diff --git a/examples/scratch_pad/volume_and_ohlc_same_panel.ipynb b/examples/scratch_pad/volume_and_ohlc_same_panel.ipynb
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+{
+ "cells": [
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "---\n",
+ "\n",
+ "### Volume and OHLC on _Same_ Panel:\n",
+ "\n",
+ "## Stack Overflow [72341261](https://stackoverflow.com/questions/72341261/ohlc-and-volume-data-on-the-same-panel-using-mplfinance)\n",
+ "\n",
+ "(this notebook derived from examples/panels.ipynb)\n",
+ "\n",
+ "---"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 1,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# This allows multiple outputs from a single jupyter notebook cell:\n",
+ "from IPython.core.interactiveshell import InteractiveShell\n",
+ "InteractiveShell.ast_node_interactivity = \"all\""
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 2,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "%matplotlib inline\n",
+ "import pandas as pd"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 3,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "(252, 9)"
+ ]
+ },
+ "execution_count": 3,
+ "metadata": {},
+ "output_type": "execute_result"
+ },
+ {
+ "data": {
+ "text/html": [
+ "
\n",
+ "\n",
+ "
\n",
+ " \n",
+ " \n",
+ " | \n",
+ " Open | \n",
+ " High | \n",
+ " Low | \n",
+ " Close | \n",
+ " Adj Close | \n",
+ " Volume | \n",
+ " UpperB | \n",
+ " LowerB | \n",
+ " PercentB | \n",
+ "
\n",
+ " \n",
+ " Date | \n",
+ " | \n",
+ " | \n",
+ " | \n",
+ " | \n",
+ " | \n",
+ " | \n",
+ " | \n",
+ " | \n",
+ " | \n",
+ "
\n",
+ " \n",
+ " \n",
+ " \n",
+ " 2011-07-01 | \n",
+ " 132.089996 | \n",
+ " 134.100006 | \n",
+ " 131.779999 | \n",
+ " 133.919998 | \n",
+ " 117.161659 | \n",
+ " 202385700 | \n",
+ " 132.373927 | \n",
+ " 125.316073 | \n",
+ " 1.219057 | \n",
+ "
\n",
+ " \n",
+ " 2011-07-05 | \n",
+ " 133.779999 | \n",
+ " 134.080002 | \n",
+ " 133.389999 | \n",
+ " 133.809998 | \n",
+ " 117.065437 | \n",
+ " 165936000 | \n",
+ " 133.254297 | \n",
+ " 124.912703 | \n",
+ " 1.066618 | \n",
+ "
\n",
+ " \n",
+ " 2011-07-06 | \n",
+ " 133.490005 | \n",
+ " 134.139999 | \n",
+ " 133.110001 | \n",
+ " 133.970001 | \n",
+ " 117.205429 | \n",
+ " 143331600 | \n",
+ " 134.040915 | \n",
+ " 124.627085 | \n",
+ " 0.992467 | \n",
+ "
\n",
+ " \n",
+ "
\n",
+ "
"
+ ],
+ "text/plain": [
+ " Open High Low Close Adj Close \\\n",
+ "Date \n",
+ "2011-07-01 132.089996 134.100006 131.779999 133.919998 117.161659 \n",
+ "2011-07-05 133.779999 134.080002 133.389999 133.809998 117.065437 \n",
+ "2011-07-06 133.490005 134.139999 133.110001 133.970001 117.205429 \n",
+ "\n",
+ " Volume UpperB LowerB PercentB \n",
+ "Date \n",
+ "2011-07-01 202385700 132.373927 125.316073 1.219057 \n",
+ "2011-07-05 165936000 133.254297 124.912703 1.066618 \n",
+ "2011-07-06 143331600 134.040915 124.627085 0.992467 "
+ ]
+ },
+ "execution_count": 3,
+ "metadata": {},
+ "output_type": "execute_result"
+ },
+ {
+ "data": {
+ "text/html": [
+ "\n",
+ "\n",
+ "
\n",
+ " \n",
+ " \n",
+ " | \n",
+ " Open | \n",
+ " High | \n",
+ " Low | \n",
+ " Close | \n",
+ " Adj Close | \n",
+ " Volume | \n",
+ " UpperB | \n",
+ " LowerB | \n",
+ " PercentB | \n",
+ "
\n",
+ " \n",
+ " Date | \n",
+ " | \n",
+ " | \n",
+ " | \n",
+ " | \n",
+ " | \n",
+ " | \n",
+ " | \n",
+ " | \n",
+ " | \n",
+ "
\n",
+ " \n",
+ " \n",
+ " \n",
+ " 2012-06-27 | \n",
+ " 132.419998 | \n",
+ " 133.429993 | \n",
+ " 131.970001 | \n",
+ " 133.169998 | \n",
+ " 118.980804 | \n",
+ " 108088000 | \n",
+ " 136.447962 | \n",
+ " 128.140042 | \n",
+ " 0.605441 | \n",
+ "
\n",
+ " \n",
+ " 2012-06-28 | \n",
+ " 132.289993 | \n",
+ " 132.990005 | \n",
+ " 131.279999 | \n",
+ " 132.789993 | \n",
+ " 118.641281 | \n",
+ " 169242100 | \n",
+ " 136.500761 | \n",
+ " 128.219241 | \n",
+ " 0.551922 | \n",
+ "
\n",
+ " \n",
+ " 2012-06-29 | \n",
+ " 135.199997 | \n",
+ " 136.270004 | \n",
+ " 134.850006 | \n",
+ " 136.100006 | \n",
+ " 121.598610 | \n",
+ " 212250900 | \n",
+ " 136.721010 | \n",
+ " 128.792993 | \n",
+ " 0.921670 | \n",
+ "
\n",
+ " \n",
+ "
\n",
+ "
"
+ ],
+ "text/plain": [
+ " Open High Low Close Adj Close \\\n",
+ "Date \n",
+ "2012-06-27 132.419998 133.429993 131.970001 133.169998 118.980804 \n",
+ "2012-06-28 132.289993 132.990005 131.279999 132.789993 118.641281 \n",
+ "2012-06-29 135.199997 136.270004 134.850006 136.100006 121.598610 \n",
+ "\n",
+ " Volume UpperB LowerB PercentB \n",
+ "Date \n",
+ "2012-06-27 108088000 136.447962 128.140042 0.605441 \n",
+ "2012-06-28 169242100 136.500761 128.219241 0.551922 \n",
+ "2012-06-29 212250900 136.721010 128.792993 0.921670 "
+ ]
+ },
+ "execution_count": 3,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "idf = pd.read_csv('data/SPY_20110701_20120630_Bollinger.csv',index_col=0,parse_dates=True)\n",
+ "idf.shape\n",
+ "idf.head(3)\n",
+ "idf.tail(3)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "---\n",
+ "\n",
+ "#### Let's grab 5 months of data from the input data frame:"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 4,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "df = idf.loc['2011-07-01':'2011-12-30',:]"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "---\n",
+ "\n",
+ "#### We can, of course, plot a basic ohlc or candlestick plot:"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 5,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "'0.12.9b0'"
+ ]
+ },
+ "execution_count": 5,
+ "metadata": {},
+ "output_type": "execute_result"
+ },
+ {
+ "data": {
