br4HrAIeBD4PfAh7rgzCPNOrgNPcfuta+9neQ5ZERFjdfRDzhvUElgJ/BCaJyABnQLwO/BUYoKpvU9UtoX3T5QYTDaF5C3w/HwvfDlfVHdgFM0pEermL7SXsguoHXKeqSxMz8vTAecVKReQ+LJy+CFgMvM1t0gfTN/4dyMUeBEFvmg8RB3BTcinm0QnVbrsH8zheh0kU/ghMFZG+wH+wRIkiVa1U1S+p6sZMmFcxPe2FWPYuItJFRH4B/NxtUgHkY4bqZ7B5KsHOz186gzfkAUnZ+XLzMB24JvDal7EoSsjIasC0xrcCVwGXAj2A96jqzsB+KTsPceLdwAAAEcnDIlAKPOD0mgOAcap6BvB3TCawDPhJW0vPeA9ZkhD0Mrjfc4DZwAWhkI6IvAGMAS7DTpIbgc6qut+9n3H1dcLmLXQjGQ08pKo/db//BZgHnA/8Q1WfFZG3q2pjBw83LQg/z9wK8hpMKP1n99r3gE+IyEJVfcWtzruGQukhD24mLRyiwel5jorIK8B5YmUs9mDesKtE5CfAx7Bz+T3A5ap6u4jc6hZpJxwnIX9EOxM6d0TkA9gDcZmqbhUTWQ8GeqvqvMD244GFwAjsmbdDVdeEHzdVz0WnXfoA8A1VXSIio1W1Eivp82VVXQSgqntEpDdm1DcCX1PVTeHHS9V5aCsi8m1gr6r+UEQGicgUzKDvi3n197hNBwNFIvIEUA58P/ReWyNT3kOWJAS8DH8Qkcsw13IuduMNcRgTDR4VKwJ7RFX3i0iWOxEyyhiDY/M2XkR+D3zbhSreBOpFJNdtlo25msfhFiHeGGs9ejzBZLaI9Ad6Y4VJ/xzY7FVM0/RZt88LAWMsUsaXhxPE+MWYHuV9WFmL94vIq1i48u1AF0wHVO+u/RqIf6HKZCRw7nwAS8rZKiKfxsoN7AV6icjwwC4bsfvpHOAjqvpUR463vQh4sg5hz4a3i5VBWuheH4VlAYa2H4WFs1cAX1fVBzpwuEmLW1CC6TLfK5Zp+nbMU1YEvACc67Ydgj1f/g+4WVU/p6oVgeuuTfc18ffFxBDBy1CMxan/CBRiIt0bMfH+x4CrMeHgnS4Ml5GEr/ydQfA3bN6yMZ1dLnbRdMLCvdOBi1V1X8ePOPWJMOcTsRDQCszr8A7MY/uKqt4hllnZG8tkPezc/J4IuBu5OK9YFmY4/Mq9/SpwBhZ+m4FlB38KExLvAz6dzoZXOCLSXVUbAr+Pw+bmUmAultzwIjAW0/P8HAuP3wM8raqH3X4p7T0U08ceVdVdgdfOw9UTw2pSvgqsxsK0rwPzsXPmU6p6yO2T0vPQVkTkXWpJXsf0miLyTUxf9zX39So2b1dghu/pwE1BYzae8+gNsg4mwsOtRFUXi8gM4Juq+g73+tNYGCgfC7flADcGvBMZJdqPMG/nY9lTudg8fQtz0V+KXTjPAVcCTcDt3hhrHcHzLBBO+wTQSVV/KSLXY8LWW4FfY16dbsBXVHVF+DE8xwme02J1A/e4h8KPgLtVdYWIXATMVdUviGlKzwT+q6r/DBwn7edXRGYD31XVc9wibIyqvux0Uj0wI/UjwEHgz1jW9HSsA8c9geOktBEiIvlYVuSDWLjs88CjWPLCW4D9mIfsISy60h1L/NqiqvcHjpP250xLOG3YXdi5cgDTFP9dVR8UK3/0CWAoJhv6F1CLLY5eCEoD4j6uDP6fdCjhLk2xbLR7MbHgs1gtkw8CL6vqI2IVlP/lNAHBG3fGXUhhRkE+lnI8D3gDm8OrgXtV9SUR+S6wSlXvS/WbbyIJO+e6YfXDdmBJJEXAh1X1Yvf+85iYfw8wXlWXJ2bUqYe7L3wKK076BPB7LEy5VlX/JSLzgW9iAvR/he2b9ud32LX/MNYmbgIWDu+NLcAexe4Jee73B1X1pcSMuP0RkY9hJWPGAlXYAnQP8ArHyyB9DEtq+njYvml/zkSLiMzD2uZtwkp+fA7Lyq8GPqmql4jIDzDv6qOB/dptDr1B1sE4ke73sEy0Ne6m+0XMA/aMe28HVjjzYrX+f6F9M84YCyEiw7BChkOwC+RXInIbloU6DPMkzsYM3K+p6pKEDTaNECu1MAbrYFAGfJzjYbOnMI/YOcDHg17I8JC851gWsAYMjEFY2YF6bD6/gi3OemCJKf2x8/0RbPXeEDpOpj1UnWY2HwtJnuO8h//AFmQHMYP2g8AC4LV0mavQPT/gnR6DFbe9Beiiqp9zr12M1RTLBwarlbkYFJK3ZPKzA04y7HOxEO5aLMSbpaqfFZFCLElkNnYd3oydS3s7apxe1N+OSKDdkfv9Siys8wi2unuHe+txTIC5G1vZ3KWqZwaNMcic7JcI8/Z2zEOzHCv/kS+Whfo3TGy5BAuZ3a5W/sMbYzES8uAGvp8ulijxTaz8wj9U9WFMj3IRlqk1AguhfSs8JOyNsZNR1aPu4VosItPdw7IGqHNhkAewNizrMMH+VuAWVb1bVRsCXvaUNTBag4iUAj/AvEH/w0o2gGlsP+y8F9uA7qr6VFBnlupzFbrnB/6OB7Ditv8A9ovIZFVdi5ViKMdKoNzn9tkhYQViM40IkalO2H3rbGASdp0NE5HhanUql7i5vgx4KmSMhY7T3niDrB0J6L1GuZcasZphd2MGRL2InK2qZZhRUaSq6/R4Nlp2pOOmK4GLJzRvk9wNpSumjXgcq64vwBxVfQ3TTvRT1QOq+t/EjDy1kUDWY+DGfTtQq6pvBX6DeW9wP18K9FTVm1T1SlVd01E3rFRD5ISuEVki8h2sm8YHxfqq/h4YKSIjVfVl7NyerKp1qnqrqi4SR7o/VOXEfr2dROR85xlfh1WVvwjzzr5PRM7CPGJrAFT1WlWtT8Cw407wnHG/f0pErnC/fhf4oqq+it37PufOqVIgW1W3qJW8AFLfIG0t4deMWH26rwBnq2oFJncZh2mMXwEWishfgWxntG12Hsm4ZE9GizfI4ohYHZzg7/NFZCFwo1i/udeAx0Tkw6q6G3O/f9RdgHeo6iPB/TPFyyCWShxcxUwSkecwd/LXsUyXKmCG8yqUA+eLSA/gVlV9PDEjTw/cjSdXRL4vIleLZXF9EQtFoqq3AwNF5CI3/x8N3vTFl7E4iYBnIvhA7IXVYpsPVGJhtm2YwfERt83tqvr7wHHSvl5bYK5CC7G+mBh9NubJqMMSeGa6XX6LaX7qsfvDCcdJdVRP6MwAZjx81p0L9wODXLTlz1gi00YsjHtSbbVMJHjNiJVEusy9VQdMdM+bZzFZwFws7P1v4MeqerUGigV39HXnNWRxwMWeb8TElYeAr6rVB7sFC0/uBn6IhSursNj0x7C+YmNVtTxwrLRfCYdwGpobMH3ScmC9qt4rIh8CNqrqcyKyCRNbHsHqCN2Pxf5HO8+iJ0ZE5BJcCx5VrXIPwF9j4chFWKmAt7nXylT15yJyATbnP2/uuJ6TEZF3YPWyHlLV+8VqiXXBzuM73GZNWJbXb/V4SYKMuQ+EEKsheDOmCbsN04YWYA/LLZgRtkRVfyAiQ1V1m9svLXRigd9Lsczx3lhU5VqsfthhNW3YFzFP4RjMUx0qSprRuk05MRGpC6areydWAulNTB92DlZV/3HsfFqNLYJ2RTpOR+MNsjYilvHyUSz0cBfwI2Az1ppjOjASywr6GRbf74xdXK+4EEVGIiLvA36H1cl5HJujH2H9J78MjMeKHT4c8hiIpbg/qaqLEzLoFEesdMD12M2pAgtz/BrzPlyLlQq5GqhXE7mOwxYUU9WXDTkloQeiC3PkYuGlQZjhdRWwEnsY/AB7MHwTE2Ffoa7bRqYQbjyIyGexBdddWD3BYsx7mIsLx2HGyR16vJzKCUkSqUj4w1+sKOlDwHOqepOIfBRLVAj1Jw0ZF3ep6jNunw4Nq6UCIvJWLNv0Q6r6uoh8HaubuAe79t6F1af7mao2uX0SvgjyBlkbEZFbgRpV/ZH7vS9WMboBKw8wAVv19cVCFD/CyjJk9MSLSAHwX0wvEwpVXoelc38HW7nMwVaJtwE3AS+m8ko4kYiVC/kJ5vH6tnvtDKx8yG4sqeQczCBbDVyoqg+IyHhVLQ/drJLhppXMiEh3IEdVd4vILzGh+ZUuDPwo9nC9EJv3clX9bWDftJ/bMF1PLhYyegULR34WuEFVN4jItZhX7F9YNAFV/U1iRt2+OM3SDdh19wJW7+oKPV6T8iFs0Z+L1V97OlFjTWZE5G2YGP9xrFD4z4HlqvpbEZmFFVL+sFhC2BB1baOSycOaFjH3RBDQK9yJxaWnu1VfHaYJKXDvLcT0OJ8Efq6qK9P9pnsq3DxtxmL3xx5IqvoTrCJ5LvAFzLD9NvB/qvp8slw0qYha09vngM3OGAYLT67GSoUsx1bg5wJPYo3XCYXTE6WpSGZE5AIRGR34/WPAY5jQ+kOYJ6y7iExSy5h+HTPQ/qGq14WMMXFi9nSeWxF5i4j0CBhjc7AowtlYbbsyTM7xNmeo9QcmqOoRVf1NyBhLdZ2YiFwuIu8I6WZFZARW5PUIdt/7BqaZrRORLzojoxPQoCbYf9rtl9Lz0BZEZJSI/FBErnOhScQKq18OfBVbyH8P+DHWcuwSzBmyW0znfVhVN8nxloNJ81zJ2H9qawheBKF/olrK8VKs91Vv9/YLWJXkvar6R6zVwmVqRV4zKhutmRtH6OH+fcyYnRd47xWgh6reiwn2L8zk0G5rkbDsPvfjo5iQdbKI5KqVB+iLFZD8E+bCrwferap34IlIYD6LcSUYxCrtl2KlbDZh+pUc7Hy+R0TuxUT9ewPHOSGrOB0R68+7EPMAfUtETnNvTcM6aXwTE+/Px3R1oVZRw3DlG4L3zGR6eMaCWKmTp7HCrTOw8hVg+sEnsWvzUuz8qMH0TZdh59OXNaz3bqrOQ1txi56/YrKg0zBHB1jLvDcxY2wssFRV12G1Eq8E/qOqX1DVxsDi8miyLYK8QRYDAcHgBPc9dKO4B+s/WeBe+zjwTEhsqapb3PYZlY0m1p/zRhfGRUSuEpF8tay+UIr7zzHRPmKZqPlYpWTU9Z7zxIaITMdE+aEQeugGtA7ziE3FtE1g4v7t7v0NqvpbVa3J5BX4qQg8DB8EpopV0x+AzeVPsLm/HvP43IWVtHldVT+oqgcCx0nre4FYyYovAa+q6rlYEeFi9/YATGR9H/AeTDO1CKsztl1Vr1LV9WkUxu2LyTMuU9VvYiWPhmDteeZjZWa+z3EDdTlmeKxT1VWSYSWQWqAIeEAt8/t2zLAHc4qUAG9T1bOAWrFWYz/DPI+LIflLSfmbbgyIyCUich/wN7FCciFNzZvYCucmLJ22ADM0TiBTVjWBh/lazCMz3cXtZ2FuYwl5BdTSuIeKyGasOfAN2oGVkdOJwM2mDPiu88p82L032K0uF2OJJeeJyO1YNtcLYcdJKjd+MhBuoIrI57GiknuxMMl+7KFbj+l9zsTC7UcxHdTZmWbkuoXoc8A6sfZbfbHaT2C12PZgSSWFwCPOU74QmCIis5y0IeWNMXc9PQ38Q0S+Itb/dSSWtbwIK3/0IObxeQqrR1mHiftnicjAdPaiRkPg2vk9MIbKo/IAABdSSURBVEas7MdPgUIReZ+qVmNJNAdE5I+YU6TMPUuewWrWJb032ov6myFc6CciU7CY9MewEhebQuLowDafwVaDb7jf02V1FzUR5u3tmFj8v8B7NdBbTUQ6qTVTngQMU9XHOn7EqY/Iyb1OnTE2U1XHu9cfACpU9asici7wacxz891kv0klkkiCXzER9k+Bb6rqTjfXf8U8ZOOxvp5rsA4Ge5wm6h2YRu9Qut4Tws7DUKufIiysdA7mne2EGSCPYlnU78KMtJvUNW0WSzZ5Q9Mks1eOZ9/mA6swz+DfMJnLRkyE/iZmNNytqtsD+3YND1dmCpGuPff6R7C5ugfLEP8S1m7wLuycGqWqL4Tvlwp4g6wFRKQPln1WBpyHaWs+KlY/6yHg86r6agQjRLC5zUgvg4jkYZ6Xl1T1WbFG6RcCT2PemGeB/erSjT3xwQmAL8EyjF7Cbvq3q+oTItJdj/f3E0xc/qb7PaPrF0VCRAYCjYE5CpUMeQR7EPwRkyXcISLnYAbaeaq6TUSGuBV7xizKXJh8mKr+24XJdwcE/O/GtD03YlGZs7FQ0rnqMt3cdp1SWaYgIoOxrNH/qtWhnIDVVjwYMMq+DuSp6g1iJS6ux4yJ2wPzlTRZf8mAiExQ1dWBxWZ37Pz5paouFisQ/kmsuv5fA/uFFgUpcw16g8wRwai6AisBUIWFJa7BDIlP6/HGthtV9UvBf3gq/fPjQYR5C914X8Yy9aqxTMo/Yu7m2cBk7Ab0VMePOD0I80b0wETTw4EnMJ3OE9h5+x1M1DoBeB44EDxXIf21TLEiljn5SSx8FuoYMQ+rm1eCGRW/xbw8H8W8PFOA61R1gztGRsxtwNDohIXDl2Oe1x9jOsV3YufdRVj2+SOqWi8iUzRQ2DkdjBCxFnk/BL6jlsD1J+z6q4ATOpG8Anw9fKHk3suo50dLiGVHvgvTvL5NLTMyZJS9D0uQ+Hpo8ZMOZJSmIRLiiGBU3AJ8UlWvxLKjLsD6T37DXVCLgTNFpDh4AWXSxeRuxiGjYKB7eRsWDvsbpg35BNAN84xNVtWvAZd6Y6x1hLQUbuXXRSyNuzMmkl6nltV7P/YAfAMLh/wC63PXGH6uZtL5Gi1qbaE2AhOBwVhJgi6quhBLpy/Fqu1/Dgud7FfVd4eMMXeMtJ7bwHl4xN0/D2PG2ExV/ZH7238JjFTV1ZiRNg7Ic/ud0GUjVY0xOTHzfj12vb1LRObaS7omdC7IcY3nz7AsUsK81hn1/AgiJ2s0p3