{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# What are `LightCurve` objects?" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "`LightCurve` objects are data objects which encapsulate the brightness of a star over time. They provide a series of common operations, for example folding, binning, plotting, etc. There are a range of subclasses of `LightCurve` objects specific to telescopes, including `KeplerLightCurve` for Kepler and K2 data and `TessLightCurve` for TESS data.\n", "\n", "Although *lightkurve* was designed with Kepler, K2 and TESS in mind, these objects can be used for a range of astronomy data.\n", "\n", "You can create a `LightCurve` object from a `TargetPixelFile` object using Simple Aperture Photometry (see our tutorial for more information on Target Pixel Files [here](http://lightkurve.keplerscience.org/tutorials/1.02-target-pixel-files.html). Aperture Photometry is the simple act of summing up the values of all the pixels in a pre-defined aperture, as a function of time. By carefully choosing the shape of the aperture mask, you can avoid nearby contaminants or improve the strength of the specific signal you are trying to measure relative to the background.\n", "\n", "To demonstrate, lets create a `KeplerLightCurve` from a `KeplerTargetPixelFile`." ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "from lightkurve import search_targetpixelfile\n", "# First we open a Target Pixel File from MAST, this one is already cached from our previous tutorial!\n", "tpf = search_targetpixelfile('KIC 6922244', quarter=4).download()\n", "\n", "# Then we convert the target pixel file into a light curve using the pipeline-defined aperture mask.\n", "lc = tpf.to_lightcurve(aperture_mask=tpf.pipeline_mask)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We've built a new `KeplerLightCurve` object called `lc`. Note in this case we've passed an **aperture_mask** to the `to_lightcurve` method. The default is to use the *Kepler* pipeline aperture. (You can pass your own aperture, which is a boolean `numpy` array.) By summing all the pixels in the aperture we have created a Simple Aperture Photometry (SAP) lightcurve.\n", "\n", "`KeplerLightCurve` has many useful functions that you can use. As with Target Pixel Files you can access the meta data very simply:" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "'Kepler'" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "lc.mission" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "4" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "lc.quarter" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "And you still have access to time and flux attributes. In a light curve, there is only one flux point for every time stamp:" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(array([352.37632485, 352.39675805, 352.43762445, ..., 442.16263546,\n", " 442.18306983, 442.2035041 ]),\n", " array([43689.15 , 43698.08 , 43694.105, ..., 43155.8 , 43148.465,\n", " 43151.562], dtype=float32))" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "lc.time, lc.flux" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "You can also check the \"CDPP\" noise metric of the lightcurve using the built in method:" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "75.2986784032268" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "lc.estimate_cdpp()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now we can use the built in `plot` function on the `KeplerLightCurve` object to plot the time series. You can pass `plot` any keywords you would normally pass to `matplotlib.pyplot.plot`." ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "image/png": 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qVkwrPz8foaGhCA4ORlpamsp5qVSKV69e4enTp7h48SJ27NgBPz8/DB8+vNiB5Ly8POzZsweHDh1SKROdkpKClJQUxMTE4NixY1i7di3q1Kmjtp+HDx9i2bJlSEhIUDqekZGBjIwMxMTE4NChQxg1ahR69+6tcTxbt27F77//jvz8fJVzmZmZyMzMRGxsLI4cOYK2bdti0qRJGhNdb968iaVLl6r9TAF5+eXExERcunQJ+/btw9SpU7XGC6dNm6Y2NggA6enpuHPnDu7cuYPg4GAMGjQIw4YNMyh+dOXKFaXgfnFkZ2dj/fr1r30lCgb4S9CTJ0/w5MkTndpKpVLcvXtX3FcM/htK8R90enq6ynmhNA+gnCWvjYODg7j96tUrlfOKwfTY2Fjk5+erXYxX0f3798VtDw+PMumTiIiIiIiIiIgMl5eXh9WrV+P8+fMAADs7O8ybNw9NmjQxuM/09HR88803YnIpAFSvXh0tW7aEu7s7HBwckJOTg6SkJNy6dQs3b95Ebm4uzp49i5ycHLG0tCFyc3OxdOlShIWFAQBsbW3Rtm1bNGjQAPb29khPT0diYiLu3LmDyMhIjf3ExcVh9uzZyMzMBADUqFED/v7+qFGjBnJycnDz5k2cOXMGubm5+OGHH2Bubo6ePXtq7EsI7levXh3e3t6oU6cOKleujMzMTNy8eRPnz5+HVCrFxYsX8eLFCyxfvlxpPUtBUlKSGNy3sbFBs2bN0KBBA1StWhUSiQSPHj3CyZMnkZiYiBcvXmDBggVYtGiRxu8zJiYGgDzps379+vD09ESNGjVga2uLpKQk/PvvvwgPD0d+fj7279+PjIwMteuJavPq1Sts2LABgDyZOTs7W6/rC9u9ezeePn1aIn2VZwzwv0aKKlOjuPisugkAdRRn+ezs7FTON2rUCJaWlsjLy0N2djaioqLQsGFDjf3l5eUpTWw0bdq0TPqkkvW6z3wSERERERER0X+ys7OxdOlSsXKEk5MTFixYgLp16xrcp1QqxeLFi3H79m2xz3HjxqFdu3YaM7/T09MREhKic9kfbTZv3iwG91u1aoXJkydrXFczPT0dlpaWas+tX79eDO77+vpi+vTpSm27du2K3r17Y968ecjIyMDWrVvRokULuLm5qfRlZmYGPz8/9O3bV20srHv37hgwYADmz5+PlJQUREdH4+DBgxgyZIjasXl4eGDgwIHw9fVVW4Lngw8+wOrVq3Hx4kXk5uZi3bp12LRpk9pEWxsbG/Tp0wc9e/bEG2+8oXL+/fffx+nTp7FmzRrIZDL88ccf8PPzg6enp9qxqbN9+3YkJibCxcUFfn5+CA0N1fnawm7fvo0//vgDADB8+HBs3brV4L7KOwb4i6lr167o2rWrTm2PHz+OtWvXAij5ek9paWm4c+eOuK8ui71atWri9o0bN3Tq9/r16+K2uteebGxs4O3tLf5BPHHihNZg/N9//42srCwA8kkIdf/IS6NPKh0s1UNERERERET0esvIyMCiRYvEQLyrqysWL16MGjVqFKvfXbt2iX1Wq1YNS5cuVRv0VlS5cmWMGDECnTt3xqlTpwy+9/Xr18UyQw0bNsTcuXO1Vo/QVAnj3r174jNUqVIFU6ZMUTsRUK9ePYwePRrr1q1Dbm4u9u3bh8mTJ6u0mzZtWpFVN2rXro0vvvgCgYGBAOTxRnUB/pYtW8LPzw9mZmYa+7K2tsb06dPx2Wef4eXLl0hISEBkZKTaUj3ff/99kWPr1KkToqOj8euvvwIAjh07pnOc7vr16zh69CgAYPz48YiOjtbpOnVyc3Oxdu1ayGQytGvXDm3atHmtA/yav2EyKl0z7AF5NvUPP/yAvLw8AIClpaXa2mfe3t7idnx8fJH1rCIiIpRekWrRooXadu+99564ffz4cXEh38Kys7Oxd+9ecb9Hjx4a/3iWRp9ERERERERERKS75ORkzJ49Wwxie3h4YPny5cUO7r98+RK///47AHny4PTp04sM7ivy8PDAiBEjDL6/sEAwAHz22WcGx5IiIiLEbT8/P60L1Xbs2FEM/v/999/Izc1VaaNrSW0fHx/xXs+fP1dbVtvOzk5rcF9QqVIlpXU8Hz58qLadrmNr3769uC2U9SmKYq389u3bq6wrqq+ffvoJjx8/hp2dHT777LNi9WUKGOAvp06ePImpU6fi5MmTav+RCh4+fIgFCxbg7Nmz4rEBAwYo1c4XtGrVCjVr1hT3N27ciL/++ktl4Y6CggKcO3cOS5cuFY+5uLigQ4cOasfQqlUrsT6XVCrFokWLVP4Bp6WlISgoSFyjoHLlyhg4cKDG5yqNPqnkCJn7LNVDRERERERE9Hp6+vQpZs2aJcZj3n77bSxbtgwuLi7F7vuPP/4QF7Vt0aJFser46+vFixe4du0aAKBOnTqoV6+ewX0lJiaK24prSqpjZWUFV1dXAPJa87du3TL4vubm5kqluHNycgzuC5BX0xCom3go7b6EWvn29vYYO3Zsse4fFRWFkJAQAMCoUaPg7OxcrP5MAUv0lGPR0dFYs2YNzM3N4e7ujpo1a8Le3h4SiQRpaWmIiYlRWdS3Xbt2GutumZubY+rUqZg7dy5ycnKQm5uLTZs2Yd++fWjYsCEcHBzw6tUr3LlzB8+fPxevs7S0xIwZMzTWGgOAGTNmYPr06UhKSsLz588xefJkeHp6ws3NDWlpaQgPDxf/2Jibm2PWrFkaV/kuzT6pZDCwT0RERERERPT6io2Nxfz585GUlARAvt5hQECAUvC2OIQAOwB06dKlRPrU1a1bt8S4hlDt4vLlyzh69CiioqKQlpYGe3t71KpVC23atMG7776rMSamGB/RpYyxYvuYmBg0b97coGdITk5GamoqAHkGvqa1A3SlmFQrTEIYSrEKhy59KdbKHzNmDKpUqWLwvaVSKdatWweZTAZPT0+8++67BvdlShjgL6cU/3Dk5+cjNjZWY5kaQD47NnToUPTp00fra0UNGjTAkiVLsHr1ajx+/BiAfFXtv//+W217Nzc3TJs2DY0bN9Y6XhcXFwQGBmLlypV48OABZDKZUv1+gaOjIyZPnqxULqgs+6SSxRr8RERERERERK+Xu3fvYuHChWL56DZt2mDmzJlaEz/1kZWVhQcPHoj7jRo1KpF+daVY271GjRpYsWKFUmUMAEhJSUF4eDjCw8MRGhqKuXPnolatWip9KWaHx8fHa71vXl4eXrx4oXN7bf766y9xu0WLFjqV4tHkyZMnYoluCwsLNGvWzOC+AODPP/8Ut318fLS2VayV7+3trfM6p5rs378fMTExsLKywsSJEytM3IoB/nLqvffeg7e3N8LDw3Hv3j08evQIL168EFfltrGxgbOzM2rXro1mzZqhXbt2Os+i1q9fHxs3bsSlS5fwzz//IDo6GklJScjKyoK1tTWcnJxQr149tG7dGr6+vrCw0O1n4uHhgZUrV+LcuXM4c+YMHj16hJSUFNjb28PNzQ1t27ZF165d9ZpVLI0+iYiIiIiIiOj1kp2drXO97/KgVq1aWuu1G9O8efOQlZUFQJ5dP3HixBJd7zA5ORkymQyAPMG1JEr+6Ht/QUhICBISEmBmZgY/Pz94e3vD2toa8fHxOHbsGBITE/H06VPMmTMH3377rUpGumJpofPnz2PEiBFKpXMUnTlzRlw/E4AY49NXXFycuIaARCLBhx9+aFA/ACCTybBhwwbx++jZs6fast+6On78OG7evAlAPvnRrVs3re337t2Lx48fw8rKChMmTDD4voC8jPn//vc/AMBHH31U7HUiTAkD/GWoa9eues1E1axZEzVr1kSvXr1KfCzm5uZo164d2rVrV6L9Wlpawt/fH/7+/uW6TyIiIiIiIiJ6fcTExGD48OHGHobOfvzxRzRs2NDYw1BLCO5bWlqif//+JRrcByC+GQDIF4ItaxkZGeJ2QkICLC0tMX/+fJXM9f79+2PRokW4efMm0tPT8d133+Hrr79WatOkSRN4eHggLi4OSUlJWLduHaZOnaqSLPvw4UNs375d6Zi2NTe1jT0oKEisbd+nT59irSGwe/dusVqGq6srhg4danBf0dHR+P7778X9cePGaZ3EioqKQmhoKABg2LBhqF69usH3zs/Px9q1ayGVSlG7dm0MGDDA4L5MEQP8RERERERERERk0mrVqoUff/zR2MPQmbpyL+VFrVq1EBMTg7y8PAQEBCAwMBBvvfVWqdzLGCVUhGx1wYcffqi2LI2NjQ1mzpyJsWPHIicnB2FhYUhISFDKDDczM8OECRMQEBAAqVSKs2fP4v79+/D390f16tWRk5ODyMhInDp1ClKpFG5ubnj27BkA/Z89NzcXS5cuFUtuN2jQACNHjtTz6f/z119/iW8CWFlZFWtty6dPn2Lx4sXiWpn9+vVD27ZtNbbPy8sTS/PUqVMHffv2Nei+goMHD+L+/fswMzMr8TdOTAED/EREREREREREZNKsra3LbUa8qQkMDERAQABiYmKQkpKCuXPnIjAwsMQmJSpXrixuK2bTl5XCJa579OihsW2VKlXwzjvviDX6IyIiVEq/NGnSBHPnzsXq1auRnp6Ox48fY8+ePSp9tW3bFs2bN8emTZsAQK9gel5eHpYuXSpm29euXRsLFiwweF2EkydPitn2FhYWmD17NurXr29QXy9evEBAQIC4ILO/vz9Gjx6t9Zr9+/cjNja2RALycXFx2LdvHwD5Gw1vv/22wX2ZKsNXYCAiIiIiIiIiIqLXiqOjI4KCglCnTh0AQGpqKubOnYuHDx+WSP/Ozs7iorB5eXlITEwskX51pRhYd3FxgZOTk9b2iiVwEhIS1Lbx8fHB5s2b8cknn6BJkyZwcHCAhYUFnJyc4OPjg9mzZ2POnDliEByQTx7oIi8vD8uWLUNYWBgA+RsWixcvNjjb/vTp02L2vBDcL2oxXE0SExMxd+5c8a2ETp06YfLkyVrfTnj48KH45kC/fv2KVWJIJpNh7dq1yMvLg6urq0mV6SpJzOAnIiIiIiIiIiIikYODg5jJ/+DBA6SlpWHu3LkICgpC7dq1i9W3tbU16tSpg+joaADA7du30b59+5IYtk7c3d3FbVtb2yLbK7YR1idQx97eHoMGDcKgQYM0trl37564rUvGfF5eHpYvX47Lly8DAN58800EBgbC0dGxyGvVOX36NNasWSMG92fNmoXWrVsb1NfLly8xZ84cPHnyBADQoUMHTJkyRZy80eT48eOQSqUwMzODubk59u/fr7bdrVu3lLaFdjVr1oSfnx8AIDY2Fnfv3gUg/2x+/fVXtX0pvimSmZmpdM8BAwYY/CZEecEAPxERERERERERESmpXLkygoKCMG/ePERHRyM9PR1z587F4sWLUbdu3WL13bx5czHAf+LEiTIN8CtOUOiy0G1mZqa4rcuEgCZZWVmIjIwEIK+/37hxY63theD+pUuXAAAeHh4ICgoqseD+zJkz0aZNG4P6SkxMVArut2/fHtOmTdOr1I5MJsMvv/yiU9vr16+L5YneeecdMcBfUFAgtgkLCxPfctAmMzNTab2OXr16mXyAnyV6iEhvwh9QYyyGQ0RERERERERlw97eHosXLxbrmqenp4sB/+JQDKpevXpVDHyXhSZNmoh1+BMTE5GcnKy1/f3798XtmjVrGnzfU6dOITs7GwDQokULuLi4aGyrKbhfVDkhTRSD++bm5vjyyy+1LoKrTeHMfT8/P0yfPr3CLWxbnjCDn4j0JgT4FWdKiYiIiIiIiOj1IwT5v/76a9y9e1cM8i9evNjg+ulVq1ZFr169EBoaioKCAqxcuRLLli2Dq6urTtfHxcXh9OnT+Pjjj/W+t5WVFdq1a4cTJ04AAA4fPowhQ4aobZucnIx//vkHAGBmZobmzZvrfT+hn71794r7AwcO1NhWKpWqDe7rWrO/sDNnzqgE99u1a2dQXy9fvsTs2bPF4L6vry9mzJihV3B/7NixGDt2bJHtfvrpJ/z8888AgCFDhmDo0KEqberUqYNDhw4V2dezZ8/w6aefAgBcXV2xbds2ncdrCpjBT0R6Y2CfiIiIiIiIqOKws7PDokWL0LBhQwDymuYBAQGIiooyuM9PPvkEjXB3HQIAACAASURBVBo1AgC8ePECM2bMwIULF7TGHNLT07Fnzx5MmzYNsbGxBt97yJAh4hsEv/zyCyIiIlTaZGVlYcWKFcjNzQUgrzGvbgIiJSUFjx490niv+Ph4BAQEIC0tDQDQo0cPeHl5qW1bOLjv7u5erOD+uXPnsHr1aqXgvq+vr0F9Fc7c9/X1xZdffsnM/XKAGfxEpDcG+ImIiIiIiIgqFltbWyxcuBALFizA7du3kZmZiXnz5mHRokU6LRhbmIWFBebNm4dvvvkG4eHhSE5OxrJly1CjRg20aNECb775JipXrozs7GwkJSXh1q1buHnzphhwLw43NzeMHTsWmzZtQl5eHubPnw8/Pz80b94clSpVQnx8PI4ePYrExEQA8qxvIQO8sBcvXmDatGl4++234e3tDXd3d1SqVAmpqam4efMm/vnnH0ilUgBAy5YttWavr127VnxjwNLSEu+//z7u3LlT5PM0btxYpTb/lStXsGrVKshkMgDyCQozMzNcvHhRa1/VqlVTeTMjKysLc+fORUJCAgD559G+fXtx8V9tDC0FRLpjgJ+I9MYa/EREREREREQVj2KQPzIyEpmZmZg/fz4WLlyIBg0a6N1f5cqVsWDBAoSEhCA4OBjp6elISEgQA8nqmJmZoUOHDhg+fHhxHgU9e/aETCbD9u3bkZubi7Nnz+Ls2bMq7erVq4c5c+YUubhtVFSUxjcazM3N0adPH4wYMULrgq6KaxHk5eVh06ZNOj3LkiVLVN4KuHv3LvLz88X9U6dO4dSpU0X25e/vj6lTpyodS0tLw+PHj8X958+fY9myZTqNTZcSOlQ8DPATkd6YwU9ERERERERUMdnY2GDBggVYuHAhbt26pRTkF0r46MPc3ByDBg1Cr169cPHiRURERCAqKgqpqanIzMxEpUqV4OjoiFq1