+ "image/png": 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ysnQBiIiIjBG9JxJ79+zM9aSBiRyR6bAGkmxS//79LV0EIjKT4F4h2Lw9ik8aiMyICSTZJCaQRGSN2H6SrAUTSCIiIpngrFlkLZhAEhGRzeNoDPJRWC0ra2GtAxNIIiKyeRyNQT70a1n1E0bWwloHJpBEREQWwto2JozWigkkERGRkaL3RGJg354GPya3t+SJTQlsBxNIIiIiI5lqKCFbq6EsSlOChw/iMbBvT5s7dls7HiaQREREFvLwQXyBiYW91VAC2bP5bN4eZXMDwdva35IJJBER2QRLTF1oLE59aH80zR2mTxln6aIYhQkkERHZBKkTMVt75Ggp9hpH/ePW1DZrmjvcvXPbQiWTBhNIskv2ekEjoqIryiNHc19LrPHaZYpHt9YQh3WrV+iU09DaZrkfIxNIsku21haFiKRXlM4c+kmCMYrSQ9kWrl054xq9JxLX/71mcKcZa4iDsQmj3I+RCSTZJVvt5UdE0ilKZw4p2zDm1UPZ2q9VeSXFOeMa3CsEr1YLLDTO1nr8QNGHeJLyx4g5MIEku2SrvfyIyLZY+7VKqhmA9GvjCuu9LieaNo/DR40pcL2cP0asYbxMJpBEREQkS/nV3llj73VDymsNU28ygSQiIlmylhqmghR0DNF7IuFb1c+MpZGnnMMv6de8mWqAdjIeE0iyO9bwaICI5NeJoCgJrf5YlAUdQ3CvEMxdsNToclm7nDVz1lDzVpjiTmtpbawigfz2229Rq1YtjBuXe9DN8+fPY8CAAWjUqBGaNGmC0NBQXLlyRbv8l19+QWBgYJ7/Nm7caM7DIJmwhQsUEZlfURJaa3usagpyqDm2ZBnspdZU1glkYmIiRo4ciY0bN8LV1TXX8j/++AODBg1CpUqVsG3bNqxbtw5paWkYNGgQEhISdNbdtWsXTp48qfOvb9++5joUsjDfqn5W3ZORyB5J3VHC2B7N5ugRbU2dQ/JTWKJtjhmD5FZ7XRy+Vf1kfS44WboABdm3bx9SU1Oxd+9evPvuu7mWf/vtt6hUqRLCwsLg4JCdC8+dOxcdOnTAgQMHMHDgQO26ZcuWRfny5c1WdpIXPiYisj5Sd5TQ9GiW4vPReyKxd89OyR9TWmPnEEPZ4vFpZpjJydhEWe73LVnXQLZo0QLh4eF46aWX8lw+f/58REZGapNHAPD29gYApKammqWMRERkHQy5oeu3lWbnjvzJuZbMXNatXpGrdrqoibK1tpmUdQ2kr69vgcvd3d3h7u6u896xY8cAAHXr1jV6/wpF9j9z0ezLnPu0RUWJo7n/ttaI56M0GMfiy/k9lSKOPXsXvearZ+8QfB+1U7s//dd5lTEvhl5rcq4fvTsSCQ/jdT5v7LXLFOfj91E7dWKrX0ZjYlDcbZryGp9XDL0rGl67rSljz94h6Nk7BAP79rTodcLQfcs6gTTUvXv3MGfOHDRr1gxNmjTRWRYREYFz584hLi4OFSpUQP/+/dG7d2+d2kt9/j5e8PDwMHWx89wvGa+gOLq5OiGgcv7L6QWej9JgHA2X1/fUnHHU339e5SnsWmLotSbn+hM+GYnD+6MKLUNxSBnHwuJkTAyKu01zXONzxrA4+zM2TlJLSXE2aH2bSSCvX7+OIUOGoEKFCli8eLH2fWdnZ5QvXx4qlQqzZs2CQqHA4cOH8fnnnyMhIQEfffRRvtuMiUuEu3umOYoPIDv79/fxQkxcIoQw225tTlHimJaRhZuxiWYtl7Xh+SgNxrH4NN/T6N2R2Bu1EzVrvIZPZywwWxz1rxN5XTfyu5ZoyvzwQbzO8ujdkQguoCa0Q+eeBe7T2GuXKc7H23fuYfHyNdrjun3nHpq3aI0ePd9DcO8Qg8usHwMg/zho4uzr64e5C5fmu76U8ophcfYn9d/WWKmpKQatbxMJ5Pnz5zFq1Ci8+uqr+Oabb1C6dGntsvr16+PkyZM669epUwcPHjzAunXrEBoaChcXlzy3KwQscsG31H5tTUFxZIyLjrGSBuNoOE3MevQKQXDvEIwc/J5Z46i/r7z2nV95evQKQY9e2Y8lhdDtdNOjgLZxPXqF5LvP6D2ReBAfL8nxSxnH8hUqassdvScSQgDfbovS7qeKrx8G9OmJHr3eK1K7QP0Y5FXenOdGfnE29XmSs0zFieeD+HhE7X7R+aZ7z/cseo0wdN+y7kRTFJcuXUJoaCgaNWqEb7/9Vid5LEiNGjWQnp6OxMRE0xaQiIhMwpo6bxS3003Ojj/WMIZtXmWcu2Cp2ebztqbOTcNHjck1iLo1seoE8vHjxxgxYgSCgoKwfPnyPGsSd+3ahblz5+Z6/9KlSyhVqlS+PbzJ/ljTzYiIbGOsv8JYW1Jhj4o7u5m1/21l/Qg7MTERmZnZbRBVKhUyMjK0A4SXLFkSy5cvh1KpxMSJE/HkyROdzzo7O8PLywtly5bF1q1bkZmZib59+8LJyQkHDx7EoUOHMHbsWDg6Opr9uEie9u7ZafVfaCIiW2aq8TeNEdwrxC5+zOiTdQI5evRonDt3Tvs6Pj4eR48eBQCEhYXh5MmTSEpKQocOHXJ9tlGjRoiIiECbNm3w9ddfY8OGDfjggw+Qnp4Of39/zJo1CyEhTBZInhckIsqfqb6zeQ0GTYYz5Uwzwb1CENwrxOJPjCIiIhDUuqtFy2Bpsk4gIyIiClzes2fPIm2nbdu2aNu2rRRFIhukuSAN7Fu084mILEvzne3YpqmkSZ85nkJopiq05UTVXG0dLYkJpJW3gSQiIttT1Jk55DDtn6G1bVKX2dI1cXJh6jnE9bcdFxenM/OMOeb3lhsmkEREJAuam7GmJ+3wUWMsXKLCmTuBffggXidxsce2d3kx9Y8J/Tj7+Pjo9Cy39A8ZS5D1I2wiIrIf61avAACL3ZQ1yVl+4xXKoZapgrfhU+bZAks/+s95biiQXQNp75hAEhGRLFjykbSmRq+g5EwOtUw5k9jiDh9jjSzdXCFn4q5QAIf3218Sr0/SR9gHDx7EqFGj0KpVK9StW1f7/ty5c3MNs0NERCQX1jBIN6CbxFpLmck2SVIDqVQq8fHHH+PEiRMAACEEFAoFACA1NRVbt27F6dOnsX37dnh5eUmxSyIiIpOSwyNrysa/hfxIUgO5bt06HD9+HEIIBAQEwMnpRV6anJwMR0dHxMTEYMOGDVLsjshovBhJgz1AKT/WcG4UVkY5PLKWO3M9RuffQn4kSSD/85//QKFQYOHChdi/fz88PT21yypUqIBNmzZBCIEff/xRit0RGY0XI2no90y0hqSBzMMaegdbQxnljo/R7ZckCWRcXBxcXV3RvXv3PJe/9dZbcHNzw4MHD6TYHRHJFG/IRET2QZIE0t3dHRkZGXj8+HGey69evYq0tDS4urpKsTsiIiKrYOoBrimboc2S+DcxniQJpKbH9fDhw/HDDz8gKysLAPDzzz9j3bp1CA0NhUKhQO3ataXYHRERWZmCbthFnXkmLi4O0but68Zv6eFn7IV+jAtL3Pm0xHiSJJDDhg2DQqHA5cuX8emnnyIlJQUAMHLkSCxduhQJCQlQKBQYOnSoFLsjIiIrU9ANWzPzTGFt6Xx8fBDc27qTMXbgMw/9xD1nMplXxx/WSBpOkgSyYcOGCAsLg5ubG4QQuf65ubnhiy++QJMmTaTYHRERkVXQTxhZG2kZOX/A5NXxhzWShpNsJpru3bujVatW+PHHH/HPP/8gJSUFnp6eCAwMROvWrVG6dGmpdkVERHaof//+Jt2+KWoHzZ0wWnK6P3ti6nPRGkg6lWGpUqXQq1cvKTdJRER2orAErn///rgZm2iy/dtC4rV3z06bOA65M/W5aA0km8owLS0Ny5Ytw+rVq3XeHzZsGObNm4fnz59LtSsiIrKw6VPGYWDfntq2Y/ptyB4+iNdZXhRMfMgU7GnOcHOSJIFMSUlBv379sHbtWty/f19n2aNHj7B161b069cPqampUuyOiCyksIboZD/u3rmNzdujtEmffhuyCt4VdZaT6fE7+ULO2mwOdm4akiSQ4eHhuHz5srbDTE7e3t4QQuD69etYv369FLsjIgsprCE6UV6Y2JgHv5MvGPvDhb2yCydJAnn48GEoFAp8/vnnmDZtms6ytWvXYsaMGRBC4NChQ1LsjohkIudjSiYJlB9TJTYcEoekkNe1i72yCydJAnnv3j24urqiX79+eS7v27cvXFxcEBcXJ8XuiEgmcj6mZO2HbTF1DYwU2+fj8eK1NSXdgcYLu3bxx3HeJEkgXVxckJGRgdjY2DyXx8TEQKlUcipDsiq8INumwv6u/LtnM6QGpjg3WEvX8ETvicT1f69ZffKl39aUCWXRDB81Jt8fIPrnM38c502SBLJ27doQQmDIkCHYtWsXLl++jDt37uDSpUvYtm0bhg4dCoVCgZo1a0qxOyKzsPQNjkyjsL8r/+6Fs4UbbHCvELxaLdDmOvqw81LRFBQfazyfLUGScSAHDx6MU6dO4c6dO5gxY0au5UIIKBQKDBw4UIrdEZlU9J5I7N2zk48siPIR3CuEiTaRnZOkBjIoKAjTp0+Hk5NTnlMZOjo6YuLEiWjZsqUUuyMyqaLOy2uP+HiMpMJzicwpZ5tHkoZkM9H069cPrVq1wn/+8x/8/fffSE5Ohru7O6pXr44uXbrg5ZdflmpXRGQhmsdjRMbiuUTmVMG7YoGPrTU/aHr0eo+P/4tI0qkMfXx8MGLECCk3SUQWFBERgaDWXS1dDKNMnzIOd+/c1t4YeKOwPLn0arXFYYBs8ZikUFhc+IPGcMVKIOPi4uDo6Ahvb2/t66Ly8fEpzi6JyAIWLlyIMhvC0b2n9SZbmhlTNHijsDy5tKG01nO6ILZ4TFJgXKRXrASydevWKFu2LE6fPq19rVAoCv2cQqHA5cuXi7NLIrIAHx8frAnfCSHyXm5ttR1yqfmyBdb2t7dV/DtIg3E0XLE70Qi9O0penWfy+kdERWMNDb6t7Vc9h+eQjqF/e3aaMQ1r+w7KFeNouGLVQPbo0QOenp46r4tSA0lERbd3z05e1MhmsOmA7YjeE8lrExUvgVywYEGBr4nIPknRQcXcNyfeDIkMwx+3BEgwDmRmZiYGDBiAQYMGQaVSSVEmIpKhorQfHD5qjM4sGMV5XGls5wpD95lzf2wjmT8+eiainIxOIJ2dnXHt2jX88ccfcHR0lKJMRHZB/4Ys9xt0UdoP6tdKWKKnrTH7ZBvJF/QHXjb2b8lOCkS2RZKZaN555x2kp6fjxx9/lGJzuXz77beoVasWxo0bl2vZ+fPnMWDAADRq1AhNmjRBaGgorly5orPO8+fP8dlnn6FJkyaoXbs2goOD8dNPP5mkrERFtW71Cp1OBXIY1sTWSFWjKPfkXkrReyIxsG9PANJ2LOAjTyLbIslA4l27dsXTp08xfvx4tGrVCm+88QbKlCkDB4fc+WmPHj2KvN3ExERMmTIFf//9N1xdXXMt/+OPPzBo0CB07twZn3/+OdLT07Fw4UIMGjQI+/btQ/ny5QEAo0ePRmxsLJYtW4Zy5crhhx9+wEcffYSIiAg0aNCg2MdNZAx2KjA9qcYbtKc2X8G9QhDcK0SbRGpoaiTtJQ5EVDBJEsj+/fsDyB7K58cff8y3JlKhUBiUQO7btw+pqanYu3cv3n333VzLv/32W1SqVAlhYWHaZHXu3Lno0KEDDhw4gIEDB+LXX3/F2bNnsXHjRrz11lsAgHHjxuHs2bNYvXo1Nm7caODREhHZn8KmgiN5YtIvDTbByE2SR9g5x3iUchzIFi1aIDw8HC+99FKey+fPn4/IyEidmk7N7DipqakAgJMnT6JEiRJo3LixzmebN2+Os2fPQqlUGlQmsl36bb4syZ46c0yfMs6scde/EXB8wrzxhmkb2DSmePSvC0zCc5OkBjIsLEyKzeTi6+tb4HJ3d3e4u7vrvHfs2DEAQN26dQEAMTExqFSpEpycdA/Vz88PWVlZuHPnDl599VXpCk1WS041LHKZ6s0c7t65jbkLlpptf/p/Y/2mBDmHIgKyb8D2ksznVNyBwjVxs8eYyY2UbYDlcm00FzYxKpzRCeSvv/6KmJgYJCUloXLlyujcuTMqVaokRdkMdu/ePcyZMwfNmjVDkyZNAADJycnw8PDIta5mIPSkpKR8t6dQZP8zF82+OCa7cYobx+Be7+l8JuFhPPbuiURw7/8fkmb3i/9LQf/8Kuy1ueUVR0PLVJT1pT5uQ7env9y7ou6No2fv7PaAxS2TtXyvCzq/o3dHIuFhfIHHoB+376N2GhT3wlhLHOWkZ++QXH8HhQKIiIhAszZdi7yd76N2omeO6+CNf6/pXBstfa0yBf37QU62ei4aejxGJZCff/45du/erfPe8uXLMWPGjDzbLJrS9evXMWTIEFSoUAGLFy+WZJv+Pl55Jp+m5u/jZfZ92iJD4zjhk5E6r/2qVtF57/D+qFzrGMPN1QkBlb2K/NpScsbR0DIVZX2pj9vQ7ekvHz5scK71pfhbyP17XdD5PeGTkTi8P6rAGOjHzdC4F5Xc4yg3ecV5RESEtu+CodvQnAs5z5W8vjPWrijXels7F1NSnA1av9gJ5L59+7Br165c72dmZmLWrFkIDAxEnTp1irt5g5w/fx6jRo3Cq6++im+++QalS5fWLitZsiRiY2NzfUZT81iqVKl8txsTlwh390zpC5wPhSL7hIyJSwSnDS8+qeKYlpGFm7GJ+b42VmHbl3p/htL8Gs0ZR0PLVJT1pT5uQ7envzyodddc6xtTJmv5XhsaJ336cSts/Q6dexoUU2uJo9zo/x3y+l4buo2ifGdsma2ei6mpKQatX+wEUpM8+vj4YMSIEahUqRKuXbuGDRs24Pnz59i+fbtZEshLly4hNDQUQUFBWLJkCVxcXHSWBwQE4KeffkJmZiacnV9k17du3YKzszOqVq2a77aFgEVODkvt19YYG0f9z0v9dyls+/qvLdUOKWc5DI1BUdaXOs6Gbq84ZZSiXHLzID4eUbvzP8ek/tv36BVSrHjIPY5yk1+8DImj/rnBv0E2W4uDocdS7F7YV69ehUKhwIoVK/D+++/j7bffRmhoKMLCwiCEwF9//VXcTRfZ48ePMWLECAQFBWH58uW5kkcAaNmyJTIyMnD69Gmd948ePYrmzZvrJJVElqTf60//tb10qiHz0O91LqdOZCQdKUYZ0D832EOfACNqIJ8/f44SJUqgVq1aOu83bdoUAPD06VPjSobsgcQzM7MfIatUKmRkZCAhIQFA9qPp5cuXQ6lUYuLEiXjy5InOZ52dneHl5YU33ngDrVq1wuzZsxEWFgYfHx9s3boVN27cwPz5840uI5FU9Hv9WboXYPTuSMTFxZlvf3sizd7j2VzDJUVERCCoddE7LZjDutUrAHB4EltnzHUkv+8kzxkCjKiBFEKgRIkSud7XvKdWq4tfqv83evRoNGvWDM2aNUN8fDyOHj2qfX3gwAGcPHkSSUlJ6NChg/Z9zb/Ro0drt7N48WI0b94cY8eORadOnXDhwgVs3LgRNWvWNLqMRFKw1LiPBdVKBPcOgY+Pj9nKEtwrBJu3R0k+F3VBtSXmmvs6IiLC5PswFGsc7Y9mmsqi/jA01XeSbIMk40CaSmEX3Z49exa4XMPDwwOzZ8/G7NmzpSgWkeQsNe6jLU7Rl3M8Qs20fESUfZ3p2TsEIwfzETQZz6gEMisrC+fPn89zhpn8ljVs2NCYXRJZrZydYKx1phlraPtk6Uf/lM0azhV7FRcXh+jdkeiR43rEH1pkKKMSyOTk5DzHklIoFHkuUygUuHz5sjG7JLJaOWv7rHWmGUvcZHhzkwdDE0L+zeTLx8cHwb1f9IK3xScRZHpGzYVd2LzXxs6FTWTLWEOTN/05ya0x0bZFTDCIKKdi10AGBwdLWQ4im1NYzRlvyHlj5w7zskTvdyKyfsVOIMPCwqQsB5HNkfNjITkkDfmVgTWz5qXpaGTMOIFk2/idpLwY9QibiEzHlBdtOQzPkV8ZzJ108+aYTa4/dsg4UpzfPDcoL0wgiWTKUh1W7I0p42zouHtEUsvr/M6r8yuRoZhAEpmBtQzbI2WHFWs5ZlPS1LLqD8huj4k6yQcTSJICE0giMyjKjCe29ii1qLO8SHnc1pK0smc5EVk7JpBEMmGOR9ZyrPmS8rjNNTUhEZG9YwJJZCaaKfYsmcStW71ClkmkMWzteIiIrAETSCIz0UyxZ8kejYWNsag/iLc1tJXi42Ci4tF08rKGZh8kP0wgiUhLP8G0hgSSiIpHDsN5kfViAklEJiOHx/ZyYy0dfYiICsIEkohMxpjH9kV9vKb/2F3uLN3RRxNX36p+FisDyZs1fZ/IcphAEhUTL7KmVdTHa9Ywd3ZcXByid+d/vpjzXNLEde6CpWbbJ1kXtiumomACSVRMttijWWq2NrZlcfn4+CC4d/5JLm/YRGRtmEASFZOhPZrtkdxrBomIqHiYQBKZiH6Cydo4siR7/zFDRNJiAklkJqyNy8ZExrw0nWbWrV5h6aIQkQ1hAklEZiVlez9bGBLH1MfAsf6IyBSYQBIVgrM1SEvKtqGWHhJHCrZwDERkf5hAEuVD02aRNTjSsoZhd6TGGX2IyNYwgSTKh70lOdZi+pRxBdZgyrGzEhNIIrI1TCCJbJgtdli5e+d2gcm9KRJ/axySydrKS5bjW9WP5wsZjAkkkRUobkcLDlAtDWt87M6B7qmo5i5YanXnN1keE0giK1DcjhbWWHMmR4Y+FpdDzK0x6SXLYodBMgQTSCKJyCFp0MfZcqRhaCLG2j+yRpoOg4A8r2ckL0wgiSQi58fF+dUs2EItlRw7zdhCXMl+DR81hucvFYoJJJEdsOWhiGzhRvfwQTwG9u3JWh+SBVv4TpHpMYEksiNyrK0rjD08Zq/gXRGbt0fxxk1EVoMJJJEVMzSx0k9QrCGh5ONgIiL5YQJJZMWMbXfJxMx+2ENNLhGZj1UkkN9++y1q1aqFcePG5bn89OnTCAoKQlBQUK5lUVFRCAwMzPPfoUOHTF10IqtR3LEmyTqwJpeIpORk6QIUJDExEVOmTMHff/8NV1fXXMtVKhVWrlyJ8PBwlCtXDunp6flu6+TJk7neK126tKTlJbJmwb1CZN2TnIiI5EPWNZD79u1Damoq9u7dm2eyd+PGDfzwww/YunUrGjZsWOC2ypcvn+ufi4uLqYpORFRsfNRMRHIn6wSyRYsWCA8Px0svvZTncm9vb0RFRaF27dpmLhkRmYs1dPSRGmuCiUjuZP0I29fXt8DlfARNchC9JxJ79+y0aPtBTRl8q/ph7oKlFiuHKbDdHhGR/Mg6gZTS0qVLcfToUSQkJMDX1xehoaHo0KFDgZ9RKLL/mYtmX+bcpy0yVRz1zwfN6569Q9CzdwgG9u2Z53JT7d8UZci5vrniaO7Pm0NhcUx4GI+9eyIR3Dsk1/p5vTa2DAAQ3Os92cetILw+SoNxNJ6txtDQ47H5BLJEiRKoUKECnJyc8OWXXyItLQ27d+/GmDFjsHDhQvTo0SPfz/r7eMHDw8N8hc2xXzKe1HF0c3VCQGWvYr+Wev+mKENe65s6jub+vDkUFsfpn01F//79811fimPU38aET0YatT254PVRGoyj8Wwthikpzgatb/MJZKdOndCpUyed9xo0aIDbt29j5cqVBSaQMXGJcHfPNHEJX1Aosk/ImLhECGG23docU8UxLSMLN2MTi/1a6v2bogw51zdXHM39eXMoLI5Brbua/NyxhjgZgtdHaTCOxrPVGKamphi0vs0nkPmpXr06Ll68WOA6QsAiJ4el9mtrpI6j/vYMfS31/k1RhqLsw1jGbs8avh+GxtEU5441xKk4bPW4zI1xNJ6txdDQY5F1L2wprFu3DqtWrcr1/qVLl+Dv72+BEhERSYvD/hCRucm6BjIxMRGZmdmPkFUqFTIyMpCQkAAAKFmyJFQqFVJTUwEA6enpUKvV2uUlSpRAyZIl4ebmhiVLlkCtVqNTp05QqVTYsWMHLl68iEWLFlnmwIiK4eGDeAzs2xM9er3HnskyZake+Xv37OQ5QURmJesEcvTo0Th37pz2dXx8PI4ePQoACAsLQ2xsLL7++mudzzRr1gwAEBwcjAULFqB///5wc3PDtm3bEB4eDpVKhcDAQKxYsaLQXthEclLBuyI2b4+ydDEsRg7DJRUmuFcIgntl94YvruJMKckfF0RkbrJOICMiIgpdZ/To0YWu07t3b/Tu3VuKIhFRMeUcq7I4pEjOrEFxppTM+ePCGhJtIrJ+Nt8GkojkIbhXCDZvj7KJgc7l3OZQE+cK3hUtXRQismFMIImIDKRfQyjnhJKIyBSYQBIZKHpPJAb27clHhBYix7mxOXc1EdkbJpBEBuIjQsuyxU4ihSXFrOEkIrlhAklEWnKs3bMHhSXFrOEkIrlhAklEWrZYu0dERNJjAklEZKSHD+L5mJmI7AoTSCIiI1Xwrii72ls2RyAiU2ICSWQlmBCQIeSW0BKRbZH1TDRE1qo409EVhgmB5XGWFyKibKyBJDKB4F4hFh3mh2NVmoa5hnDSzG3NdpVEJFesgSSyQfYyb7StGj5qDGuciUjWmEASWSE+SpU3Y9urMnkkIrnjI2wiK8TZcCyrsGF7mAASka1jAklkQzgeoXnIcdgeIiJzYgJJZMX0E0b9xIZD/9imnH9zU/T4JyIqDBNIIitWWGcL1pJZv7wSxJxzY1u6xz8R2ScmkERWTD9BZI2j7WGCSERyxASSqIgKa1+ov9wSyRxrHO0Dx4kkIkvjMD5ERVRYxwn95UzmyFQqeFfE5u1Rli4GEdkxJpBERcTHw6RPMx6nb1U/SxeFiMismEASFVFhNYpMMO2PZsYfIiJ7wzaQRBJhIkFERPaCCSQRERERGYQJJBEREREZhAkkEZGVY/tbIjI3JpBERFaO7W+JyNyYQBIRGYg1fkRk75hAEhEZiDV+RGTvmEASERERkUGYQBIRERGRQZhAEhEREZFBmEASERERkUGYQBIRERGRQawigfz2229Rq1YtjBs3Ls/lp0+fRlBQEIKCgvJcHh8fj7Fjx6Jhw4aoU6cO+vbtiwsXLpiyyEREREQ2S9YJZGJiIkaOHImNGzfC1dU113KVSoVly5bhww8/RIkSJfLchlKpxODBg3H37l1s3LgRu3btgr+/P4YMGYK7d++a+hCIiIiIbI6sE8h9+/YhNTUVe/fuRenSpXMtv3HjBn744Qds3boVDRs2zHMbBw4cwM2bN/HVV1+hTp06CAwMxOzZs1GqVCmsX7/e1IdAREREZHOcLF2AgrRo0QJ9+vSBo6Njnsu9vb0RFRUFLy+vfLdx4sQJ+Pn5ISAgQPuek5MTmjZtiuPHj0tdZLIjnI2EiIjslawTSF9f3wKX51UrqS8mJibP7fj5+SEqKgppaWlwc3PL87MKRfY/c9Hsy5z7tEXmimPP3rY9GwnPR2lIEUf9a5G5r01ywPNRGoyj8Ww1hoYej6wTSCmkpKSgSpUqud739PQEACQlJeWbQPr7eMHDw8Ok5ctvv2Q8xlEajKM0jImjm6sTAip75fvanvB8lAbjaDxbi2FKirNB69t8AmmMmLhEuLtnmm1/CkX2CRkTlwghzLZbm8M4SoNxlIYUcbx95x6at2iNHj3fQ3DvEKRlZOFmbKKk5ZQ7no/SYByNZ6sxTE1NMWh9m08gS5YsiZSU3EFJSkqCQqFAqVKl8v2sELDIyWGp/doaxlEajKM0jIlj6IdjENwrRGc79vo3sedjlxLjaDxbi6GhxyLrXthSCAgIwO3bt3O9f+vWLVSuXDnf4X+IiORCkzwSEcmFzSeQLVu2xN27d3H9+nXte0qlEidOnECrVq0sWDIiIiIi6yTrR9iJiYnIzMxug6hSqZCRkYGEhAQA2Y+mVSoVUlNTAQDp6elQq9Xa5SVKlEDJkiXRvn171KhRA5MnT8asWbPg6emJVatWITMzE8OGDbPMgRERERFZMVknkKNHj8a5c+e0r+Pj43H06FEAQFhYGGJjY/H111/rfKZZs2YAgODgYCxYsABOTk7YsGEDwsLCMHToUCiVStSrVw8RERGoWLGi+Q6GiIiIyEbIOoGMiIgodJ3Ro0cXuk65cuWwePFiKYpEREREZPdsvg0kEREREUmLCSQRERERGYQJJBEREREZhAkkERERERmECSQRERERGYQJJBEREREZhAkkERERERmECSQRkRWJ3hOJhw/iLV0MIrJzTCCJiKxIcK8QVPDmLFpEZFlMIImIiIjIIEwgiYiIiMggTCCJiIiIyCBMIImIiIjIIEwgiYiIiMggTCCJiIiIyCBMIImIiIjIIEwgiYisTI9e71m6CERk55hAEhFZmeBeIZYuAhHZOSaQRERERGQQJpBEREREZBAmkERERERkECaQRERERGQQJpBEREREZBAmkERERERkECaQRERERGQQJpBEREREZBAmkERERERkECdLF0BuVCqV9v+PHiXA3T3VbPtWKABPZyUePXoGIcy2W5vDOEqDcZQG4ygNxlEajKPxbDWGqakp2v/nzIXywwRSz927d7X/bx1Uz4IlISIiIjK/u3fvombNmgWuI9sE8t69e2jTpk2+y8PCwnDu3DlER0fnufzMmTMoW7YsACA+Ph4LFizAqVOnkJGRgVq1amHSpEmoV48JIhEREZGhFEIUXgF7/vx5lC1bFgEBAQCAbdu2Yfv27YiLi0PlypXRr18/9OnTR9KCqVQqPHnyJNf7Z86cwWeffYb9+/dj9erVuHXrFlauXJlrvXLlykGhUECpVKJ79+5wd3fHzJkz4erqii1btuDAgQP44Ycf4Ovrq/O558+fo3Tp0gCAsxf+gbu7u6THVRCFAvD38UJMXKJNVYubG+MoDcZRGoyjNBhHaTCOxrPVGKampqJxvdcAAM+ePUOpUqUKXL9INZCzZs3C9OnTERAQgG3btmHRokUYMGAAAgICEBMTg8WLF0OtVqNfv37GH8H/c3R0RPny5XXey8zMxDfffIOBAweiatWqAABnZ+dc6+V04MAB3Lx5EwcPHtQmwLNnz8bJkyexfv16zJkzJ9d+Ndzd3eHu7iHVIRVKoQA8PDzg7p5pUyeluTGO0mAcpcE4SoNxlAbjaDx7iGHOXCg/RUog79y5o62p27VrF2bMmIHg4GDt8sDAQCxfvlzSBDIvmzdvxvPnzzFy5Mgif+bEiRPw8/PTJo8A4OTkhKZNm+L48eOmKCYRERGRTSvSMD4eHh54+vQpAODhw4eoUaOGzvKaNWvi/v370pcuh9TUVGzYsAFDhgyBp6dnkT8XExOT6zE1APj5+eH+/ftIS0uTsphERERENq9INZAtWrTAtm3bEBYWhrfeegsHDx5E9erVtcsPHDiAl19+2VRlBADs3LkTarUa77//vs77T548waefforffvsNycnJeOONNzB27FhtkpuSkoIqVark2p4mCU1KSoKbm1ue+1Qosv+Zi2Zf5tynLWIcpcE4SoNxlAbjKA3G0Xi2GkNDj6dICeSECRPQp08f9O3bF2+88Qa+/fZb/Prrr3jllVcQExODP/74A6tWrSpOeYtsy5Yt6NWrl07to6enJ1QqFd58800MGzYM8fHxWLVqFUJCQhAdHa3z2Lo4/H284OFhvjaQOfdLxmMcpcE4SoNxlAbjKA3G0Xi2FsOUFGeD1i9SAlm+fHlER0dj/fr1OHr0KIQQuHjxIuLj41GvXj3s2LEDtWvXLlaBi+LSpUuIjY3NNazP9OnTdV5Xq1YNb7zxBlq0aIH169cjLCwMJUuWREpKCvQlJSVBoVAU2MsoJi4R7u6Z0hxEEdhqzy5zYxylwThKg3GUBuMoDcbReLYaw5wDiRdFkceBLFmyJMaPH4/x48cbXChjHTlyBKVLly7SuI2lSpVC5cqV8fDhQwBAQEAAfv/991zr3bp1C5UrV0aJEiXy3ZYQsMjJYan92hrGURqMozQYR2kwjtJgHI1nazE09FiMGkg8PT0df/zxB27duoXnz58DyE7gXn75ZdStW7fA5MwQZ8+eRZ06dXS6lSuVSsydOxdBQUHo0KGD9v3ExETcuXMHb731FgCgZcuW+P7773H9+nW8+uqr2s+eOHECnTp1kqR8RERERPakWAnks2fPsHTpUnz//fdIT0/Pc50SJUqgR48eGDt2rHZg7uK6efMmunbtqvOei4sLnj59iunTpyMtLQ0NGjRAQkICli5dCkdHR3zwwQcAgPbt26NGjRqYPHkyZs2aBU9PT6xatQqZmZkYNmyYUeUiIiIiskcGJ5DPnz9Hnz59cPPmTbi5uaFp06Z4+eWXtZ1bkpOTcevWLfz+++/YsWMHfvnlF3z33XcoWbJksQqoVqvx/PnzPD//5ZdfYs2aNVi9ejXu37+PEiVKoEGDBti+fTv8/f2zD9DJCRs2bEBYWBiGDh0KpVKJevXqISIiAhUrVixWmci+fbD2JzxOefHD6SWPEtg6opUFS0RERGReBieQX3/9NW7evIlBgwZh9OjR+fZSTklJwYoVK7B582asWrUKU6ZMKVYBHRwccO3atTyXubm5Ydy4cRg3blyB2yhXrhwWL15crP0T6Xuckg6lS6kcr59bsDRERETmZ3ACeeTIETRu3LjQhNDDwwNTp07FlStX8N///rfYCSSRpenXOKZnquDgYsECERERWViRZqLJKSEhAXXq1Cny+nXr1kVCQoKhuyGSDU2No+afLfW6IyIiKg6DE0gvLy/ExMQUef0bN27Ay8vL0N0QERERkUwZnEA2a9YMR44cwbZt2wpdd+vWrTh27BiaN29erMIRERERkfwY3AZy7Nix+PnnnzF37lyEh4cjKCgI/v7+Or2wY2JicOrUKcTGxuKll17CJ598InnBiYiIiMgyDE4gvb298d1332HWrFk4deoUvvvuOyj0ZuAW/99ILCgoCLNmzYK3t7c0pSUiIiIiiyvWQOK+vr7YuHEj7t69i7NnzyImJgbJyckAAE9PT/j7+6Nx48bw9fWVtLBEcpSeqULHJQe1rzkuJBER2TqjpjL09fVlkkg2x9Bhe4QAx4UkIiK7YlQCSWSL9AcKF8qnFiwNERGR/BjcC5uIiIiI7JvJE8iFCxeibdu2pt4NEREREZmJyRPIxMRExMbGmno3RERERGQmfIRNRERERAYxuBPN5MmTDVr/woULhu6CiIiIiGTM4ATyhx9+gEKh0A4WXhT6A40TERERkfUyOIH08PBAxYoVMXPmzCKtv27dOpw6dcrgghERERGRPBmcQFavXh1Xr15Fo0aNirR+dHS0wYUiIiIiIvkyuBNNjRo1kJqaijt37piiPEREREQkcwbXQDZs2BDnz59HfHw8qlatWuj6bdq0QeXKlYtVOCIiIiKSH4MTyA4dOqBDhw5FXr9t27YcSJyIiIjIhnAcSCIiIiIyCBNIIiIiIjIIE0giIiIiMggTSCIiIiIyCBNIIiIiIjKIwb2wzal169aIjY3N9X61atWwb98+AMD58+exdOlS/PXXX3B2dkazZs0wdepUeHt7a9ePj4/HggULcOrUKWRkZKBWrVqYNGkS6tWrZ7ZjISIiIrIVsk4gAWDIkCEYMmSIzntOTtnFvnnzJoYOHYqOHTviiy++wNOnT7Fw4UIMGzYMUVFRcHZ2hlKpxODBg+Hu7o6NGzfC1dUVW7ZswZAhQ/DDDz/A19fXEodFREREZLVkn0C6u7ujfPnyeS5bv349ypQpg7lz52qTygULFqBjx444fPgwunTpggMHDuDmzZs4ePAgAgICAACzZ8/GyZMnsX79esyZM8dsx0Ly9MHan/A4JR0A8JJHCQuXhoiISP5kn0AW5OTJk2jRooU2eQSAgIAAVKlSBcePH0eXLl1w4sQJ+Pn5aZNHILsGs2nTpjh+/Lglik0y8zglHUqXUv///+cWLg3JWc4fG0D2D46tI1pZsERERJZhtQlkSkoKHj58mOd0in5+frh58yYAICYmJs/H1H5+foiKikJaWhrc3NxMXl4iY+jXkjJpsYycPzayX/MHBxHZJ9knkH///TeGDRuGq1evwtHRES1atMAnn3yCrKwsAICHh0euz3h6emo736SkpKBKlSp5rgMASUlJ+SaQCkX2P3PR7Muc+7RFcoij1PvWryU1x7HJIY7WoLD4MI7SYBylwTgaz1ZjaOjxyDqBLFOmDJKTkzFkyBBUqVIFV65cweLFi/Hbb79h06ZNJt+/v49XngmqOfZLxitqHBU5vjUKCa4ICoUCAZWLtm9DtmnK7ReE5+ML+ueHIX8LxlEajKM0GEfj2VoMU1KcDVpfsgQyMTERV69exZMnT9CpUycAQHp6OkqUKH6nhD179ui8fu2111C+fHkMHjwYp0+fBgAkJyfn+lxSUhJKly4NAChZsiRSUlLyXEehUKBUqVK5lmnExCXC3T2z2OU3lEKRfULGxCVCCLPt1uYYGkeRYyUhQeDTlFl4bfwO