BcHvQKtqgMlt95AJMFNIXtl9JVDLyHzCEiYzEh4N+B9Vi2S5Vam47JmPj0fEwDMcBtczdwW/jNJV0JrE5+Ctyjqktd+Pa3WCHcbZinZiiW1HAtVol/MDa3E1R1SWJGn9q4FeEj6vQkIvIJLDz5DOaNPIhlq/1KVStF5GasdtEPUz0U1N60oH36MLaQeAMr6PxXVX1URK4C3qeq7wjzjmdc6DfGMHkPTdOEHbGEhHLMK/0LzGAvw86ZLYkcW6rQWolQOpGRHrII1vgZmCCwDiuMeR12A54sIqPUWnX8DwtLvImtbp7C+qplijGWhVvVYXVy3u1+fjvwT1W9HAtPXA0MwYywMzAD9hlVPeCNsdgJnKsLsCwixAq7lmDicbACugewB8IH3Gu/Av4EVj4k/Jz3GBJdiZDewB+AjzoD7B7sHoFboIS87GltjAXPIRHpISLfxc69JzGN6BlY6YavunN0roh0DRmtqro31T0YcKIXRkSGiMjd2AL++1gk5TZMItAF+LWI/F1ETm/pOJlGhGfwFVg28jXYs/c/wFgRmayqO7CuDRe7zYN9P9NqDjPqJh1wC4dWw+8X66F2CHhKVb8H/Aa7AQ/A+s59zu1zs6q+4vZdB5yvqj9NwJ/R4YiJKG/DwrhguprDYqnsPYH3OU3dX4A/q+rrWNhsIvBtVb0rAcNOCwIrwZ8DpzvPTX9sYfANrOXMbVgIfRlwUER6q+oOVd0efs57DIm+REguVsizDKt1NAYsrBkMM6VzqCneYfIO/wPihNPJHTPC3cujgfvV6qw1Al/DoidPAZVq7Y9uVNXnw4+XynPRWrxEqGU6JXoAHYWL6ecAz4rIUMzbUIN5xoYDDSIyQlWrRGQfVm379zjNgztGllp1380d/xd0PO7h36Sqm0VkN1YTZwHW6LcH9rB6HvOKfQWL9f9IRBZmirHaHoS75MX6+p3J8QSJt2I3q1ewVeNHMY/lb1T11eCx0u2G1VYC1/Ax7ZOIhLRPl7ttfomVCPmdiCzFjN7nNKzMTbrPbRRh8j8B7xGR0ar6mgtffl5Vb0mHMHlAovF+rNJ7KOP2i8AoEXlOVe8Xkf4i8giWgTsYM8p+hXkMUdWK4PES8sckCYHwflAiVInVYXsn5uX/AcclQi9wXCI0Dqvrl7aktYdMRApF5AaxitHlmPv4T9iq5hAm1F2DiQMPAV8RkTuxMMVhVa1X1a0Z7GU4A/iEiEzDNCINWFuKfsDpQIlazbXvYqnsDwL/UxM/e2Ik6IkIvNYLE5FfrqrvxDwTc7Cio3XAv7Hz+TeqWu/2SSs3fjwJeMffhrU0egsmHl4rVp8N4EpV/ar7eSHwIw2UsejoMXc0Pkx+jM7u+7lYKA2x6u8jMbH59SJyEZa89CZWDmUtZpRtVmtHdoxMNca8RCh60lbULyJfwCzu/wB3YKG1ezEjbLZYzZg/Yzffzc4NfzYwwGlEMh4X1nkbdvP9AlbcsgErBfIzzCX/AbftQHWFHT1tQ0RKsYb0f1DVR0Tkz5in4l4ReS/wU1Ud7rYdrq6Wk1+BR0biVCIk0+ZWrPzHX7DrvyfWWzELa19zPWZ8zMQWbncEFwSpPFdiXUU+AwxR1etF5CzMOL0FM8w6Ydl9FwCfU6uR9XesE8F31DUAd8dK6bloC+F/u/M09sfCj+er6k0i0h/4FqbRnI/Vsrsu7DgFQK0G2o6lK6m+gmmJfOArqvpDVd3jwozvxVorTFWrhvwYcDOA0zr8J2SMSZL3vOoIVPWIqj4MvI6tfquxPnMvYSvjAhEJaWq8MdYKQueZk1bkiLXk+Sqmw5npfv8O8FkRmYh5KNeLyEh3w9sU0GVk5I2/Obz2KXoieDGuxbSJoTD5cixy0ICFyc8GvgysUdUfhIwxSN25cpdRVywsNhyY7a65UOi1K6bT/DTwpqqeA5Q6DdRlqvqWkDEWuq5TdS7aipMILXA/DxVLfJiOLX7yOC4R2gkEJUK3BY4Run43Z4IxBmlqkIlIF0xg+R4RuUhEHncesx6Ya/QmsbpZjwN7xSrLn4CmecZULKjqTzD38heBs9zL38VEmGsTNrA0IHCe9XXfB2JVzn+PNV6ejPVH/D5WoFRV9Uy1RuChjEDN1Bt/JETkfWItZ0JesU9gnvIvYQ+FPwE9Q9onYCtO+4SVs3g0UWPvaHyY/AS+ghlbfYF/uNdmY16d04Chqvo4Jt8YLiJPYkbqSnVdRwKGWMY9P7xEqO2kc8hyAraKKwEWYTWyPqmq5ztrfShWWXtVAoeZMriL7CuYoHxiJt5w4kHIkxX4/j5Mw7QSWyDUYx6bB1T1FRH5FFa/7RoJCKUlA2tenQo5XkPsZ8ARVf2CC3d8DTt3rwFGYB6f6cAgVf22WJ0jcV7ztKgaHys+TA4i0hMr9DsW8/7dhGXU78CSaJ5z12EWdv4cUNWViRpvMuElQvEhbQ2ycJwX7CanCeijqrsD72XcDbg1uJXzflU9lOixpCLh55nz5P4c8zyc675+iS0WZmA6ne5Af82wljxtIVO1T9Eix9sdCaaH+jSWxbsQk3rswUJLdwEfwR6052NlQTaGFhSQfuehuyZvw8Joj2DewZew5vEDsNDkusD2Gd23OISI/Agr//Fa4LV+wD8xnd1yEbkeGKeqH4mwv19gkqYhyxAi0klEuon1xPoXkOVuurvd+yH3ckZfTNHitHjeGGslznvTW0SuEEv7HoZ5xD4OXAr8Qq1e0UpgF1Cgqm9qBrXkiRWvfYodHyZvHqdVugGYhnmuh6rqPszr8+ugMea210x/fniJUPxIew+ZiJyJXVi/UtUXEzwcTwYRwSP2LqxZbhOmS7kVC6XVuu/nY9qd29QnSbRIJK+28+D+Gvi4qjaIyHPA/wGCeRwvwIzdb2WSV8yHyWNHRGZjIcupqlqQ6PEkO14iFB8ywSA74Sbiw5OejiCCMVaAhYFuVdW73UPvECYoH4tlJNUB3wuGJ9PdWGgrXvvUMj5M3nrEMsh7q+rr4UZtoseW7HiJUOtIe4MshD8JPO2N00wMVVe80K0ab8KqTf8Na/492XkecrEw+vvVevwVhcIh/qYfGa99ah0i0hurIfgqVtLhE1gz+lLMW/iCiEzGag7+JWS0egx/PUaHWGupzlh/449iJUK+Epq7TPKwtpa01pAF8caYpz1xWUPnAZc73WJ/LLvv11jR0QewOjsTROQzWMbfQVxrroAxluVv/pHx2qdTE0FT9y7gx8A84HtAH6yyfF+sLuNgEfkBUKOqt3pj7GTS+XyJJy60XYrJMm5W1S8H584bY6cmYzxkHk97IyKjgKuwrKzFWKP6uzHR/huqerPT71yHGWoPOsGwJwJe+xQbPkzuSTReItQ2MsZD5vHEk1DoK/B9DvBNzPtwDtANC6F9U1XfAfxNRK5V1QcwwetuVd3n3PyeMIKeQmeMdcHCjx8HVmFhyM5Yhf33uv/DvcBP3D6HxZHOxpiI9BORKXAsi3eCiPzFeWEPYN6x6W7zuzCv2Iuq+jMsnPQxVd2QiaFcT/wJXWsSoeCw59R4g8zjiRHnfTlmLLiXPwM8imVO1mEFdH8CVIjIDzHhdIXb9m7gfc7oOIznJNSXCDklPkzuSVa8IdY6vEHm8USJiLwbjnlfOonIh0XkDPf2JmCRWuXuVVjtq/3AZ4H/qOrZqvqI2/9RVb3a37SO47VPsaOqjZhQ/yAWfszC+i32Ai4BnnQei98AH8A8s5eranXYcfx56PEkAT5c4vFEgYh0B64QkYPAduBqoAtwlYhchmlzzhaRGkxs3hsYpdb77hl3jIzQMsVKM9qnWzlR+1SMhdzGAn/guPapxu2T9tqnCJq6OcCn3NvdsP6BoTD5DBe+vFZVfyoilxIIk3vPrMeTfHhRv8cTJWJFhj+PNcu9U1V/JiLXANnAY8DpWDX47cA3NKyqt+c4vkRIbEQyokTkXqx34HIss20X8DLwVWALVlfsNrX6bBdgCRAf8x4xjyc58SFLjyd6XgaexUJEI9xrdwKzgWGq+lusSvzlQYMhISNNYrz2KXp8mNzjyRy8QebxRImqHgT+C6wBTheRs1V1P3A/Fr5EVdfDCVlGaW0wtAavfYqOQJj8AhGZDvwU09R9S0SGcTxM3psTw+S7VPUZd4zsxIze4/HEig9Zejwx4Ayt92MlLlYB7013w6CtnEL7VAP8AvgG1jdwhgtfvtVpn/4G3OPCbhmnffJhco8nc/AeMo8nBpzx9SwWUvu2N8ZaxpcIaTM+TO7xZAjeQ+bxeOKOiLxbVR90P3cCrgDWq+qzIvI9zOtV4TRS52IG2W5gSijc5jFEZDzwdSzD9HpVfUpE3gMcUdWHA9v5qugeTwrjy154PK0kUzL8YsWXCIk7FVg25SzgGhF5RlX/Fb6RN8Y8ntTGe8g8Hk/c8dqn+CIi+cDlwP9UdVGix+PxeOKPN8g8Hk/ccbXDPoUZEc+p6hdEpBtW3PUuVX1cREaFslLdPt7j6PF4MhYv6vd4PHHHlwhpH7xg3+NJX7yHzOPxtAu+RIjH4/FEjxf1ezyedkFVj4pIqETI/7wx5vF4PM3jPWQej8fj8Xg8CcZryDweT7vjtU8ej8fTMt5D5vF4PB6Px5NgvIfM4/F4PB6PJ8F4g8zj8Xg8Ho8nwXiDzOPxeDwejyfBeIPM40kDROSIiCwVkRUi8ndXFT+W/a9txT6PiEjvCK9/U0S+FMuxAvsWisgHA7/PFJHb3c+5IvI/93deKiJ3isjEVnzGNBG5MPD7O0XkhtaMN4bPvEZEVovIfe35OfFCRO4RkYtaue8J8+vxeKLDG2QeT3rQqKrTVHUy0AR8MtodRSQbuBaIySBT1QtVtT62YZ6SQuCYQaaqb6jqNe7X6UCO+zvvV9WPquqqVnzGNOCYwaCqD6vqLW0ZdBR8GrhQVS9rbgMRSZe6kCfMr8fjiQ5vkHk86cfzWFNvRORBEVkkIitF5OOhDUSkQUS+JSKvAjcCQ4GnReRpEblaRH4S2PZjIvLj8A8RkY0i0t/9fKOIrBGR/wHjAtsUich/3RieF5Hx7vV7ROR2EXlJRNYHvDG3YK2WlorIdSJypogsFJGBwL3ANPdekYg8IyIz3fHOF5HFIrJMRJ50r5W64y9x38eJSGfgW8ClAU/bVSLyC7fPCBF5UkSWu+/DTzHe8Dn5gvNSrhCRa91rvwFGAQ+LyHVh21/lPJr/Bh53r31ZRF53Y7jZvZYnIv9xf98KEbk08D+4VURec1+h/3tMf4cYvxCRVSLyH2BgYIwzRORZ9z98TESGuNefCXx2hYicHml+I82Tx+OJgKr6L//lv1L8C2hw3zsBDwGfcr/3dd+7AiuAfu53BS4J7L8R6O9+zgPWYd4ogJeAKRE+cyPQH5gBlGEetp5AJfAlt82TwBj382zgKffzPcDfsUXhRKDSvX4msDDwGcd+j/DeM8BMYACwGRgZ9jf3BDq5n88BHnA/XwX8InCcY78D/waudD9/BHiwpfGGzUdoHvKA7sBKYHr4/IbtcxWwJTDm84A7AHGftRBYALwP+F1gv16B497ofv5QYK5i+juA9wJPANmYcV4PXATkuP//ALfdpVhz+ND8/8j9fCHWjeGk+fVf/st/RfeVLi5yjyfT6SoiS93Pz2PtigCuEZH3uJ8LgDHALuAI8ECkA6nqPhF5Cni7iKzGDLOyFj77dOBfas3DEZGH3ffuwFzg73K8LmxuYL8H1doprRKRQdH/qSdxGvCcqm5w469zr/cC/iAiYzADNCeKY83BjBOAPwE/iGG887F52AcgIv/E5mbJKT7zicCYz3NfoX26Y/+z54HbRORWzOh6PrD/XwLfQ57NWP+OBcBfVPUIsM39/8G8nZOBJ9z/MBuoDhzrn+77Iizc7PF4Wok3yDye9KBRVacFXxCRMzHP0BxV3S8izwBd3NsH3MO3Oe4E/g8oB+6O4vMjVZjOAurDxxXgYHC4UXxGc0gzn/9t4GlVfY+IFGIenVgJHvdU423t37Av7BjfV9XfnnRwkRmYJ+r7IvK4qn4rwhibq/Qdzd8RaV8BVqrqnGaOGzrWEfzzxONpE15D5vGkL72A3c4YG495kprjTaBH6BdVfRXzqH2Q4x6Y5ngOeI+IdBWRHsA73DH2AhtE5GI4plMqPsWxThhHlLwMnCEiI93n9HWv9wK2up+vivIzXgLe736+DHghhnE8B7xbRLqJSB7wHsyzFQuPAR9x3kVEJF9EBorIUGC/qt4L3AaUBPa5NPD95Vb+Hc8B7xeRbKcRO8u9vgYYICJz3HhyRGTSKY7Vmv+hx5PxeIPM40lf/gt0EpHlmLfolRa2vQN4VESeDrz2N+BFVd3d0oeo6mLgfmApFgYNGiGXAVeLyDJMU/WuU4x5OXDYidevO8W2oc+vBT4O/NN9zv3urR9g3qQXsVBbiKeBic2Izq8BPuzm7Arg89GMwY1jMabReg14FbhTVU8Vrgw/xuPAn4GXRaQM+Adm3EwBXnNh6RuB7wR2yxVLzvg8EJqzWP+OfwFrMQ3cr4Fn3XiaMC3ZrW5ul2Jh6JY4YX7FSpfceeq/3uPJbHwvS4/HExERWQj8RFWfTPRYPJERkY3ATFXdmeixeDyetuE9ZB6P5wREpLf8f7t2UAQACMNAkPp3iJo+8MB9dlXcZDJzz/uliTGADyxkAAAxCxkAQEyQAQDEBBkAQEyQAQDEBBkAQGwBOXhrCSoBCKIAAAAASUVORK5CYII=\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": "3.7.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 1
}