asHT0xPt27c3uGRNYb169ULLli1x+PBhXLlyBS9evEBOTg4cHBxQv359tG/fHn5+fjAz01zl3MPDA1OnTsX169dx//59pKSkICMjA/b29nBxcUHLli3RuXPnYi3QS6SNpICROqqgEhMTMWrUKABA9erVYWFR9HyXrjOnr7tbt27hk08+Qd++fTFv3jxjD4eIiIiIiIhMxIIFC5CamgpHR0csWLDA2MMhItKboX/HFGORO3bsgIuLS4mMh4vsEpHeOC9IRERERERERERkfCzRQwR5rbKSmjWrCFiDn4iIiIiIiIiIyPiYwU9EemMGPxERERERERERkfExwE9EemOAn4iIiIiIiIiIyPgY4CcivTHAT0REREREREREZHwM8BOR3hjgJyIiIiIiIiIiMj4G+IlIbwzwExERERERERERGR8D/ESkNwb4iYiIiIiIiIiIjI8BfiLSGwP8RERERERERERExscAPxHpTQjwSyQSI4+EiIiIiIiIiIio4mKAn4j0JgT4mclPREREREREhpDJZMYeAhGRQcrb3y8G+IlIbwzsExERERERkSGsra0BAFlZWcjPzzfyaIiI9JOfn4+srCwA//09MzYG+IlIbyzRQ0RERERERIZwc3MDAEilUty/f9/IoyEi0s/9+/chlUoB/Pf3zNgY4CcivTGDn4iIiIiIiAzh7e0tbp85c6bclbogItJEJpPhzJkz4r7i3zNjYoCfiPTGAD8REREREREZonHjxrC0tAQAREZGYtu2bbh37x7L9RBRuZWfn4979+5h27ZtiIyMBABYWlqicePGRh6ZnIWxB0BEpocBfiIiIiIiIjKEtbU1RowYgZ07dyI/Px+RkZGIjIyEhYUFbGxsYGbGXFQiKj9kMhmysrLEsjwAYG5ujhEjRpSbGvwM8BOR3hjgJyIiIiIiIkN5enpi5MiR2L17N/Ly8gDIa/Knp6cbeWRERNpZWlpixIgR8PT0NPZQRAzwE5HeGOAnIiIiIiKi4vD09MSiRYsQGRmJiIgIPHv2DNnZ2cYeFhGRCmtra7i5ucHb2xuNGzcuN5n7Agb4iUhv5S3Av2XLFvTs2RPu7u7GHgoRERERERHpyNraGi1atECLFi2MPRQiIpPFwmZEFVBcXBxiYmIMvr48Bfjz8/Pxww8/YP78+SrnduzYAR8fHyOMikpbVlaW0sr1REREREREREQVEQP8RBVQ//79MWjQIIOvL08BfsVFTgrbtWtXGY6kbH366afYuHGjsYdhNKtWrcL06dORmppq7KEQERERERERERkNA/xEpLfyGOCXSCQq58zNzTVeVxKB4ZSUFAQFBYmLQpWl8PBw7Nixo8zvW168fPkSgHw1eyIiIiIiIiKiiooBfiLSm6kE+M3M5H/i2rVrh3v37onHw8LC0KVLF9y5c0djv4mJiYiIiFA6JpPJsH79ejG4vGvXLoSEhOD69evFfo7ybvfu3Th58qSxh6GiPP0WiYiIiIiIiIjKGgP8RKRWt27dcOzYMXFfsRROeQqqCuMSgvmKhGO5ubn4/fffxePR0dEAoHUdgoEDB2LMmDFKx6Kjo7Fr1y5s3bpV6bi6yYXXzbp16zBz5kxjD0MFM/iJiIiIiIiIqCJjgJ+oAluzZo3aAGlBQQGSk5OxZcsWAPJAeJs2bRAeHi6eL66EhAT4+fkhLCysWP0IAf6rV68iKytL6VzhoP/58+fRq1cv8fizZ8809puZmalyLC0tDQBgbW0N4L/PQV2Av6CgwKDPKTg4GCtXrtT7utIilUqNUoJIV9rWYCAiIiIiIiIiet0xwE9Uge3duxeBgYEqGen5+flK+1evXgUA3Lx5E8B/ge2QkBDMnTvXoHuPGjUK2dnZ+Prrrw26XqAY4P3rr7+UzikG+AsKCrBlyxY8e/ZMfI7169eL59etWwcfHx/4+Pjg8ePHStc9f/4cAJCeng4AqFy5MgD5mwGAPMBfUFCAwMBAREVFAZC/AfHJJ5+IfWgK9r969Qo3btwQ95csWYJ9+/bp8xGUql69eqF3797GHoZGDPATERERERERUUVmYewBEJUHc+bMgYVF0f8cNm3aVAajKV05OTlK+7/99hsA4NNPPxWPCYFrwZIlS5T2FYPVR44cQVBQkN7jEOrY6yojIwPJycmoUaMGNmzYgGHDhsHFxUUpwFv4OyycwS+M+88//xSPbdmyBWPHjsXu3bvFY4pvFWzfvh3fffcdNmzYgK+++goAYGtri4SEBBw4cAAAEBkZiYYNGyI0NBS3b9/G3r17kZKSgpSUFADyyYM9e/Zgz549eP78OaZPn47vv/8ePj4+WLJkCQ4fPozLly+rTEgAqm8HnDhxAtu3b9frsysOfb+nsiJ8LoUno3TVr18/dO/eHePHjy/JYRERERERERERlSlm8BNVIGvXroWvr6/WNhkZGdi/f7+4r6mEjza5ubnYvHmzykRBcXz88cfo378/Tpw4gT179mDSpEnYuHEjBg4cKLZZtGgRQkNDsWbNGowbNw5Pnjwpst8ffvgBc+bMUTp2/vx5cfu7774DAHzxxRdiMHnlypX4999/xTarV6/Grl27AAB3797FihUrlPrbs2eP+AzTp08HAMyePRsA8OjRIwBQKS+0fft2tGrVStwvKCjAjz/+iFmzZuHu3bvi8WvXruHy5ctITEwEAERERMDHx0ecXChphd/2EMhkMnz33XdITU0tlftqcvnyZYOui4+Px7Zt20p4NEREREREREREZYsZ/ESQZ6i7uLgYexilTgg0q9O6dWusW7cOR48eFbP6JRKJ2iC9prI8T548gYuLC7766iucPXsWtra2GD58eImMPS4uDgDEYPy9e/dw7949lXaBgYF693306FGl/VOnThV5zcGDB5X2hfUKAChNkGiaDElOTka/fv3g7OwMQD6xYmdnJ57/9ddfAQDHjh1Dt27dEB8fj2+//Valn7FjxwIA7OzscObMGXFh5Li4ODg5ORX5HOr8/PPPePHiBSZNmqRy7vvvv1d620Nw+/ZtbNu2DdnZ2Zg6darGvkNDQxEbG4vJkyfrPa6CggLk5OTA2tpazOBfvnw5vLy80LBhQ737IyIiIiIiIiIydczgJ6pA6tWrp/GcTCbDzz//LNaZB4D79+/j/v374r66xWQV9enTByNGjMDZs2cBQCUgnZKSgoyMDKVjRb0NcOPGDbFmfnkSGRmpUzthYkKd+Ph4vHr1CoB8UV/Fz0YopSRk+hcurVRYZmYmMjMzxQz65ORkPHv2DEFBQUprDeTk5GDhwoXiugrqrFq1Crt378aECRPUni/8OwH+W59AU8mc+fPnY+jQoQgMDFSaaLpy5QoyMjJw6dIltW+LKDp48CD8/PzEz0xQ+DdFRERERERERFRRMIOfqAIpKqM7OztbpY69sFCsQF2wPSUlRexbWGRWna5du8LFxQWHDx/WdcgYNWqUzm21MbRWe3EpZvOrEx0dDUAepF67dq14PC8vT9zOyMhAdnZ2kfd6//33xQD/tGnTlM5NnDgR//77L4KDg3Hs2DEcOnQIK1euRKdOnTT2d+nSJbXHV61ahYSEBLHckDBGANi3bx9cXFwwcuRI8Vx6errSugcA0L17d1StWlXpLYwZM2bgo48+0jgeoXRSdna20mRT4bUW1Pn333+RlZWFDh06FNmWiIiIiIiIiMhUMIOfqAIpKtM5OztbaxZ1QUEB5s+fr3K8a9euKlnVAh8fH6WSN0KteMU+y0JRGfC68PPz0/uaogL8gnXr1uHChQviflpamridnZ2NzMzMIvvQVv/+4sWLGD9+vFjCB5AH1A1VuIyR4m9rw4YN2Lx5s/g8n332mcr1L1++VCmxFB8fr/WewiSN4sLKuho/frzKpAcRERERERERkaljgJ+oAikcJHZ3d1fav3XrltYAf15eHrp166b2nLbM6JCQEHTs2FHtuRcvXsDHxwd37txBZmYmCgoKEBsbq7EvQ+mSAV+UlStXYtasWSUwGqBJkyZK++Hh4RrbZmdnKwX8DTFx4kSN5/Lz83HixAm9JluePn2KW7duAZAH6x8/fqx0fvPmzWKdfXVrJagjvM0gk8mwcOFCREREKK2PIAT2C68L8ejRI+zevVtpcWRAXqYoNDRU5T4rV67UaTxEREREREREROUdA/xEFci2bdvQt29frW0Us8gLy83NVVoIVpvGjRuL2xYWFkqTCz/99JNK++HDh+P777/H2bNnMXDgQHzzzTcGZWprkpOTIwawfXx89M5ef/fdd2FhYYEPPvhAXGOgsPbt26s9vnPnTtjY2Ij7b731Fho0aKDzvXNychAREaHXeHWVn5+PY8eOYdasWWjVqhV+//13vcYFyMvt7NixQ22buLg4WFtb69RfWFgYEhMTkZSUhEOHDmHMmDHiosrCWAH5RJNiiZ7AwECsW7cOU6ZMUepv+fLlCAwMVJnY2rdvHwDdSvuUJplMpnbiJiQkBAkJCUYYERERERERERGZGgb4iSoQZ2dnfPnllwZfLwTJHRwclEq9qNOsWTNxu3BAfPXq1WqvuXHjBu7cuQMAOHDggEr2dZ06dQwZNgB5FrwQ4HdyckLv3r1Rp04dsWyLYgAeAHr27CluX7p0CUuWLBH3raysxG1hImPWrFkYMmSI2nt7enoqfQZVqlTBuHHjdB57Tk6OTiV6DLFq1SqldRMWLFigsW2rVq2U9oOCgjTW6RekpqYWufaDoqdPn2LDhg1qzwkTPn/88YfWNx4EwgSEptJF5ubmOo+rNGzevBn+/v4qb04EBQWxnBARERERERER6YQBfqIKxtraGps2bUKjRo30zpDPzc1FQUEBJBKJSkC8MDc3N73HdvPmTWzZskXcf/bsmdJ5xaC7oGbNmkr7kyZNUtt3dna2WCe+SpUqsLe3x4EDB9CvXz8AytncO3bsQJs2bQDIs/ILB4IVFyLu0aMHAMDBwUGldIwiiUSCzp07i/dydnbW2LawnJwctaWTxo4dK24XXgxZVwcOHMCuXbt0alt4giU2NlYpw14TW1tbncczcuRIlbcICgoKEBwcjOvXrwOQvxGRnJyssY/w8HDEx8eLv1FNk1HFyeB/8OAB2rVrh5SUFJWxPn36VKc+hMkRxQWVhbcUSmtCh4iIiIiIiIheLwzwE1VArVu3xp49e8Rgoi7s7e2VFqqtVKmS1vZvvvmmweMTKGaHW1hYYMSIEeL+b7/9hurVqytNCJibm8Pe3l5tX9nZ2ahXrx4A5UVfhfIxQrDXx8cHXl5eSE9PBwD06tVL6xgtLS0ByLPL3377ba1t582bJz6LosKTITVr1sS3334r7hcO8B8+fBhfffUVqlWrBgCYMGECJk6ciFq1amm9f3E5OjqqHNO2sC8g/1xkMpk4kWKI+Ph47N69W+f2n376Kfr164eLFy8CANavXy+eU8yWL2qSSptjx44hNzcXkZGR+O6773D48GEAwMmTJ9G7d2/cv39fqf2TJ0/Ee0dHR+PcuXPixNHTp0/FyQvh31hZLT6tj1evXsHHxwenT5829lCIiIiIiIiI6P9jgJ+oAtO2oG5hrq6uShn8EokEYWFhGtury9pWzDjXRWRkpLjdtm1bpUz6GjVq4NChQ3B1dRWPtWzZEu+9957aWvhSqRRmZmZo06aNUskYIbAvlBQSytC8//77GDVqlMbFgQVCgD8vLw9ubm5aPxMhoFx4oeLJkydj2LBh4r7wOQsUywsBgIuLCwYNGiSOvUqVKgDktf1LSqNGjVSO6fpWxrvvvituCwFrOzs7/Pbbbxg3bpzeZaL69++vNuDt5eWlcuyff/4Rt4VJGkWKk1QeHh56jUOR8FuUSqXYtm0bAgIC0LlzZ9y4cQMAsGLFCsTGxuLbb79FSEgI+vTpg5CQEHTo0AEfffQRpk6dKvbxySefYPTo0QD+Wwy68PNGR0fr/GZAaUlKSgIApYWPiYiIiIiIiMi4GOAnqsCEEj2tW7cGAKU684MGDVLKhndxcVEK8AvWrl2r0q+bm5tKWZuRI0cqldPx9fXVeZxjx45FYGCgxvPHjx/H7t27sWrVKlhbWyvVkQ8JCUHnzp3FgKni2AXBwcFYunQpDh06hFGjRgGQT1BMmDBBDOAXNn78eGzfvl3Mxlcsd/R///d/qF+/vso1lpaWCAsLQ//+/QH8FzCXSCRKC8QWDvALWfCFCZ+x8CaG0Gbq1Klqx6yPMWPGaLxfURM1ir8jYXJCIpGgRo0a+PTTT9WWWgLkkzaaCMFlReq+S3ULOCu6fPmy+J1WrlxZ5XxGRoZSyRzBgQMHsHLlSnFf+N4V34JJT08X1wYICwvDwIED8eOPPyIoKAiAPOv/1atXYnvh81SciBAC/IV99NFHGDBggNZnKyvqPnciIiIiIiIiMg4G+IkqMCEgPH/+fBw4cEDMuq9Xrx4mT56MHTt2iG0rVaqkNsDv6+urFJwG5CVSBEIQ29vbG927dxePN23aVOdxtmrVCnZ2dhrPOzk5oXHjxmKGvGJbDw8PvPHGGwA0lz158803YW1tjerVq+tcl33MmDFo2rQpunbtioEDB+K9994Tz/3f//1fkYFm4L9SQba2tpBIJOK48/LylILdMpkMBQUF8PT0xK+//ioeF74H4bmE//Xz89PpGQpPmih+J+qy9YXPRl1gfOLEiWrvoRjgF2j6Ln/99VeVNRUEWVlZGsejqKja9dOmTRMD+OpKVHXq1AkzZswQ9/Pz85GTk4NvvvkG+/btE4+rm9gBoBTAL0zx7QFAdZHfnTt3imWpCgoKkJaWpvSbzc3NNXoWPxERERERERGVLwzwE1VgQoDfxcVFaQHVrl27wsbGRgxA9uzZE1ZWVmoD/AAwfPhwnD9/HqGhoTh9+jT69+8vBl/9/f3x7bffws/PTykbvnANf21BacWM6ilTphRZj71wjXsAWjP4i8Pa2hqzZ8/WayFZQa9evRAUFIR27doBAM6cOQNAHgiuV68efvvtNwDy70kmk8He3l4pAF44g194RisrK7X3+9///ie+cWFjY6M04dK+fXvMnTsXAFC7dm21JXoUA9KFP0dPT0+lfSFLX11GeuHANgAsXLgQEolEaaKkKGZmZjh27JjSZEhERITO1ysG+KVSKdLS0gAAFy5cEI9//fXXat82EX5js2fPVjqubYLh7t27SvuFP4cNGzaI2f5paWnw9/fHL7/8ohTknzZtGgAgJSUFgwcPVlmIujQJfy+YwU9ERERERERUfjDAT1SBCQFOdQFxQDlD3MrKCjk5OWoD/IA80O3u7i6W9albty5cXFzQt29f+Pn5ide4uLioXHv8+HGsXr0ae/bsUTsOxdryw4cPR+PGjfV4SuOpVauWxmA7IA/wdu/eXeXzFL4X4bMSAvyFM9Y7d+6MDz74AH369AHwX4Df0tJSXEtg5MiRYvs333xTXCj3k08+gUQiQXBwMFxdXTF69GhxAkZdbXoPDw8xc9/W1hb//vsvnJ2dxfOFn3Px4sUwMzNTyXAXHDx4EOfPn8eRI0dw8uRJcTFjYT0BXZiZmaFKlSr45Zdf1J5XfFOgQYMGSufMzc3Fz/ns2bNo06YN/P39xfPCZyksnltYQkKC2uPaAvxFZfArEiZGvvnmGxw8eFA8fu/ePdy+fRvBwcG4f/8+jh8/rrEPdUJDQ3H48GH88MMPSiWHdKGudBGZpr59+6otr0ZERERERESmhwF+ogqscImSli1bol27dujXrx+A/4KtXbp0gYWFBaRSqcYAf2F2dnY4fPgw6tWrp3R83759OHLkiNIxJycnmJmZKWWN7927F4A8s1wosaMvxYAtoLlET2nZt2+fmJWvD2GRWiGgL5ToKfy5W1tbY9asWeLbA0KGtZWVlbg9atQoHDlyBP/88w/MzMzQpEkTBAQEYMSIEQDkQf8///wTXl5eYpC+8H127tyJrVu3om3btggMDBQnFIKDg9GjRw8A6j9bbb+Zt956C9bW1qhatSocHBzE41WrVtX5cxI+n0qVKqn8zgBgy5YtGD9+PADg888/F497eXmha9euuHbtGu7duydmxStSzOJXtG/fPly/fl1jCaaMjAydx68twK9o2bJlSvsff/wxNm3aBAAa14jQJDAwEAEBAdiyZQv27duntkyRoocPH4rfrabJGjI9jx8/1jihSkRERERERKZFfdouEVUIhRdutbGxwbp168R9e3t7hIWFAZAHPPPz83UO8Gvi5OQE4L8gcuHg5c6dO3Hjxg0x6Kvp7YKi/PPPP2IAVXG8ZVlexJCxX7hwQbxOGKumDP7ChO/TwsJCDJRbWloqZbJLJBJxAkfTeLWV3xEC+oD89yHcRyaTYc2aNUqTMfpOCgHyCZ1WrVohNTUVn376KWbOnKmxrWKfqampKucrVaqE0aNHo2PHjqhXrx5q1aqFmJgYTJo0CSEhIQCAoUOHqu07JiZGbdkofbPetVG3roC+QkJCEBoaikePHuGXX35B9erVVdpcvnwZUVFRGDZsmMq5adOmoUGDBhg/frzKd3Tv3j0MHToUQUFB6N69OzP4iYiIiIiIiMohBviJKrBmzZrhypUrOrWVSCQlWse+Y8eOWLt2LZo1a6Z03NPTE56enmKpky5duhjUf+HgekFBQZln8BtCcW2CojL4C5s5cyZ+/PFH2NjYYM6cOejevbvWEkFFmT59utqAsaKGDRsCkL/tUfi7tLS01DsobGVlhe+++w4A8PfffwMABg8eDCsrK+zZswfjxo3D1atXcfnyZaUJD3UBfkdHR0gkEjG7v3nz5oiJiYGtrS3i4uK0jkOox1+aLl68WOw+oqKixO0///wTTZo0gZeXl9KkjvD2wo0bN1Suv3DhAi5cuAAvLy+0b99e6VxSUhIA+WQHoD6D//jx47CwsECnTp00jjE2NhZXr15F//79dX6uosTGxmLMmDE4ePCgWHaKiIiIiIiIqCJigJ+oAluzZg2Sk5N1aivULC+pILm7uzsuX76s8bydnZ1KENdQwuREcd8+KGsSiQQSiUTM4C+qHEutWrUQEBAAQJ5d37FjR73uJ9TYFzL8hwwZUuQ1PXr0QPPmzdWWUTIkg1+R8N2bmZlh0qRJqFu3Lnr06IH27dtj2LBhSr+N3NxccXvcuHHo16+f+LaIoEuXLggJCYGbmxs8PT3VBrwFhf9dvPnmm3j06JHez1CWhImRDh06YNWqVZgyZQrGjBkjntdWrz86OlpprYzff/8dDx8+BACEhYWhW7duYoBf8bv86quvxDaajB8/Hs+fPy/RAP/hw4eRkpKCW7duiYtUExEREREREVVErMFPVIHZ2tqiZs2aOrU1RpC8JIL7hZlSgB+Qfwa6ZvAXV6VKlRAWFqa2NI0mEolE4xoJFhYWYo13Q8YulFgyMzODRCJB7969YWFhgTfeeAPu7u5KweutW7eKb3vUq1dP7WLObdq0QVhYGJycnDBu3Dit9xbeIBFKEOmz+K8iYT0FQdOmTbXeu0uXLli4cKFB9xLcvn0bBQUFuHDhAkaPHq3TNRs3bsSRI0dw+vRpJCYmYsGCBdi1axcA4Nq1a/jwww9x8+ZNsX18fLzWBYUVCQsGlwWpVIojR46YxNs6RERERERERCWBGfxEpBPFDH5TC5IrTk6YGiHAr0sN/vLGwsKiWHXbFTP4FTk6OiI0NFTpWLNmzdCsWTPcuXNHLBukjZ2dHaytrZGdnY2dO3di5MiRAIAmTZqgatWqOHr0KEaOHAkbGxvUr18fS5cuxQcffIDatWvj5s2baNWqFTZt2oRWrVppvc///d//4ejRo+K+ra0tcnJyNLbv2bOnzovvapKcnGzQb/3rr7/Wuujuhg0bAMjflujXr5/S2gzGUvg59+7di/Xr16NmzZrlYnxEREREREREpc20okVEZDSmWuYGML2sfUWmHuAXSvQUhz7fny7BfYGwKLGnpye2bdsGX19fTJ48GdbW1gCAefPmIT8/H+3bt4erqyvOnDmD4cOHA5C/7SCRSLB161YsXrxYpW8PXWx18QAAIABJREFUDw8sWrRIXCxaUFBQoJLRvnbtWnG7atWq4v0BecBf3+/d0M9cW3Bf0YkTJwBAKaO/rAm/icLPKaydUJZvDRAREREREREZk2lFi4jIaEw5gx9QDQSairIs0VPSiluDX/jOSmtiY8qUKWKJKm9vb6xduxYtWrQQA90ODg6QSqVKGfXCOgXCegjNmjUTy/AIC9t+8MEHCAkJwXvvvacUrBee6Z133lE6plhD/q233hIXWh4wYAAWL16My5cvF7n+QnlWGv/2NP2eNAX+iYiIiIiIiF5XLNFDRDox5Qx+RaY2dlPP4M/LyzP4NyNk2JfWc3/44Yf48MMPVY4LZYUqV66M/Px8pQC/hYX8P5tCbX5APvk1e/ZsuLm5YcqUKUqZ8EKwXpGfnx/CwsJw7do15ObmQiKR4LfffsPJkyfh4OAgPrfi5MCaNWtw5swZ/PLLL8V86tcDA/xEREREREREcqYVLSIiozH1DH4AJjl2MzMzk51YsbS0hFQqNfh6IdBd1s8tBNbVBfgbNmyItm3bijX7BQMHDkSzZs0AAL169RKPa6un37x5czGbv0aNGmL5H+F5q1WrJrZt06YNZs2ahQsXLuDrr78GAI2LGwOqAe6TJ0+qbde3b1+lEkGGOn36dJFthO+zJBV+Tgb4iYiIiIiIqKJhBj8RgDlz5oiZudps2rSpDEZTPplyBr8pB/3MzMzEiZWKlsFf2iV6NJkxYwaOHj2KOnXq4PTp00p/G+zs7LB+/Xq119