7euXPEtgm5GPnPXLeDM20ajtFQXPx9z0z4+i/C0YR2kwjtJgHI1nqzFMTc2dKxXE6ATy5s2b2jEW1Wo1AKBTp04QQqBt27aYOXMm2rVrZ+xutKpXrw4AePjwISpVqoTbt2/nWufWrVto3LgxgOxONb///nue61SuXLnABFcIWOTksNR+bY0l/3467eSSn0teDnMeF8/HghU1NoyjNBhHaTCOxrO1GBp6LEbNRBMTE4M+ffrgxIkTUKlUOr/OExMT8ejRI4wbNw4XLlwweNs3btzA5MmTcePGDZ33L126BAB4+eWX0aJFC5w4cQKZmS9qCS9fvoy4uDi0bt0aANCyZUvcvXsX169f166jVCpx4sQJtGrFjghEREREhjIqgVy2bBmePXuGKlWqYOLEiXB3d9cuc3JyQu3atZGVlYUNGzYYvO2KFSvi119/xdixY3Hq1CncvXsXR44cwaxZs1CtWjW0bt0aw4YNQ0pKCj777DPExMTg4sWLmDp1Kt544w20adMGANC+fXvUqFEDkydPxsWLF3Hz5k1MnToVmZmZGDZsmDGHT0RERGSXjEogf/nlFygUCoSHh2PYsGFwcXHRLitZsiTWr18PR0dH/PnnnwZv28PDAxEREahevTqmTp2Kjh07YtasWWjWrBm2bNkCZ2dn+Pr6YvPmzYiLi0P37t0xbNgwVK9eHWvXroWDQ/ahOTk5YcOGDfD398fQoUMRHByMx48fIyIiAhUrVjTm8ImIiIjsklFtIFNSUlCiRIk8h8kBspNIR0dHPHv2rFjbr1KlCr766qsC16lduza2bt1a4DrlypXD4sWLi1UGIiK54EDmRCQXRtVAent7Iz09HSdOnMhz+ZYtW6BUKvOdipCIiIpOMx6o5l/OZJKIyJyMqoFs1aoVIiIi8OGHH6Jhw4ba4XLGjBmDf//9F7du3YJCoWBnFSIiIiIbYlQN5IcffggfHx9kZWXh7Nmz2tlhfvzxR9y6dQtCCHh7e+PDDz+UpLBEREREZHlG1UCWLVsWO3fuRFhYGP773//qDKfj7OyM9u3bY/LkyShXrpzRBSWiFzg3NhERWZLRA4lrOqgolUrcvHkTKSkp8PT0hL+/v06vbCKSjv7c2EREROYk2VSGLi4u2lliiIiI5Iq92YmMZ3QCmZycjP379+P27dtITEzMcy5hhUKB+fPnG7srIiIio+Wswc9+zVp8IkMZlUCeP38eo0aNQlJSUqHrMoEkIiIisg1GJZBz587F8+eF/3JTKBTG7IaIiIiIZMSoBPLmzZtQKBRo0aIF+vfvDx8fH3acISIis2KbRiLzMyqBrFChAh48eICVK1fC2dlZqjIREREVGds0EpmfUQnkgAEDMH/+fFy7dg21atWSqkxERKxVIiKSMaMTSFdXV4SGhqJDhw6oVq0aPDw88ly3R48exuyKSDL6g3CTPLFWiYhIvoxKIGNiYrBlyxY8ffoU3333Xb7rKRQKJpAkGxyEm6yFfi1seqYKDmxmTkQyYFQCOXv2bNy4cQMKhSLP8R+JiKj49GthhfKpBUtDRPSCUQnkn3/+CYVCgUqVKqFr167shU1ERERkB4xKID08PJCZmYldu3bhpZdekqpMRJLJqyMGERERGceoBLJr167YsmUL1Gq1VOUhkhQ7YhCRJXAUAbJ1RiWQkyZNQlZWFgYNGoTQ0FDUqFEDJUuWzHNdHx8fY3ZFRAbgzYvIskz945XfcbI0oxLIunXrIjMzEwAwderUfNdTKBS4fPmyMbsiKhLNRVXTsctee62y5pU3WLJtcviO8ztm34xKIJVKpVTlIJIEe63arzyHvPEoo31dnBssxww1HJMK+yGHJJYsx6gEMjg4WKpyENms9EwVOi45qH0thxuq/k0+M0sNZycH7euXPEpg20jruumb4seDsWOG6teIW+Jvb+6EjkkFkX0wKoEMCwuTqhxExWINAy0LAdndUPVv8irlUwgDymiJWiY5JuKFlUkOyZQcykBEtseoBJLI0vjI2jIskZTIMRE3tkx83EtE1sqoBLJNmzaFrqNWq5Geno4zZ84Ysysim8Ukwn7pJ+KxiU91ajTlWKMuB+Z48qDf/pXfSSJdRiWQsbGxeU5jqFAoAED7vuZ1cezevRsRERG4c+cOvLy8EBQUhHHjxuGll17CypUr8fXXX+f7udq1awMAnj9/joULF+LYsWNITk7Gq6++ijFjxqBVK14QyPLs5RGjpW/IcngErl8G/cRHv0azKDXqUsfVGn7QmOPJg7HtX4lsnVEJZH5jOz579gwpKSlwcnLCG2+8ke/YkIUJDw/Hl19+iUmTJqFNmza4ffs2Pv/8c9y8eRPbtm0DAFSsWBG7d+/O9dkyZV70vhw9ejRiY2OxbNkylCtXDj/88AM++ugjREREoEGDBsUqG5GcWENbUEvfkOXwCLw4CWJhpI6rJX7QWPrHBREZzqgE8tixY/kuu3r1Kr744gu4urpi2bJlBm9bCIGNGzeiR48eGDJkCADAz88PH330ET7//HNcu3YNAODo6Ijy5cvnu51ff/0VZ8+excaNG/HWW28BAMaNG4ezZ89i9erV2Lhxo8FlI5Ibe2wLWlhtHlmPwpJgju9KJD8m60RTvXp1rF69Gk2bNsWiRYswffp0gz6vUCiwb98+ODo66rzv7e0NAEhJSSnSdk6ePIkSJUqgcePGOu83b94c33zzDZRKJVxceCUisjamqM0j8zB0fE17/IFEJHcm7YXt6ekJZ2dnHDp0yOAEEgC8vLxyvXf06FG4u7vjtddew+nTpwvdRkxMDCpVqgQnJ91D9fPzQ1ZWFu7cuYNXX301z88qFNn/zEWzL3Puk8yvKDVnpjgHDN2moeej/nr91v6Ex8n/nyR45k4S5HCeS10GOdSKfrCu4LgDxT8Xikv/84XVOErxd5H6GC1RJlNs39T3GTl8r03NVu/Vhh6PSRLIzMxM3Lt3D2vWrEF6ejrUarUk2z127Bh27tyJsWPHattVpqenY86cOTh9+jSePn2K1157DR9//LH2cXVycjI8PDxybcvT0xMAkJSUlO/+/H288vysqfn7eJl9n3L19pzv8eBZmva1d2k3HJ/RXfva0A5a+usX9toUCqs5UygUCKjslW+5ilNm/W0W9hmFQqE9D/M6H/U/n504HdK+9i7thicpGdrjfJKSlOsY9I9R/29t6uQrrzLktU5e/8+PuWtF8zoXCoq7Zp2CjtvQ9Yvz+cLO54LWL2oZjD1G/TIO2viz9vzUvw4Vdx/GMHb7UtxnTH2Mcmdr9+qUFGeD1jcqgaxRo0ah6ygUCrz22mvG7AYAcPDgQUyaNAldu3bFiBEjAADu7u4oUaIEqlativfffx+JiYkIDw/HoEGDsHnzZjRq1MiofcbEJcLdPdPosheVQpF9QsbEJUKvY7vVylkLBWTXiGwzoIF8fGKqzg05PvE5bsYmal/rjwBQGP31C3ttCUIInWPUvJfX//N6nZc0ZRZeG79D+zo9UwWHAq4VQgjExCXmez7mLgOQ4fyis1x84vNC1s99jPp/a5Fh2uRLPyZ5nZsFxV0OinM+5xX7wrZR0PrF+Xxh53NB6xe1DIYcY17ngn4Zc56f+tehouzD0DgWprjbl/I+Y+pjLA5j7zlFYYv3agBITS1a00ANoxLIonypXV1dMWHCBGN2g4iICMyfPx99+/bFZ599pv3VM3ToUAwdOlRn3fr16+Odd97B119/jS1btqBkyZKIjY3NtU1NzWOpUqVyLdMQAhY5OSy1X1N4nKzXozP5uQQXLSMLJXPpmSq8s1h3uBljFadmTBNnIYB+a6Tv5W3pv2OuXtkSnJvWwtDjNPd3Voq/gyHbyOtckHL7xnxGoygjLRh6zKY4343dZl7tYw3poa9/z4l9+jTX9VSqXv62dK8GDD8WoxLIhg0b5vm+QqGAl5cX/P390bdvX23Hl+LYsWMH5s2bhwkTJiA0NLTQ9Z2dnfHqq6/i1q1bAICAgAD89NNPyMzMhLPziyqXW7duwdnZGVWrVi122YhMQQ7DzehjJwbbIYfxMO2RsXEvznfQGodHyqt9rDHDVMnxemorjEogIyIipCpHns6cOYM5c+ZgypQpGDRoUK7lCxcuRNWqVdGnTx/te0qlElevXtU+Xm/ZsiVWr16N06dPo0WLFtr1jh49iubNm+sklfbOGgYQJiLjmPuGmlfiZGr6+8zMUsPZyUFnuSlnrslrH5ZIZIo6PJKGqa/51niPyavM20bKu8zmItu5sIUQ+OKLL1CvXj107twZCQkJOsvd3d0hhMC8efOgUqnQvHlzJCcnY+3atUhISMCiRYsAAG+88QZatWqF2bNnIywsDD4+Pti6dStu3LiB+fPnW+LQZKuwadWs4ctOZAxDh5ehwlkicdLfp0r5FMKMM9eYah+FKez8zTmeZlkPV5MPGp9nUu3xYpIPKfZn7CQKhSW19jJTWHEYlEDGxcUVe0f5zVpT0L5u3LgBAGjWrFmu5R9//DEmTZqEcuXKYceOHVi0aBEUCgVq166NTZs26TxeX7x4Mb788kuMHTsWycnJqFGjBjZu3IiaNWsW+3iskaG//lj1T6Ykx9lzLD1bjiUUNvRQYbV5/GEpH4WdvzrLi9DO09gaQ1Mk1YUlpYbugwli8RmUQLZu3bpYw5woFApcvnzZoM9UrlxZO9tMQYYNG4Zhw4YVuI6Hhwdmz56N2bNnG1QGc+u39ic8ScmAEMIkF+XCahjlcAMvjBzG2SNpyKHGhgrvYFVYbZ4priNy/HFhj+SYXPG6IR8GP8KW41AWtiJn7zFzVO0b2jNXDo3vOfsIkbyYen5vqbYpNXts7mALP+Bt4RjkwqAEMjg42FTlIAlIXbWvj4+07YdmKCHOPUyUN2ObO8jhB7mhbOEHvBTHYOqnhdbCoAQyLCzMVOUgCVjDr3ayDrZwoyCSs8J+kPMxvmUUpYZS6qeF1kqyXtgPHjzAlStXkJycjFKlSqFWrVooW7asVJsnIiKyG9ZYIVCcx8NyawrAH89FZ3QCee/ePcycOROnT5/WeV+hUKBDhw6YMWMGypQpk8+nyRj8hUpERHJRnOTLHkc+sBVGJZCPHz9G3759kZCQkOecmIcOHcK///6L7777Dh4eHkYV1B4VNouAHH6hWuNMB0RERGQcoxLI9evX4+HDhwCAunXrok6dOnBzc8OTJ0/w22+/4ebNm7hx4wbCw8Px8ccfS1Jge2INv8ysoYxERHLH3sFkbYxKIP/3v/9BoVDg008/zXOqwWXLlmHNmjU4fPgwE0giIqJ8sO0dWRujEsj79+/DyckJH3zwQZ7LR44cifXr1+PevXvG7Ib+n9waGxMREZF9MiqBdHBwQGZmJpRKJZyccm+Kg45LyxoeFxua5Bo7VRYRERGZn1EJpL+/P65cuYIFCxZg+vTpcHF50WBDqVQiLCwMKpUKL7/8srHlJCthaJJrC9MrEhER2RujEshOnTrh8uXL2LVrF3788UfUqlULpUuXRmJiIi5duoTnz59DoVCgc+fOUpWXrFxhDcXZDoiIiOyJtT6JMyqBHDBgAH788Uf8+eefSExMxMmTJ7XLNI+v69atiwEDBhhXSrIZTBCJiMiWGDqcXWHTDsu1iZo+B2M+7OLigs2bN2PgwIFwd3eHEEL7z8PDA4MHD8a3336r82ibiIiIyFZommIpXUrpJIZFWV/pUgrW2l3E4BrIlJQUnUHBS5QogalTp2Ly5Mm4efMmkpKSUKpUKfj7+8PR0VHSwhIRERGR5RmcQAYFBaFNmzbo1q0bmjdvDgeH7EpMR0dHVKtWTfICEhERkelxMHN50P87yLVNpMEJZHp6Og4cOIADBw6gbNmy6NSpE7p164batWubonxERERkBmyjLg1jp/jV/zvItU2kwQlk6dKl8ezZMwDZc2Fv3boVW7duxcsvv4zu3buja9euqFy5suQFJSIiIpI7/eHs8uw0YwM1uwZ3ojlz5gy2bNmCAQMGoHLlytpOMzExMVi+fDnatWuHfv36YdeuXUhKSjJFmYmIiIisgq10mtFncA2kg4MDGjVqhEaNGmHatGm4evUqjhw5giNHjuDq1asQQuC3337D77//ji+++AItW7ZEt27d0LZtW1OUn4iIiIjMzKhxIAGgevXqqF69Oj7++GPExsbixx9/xM8//4zffvsNSqUS//3vf3HkyBFcvnxZivISERERkYUZNQ6kvsqVK2PQoEGYN28eJkyYgAoVKgDgnNhEREREtsToGkiNq1ev4scff8SPP/6If//9F8CLxLFUqVIFfZSIiIiIrIhRCeT58+e17R9jY2MBvEganZyc0KJFC3Tv3h0tW7Y0uqBEREREJA8GJ5A///wzjhw5gmPHjuHJkycAdB9R161bF926dUOnTp3g5eUlWUHNJeexpKammnXf6sx0qOGi/T+AIr/WvKdQppv1tTWUkWVmmVlmltmUZWSZWWZTlzk1NQWmljPnKUrTQ4UwsIFi9erVoVAodDZetWpVdOvWDd26dUPVqlUN2ZzsPHz4EN7e3pYuBhEREZFFPHjwQNuPJT/FeoQthEDp0qXRsWNHdO/eHfXq1StWAYmIiIjI+hicQLZr1w7du3dHixYt4OzsbIoyWVS5cuXw4MEDAIC7uzsUCoWFS0RERERkWkII7WPscuXKFbq+wY+wiYiIiMi+SToOJBERERHZPiaQRERERGQQJpBERDKTmZlp6SIQabGlG+WFCaQV4peZrIFarbZ0EazSn3/+iUGDBuHhw4eWLorVUqlUli6CTeJ3mnKSbCpDMj2VSgVHR0coFAqo1Wo4ODD/N1ZycjJcXV1tckQBc7p+/Tr++OMP3L9/H/Xr10eNGjVQtmxZnqcG+uWXXzB8+HAolUpcvHgRbdu2hRCCo0EYIDk5GZ9++inGjRuHV1991dLFsVppaWnYtm0b7t27B09PT/Tp0weVK1fmd9pAarUaarUaTk62l27xLLASqampGD58OHbt2gUAcHBw4K9BI126dAkffPABTp48yUeGRjh//jz69OmDPXv2YMeOHZg2bRoGDBiAq1ev8kZjgHPnzmHIkCGYMGEC2rdvjx9//BEAmDwaIDk5GR07doSrqyuTRyMkJyejV69e+Pnnn/Hbb79h9+7d6NmzJ+7cucPvtAFSU1MxZswY/PzzzzZ5j+GZYCUiIyNx6tQpbNq0Cd9//z0AJpHFpWkCsHv3bly9ehULFy7E2bNn+dirGGJjYzF16lQMHz4cmzdvxunTp/Hpp5+iVKlS6NevH06dOgWAzS4Kc+7cOQwePBhjxozBgAED0LRpU8TGxiIzM5OxK6Lk5GR06dIF9evXx5IlSyxdHKuVmZmJiRMn4rXXXsO6deuwd+9ezJ8/Hx4eHli8eLFNJkKmsmXLFhw5cgSLFy/GL7/8YnP3GCaQVuLu3bvw8/ODm5sbVqxYwSTSCJoandu3b6N79+6oUKECpk2bhjNnziArK8vCpbMucXFxyMrKwttvvw0Xl+y5Xjt06ICJEyeiTJkymDRpEn7//XdtswvK7fz58xgwYADGjx+PESNGAACqVauG33//HRcvXmQNZBEkJyejR48eqF+/PpYvXw4A/C4XU3x8PO7du4devXrBzc0Njo6OaN26NZo0aYKrV6/ye2yABw8eoFGjRvDy8sKUKVNs7h7DBFLmhBDIzMxEXFwcRo4ciTlz5qBUqVJYuXIlk0gjKJVKqNVqtGnTBl988YU2iTx79qxNfcFNLS4uDgkJCdpaiczMTDg6OqJ+/fqoWbMmkpKSMHz4cNy+fRsODg6sTdOTlpaGHTt2YMqUKRg6dCiA7DZTtWrVwptvvon//e9/ANgppCCZmZno0qULFAoFvvjiCwDZ328nJycIIXDy5Ens2bMHP/74I5KTky1cWvlLSkpCTEwMMjIyALwYEeCtt95CSkoKEhMTLVg66/L48WO0bt0aX331Fby9vW3uHsMEUuYUCgWcnZ1Rp04duLq6olatWpg8eTKTSCNoGjR7e3ujYsWK8PPzw4IFC/L8gudMeBjf3Bo3bgwPDw9s2rQJAODs7KyNmY+PD2bOnIlGjRphyZIlSEtLY22aHjc3N0ybNg2DBg3Svufg4AAXFxe8/vrrOHDgANRqNRwdHZl858PZ2RktW7bEgwcPsHfvXjx58gQuLi5QqVQYPHgw5s6di7lz52LMmDGYOHEibty4Yekiy1rVqlXh5eUFpVIJANoOhmq1GikpKZYsmtVQq9UQQqBEiRIoX748KleujAULFqBixYoFJpFW9x0XJDsqlUpkZmaK9PR07XsPHz4UaWlp2tenT58WwcHBok2bNmLv3r06n79165bZymotkpKSRFJSkk5Ms7KyRFZWlvb1P//8I3r37i2aN28ujh8/LpRKpXbZw4cPzVpeuXr69Km4c+eOiI+PF8nJyUIIIdauXSsCAwPFxIkTxa1bt0RSUpLYv3+/ePPNN8WlS5fEnj17RNeuXcXz588tXHr5SE1NFcnJySIjIyPXMrVaLYQQ4vbt26Jly5Zi8eLF5i6eVZo9e7Z4/fXXxdatW0ViYqIYPXq0GDZsmPjjjz/EtWvXxN69e0WdOnXErFmzLF1UWcnKyhJPnz4ViYmJ2vMx5/VOcz5GRUWJpk2bikePHul8/sqVKyI1NdV8BZYplUolMjIydO4xmZmZ2piq1eoC7zGJiYlmL7OxOBe2zCQnJ2Pu3Lm4desWXFxcULNmTYwaNQolS5YE8GIoHwA4c+YMvvrqKzx79gxjxoxB9+7dsXz5cly5cgWLFi2Cp6enJQ9FNi5cuIBFixbh+fPnePr0Kbp27Yr27dujXr16AKAzLMW///6LadOm4cGDB1i4cCEaNmyI/v37QwiByMhISx6GxV24cAHz5s3D48eP8ejRI3Tu3BmjRo3CSy+9hB07dmDdunVQKpXw8vJCQkICZs2ahXfffRdPnz5F27Zt8c0336BRo0aWPgyLu3jxIlatWoV79+5BCIHQ0FC0adMGpUqV0lkvLS0Ns2bNwj///INFixbhlVdesVCJ5UepVOLatWtISUmBt7c3/P39AQBz5szBd999h3fffRcpKSmYMGECKlasqP3c4sWL8d133yE6Oho+Pj52XyOenJyMadOm4d69e4iNjUXnzp0REhKC1157TbuO5p4THh6OyMhIHDhwQHsP+uqrr7B3717s378fXl5eFjoKy0tJScGcOXNw584dPHr0CCEhIejQoQOqVKmSa92c95h58+ahefPmWLhwIQ4dOoTDhw/D2dnZas5L2xuYyIqlpKQgODgYr7zyCpo1a4aHDx9i586dOHv2LD7++GM0b95c+2jG0dERTZo0wcSJE7Fo0SKsWbMG+/fvx4kTJ7Bz504mj//v4sWLGDRoEPr06YPatWvjr7/+wuHDh3H48GFMnjwZ77zzjvbxv4ODA6pVq4a5c+di5syZmDZtGkqWLAm1Wo2oqChLH4pF/fXXXxg5ciRCQkJQp04dXLhwAZs3b4abmxtmzJiBvn37okOHDjh06BDc3d1Rs2ZN1K1bFwDw5MkTvPLKKzo3cnv1xx9/YPjw4ejWrRuqV6+Oy5cvY9asWfD09ES7du2056EQAm5ubvjwww/Ro0cPbNu2DTNmzAAAux8XMjk5GaGhoXj+/Dlu3LgBPz8/9O7dG6GhoZgxYwacnZ2xefNmdOrUCWXKlNH5bMmSJVGmTBmULVvWrmMIZA8xExISgqpVq6Jnz574559/sHPnTmRkZGhHUgCgTRbVajWysrK0958VK1Zg+/bt2Lx5s90nj++99x58fX3x5ptvIiYmBl999RUyMjIwfPhwODg46Ax9VK1aNcybNw+fffYZZs2ahVq1auHEiRPYtGmTtiOi1bBk9Se9oFarRVhYmBg2bJi2WjsrK0tcvHhRvPPOO6JZs2YiOjpaWx2e89HrhQsXRO3atUXDhg3FlStXLFJ+OVIqlWL06NFi+vTpOu8fPXpU9O/fX1SvXl388MMP2vdVKpX2///8848IDAwU77//vvbvkZmZaZ6Cy4xSqRRjx47NFccFCxaI+vXri8ePH+f6jEqlEtevXxfXr18Xo0aNEh988IFOfO1RUlKS+OCDD8SXX36pfS89PV0MGDBAdOvWLdfjbE28wsPDRY0aNcSKFSvMWl45SktLE8HBwWL8+PHizz//FKdPnxYhISGiffv24vTp09r1IiIiRGxsrPa15jHs559/LkaMGCFSUlLMXna5WbhwoRg4cKDOe0uWLBFvvPGGuH37dq71t23bJoKCgkRWVpZYuXKlqF27trh06ZKZSitParVazJw5UwwZMkTn/alTp4rGjRvnetyf0927d0XdunVFw4YNxeXLl01dVJNgJxqZUCgUuHXrFkqXLq1ttOzo6IjatWtj+/btKFOmDBYtWoTjx4/nalR/7tw5ODo6Ytu2bahevbolD0NWhBC4d+8evL29AUDbKLx169YYP348mjVrhqlTp2oHbM75K3Hx4sV45ZVXsHXrVjg7OyMrK8smZxIoCiEEbt++jUqVKgF40Suzc+fOSElJydUpQalUYs+ePXj//fcRGhqKR48eYdOmTXbf0SslJQX379/HG2+8ASA7rq6urmjVqhXu37+fq3er5nzs0KEDWrZsiRMnTlhfI3uJHTp0CAAwY8YM1KlTB02aNMH06dMRFxeHa9euadf74IMP4OPjg/v37+Px48f4+++/sXTpUuzbtw/jxo2Du7u7pQ5BNu7du4fKlSsDeHFtDAkJgUqlwu+//65dT3POVahQAS4uLpg0aRLWrVuH7du3o1atWuYvuIyoVCrcvXtXGwfNtbF3795ISkrClStX8v1sdHQ0hBDYtm0batSoYZbySs0+74gyI4SASqWCu7s7nj59iuTkZO0jaLVajTJlymDLli3o27cvVq5cifr162sfwXz33Xf4+uuvsW3bNlSrVs3CRyIvLi4uKFWqlLYJgIuLizYRrFu3LkaNGoW0tDQsX74cvr6+2uR71qxZuHDhAk6ePAknJye7Th6B7DimpaVpbyqaWFSpUgUKhQKpqam51u/YsSOEEPDz88Obb74JR0dHu4+jo6MjHj9+jH/++Qft27fX/hCsX78+UlNTkZSUhPLly+d6tFqpUiVMmzZN22ZP2PEj7Pv37yMlJQWlS5cGkD3WY82aNVG9enWdBBIA0tPTsXPnTqxfvx6VKlWCu7s7tm/fjsDAQEsUXXYSExMRExMD4EVP6/Lly8PV1VU7hA/wYtzcN998EwkJCTh06BD27NljtUmPlBwdHfHo0SP89ddfAF5cG1955ZU8r40aW7duxapVq7Bnzx6rvm+zBlIGFAoFnJyc0KJFC5w6dQo//fQTgBedO9RqNby8vLB48WLExcVhzZo12s++9NJL2Lt3L2rXrm2p4suS5ldzu3btcOvWLe0wM5qEEADq1auHfv364dGjRzh37pz2s0OHDsWpU6fsvuYRyI6jEAJ9+/ZFaGgogOzzVaVSISkpCY6Ojtr2T5qYq1QqeHp64r333sNbb70FR0dHqFQqu44jALi7u6N58+Zo3LgxgBdty54/fw6FQoGSJUvmmxhWqVJFey2w1+QRAEqVKoXbt2/jwYMHAF7csN3c3JCUlKSzbokSJTBgwADMmTMHX331FTZs2MAnNNC9NoaEhADI/k5nZWUhLS0NALSdNnPy8vLCjBkzcODAASaP/08IgcaNG6NNmzYAoJ0wIS0tDUKIfPsiNG3aFPv27UPNmjXNWVzJ2fcVXWa6dOmC//3vf5g+fToqVaqEN998U6dR/WuvvYbu3bvj4sWL2lrKtm3bWrrYsqS5yXbq1An79+/Htm3bUKFCBXTp0kWnVrFjx444fPgwvv/+ewwYMABCCPj6+gIAkx68iGO/fv10HvE7OjpCqVRCpVJpG35r1p00aRL69OmDhg0b6qxvz4QQcHd3x+LFi7W1PRpKpTLP+YXXrl2Ldu3aISAgQPuevc9D3KhRI6xYsULbLEXzPRZCaDvM5KyhLVOmDHr27Gmx8sqRJjZ9+vTRub45OTlpfxzqn2fr1q3DG2+8gXfffdesZZU7BwcHTJgwQafzS87Y6f/Yi4yMRLVq1dCgQQOzldGU7PtqJDOOjo4YPHgwatSogdDQUPz222/a5FGhUMDR0RGVK1dGcnKy3d+Qi0Lz+H/x4sVQqVRYtmwZfvjhBwDZF0vNYxpfX1/tDSnnF54xfiG/xEV/yInhw4fj4sWL2h7YlE0To5zJo6YmKCsrCyVLltS5CQ0ZMgQHDhyAn5+feQsqc9WqVUP79u21rzVxTUlJgZubm8578+fPx/Tp081fSCuR14/jrKwsODg4aGMJACtWrMDSpUu1zQZIV149p5VKJVxcXHTa2i5btgwLFiywqR7rTCDNLD09Hffv3893eZ06dTB27Fi89tprGDp0KA4cOKB9rABkTx3n5+dn14+xisrBwQEqlQqVKlXCtm3boFarsWzZMqxevRoA4OrqCgC4dOkSKlSoYMmiWqXMzEyoVCp4eHgAAEJDQ3H79m0cPHgQzs7OnH6vEJrvcFZWFjIzM7U37eHDhyMuLg67d++Go6OjXXc8KkzOH3k5f+SsXLkSkZGR6N27tyWKZbXS09ORkZGBEiVKAACWL1+ODRs2YNeuXXz8b4D09HSkpaVpfzCuWLECmzZtwtatW21qPFf7fj5nZmq1Gp988gkuXbqEHTt25Kpd0NQ0Nm7cGNOmTcPGjRsxfvx4tG3bFuXLl4dKpcK+ffuwfft27RecsuUcYB2ATq2tSqVC5cqVsX37dnz22WfYtm0b/vOf/+D111/HvXv3kJSUhA0bNuh8zl7lF0d9arUazs7OcHFxwdOnT7FgwQLcuXMH+/btY9tRAzk7OyMzMxNpaWkYP348bt++bbdx1JxvOXubF/R9zLm+Zj1N0hMZGWn1bcykkPM7nXPSBH1qtRouLi7w8PBAVlYW1qxZg40bN7K3dTG4urrCxcUFjo6OWLduHTZs2GCTceRMNGaUlZWFY8eOYfHixXBxccHKlSvx8ssv66yT80KoVCqxb98+HD16FE+fPoWfnx8GDx6sM0sAvYhZRkYGLl++rJ1hJmcsNRfR58+f49dff8WRI0fg4OCA8uXL4+OPP2ZvaxQtjvq6dOmC69evw8/Pz26THn353aTzi+Pdu3fRp08fqNVqeHp6Yv/+/XYfxzNnzqBJkyYAsp+6+Pj45Lme5ns9cOBAvPLKKyhXrhy++eYb7Nixw+Zu1sZauHAhWrVqhUaNGhWYSIaEhODq1atQqVTYvn07O2jC8O+0EALdunXDs2fP8PTpU5uNo31enSzEyckJrVq1gouLC+bMmYOPP/4YX3/9tU4SmfNkdHFxQc+ePdGlSxe4uLggMzMzVwN8e6e5gQghMGbMGDx48ACTJk1CUFCQTs2E5lFgqVKl0KZNG22vuZzbsdebNVD0OGoIIZCVlYVatWqhXLly2LBhA5NwvOjUoZlqz8XFBZUrV4anp2e+Q/CUKVMGQgiULl0a//nPf+w+jg8ePMDgwYMxfvx4XLt2DRUqVMD48ePzvPZpataCgoKwZMkSuLi4MHnMQ2JiIsLDw5GWloZGjRrlmQxpevjXrl0b9+/fx/r161lZAd0a3JMnTyIpKQmurq5o3bp1vsljVlYWKleujHv37mHPnj02G0fWQJpJzhuCEALHjx/H7Nmz4e7uniuJ1Gfvj1Xzo4lpWloabt68ieXLl+PPP//EK6+8gjFjxmiHS8kr+WE8XyhuHAEgKSkJHh4ecHBwsOukB3gRn+TkZAwYMACPHj3Cw4cP0bJlS4SEhKBly5Y66wEvajYePXqEMmXK2P14mZrYbN26FWFhYfD09MQvv/wCoODHr2fOnME333yDmTNn2lQbMyloYrpy5UpER0dj0aJFqF+/fr7rJyYmIj09nVOPQve7Om7cOFy/fh2PHz+Gv78/PvvsM7z++uv5fubRo0dIS0vTjuphi5hAmtmePXvw1ltvoUqVKvj555+LnESSrpw36169eqFGjRrw8PCAUqnEf/7zH9StWxeffPKJ9jEYk8a8GRPHvBIhe6WppcjMzMR7770HHx8fvPvuu7hz5w7Wr18PLy8vDBs2DN27dweQf+z026Daq7lz5yIyMhJZWVmYPHkyhgwZAqDg8+z58+fa+ZvtWX7n0MWLFzFixAgMHDgQI0eOzDOW9v49zs+cOXNw5swZbNiwAenp6XBycipwhAS7+R4bMQ0iGejnn38WgYGBYvr06SI+Pl4IIcT//vc/0apVK9G5c2cRExNj2QJamaysLDFu3Djx3nvv6cwj/J///EfUrVtXvP/+++LMmTPa9zXz4ZIuxtE4mnikp6eLK1euiPnz54vU1FTt8pMnT4oePXqILl26iJ9//tlSxZS1rKwsnddnz54VV65cEVOmTBGBgYHim2++0S7Tn1Od52Pebt26lSs2S5YsEfXr1xd37tyxUKmsT1JSkhg0aJCIjo7Oc7nmXm6P+FPDjN5++21MmjQJu3fvxsqVKxEfH48WLVpg5syZSE1Nxccff4zbt29buphWIzU1FXfv3kVgYKB2mkIhBLp06YK5c+fijz/+wIoVK3Dy5EkABffmtGeMo3E0s3iMHz8eH3zwAS5cuAC1Wg2VSgUhBIKCgjBhwgQ8efIE0dHR2pmQKFvO2ppjx44hMjIS6enpePXVV/Hhhx+ie/fuWLZsGb755hsAL4bn0uD5mNuqVavQoUMHfP7559qZzYDsTm8VKlTAwYMHIYTgEFFFoFQq8ffffyM2Nlb7nvj/B7epqamYMmUKtm/fbqniWRQTSBMQ/z+3dU6am8bQoUMxYcIE7N69G19//bVOEqlUKvHBBx/gzp07lii27OnfeEuWLIkyZcrg7NmzSE5OhpOTk/am3blzZ7Rv3x7//vsvNmzYgPPnz1uo1PLDOErPyckJtWvXRqVKlXDz5k3cv39f255RCIFmzZph6NChOHjwIO7du2fp4sqGEEKbPI4ZMwaLFy/G2rVrsXbtWly6dAlVq1bFiBEj0L17dyxfvhxr1qxBZmYmduzYkWvua3umnwh27doV48aNw59//okJEyZgypQpOH/+PKpVq4ZmzZph9+7dOrOcUba8Emp3d3c0btwYx44dw8WLFwFAp/lJcnKy3d6zmUBKSHNj1vT6BYClS5ciJiZGe1MGgGHDhmlrIletWoX79++jRYsWmDx5MsqUKcNf1PlwcnJCamoqli5dqr0Jt23bFsnJyfjyyy+RmJgIJycnqNVqCCHg5eWFli1b4s8//8R3332nTYrsHeNovLwGSR85ciT69u0LR0dHfPjhh4iLi4Ozs7P2plSlShVUrFgR6enp5i6ubGmudV9++SViYmLwzTff4PDhw1iwYIF2GKmAgACMGjUKXbt2xbJly9CuXTt8/fXXOrN82LOcUw/evn0bf//9N8qXL48RI0ZgzZo1mDZtGs6ePYspU6Zg7Nix6NixI1JTU7F+/XoArMHVyBnHJ0+eIC4uDkD2nOrdunXT/oi+dOmS9jOenp7w8vJC2bJlAcD+rovmf2pum5KSkkS7du3EqlWrtO+dPn1a1KlTR3Tq1Enb5iRnW58lS5aI6tWri3nz5mmXp6SkmLfgVubw4cMiMDBQTJgwQTx58kQIIcSMGTNEo0aNxKxZs0RSUpIQIrs92ieffCIePHggtm7dKgIDA9nGNAfGsfgyMzOFEEKkpaWJH374QWzevFns27dP+93euXOnaNasmWjXrp34999/xbNnz8Tz58/FkCFDREhISK42fPYuPT1dDBo0SGzatEn7Xs62e/fu3RNPnz4VcXFxYsuWLWL8+PHi2rVrliiq7OS8n0ydOlV06NBBBAYGiubNm4v169eLhIQEIYQQT58+Fdu3bxe9e/cWb775pggMDBQjRowQ6enpliq6rOSM48yZM0VwcLBo1KiRCA4OFkeOHBFCCBEVFSVq1aol+vTpI6Kjo8XFixfFokWLRJMmTcStW7csVXSLss+xIiSWnJyM7t2748mTJ1ixYgWcnZ0RGhqKJk2a4NNPP0V4eLj212DVqlW1w3R06dIFUVFR2LJlC9RqNaZOncpf1YVo0aIFvvjiC3zxxRfIysrCF198gdmzZ2t7DZ86dQpvv/02fvvtN6jVapQtWxavvPIKqlatah+94oqIcSwetVoNJycnJCcno0+fPgCAZ8+e4dGjR4iKisKIESPw7rvvaqfNfP/991G1alU0aNAAycnJ2Lp1KxwcHNjbNYeMjAw8efIEDx8+1L6nUCigVquRlpamHXamf//+6N+/P/r168fY/T/Nd3H06NG4efMmJk6cCGdnZ0RFRWHp0qW4c+cOhg8fjipVqiAkJAR9+vRBZGQkzp07h1GjRmmnc7V3mjiOHTsWN27cwNChQ5GcnIyTJ09i9OjRGDJkiDa2mzZtwpQpU+Dr6wsXFxds2LDBbuesZwJpJLVajZkzZ+LNN9/EqFGjsGbNGixevBgqlUr7SAsANmzYgJEjR+Kbb77RnmwlSpRAz549ERAQgJo1a9r1jTkvmsb1OW+2rq6u6N69O9RqNebOnQsge8iPsLAw1KxZE4cPH8Yvv/yC6tWrY+HChXBwcMDPP/+MUqVK2e0QH4yjdBwcHKBUKhEaGopXXnkFM2fOREZGBlJSUtC5c2ekpaVh5cqVeP/995GVlYVt27bhyZMn6NatG6ZPnw4AdjnOo2Zg9d9++w0qlQqvvvoq/P39UbVqVZQqVQp+fn44ePAgevXqhVdffRVAdqw9PDwQHx+PCxcuoH///tr37V3O7/K+ffvw77//YvXq1QgICADw4gfizp07UaFCBQwdOlQ7tV5ISAh69uwJFxcXSx6C7Bw+fBg3btzA8uXLtXFs164dWrRoAU9PTwDZnZAaNWqEJ0+ewMHBAeXKldM+vrZLlq4CtQV3797V/v/69evi008/zTX0xLZt20Tr1q1F+/btxfXr10VqaqpYvny5GDRokPaRGOWWmpoqxo4dK06ePKnzfkZGhoiMjBQ1a9YU48ePF48fPxZCCKFUKkVSUpJ4/PixiI6OFlOmTBENGzYUV65csUTxZYNxNJ7mMdepU6dEly5dxNWrV7XLzpw5I2rVqpVrqI8tW7aIVq1aiS5duoj79+/rbMdeaIZBef/990WjRo1E+/btRWBgoOjUqZMIDw8XQggRFxcnWrVqJXr27Clu3ryp8/lPPvlEfP311xYoubykpaWJjRs3ikePHgkhXgxntGbNGtG+fXvt0FFKpVL7mQkTJojGjRuLBw8eCCE45JGGJg4547F27VrRokUL8fTpUyFE9jBILVq0ENOnTxdCCBEbG6tt7kPZmECawI0bN/JMInfs2CHatWsnAgMDRefOnUXDhg3F5cuXLVhS+dG/wB09elTUr19fBAcHi3PnzuksS0lJEStWrBCBgYFixowZOmObrVixQjRq1EiMHDlS50ZvLxhH46WkpIhnz56Jhw8f6rz/3//+VwQGBooLFy4IIbLbk9atW1ds27ZNCCHEiRMnxPr167Xrb926VbRt21a8/fbb2iTSXiQlJYk2bdqI0aNHi4sXL4q0tDQhhBDHjh0TQ4cOFYGBgWL58uVCiBdj4rZp00ZERESIn376SSxZskQ0atRIXL9+3ZKHIQvh4eGiSZMmYsGCBdofemq1WqxZs0YEBQWJS5cuadfVjOcaGxsrXn/99XzHMLRXiYmJQogX7ZlVKpXYuHGjaNCggbhz5464d++eaN68ufj888+1n+nbt6+YPXu2RcorV0wgTSRnErl27Vrt+7/88ov4+uuvxbx583L90rZnmhuLRs4EKDo6WrRv3150795d/PLLLzrrnT9/XgQFBYnAwECxdOlS7fuJiYkiMTHR7hqJM47SuHTpkhgzZoxo27atCA4O1rkBnzlzRtSsWVN899134ocffhB169YVO3bsEEJkx3vs2LFi3LhxOtvbuHGj6NKli10N4JyRkSGGDh0qRo8erXMeamrOrl+/Lj7//HMRGBgotm/fLoQQ4p9//hEffPCBaNCggXj77bdFz549+SM7h0WLFokuXbqIsLAwbRJ55coVUbNmTTFx4kSdQa3VarX4559/RNu2bcWvv/5qqSLLRlpamti6dav48MMPRceOHUWPHj3EtGnTxD///COEyD4fa9asKUaMGCHefvttbfKoUqnEkydPRL9+/cShQ4cseQiywwTShHImkfq/ANkT84WLFy+K0NBQERUVpZOo5HwUExUVJdq1aye6d+8uzp49q33/77//FkuWLBGXLl2y+6YAjKM0fv31V1G/fn0xYcIE8dVXX4kFCxbkSvzGjRsnatasKWrVqiW2bNmifT8lJUW8//772h7FOR9Xa2o97MWlS5dEnz59xJ9//pnvOjdu3BDDhw8X77zzjk7v/qtXr4q7d+9qHyfau5zn0cKFC0Xnzp3F/Pnztb2st2/fLl5//XUxdepUndrapUuXivbt29v1bClCZNeEv/vuu2Lw4MFi/PjxYuvWrWL06NGiZcuWom7dutr7886dO0WdOnVE69attRU8KpVKLF26VLz99tvi3r17FjwK+bGvltxmFhAQgNDQUMTGxuLYsWN455134OzsDEdHR4699f9SUlLw5Zdf4tdff8Xx48exfft2NG7cGKGhodqGywAQHBwMtVqNtWvXYs6cORg7dixq1aqFlStXwtPTE7Vq1QJgnx0UAMZRKn///Tc+/vhjjBgxAsOGDcu3w8a0adOgUqnw3//+Fw4ODvj777/h4uKCBQsWICUlRdvhI2fnpdKlS5vzUCzuzz//xJ07dwrsoRoQEIAPPvgAoaGhuH79Ol5++WUAQGBgoJlKKX9qtVo7z7qzszMmT54MADh+/DiA7PFH+/Tpg6ysLCxYsACXLl1ChQoV4OnpiVOnTmHLli3w9va25CFYVHJyMrp164ZatWphypQp8PHxAQD069cPFy5cwKZNmzBjxgy4uLjg3XffRVZWFubOnYsJEyagTJkycHd3xy+//ILw8HBUrlzZwkcjL/Z3hzATzU3jlVdeQY0aNfD7779rk0eAg7dquLu7IzAwEM+ePcO8efOwfft27N+/H9HR0ejevTvatWuHunXrAgB69eoFBwcHfPvttxg9ejTKly+PcuXKYefOndrt2WPSAzCOUkhPT0d4eDi6deuG4cOHa2eUcnR0REZGBpKSknDu3Dk4OTmhZcuWmD59OkqUKIFFixZBrVbj5ZdfhqenJ6KiorQTBzg6Otptr+GMjAw4OztrhyYTQuS67qnVajRv3hyvv/46rly5grZt21qiqLKTnp6On376CYGBgfD19YWDgwOcnZ21yydPngwhBH7++WcoFAqMGDEC/fv3R61atbBz504kJiaiQoUK+O677/DKK69Y8EgsKzk5GV26dMGbb76JL7/8Uvtd1CTj9erVw+TJk5GVlYXPPvsM1atXR58+ffD6669j165dePbsGfz8/DBu3Dhtz2x6wf7uEmby6NEjVKhQAUD2yVqpUiVkZWVxqJ4cNDeUkSNHIjo6GhcvXkRYWBju37+PjRs34urVqwgPD0f//v1Rs2ZNdOvWDcHBwahRowYuX76M1NRU9OnTRztlnD0mPQDjKJX09HT89ddfGDp0KIAXNT+xsbHYtGkT/vvf/yIhIQEAULduXXz11VdYuHAhevXqhfT0dHh4eKBevXpwcHCw6zhqzsdq1arh2bNnOHToELp27Zrnj2bNDT0lJQWZmZnmLqosKZVKDBo0CH/88QdcXFzQsGFDlC9fHm3atEGdOnXg4eEBT09PfPrppyhRogQOHjwItVqN0NBQ1KtXD6+//jpcXV115hi3R0qlEh9//DESExOxaNEiAC8Sx5zJuK+vL4YOHYq//voL4eHh+Pzzz/HGG2+gZs2a2hm57PVHYGHs8wpnYppBWmvWrAlXV1dcuHABERERHLRVj2aw4FKlSqFz5844ePAgOnbsiEqVKmH69OlYv349Tp06hVOnTmHfvn3YuXMnBg4ciDp16qBnz57a7ahUKru9WQOMo1RUKhVSU1Px119/4d1338WDBw9w6dIlzJkzB0lJSWjatCm6deuG58+fY9WqVZg3bx7WrFmDRo0a6WxHM9i4vdIkitWrV0fp0qURFRWFunXrwtfXF4BuTaQQAvfu3YO3tzeCgoIsVmY5SUtLg7+/P549ewZXV1c0atQIP/30E+bNm4fExETUrFkTderUQdOmTTFkyBAkJSXhypUr2LRpE0JDQ7XjEtp70pOamopKlSrh8uXLmDx5Mr788ks4OzvnmVi/+eabqFevHv744w/tucmnhYWz7zPMRCpVqoTu3bvDzc0NVatWRWRkJKpXr27pYsmSg4MDXFxc8M477+D8+fO4cOECgOxBXRcvXowvvvgCa9aswaxZs5CamorRo0fjq6++AvBi3lF7/pWtwTgaz8PDA0FBQdi7dy86deqEkJAQfPLJJ/D19cXnn3+ONWvWaN/v3bs3rl27hoSEhFzz39r7jVujfPnymDVrFn799VesWrUKd+/eBaB7Q1YoFNi1axeeP38Of39/SxVVVkqXLo0JEyagadOmcHV1RVZWFiIjI7F//37MmDED9evXx7FjxzBlyhR0794dly9fxsWLF7FlyxZERERo516398THy8sLkyZNQo8ePXDkyBFMnDgRQPZ1Ludc9kqlEgDQvHlzpKSk4OnTpwBexM/e41gQhdC/+pFkVCoVFAoFbyhFNGbMGDg7O6NRo0aYOXMmJk6ciKFDh+p8gQ8cOIAOHTrYfbJTEMax+OLj47Ft2zZcvHgRarUaHTt2RNu2bbXNUTSPpr/88ktcvnwZ4eHhvMEUYseOHZg3bx4aNmyInj17olOnThBC4Pbt24iKisKOHTuwfft2/sjW8/DhQ6xbtw4nT55Ex44d8cknn2iXZWRkIDExEYcOHcLjx4+xf/9+KBQKrFu3jm319Dx58gTffPMN9uzZg9atW2sfZ+vXRM6fPx/nz5/Hrl27eF0sIiaQJBvbtm1DWFgYhBCYNm0aQkJCtF9k/TZl9t6+pyCMo3GUSiVcXFyQnJys04NdE6tnz55h7NixqF27NsaPH2/BklqP//3vf5gxYwaSkpJQtmxZODg44KWXXoJSqcT8+fOZPOYjISEBa9euxdmzZ9GmTRuMGzcOQO7v7ePHj+Hk5GR3Pf2LKr8kUtMmMj09HZMnT4avry8mTJgAhULBH4ZFwASSZGXQoEFISkrCnj17LF0Uq8Y4Gk+TbOdss5eUlIRx48bh8ePH2LVrV67llL8HDx7g4sWL+OuvvwAAb731FqpVq4by5ctbuGTyll8Sac8dtYojvyQSAJYtW4bdu3cjIiKCTSkMwLOPZEFzE27VqhUiIiLw22+/oUGDBrw5G4hxlI7m5nzo0CGkpqYiKSkJJ06cwNOnT7Fz506doXqocN7e3mjXrh3atWtn6aJYlfLly2PEiBEAgKNHjwIAxo0bxx7CBipbtiw+/PBDAMCePXswceJELFq0CGvWrMHGjRsRGRnJ5NFArIEkWYmNjUVwcDB69eqFTz/91NLFsVqMozTu3r2Lrl27QqVS4fXXX8frr7+Ozz77DE5OTqwBKgb9Htj8UVN0mprIX3/9FW+99RamTZtm6SJZJU1N5Pfffw83Nzc8ffoU27dv106iQEXHBJJkZ/Xq1VixYgWioqLw+uuvW7o4VotxlMaDBw+QlpaGMmXKaNuYseaRLOHRo0dYvHgxYmJisHr1au2QPWSYJ0+eYPHixTh//jyWL1/ONrjFxASSZOfGjRv46quvsGrVKt6kjcA4mgZrzsiSHj9+DCEEypUrZ+miWLUnT55ArVYzjkZgAkmypLlJs6bHOIwjERGZAhNIki3W9EiDcSQiIqkxgSQiIiIig7D/PxEREREZhAkkERERERmECSQRERERGYQJJBEREREZhAkkERERERmECSQRERERGYQJJBEREREZhAkkERERERmECSQRERERGeT/ABsisVCyF+AuAAAAAElFTkSuQmCC\n",
+ "text/plain": [
+ "