nb2yMsLEztOTc3Nzx79kyn32DTpk2xcOFCdO/eXeVcpUqV0KdPH7z55puQSCQYPXq00nkvLy/cvn1b6T5ffvmlyloAgurVq8PX17fIMQm6dOki1uBXNGPGDPz999+wsrLSeG1JvYVSUFAg1tovzJT/rRtLVlYWLC0tdfpvIBEREREREZU/phUtIiKjETL4TZUQ8DO1yQkhg99US/QIGfyGfO7C762svzNnZ2fY2dmJv3ltWfi6WLlyJbZs2QIA6NevX5HtJRIJevXqpTXg6u3tDXt7e3Hf0tISvr6+6N27t0qm/ODBg9X2sXTpUpU3EdTZvHkzOnfuDACoUqWKxnZXrlzR2k9J/f3Yv38/fvrpJwCaM/hJd+3bt8fkyZONPQwiIiIiIiIyENO1iAAsWbIELi4uxh5GuWbqGfzC2E2NYga/KX7uxWGsDH5FJRHg79SpEwBozO43lJOTk7gdFBQEf39/hIaGiosyF7Zw4UKkp6cjPDwc7u7u6Natm8a+v//+e0yePBk5OTlo1KgR3n//fZw6dQo2NjYar0lNTVV7XBhLSQX4L1++rNK3gBn8hrl06ZKxh0BEREREREQGMq10UCIymtehBj9gehm+ppzBD6BYEyvNmzdHw4YN0bt37xIeVdGE34lUKi23pUucnZ2xb98+dOjQAW3atAHwX81/IZguTC4A8rUBPvroIyxbtgxffPGFUl/W1tbo06ePWK6nefPmYjDf3NwcHh4eAAAfHx+N47l+/brW8ZZUDX7FfkoiwP/o0SP4+Pjg6dOnJTI+IiIiIiIiorJUPqMWRFTuCFnwMpnM5ILkwthNkZmZGWQymcl+7oDhixvb29vjxx9/LOlh6UyY0CpuBn9pqlevHlavXi3uC5NAQoC/S5cuOvVz/vx5AEBKSgquXr0Kc3NzVKpUCYC81FKtWrVw7tw5rRn8Bw4cwMCBA1G3bl2150sqg1+xn8KTBsLvTNfJhA8//BCJiYkAgPDwcPTo0UNj2+7du2Pq1Kla2xARERERERGVNdNLByUio1CswW/KgWZTI5FIxJIrppjBDxge4DcmiUQirh9QngP8hRXO4Nf3c3dycoK/vz8AiAvmCr87Ibi/d+9enD9/HsHBwejVq5fS9du3bwcAJCYmokeP/8fencfZWL//A3/NmcWMGYwxdhUhfCypRoNsWaOVZCkpWxFKTIhRvpEUQiGyRKiUPqSFNGTLOknK8mHSGBpmzM5sZvv9Mb/77r7PNuecOXPOXMfr+Xh4uM+9vM917rnPmTnX+31f74d0o+KdNYJfm+C31Glg63NduHBBnbDXy8sLv/32G8aPH49p06bp9isqKkJycjJWrFjhYNREREREREREZUNmtoiIXE5yDX4tabF7e3urI/ilJvgl0ib4y2uJHnOUBL8Se2m88MIL6ih+rSZNmsDf3x+33347+vbtq9v2448/IiIiAgsWLEBSUhKioqLUJHxBQQHOnz+PuLi4UsWlTeq//vrrSExMVB9rSyvZy9vbG6NGjcKhQ4ewc+dOtUMwNTUVf//9N4DijoMbN24gNja2FK+AiIiIiIiIyHmYLSIim3hCDX7pI/glnnfJnUJKIllSx4ozE/y9e/fGL7/8YnWf1q1bm5RR2rNnD3766ScAwKJFi5CdnQ2g+HwOHjwY/fr1Q2xsLJ5++mnk5OTYHZfx6Pw+ffqo65TrLCcnB7/99puamLeF8TVaUFCAX375BT169MCAAQMAFJ/Xfv36oX///rp9z549i2PHjpX4HPn5+bpJgomIiIiIiIhKS07WgojcSvoIfiW5Ly12bQ1+SYlmQN651tLO2yDpvBvX4HfFz6Bp06Y27ZeQkKAuz549G+fOnUNMTIzF/Xfs2IHly5cDABYuXKiWA/rtt99M9k1JSVHvEACAxYsXY9SoUXjqqadM9i0oKECbNm2wf/9+3fotW7boHq9bt07tqNC+hpSUFADFNfuVa2TIkCEYM2aMxdei2LBhA1566SW7Oh6IiIiIiIiIrJGTtSAit5I8gl9yDX7Jk+wCcjtWAJnXi3ENflfZvn27WrPfkuHDh6vLJ06cAABkZWWhsLAQr7/+Ov7880/d/pGRkVi1ahWef/55bNy4EQkJCbhx44bZtnfs2IHw8HBERUUBAJKTk9VtYWFhOHHihHpOlPI7X3zxha6Nw4cP6x5/9NFH+O677yy+npEjR1rdbiw3NxdLliwBUPy6iYiIiIiIiJyBCX4isolSKkYqqYlmJcEvcZJdyR0r2hH8kpR2kl1HVa9eHZGRkXYf9/777yM9PR0//fQTxo4dq67ftm2buqxN/Hfp0sVsO4sWLbL6PCNHjsTEiRMRGxuLGTNmAHDO3ArmRuIfOXIEO3fuRHx8PMLCwnD58mUAUO8ucDeJ1zURERERERFZJitbRERuo0z2KnUEv9TyQgaDAUVFRSJL9ACya/BLTIS6o0SPIjw83O5jYmJi1FHwmZmZSE1NBQC89dZbNh1vPOreml9++QVz5sxRHzsjwW/ujoKxY8di2rRpaq396Ohok33WrVuHvLy8Uj+/IyRe10RERERERGSZvGwREbmFMoJfaqkYqQwGg0eURpIYu8S7PpSktTLJritjDwgIAFB8zQYGBtp8XHp6urrco0cPu57Tx8cHjz32mM37Hz9+XF1W7nawpEePHnjwwQet7mOt1I4ygXCFChUA6Msm7d69G99//z22b9+Of/75x+zxYWFhWL9+vcX2lc9je0m+E4uIiIiIiIhMlX74GhHdEry9vcWOxpZabgXwjBH8Ekm9ZoxH8LuSv78/gOJEf/PmzXH06FFs3rwZAwYMsJpU/uabb0r1vPZ0JtijVq1aeOWVVxAWFmZxn927dyM3N9fsNqW00IwZM9CzZ09kZ2frts+ePRsAcPfdd2P16tV4/PHHcddddyE4OFg9Xxs3bsSzzz5rtv3w8HCEhYXho48+sut1SbyuiYiIiIiIyDJ52SIicgslqS95BL/ExBZH8LuH1BH8SoJfGcHvjucuKCjAe++9h40bN6J+/frYuHGj1eOUsjwAUKdOHZuf75FHHgGgn7xX8fTTT5d4/NWrV21+LgB49NFHTdbdvHkTDzzwgPpY+xmzY8cOdTk7O9skwa+Ii4vD//73P/zzzz/4+eefsWXLFrXT4+bNm2aPeeutt1BUVIRjx47Z9RoAjuAnIiIiIiLyNEzwE5FNjCfvlESboJWUrAXkj+CXTGKHkFKixx01+BU1atRAUFAQmjRpAgBo1KgR1qxZo26PiIiweGx2drbJeQ8KCgIAVK1aVV0XGRmJmTNnqut37typO2bixIn44IMPMH/+fIvPdfr0aZN1I0aMUJeNz123bt0AQJ2k1xxLHSv79u3D/v37zW5LTU3FM888Y3ab8d0BV69eRXR0tG4SYktSUlLMri/NdX3gwAGkpaU5fDwRERERERE5H7NFRGQTJdlVUFAgNtEscSS5MoJf8p0TgLyOFQCiR/C7K8G/ZMkSLF++XLfOy8sLrVq1QmRkJFavXo1BgwZhw4YNJscOGDAAGRkZSE5OVtc9+uij2LNnD5YuXYp169ap641Hw4eEhKjL1atXBwC0b98ezZo1M3meWrVqmY09KioKY8aMUR8bf87Vr18fP//8M7p37272eMByB+gbb7xhU1LemDIRb0ZGBv7++2888sgjGD16dInHnThxAj179sTvv/9usk07gt/eZP+ECRMwefJku44hIiIiIiKissUa/C6ycuVK3Zf7GjVqYPXq1VaPuX79Os6fP4/z588jJiYGiYmJyMjIQEZGBoDiUY133HEHWrZsia5du6JatWoOxRYTE4MDBw7g999/R3JyMq5fv47KlSsjODgYd955J1q2bIl77rlHN3rSkry8POzfvx/79u1DXFwc0tLSEBQUhJo1a6Jdu3bo1q0bqlSpYld8ZdEm2U87gl9SwlOhzB8gjdRSMQrJ511JhEo67+6+06Zt27YWtz3xxBPqctOmTU22t2zZEl9++SUuXrwIoDi5P2XKFADF9ea17r33XpPjx40bh7CwMLRo0UJdp0xwq2VuHQAEBwer7SxZskT9uS9cuBCvvvoqQkJCULFiRaslbpxdGkl5rq5du9p1XHR0NADg2rVrFts0XtbKz8/HtWvXULt2bZNtiYmJdsVCREREREREZYsJfhc4d+4cvvvuO7uPe//999Uv6eakpKQgJSUFv/32Gz777DM89dRTGDRokM2jq9PS0rB69Wrs2bPHYtsXLlxAVFQUHn744RJHDV66dAnz58/HhQsXdOtTU1ORmpqKs2fPYsuWLSVOWljWbVLpSBwFLzlJ7u3tjcLCQrFJckDmNQPILNGjJPiVRHN5Pu+hoaFISkpSH1euXBnAv6Vlhg4dqk7cq7D2O/H55583WWd8PGA+Cd++fXt1uUuXLliyZIlaYqhjx4665zUYDJgwYQIaNWqEXbt2ISEhAQcPHgQA3Lhxw2J8jirpOszIyFDPnUIZ+Z+fn4/Y2FgcO3YMTz31lEl7lhL8CxYswFdffYVjx47p3se2xENERERERESuxQR/GcvPz8eHH35Y6kntgoODUa9ePVSvXh3+/v7Izc1FfHw8zp8/j4KCAuTn5+Pzzz9HQkICXn311RLbS0xMxLRp05CQkKCuq1mzJho2bIhKlSrh5s2biI+Px99//21xkj+tpKQkREZGqokZLy8vNG/eHLVr10Z6ejpOnDiBmzdvIi0tDW+//TZmzpyJu+++2+VtUulJnqBRYmJK6khyhTKCX1rs2k4hSYwn2S3P533t2rU4e/asWpO/UqVKAKDepeYMfn5+6vLq1asxYsQIswn+Dz74QF2uX78+tm/frpb6MWfIkCEAiu9YSE9PV+vzW0vwBwYGYsmSJRg2bJhdr6FNmzZWt3ft2hUzZszA448/jvT0dOTl5eH8+fMAiu8EHDduHK5evaom+LWf4Zbu9FBK+xQUFKjzOijHSf4dQERERERE5ImY4C9jX3/9NWJjYwEAnTt3xt69e20+tmXLlmjbti3uvvtuizWDU1NT8fHHH+PAgQMAgN27d+P+++/HAw88YLHdzMxMTJ8+XU3uN2zYEC+++KLZWsXZ2dmIjo4uMdE1f/58NRFfo0YNREZGokGDBur29PR0zJs3D7///jvy8/Px7rvv4uOPP1YnT3RVm+Q4JVEosRY8R/C7h7RzrSU1dneX6LFHrVq1dL/blFHoSoLfGT8D7R1trVq1AmBbGR1ryX1j2t85mZmZFvfz9fVFy5YtTY417hRYunQpxo4da/PzA8D27dvRtGlTk8l6MzIy1E56paNN+1li6XPl3LlzAIon+VUS/H/++ScAJviJiIiIiIjKG5kzZQpx6dIlbNq0CUDxLf+tW7e26/h+/fqhV69eFpP7AFC1alVMnjxZlzTYsWOH1XbXrFmDq1evAgCaN2+OuXPnmk3uA0BAQAA6duyITp06WWwvOjoap06dAgD4+PhgxowZukQ8AFSpUgWRkZHqa7l+/Tr++9//urRNch6pyU+JOILfPaR2CikJfolJWF9fXwD/lpdxpsDAQPXnqK0rb6kevz2Ucw5Y71hREuVa4eHhGDx4MPz8/NCjRw8A+gmDbRUdHW2S3AeKE/zK61Y6NmwZwa9QOgeysrIwYsQIAEBCQoLaAUBERERERETuxwR/GSkqKsKHH36IvLw8BAUFqV+My4KXlxe6d++uPv7rr78s7nvhwgXs3LkTQHHyPiIiwmyNYnt8//336nK3bt1Qv359s/v5+/vrEhA7duywmFwoizapdDxlBL80HMHvPhLPuaQa/IqIiAisWrVKfezs8z5nzhxs3LgRALBixQosXLhQ3fbVV1/hk08+cdpzKb9/lInfIyIiEBkZCeDfDgytWrVqYdKkSTh48CDeeecdREVFoXHjxujZs6dT4tmxYweSk5MBFI/GB0qeZFe7rlevXvjiiy9MyiYdPHgQQ4cOxejRo5GUlIRXX30VOTk5TolZmrCwMCxatMjdYRARERER0S2MCf4y8sMPP+DMmTMAgGHDhiE4OLhMn0/bfnZ2tsX9tm/fri736NEDoaGhpXre7OxstVYvAF1HgzkPPPAAAgICABSPuFdu+S/rNsl5JI7GVkiMXepIcoXk2CXeOaGUpFESzRJiHzRoEFq3bm0ymauzYu/Zsyfq1asHALjvvvtQtWpVdVudOnVMyuY44qGHHgLw73l/99138dxzz6F///5o27YtANME/+jRozFq1CjdOuV3+Zw5czB06FCT57njjjvsiktJ7gNATk4OkpOTkZaWpq578803TY6ZPXu2ulxYWIj58+erZQAV0dHROH36NKKjoxEZGYn9+/fjjz/+wI0bN2yat8fTbNiwwd0hEBERERHRLYwJ/jKQlJSEdevWASgugaPcdl+WLl26pC7XqFHD7D4FBQXYt2+f+rhz586lft4zZ86o5RT8/f3RuHFjq/v7+vqiSZMm6uOTJ0+6pE0qPePkm0QSYzcYDCgoKBAZu0Ji7BIS4+YYj+CXyBXXy+LFi3V3DZRW165dAfyb4A8ODsb48ePh4+OjJvaVEj1z587FkiVLMHLkSKtzxpi7u06ZR8AR+/btQ69evTBo0CB13f79+03227Ztm8m6zZs36x4fPnxYXY6OjgZQPGlyly5dMHfuXIdjJCIiIiIiIvtxkt0ysGzZMmRnZ8PHxwdjx44t80RRcnIytmzZoj5u37692f3i4uKQlZUFoDhx0LBhQ+Tl5SEqKgp79+7F5cuXkZWVhcqVK6NBgwZo27YtunbtarasgOLy5cvq8h133KGrRWxJw4YNceLECQD6jomybJOcp6ioSDdxpQTa96C0xK3BYBBZT12Ld064jvEku5JiL6sR/OZYm4jeEUqsynnXfkb6+fkB+DfBX9JdaYq+ffvi448/1q2rU6eOwzHOmTOnxH0sldmJiYkp8dgjR44AKO4gmDZtmtk5B4iIiIiIiMj5+O3Lyfbt24djx44BAJ588kncdtttZfI8ubm5SEhIwK+//or//ve/6i33devWRf/+/c0eo50Ur27durhy5Qrmzp2Lixcv6vZLTk5GcnIyoqOj8dVXX2Hq1Klo1KiR2Ta1yXhLdw4Yq169utnjy7LNkqSkpNh9TElKW/6ovJFcgx+QO9mrwWAok0lHXUFJkks874DMOw8klugxJrFjRfv5COgT/EonubXOcnOqV6+OgwcP4vDhw7jrrrvwzTffYMiQIVixYoWTotbLycnBgAEDnNLW//73PzRv3twpbREREREREZF1TPA7UUZGBlauXAmgeJTdwIEDndb2qVOnMHXqVKv73HvvvYiIiEBgYKDZ7UlJSeqyl5cX3njjDVy7dg0AUK9ePTRu3BgGgwGxsbHqRL0JCQl4/fXXMXfuXDRs2NCkzevXr6vLts4zoK1/fOPGDZe0WZJJkybZfUxJvv32W6e3WR5ITNZKnmTXYDAwSe4GXl5eImvwG4/gl0TSebZEKY1kbgR/x44d7W7Pz88PnTp1AgC8+OKLAIp/1x8/fhz+/v5mR9z7+vo61CkYGxuL+Ph4u48z5/Lly8jLy0Pr1q2d0h4RERERERFZxgS/E61atUodST927Fi7R+s5KjAwEKNHj0aXLl2s7peZmakuK7fb+/n5YcKECSaJh5MnT+Ldd99FRkYGcnJy8N5772Hp0qUmt9xrkwtKEqMk2v3MJSfKok1yHsnlYiQmyZUa/BJpS65IO+/S4lVITvArPG0Ev8FgwJ49e1CxYkWnPNe7776L33//HV26dEFMTIyupn779u3x2GOP6QYEzJ49G5GRkSW2m5iY6JT4AGD69OkAgI8++ght2rRxWrsSnDhxAiNHjsQPP/xg812IREREREREpcEEv5McP34cP//8M4DiyfZKMxGeOdWqVcPDDz8MoDj5kZ2djX/++Qd//fUXMjMzsWDBAvz000946aWXULduXbNtmEt8v/rqq+jQoYPJ+latWmHGjBmYMmUKCgsLER8fjz179pjUDr5586a6bGu9XW3HR25ursn2smizJAsWLEBISIjdx92KpCZrpY4k5wh+95EYu5JYVkaS85pxLSXBbzx3jLXJdO1VtWpVtUO/UaNGCA8PV+vf5+Xl4c477wRQPOmtl5cXmjdvjgYNGuCZZ54BUDxB7rvvvqubuwcom1J1Y8aMwdKlSxEeHu70tsurX375BQBw8eJFJviJiIiIiMglmOB3gpycHCxduhQAUKlSJQwfPtzpz1GrVi2MHj3aZH1ycjLWr1+PXbt24eTJk4iIiMCcOXPQoEEDk32NR8M3btzYbHJf0bRpU7Rr1079srp//36TBL+2TSWhVBJt6YAKFSpYjdNZbZYkJCTE42rmO5t2NLa0SXYl006yKy1ZKy1eYxITzUpimQl+11LOszvOu7YzQUnwR0dH6/Zp0qSJuuzj44OMjAzd9rK8U+jUqVO3VIJfIfG95y5nzpxBtWrV2CFCREREROQgZumcYP369eqt7SNGjECVKlVc9tzVqlXDhAkT8OijjwIorj8/b948s1/U/f39dY/btWtXYvtt27ZVl8+cOWO1Te3Ie2u0+xnHVFZtkvNIHEmunexVGqUWvMTYAbmTG3tKDX5JsWs7EbWPJTAu0WM8gr8saefdsVZ7XzunTWxsLACof68od8EZDAasW7cOADBq1KgSn9vc3DzGtOUBPY25z2VnXb+//vortm7dWqo2pHj22Wfx1FNPuTsMIiIiIiKxOIK/lGJiYvDdd98BKC5r061bN7fEMXToUOzatQtZWVm4dOkSfv31V9x///26fSpXrqx7fNttt5XY7u23364uZ2dnIysrS1dHuFKlSuqyMv9ASVJTU9Vlc2ULyqJNKj1tAktS4s2YtNi9vb1FJpoB+TX4pSaapc7bYJzgl0SJ3R0dK6+99hqaNGmCJUuW6EbqG9u4cSOuXbsGAEhISAAA1KlTB+np6fDz81PPe/PmzdU7ANq1a4egoCAMGDBAbWfy5Mlo3rw5Ll26hLCwMMTFxeGFF16w+LxxcXGlfo3OkJmZifz8fJsGYeTk5CA9PR01a9a0up/2fXbixAkkJSU57RpQJlV+4oknStWOFJ7cEUREREREVNaY4C+l2NhYNfl27do1REREWNw3PT1dXU5JSdHtO3DgwFJNROfv74+mTZvi+PHjAIpH2xsn+OvVq6d7HBAQYFO7WtnZ2boEv7ZNWyfoUxIM5mIqqzap9CQn3xRSE82SR/ADMs87IPda1yb4JZ93ibEr592VI/hDQkLw/PPP48EHH0Tt2rUt7lezZk01YX3jxg0A/47cV0rjGZ9zZT6hqKgofPbZZ1izZg1q166N5s2bo3nz5gCA0NBQfP7555g/fz5+/fVX1KxZU+1AAICff/4ZUVFRJiX+XO3xxx9HWlqaSfminJwcFBYW4sMPP0SNGjUwbNgwzJgxAz///DOio6Nx48YNLF68GJMmTTL5m0g76fzIkSMBmA6mICIiIiIiKmtM8DvRlStXcOXKFZv2zc/Px//+9z/1sTb57yjtyPXr16+bbNeOxgeArKysEtvMzs7WPdaWAgD0yfSLFy+ioKCgxMTGX3/9pS6bu4ugLNok55FYg19iolChHcFPriN1BD9QfM14wgh+SefdnSP4FXfccYfN+z7++OP45ptv0KpVK5w8eRI+Pj5WO7SCg4PRtWtXrFmzBo0bNzbZ3rhxY3X+m08//RR5eXl45JFH0LBhQ9x55534v//7P9SvXx+NGjWy/4U5aNeuXVi7di3Gjh2LGjVqqHcExsfHw8vLS+0MeeKJJ5CUlKQeN2zYMJw8eRJAcfm/r7/+Glu2bEG7du3QtWtXdb/CwkJ8+umnJs+rzG/wwgsv4Mcff0S1atXsjt3W+YeIiIiIiIgA1uD3KCWVqalVqxZq1aqlPr506VKJbWr3qVSpksnotWbNmqkjAHNycnD+/Hmr7eXl5ek6NpTRgWXdJpWe9BI9nlALXiKp5x2QO4JfaoJfIfG8u7MGvyNmzJiB6OhojBs3Dr1791bXW3ufNm3aFNHR0bq/I7SUY729vREaGoqOHTvi7bffxhtvvIE6depg8uTJZgcflJV58+bhzJkzGDdunK7E0GOPPYZHH30UZ86cQWZmpi65r6hatSoA6EruGP9MZ82aheXLl1uNYefOnWbXFxak8TzSAAAgAElEQVQW4tSpUxaPO3v2rNV2iYiIiIiItJjgL6Xu3bvj22+/tenfK6+8oh5Xo0YN3bbS3rqekZGh+0JoaRS7dtLcQ4cOldiudh/ldnytgIAA3H333erjXbt2WW3v4MGD6l0BQUFBaNGihUvaJOeRmnyTOsmuwWAQX4NfOmmvw2AwqCOAJcXOEfyu5+Pjg3r16jnl87FZs2YAisv++Pj4YOHChWjUqBECAgIwf/58pKam4o033ihVh2V6ejpu3rxpdZ+8vDycPn26xLaeffZZdO7c2ew2ZZBBenq6+jNNS0tDYmIipk2bhqysLGzfvt3O6P/15Zdf4rnnnlMnOzbm6g6i7777DmFhYTb9bNLS0kT+LiUiIiIi8mRM8JdT9oxyKyoqwooVK5CXlweg+IuppXr+ffr0gY9PcWWmmJgYHDhwwGK7Z8+exeHDh9XHliYQ7tOnj7ocFRWFixcvmt0vJycHGzduVB8/9NBDFr/ElkWb5BxSR/ArpMVuMBjEdk4AMjuEAH2JHmm8vb1FJvgVEs+7cp6V8y7p95AyZ0Np77QZNWoUvv76a5NSfkDxoINZs2bhwIEDWLVqlcPP0a1bN6tzHQHAqlWrMHToUIdLHyYlJeHMmTMAiid+VRL8s2bNQp8+fbBz506cP3/e7J2Sxk6fPo3NmzcjJSVFt/6ff/4B8G85H2M5OTkOxe6oLVu2AECJd/5kZWWhe/fu+Pzzz10RFhERERER2YgJ/nJq9+7dePXVV7F7926rtfL//vtvzJw5E/v27VPX9evXz+Ikb7Vr19YlzxctWmQ2yX/y5EnMmjVLHc3VpEkThIeHm22zTZs26uj+/Px8vPXWWyaj0jIyMvD222+rcxRUqlQJTz75pMXXVRZtknNILLciOVkrecJU7YhsibFLLY2kLdEj7bwDMhP8CuWakTRPibYTsTTXi7e3t9V5ADp06IAXX3wRH3/8Mfbv3+/w8xw8eNDitv3792P16tUAoA56sNewYcPU5aysLLP18K9cuaLW9Ldm+/btmDt3Lnr27AkAOHHiBEaMGIHff/8dgP5aj46ORlRUFFJTU03+7tuxYwfCwsIwdepUh15TSZQ4SjpnSly//fZbmcRBRERERESO4SS75VhMTAwWLlwIb29v1KtXD3Xr1kVQUBC8vLyQkZGB2NhYk0l927dvj8GDB1tt9/nnn8dff/2FU6dOITc3F++++y4+++wzNG7cGAaDAbGxsYiJiVH3DwkJwZQpU6x+8Y+IiMCkSZOQkpKCxMREvPLKK2jRogVq1qyJjIwMnDhxArm5uQCKkwBTpkwpcfRbWbRJjpOcrJXME0bwS7xmJHcKSY4d8IwSPdIS/K7qEBo+fDhOnz6NGTNm4NNPP8Xtt9/u1PZnzZpV6ja0f1dNnDjR7D6RkZEOtT1x4kTdqH3t+3T06NHq8ty5c80+X1RUlEPPayslwZ+bmwsfHx+TO1Ekf64QEREREXkyOd9AbzFK/VegOGFw8eJFHDx4EDt37sSPP/6IQ4cO6b6EBgQEYMSIEZg8eXKJpQF8fX0xY8YMdOrUSV136dIl7N69G1FRUbrkfpMmTTB//nxUr17dapuhoaGYPXs27rzzTgDFoxhPnjyJn376CUeOHFET8VWqVMH06dN1NfZd2SaVnuRkrcTYnVU+wx08pVOIsbuGpFiNGU+yKy3B76rErcFgwFtvvYWQkBBERERYvEPx8uXLulKFBQUFurI1HTt21O1fWFiIJUuWmJTCcaWhQ4da3V5YWGhyV1B+fj4KCwvx5ptv6tYr58VVpZ6MR/A/8MADmDJlisl+ZdERxE4DIiIiIqLS4wj+cqpPnz64++67ceLECZw7dw5xcXG4du0aMjMzARQn9ENCQtCgQQO0bt0a7du3R0BAgM3tBwYG4rXXXkPv3r2xe/dunD59GikpKSgoKEBwcDCaNm2KDh06oG3btjZ/kbvtttswf/587N+/H3v37kVcXBzS0tIQFBSEmjVrol27dujevTuqVKlic5xl0SY5xjiBJZHERIIrk29lQWrs0kfBe8L7VGLCXynnIi3Br3QiukJQUBDmz5+P559/HrNmzcKcOXNMftZPPPEEmjZtig0bNgAAZs6cqZvUNjs7W7f/5cuXsXbt2lLFNXPmTMycOdPh4wcOHIjx48dbnAPp5s2bJu/LnJwcpKWl4fvvv9etV8oMleZ9HBsbi9jYWHTp0sXmY7TliPbs2WNxu6PvzdTUVPj7++v+Xi2p7j8REREREZWMCX4X6t69O7p3727z/nXr1kXdunXx8MMPl1lMLVq0QIsWLZzWnq+vL7p27YquXbuW6zapdCQm3hTSYjcYDCgsLBQ5Cl4br7TYgX+TaxJjl5gkN+5ElBq7l5eXqNidVYPfHnfeeSfefPNNTJkyBc2aNTM7+v3s2bPqsja5rzh16hRq166NkJAQ3Lx5s8TnDA0NRVJSksXtDz30EBYuXOjw5Lze3t5Wz9+pU6dMktm5ublITk422VeZhLeoqMhiAnzMmDEoKirC8uXLzW7v378/gOLa/iVRPi/y8/Ot1uEvbYK/R48eaNiwITZt2qSu+/rrrx1qi4iIiIiI/iVniBkRuZW23IpEUkv0SJ7sVTLJI/ilxi75M0ab4Jc0eh/4d1JmV38+duvWDc899xyWLFmCo0ePquuVUjzaOXXMlap57rnnMG7cOADAjRs3rD7Xgw8+iOnTpwMA2rZti6+++krd1qpVK6xduxY+Pj4OJ5vbtm2LqlWrAjAtH6R48cUXbU7wa8XGxuoeb9iwASdOnMCxY8fU5L21jgBjqampuHDhgvo4Pj5eTdzn5eXhkUceUbdNnjxZvXM0ISFB7TQozXXy119/6R7PmzfP4baIiIiIiKiYrG+hROR2UpPkUkmOHZCZrDUm+WfA2F0rPz9fXILfnR1CL730Etq0aYPXX39dnVcoLS0NQHHSfv78+Th//rzFc3ru3DlcvXpVV6/fnK5du6pzG911111o0KCBum3IkCHqnYzBwcFo1aoVRo0ahU8++cSm19CoUSMsWbJE7YRYuHAhKlSoYHZfbQkcoDjBX1LsAwcO1D1etGgRRo4cqVvXpk0bhIeHY8eOHSbli4w9/fTTGDBggBrPY489pt4t8dRTT+k6HHbv3o39+/ejoKAAf//9t9V2LTl+/LjJ61YcOnRI9/irr75CWFiYSad2ZmZmiZ04RERERES3MlnfQonIbSRPmCp5kl1AZrkVhdTYpY6CB/SxSzrvHMHvHu4awa8899tvv63OC5STk6Mrt/PFF19g8ODBVsvGfPjhh+oocwD45ptvTPbJzMxUE/zK9RUREYEPPvjApPzfmjVr8OKLL6Jly5Zmn2/+/PnYsWOH+tjcHVYff/yxujx16lSLsefm5pY6cT1o0CB1OTIyEsuWLdNtT09P15UmunbtmrpsS2mjn376CeHh4brSRfHx8Rb3LywsxNWrVwEAV69exQsvvIA1a9aY7Jefn4/x48fr1imlmIzj6tmzp11zCRARERER3WpkfQslIreTmHyTTHrSU2I9dUB27IDM60UhMXblGikoKBCX4Hd3h1BwcDDee+89/P3335g7d65NSWctg8GgHrN69WrUrVvXZJ8KFSqoI+yV9/WgQYPQvn17u+Pt0qULQkND1ccvvviiyT7NmzfHmDFj0KhRIwQGBlpsKzc3V9c54YiYmBjd44SEBF2nw2OPPYaHHnoI8fHxSEhI0O1ry7neu3cvAODSpUvqulOnTqnLO3fuRM+ePdXHa9euxSOPPILMzEz1tSkJfy1Lo/oBmHTo5ObmlhgnEREREdGtjJPsEpHdpCU8JY/GBuSOgteSHLs00jsnJMYuOcHv7e2tTuTtLk2bNsX06dPxxhtvICAgwK5jfXx8cPPmTXh7e+Puu+8GAHz33XdITEzE8OHDAQAPP/ww/vzzTwDmR9zb8hz5+fkYPHiwuq5169Zo1qwZunXrZvaYESNGYMSIEbhx4wYCAwNNEvleXl7Izc01Oe++vr5W71goye7du7Fu3Tr1sfK8jz32mMm+9nSmGE/mm5mZicDAQCxfvhwpKSnq45MnTwIoTtIrr834PbFr1y6Eh4fr1mnf77m5uahUqZLNsRERERER3epkfQslIreTniiXlDQE9OWFpJHcsSI5dkD2+1Qi6XfaAI4lvp2pT58+eOCBB3QT4NpCSfD7+fmp62rVqoVWrVoBKJ701mAwqElmR35G06ZNAwDdaPxVq1Zh0qRJJR4bFBSkS7gDwLZt21CnTh3dCP6vvvoKTz75JN555x0AUEsKOWLp0qU27Xfu3DmHn+PatWvYuHEj4uLiAPx7J4MyMr+wsNBiZ92UKVNMRvBrf89Z63goLCzEF198wVH9REREREQaTPATkU2kJ7Akxg3oEyPSOicA2XcfSBxJDri/5IqjjD9jJMWukPg5oy1d4+5z3qxZM7uPUer2axP8im3btqkJc4UjHRkPPfQQ+vbtqxvBb4+6deuiU6dOAIBJkyahTp06qFChAnJzc1FQUICGDRuiQYMGeP3119Va88HBwSbtjBo1yqHnN+fKlSuYMGGCw8fn5+dj4cKF6uOzZ8/iwIEDKCgoULcr59pgMJicd3Mlev744w8A1hP8x48fx/z58/H5558jPz8fqamp6jYm/YmIiIjoVsUEPxHZRWICSyFxBL9C4nnXloqRRnKnECDzelFITPBrR8FLihvQlxdyd+z+/v527d+qVStkZ2dbTPDXqVNHbdOREfybN2/G8uXL4efnh+nTp6NKlSp2xafw9fXF+++/j8OHD6uT4vr7+yM3N9fsxMyTJk3CRx99pD5Wnrc0o/qNPfroo6U63txn+6ZNm3Ds2DEAxQl8JVFvMBhMyg5Zq8GvJOpzcnIwbNgwdX1YWJg62W9WVhbatm2LHj16AABiY2PxwAMPqM9PRERERHQrYYKfiGyiHV3r7iTQrYjn3X0knnfJSXKJnROSzrMxZQR/eUjw21t3PTg4GNnZ2cjLyzOb4Nfy8SmedsqeJHn9+vURFhZmV0wlxaCc4woVKiAnJweA6fUzePBg1K9fHwsWLMCKFSvQuXNnAM5N8Fszbtw43eOXXnrJZB9zCf5Dhw6pyxkZGXjllVcAFL8+4wS/UtrHnOvXryMnJwfr1q1TR/UrZsyYAUD/OZGYmIhvvvkGALB///5SlR4iIiIiIpKICX4ispu7k0COUOr7So1dIqmlYgDZI/gln3dAducER/CXjrmJYK2pUqUKsrOzkZubW2Lyu3HjxpgwYYJaK97dlIl7rf1e6ty5M+677z61bM9tt91mss/nn3+OH3/8sdTxfPzxx+q5CQwMxH//+1+0b99ejfXbb7/V7a+U4rFkyJAhuH79OoDiEfxHjhzRbVc6DZo2bWpy7OjRozF//nxkZWWZbFPuCkhKSlLXPfvss1i/fj0A4LPPPsPTTz9t1wTCRERERETS+bg7AKLyYNq0aeroPmuWLVvmgmjKp/IyEaMjODLYfSQmawF9eSFpsQMyz7snvE8lxq6twe9uvr6+qF+/PmJjY9V1ffv2xZYtWwAALVu2VEd0BwYGwt/f3+YR/F5eXhgyZEiZxW4vezqFOnXqhOjoaBQVFeHll1/GBx98oG5r2LChSYkfR9x77724dOkSgOJr4vbbb8cTTzyBgwcPoqCgALVr19btb8/1cv36dZw6dcrstkmTJpmdW2Dr1q0YOHCgxTa1HQ7Jyckm2y9evIjGjRvbHCMRERERkWQcwU9EdpE4Ct5TRjRLJDVJ7ikj+CWRnCRXSP18BEoeke0qxp3to0ePBgBMnjwZn3zyibp+7969CAgIUGvwu6p8jbMoE88WFRXZnKD38vLC0KFDsXfvXnUEvLlja9WqVWJb5uYTUK4BpdNHOafm6uUXFBQgICDApri///57fPrpp2a3BQQEWPzZbdq0CTVr1rTpOYwlJiY6dBwRERERkUQcwU8EYM6cOQgNDXV3GOWatKSVp1CStZITh9JJfB3Sk+SAzPMuUXmqwQ8Uj8zXqlKlCg4cOKBOlrtx40YEBQUBKO4MKCwsRGFhofo6pFDuEnLkvRoYGIhhw4bh+eefN7u9Xbt26l0Pxrp06YI9e/YgIiICH330EeLj49VtrVq1AgDcfffdAP7tbFES/2vXrsXRo0exbNkyFBYW4o477kCVKlUwcuRIs6PwbeHj44NNmzahX79+Zre3aNECCQkJdrd77do1h+IhIiIiIpKII/iJyC5SE82SE56SSU7WSr1mtOea5901PKEGf3mJfc6cOXjttdfUhL6Pj4+6DABNmjRB3bp11ccSrxdAf8eKIyV2vLy8dMfdddddAIARI0aYHXEPFJc7UmreV6pUCdu2bdNtb9SoEaKjo1G/fn0AQOXKlQEUT2YMFCfbe/ToAQBq50S9evVwzz33oFevXgCg1u1XKJ0x1lSvXl1dHjp0qG7bHXfcUeLx5nAEPxERERHdSpjgJyK7SE2mALI7JyTHLpG2Br9EUs+7lqTrXXJ5ISVJXF6u95o1a2LgwIE2lQyS/BmjlOhxVsfKJ598gr1792LMmDEmCf4JEyagV69eGDNmDPLy8gBAVxbH0t0PzZs3x6JFi/DUU0/p4gb+TfArsc+ePRs//PADIiIidG3cuHHDatz5+fnw9/dHv3798Prrr2P8+PG6iZDr1KlT0ks3iyP4iYiIiOhWwgQ/EdlEcgJLchJIuvKSNHSE1GtG6gTBxhN5S4xd6jUDlL8O0J49e5a4j7YDVBpnv08rVKigljfSJvhHjRqFIUOG4O2330ZISIhJgn/Hjh348ccfLbbboUMHXQeA8aTMSuxeXl6oUaMGKlSoYLadXr16qXcZaFWuXBleXl6YNm0annzySXh5eek6H+rVq6cu79ixA6tWrbJyFv61detWhIWFITc316b9tfLy8rBhwwbk5OTYfaw0WVlZuH79urvDICIiIqJSYoKfiOxS3pJA9mDsriW5VIzk2LUkxi41WQvIj708XS9vvPEG9u/fb3Ufye/Tsjzv2gR/ixYtdNu6dOkCAGjQoAEAIDQ0VC3BYwtlBL+lOyyMX0tYWBiA4rsBVq1ahfvuuw9A8TwC33//vdkR+krt/8GDB+Pee+8FAISHhyM0NBStW7fWTe7brl07s3Eo70VHSvW0a9cOixYtsjgxsCfp27cvHnzwQZP1MTExOHXqlBsiIiIiIiJHMMFPRDaRljwxp7wlsGwhOYEFyK3BL/2uD4nn3ThJLil2RXmpY++I8na9e3t76xK51pS32G2hLdHjSA1+a+6//3512bj8TqtWrRAdHY2qVas61LZxiR5jFStW1D3vI488AgCoW7cuKlasiNdeew0A8NFHH6FmzZpmn0PpFHjyySdhMBiwdetWLFiwQN2ufY+NGTPGaryHDh0yuz4jI0MtH/TPP/9g+/btJvvs3r0bWVlZVtuXLjk52ez6QYMG4bnnnnNxNERERETkKB93B0BEskhMkgMyE0AKySUopCZrvby81BGq0mIHZF/vEkkewa+QGrvkz5iyml+lf//+qF69OiIiInD77bc7tW0lcV9QUGA29qCgIBw7dgx5eXlISUlBaGgo/Pz80KlTJwDFE/kePXrUaqdG06ZNER0drT7WlulRHp87dw5AcamhVatWYeTIkWbbioqKwoABA0zWd+3aFQDw5ZdfYty4cUhMTETv3r2xe/dudZ+YmBi89957mDlzpsVYJVPKNRERERGRfBzBT0Q2Ma6PLUl5LUFhC2nxGpOaNATkxi51gmDJSXLJnzEKibFLr8FfVrF7eXmhS5cuOHz4sMOT1FprG7A+V4aXlxf8/PxQq1Yt+Pj4oGfPnrr9SnvHwnvvvacu+/v7o3Xr1mpZH2Pe3t64fPmyxZH406dP15XxmTx5sm77hQsXEBUVZTJxsSeIiopSl5OSktRObe3vj6KiIpw8edLh54iIiMCJEyccD5KIiIiIbMIEPxHZRXISSCpPiF3aNaPF2F1L4jXDzgn3kBy7UqKnqKjI6SV6FJaS3qWhnWTXXdd7vXr10KFDBwDFpX+A4jsHzElMTMQTTzyBTp06Yfny5Sbbz58/ry6bK/dz+vRpTJ06FUePHnVG6OWKdh6Fhx56CIMHD8Yvv/yiK/H05ZdfYvjw4Th8+LBDz7Fnzx688847pY6ViIiIiKxjgp+IbCIteeIpyrKMgytITHgC+lHw0s671NJInnCXkOQa/ICs60Uh+TOmqKhI3DWjnWTXnb+XZs2ahc2bN6vxdOzY0ex+Fy9eVJdXrVqFpKQki20eO3bM4rZr1645GGn5lZmZqXt84cIFLF26VLdu0aJFAIC0tDSXxUVERERE9mOCn4jsIjHRLD1JLhXvnHAfybEr+F51Del3H0jszALkxq4dwQ+4L/ZKlSqhfv366uNp06YhPDy8xOMefvhhh54vJSXFoePKs3nz5pmsq1Kliu6x0oHiyF0mEq9vIiIiIqmY4Cciu0hMAkkmvXNC6hd8yZ0Tku8+AGR+xkguFaOQNpJcOm2JHknnXTuCvzzx9fVFSEhIifspdx7Y6+rVq46EJY6fn5/usfLzVjp27FHerhEiIiIiT8YEPxHZhck3spXUEaqAvHgtkfQ6jEeSS4pdIfnzUSJPuPugsLCwzGrwlwUl1vI4uXFeXp5N+1macFexceNGVK5cWbfu22+/vSUS1qmpqbrH2dnZABxL8Je364OIiIjIk8n5RkFEbuUJSXLJXzalnnepyVqOgncfideM5ESzgp8xriX17iwl0asku8tT7M899xwAoHr16lb3i46Otrq9SpUq2L17N2bPnq2uu3nzptX6/Z4iISHB7HpHOqFuhQ4RIiIiovKCCX4iuqWUp2SELaTFqyW5zA0gO1kreaJaiSQn+KXHXh5HkttCaoke7YTS5S32Zs2aYdeuXfj666+t7rdp0ybd47lz56rLy5cvR61atQAAtWvXBvBvp4bxpLSeKDk52ez6uLg4HDlyxK62pHa+EREREUnk4+4AiEgGTxnBLzF2yV+SGbvrSS6NBMhNNAOy69hLjF3ytS51BD9QnPBWEvzljfEksf/5z39w+vRp3bp7770XR48eVR9rR5o3adJEXW7cuDEAoG7duoiLixOT4M/Pz0deXh5yc3NN/r9586b6zx6LFi0CUPLdD1oSO5qJiIiIpGKCn4jsUh6/0JdE+ghVqRi7+0l6HdokufaxJBI/Y7SknXPJI/iVMmASO1YMBoM6WW15j/3TTz9FWFgYAGDNmjUYPny47noxGAzIz89XHwcFBanLFStWxIoVKxAYGIghQ4aUmOAvLCzUJdAt/TOXeDeXgHf0nzNK49x333349ddfS9WG5M9yIiIiImmY4Ccim3jKCH6JpMYNyB3BJ7kGP0sjuZ6nfD5KjR2Q9z41GAxi7z5QygsB5Tv2YcOG6R63atUKoaGhunXaz/rp06ebvJ777rsP169fBwDMmzcPAQEBaiLdOCmv7Siwh5+fn03/AgICEBwcDF9fX1SoUEH938/Pz2Sddpulfxs2bMDnn39uNqYVK1aoHSNa+fn52LZtG/r06QN/f3+rr0vq738iIiIiico8wb948eKyfgq7eHl54eWXX3Z3GERiSU++SaNNPkgkNYEFyLxeFBKSb8aMY5UYu8RrRnLsComxKx1xhYWF8PGRNd5GQieitVIyRUVFqFatGpKTk2EwGNCjRw+cO3cOvXv3Nrt/UFAQnn/+eSQnJ1tMlptLrtuSZPf19XXbZ92kSZMwceJEtGnTBgBQv359xMbGWj1m8+bNmD9/Pv744w+8+eabVveV/LcLERERkTRl/o1i165d5eZLujI6jQl+Ivtp38fl5T1tK8mxa0mMXWqC3xNqeyvL0pT3xKE5nlKDXxrJ17rSeVtUVASDweDucOwivTSS0rECFN+N4O/vj0mTJlk9Zty4ca4K0aW075sNGzZg1apVaNasmcX9L126BAD49ttvmeAnIiIiKkdcNmTI3bd+S/wSQlQeSX4vuftzyBHSE1jmliWQFq8n8YS7DySR/j6V+jtJW6JHGmm/l+655x6cPXsWwL/xKnXqJcTvKhUqVDDpyKhevTquXbumPt60aZPN7THBT0REROQ6Lkvwu/tLmLufn8hTSPzCJr0EhdS4AdmxS7zWAbm/74zfpxITb5JH8EvsAJVMO5Jc4gh+QM7n+8qVK00+V5QE/8SJE90WV3lj/P7/6quvULVqVXTv3t3s/sePH8e9994LAIiNjUWtWrV0dfml/g4lIiIiksglCX7lS+PcuXNNJrdyhWvXruH11193+fMSeRJPmERSavJNasJT2ihPY1KSV+ZIHAUvmbSEp5b02CWXilFK9Eh7n0qMXRtnUVERCgoKMGnSJPTr18+NUZVvDRo0sLr9hRdeUOc66N+/P3r37o1Zs2ap2/l7iIiIiMh1XDqrV2hoKGrUqOHKpyQiEk9i8kohdQSf5LIlgMxOIemJZkBm7AqJHaDaBL+02JUSPRJj94TO28LCQnh7e7s7FPGuXLmCkJAQAMBff/2l2yb19z8RERGRRLLuCSYit/GEEfwSY5ecaJYWr5YyQlVZlkRavMYkJw4l8pTzLO11SO6ckJzgV2IvKCgQVxqpPHr00Udx/fp1ANCV5wGY4CciIiJyJZeM4C8vf/yXlzio/Jk2bRp8fEp+OyxbtswF0ZRvEkeoSh5dK7WeukJqEgiQeb0oJJ536e9TQOYoeIXERLNC6jVTWFjIGvwupk3wcwR/sfbt2+PgwYMWt0dHRyMsLMzi9suXLwMAAgICdOuZ4CciIiJyHZfV4C8PJH95JXI3TxnBL5HUuD1hlKeyLInkuw8A+Z0TkuLWkvg5I/l9KrlEDyDzejEmrWOlrLz//vvIz893+PiLFy8CMB3Bb8t7c/HixWjatCl69erl8PMTERERkQsS/Nu2bSvrp/761zwAACAASURBVChRjRo1ykUcVH7NmTPHLRNASyQxGSE5+aZN1kokNXZp14kxick3yaOCFZJjl3j3gfRJdqV2TnhKeSEq5uPjU+JdrI899hhatWqF2bNnm2w7dOgQANMR/AUFBSU+9/r16wFATfAnJSXh/PnzaNeunU2xExEREVExl06yS0RySfsSryU5di3Jr0Ni7FJHwUuL15jEpKf0TkRzyxJIT5IrJXokxi65Y0XqZ7s7vfHGGwAAPz8/vPPOO8jOzla3nTlzBsC/Cf5u3bph8uTJaNiwoUk7mZmZqFChgsUOhfHjx+P8+fOIioqCv7+/yV0BRERERGQe700lIrtI/EKvkJxIkUpq8g2Qfa17wnmXFLu2Br9UEjsnJNOW6JFWKoblhW5dffr0MSmnk5aWBgDYsmULNmzYgPT0dKxcuVIdwa+9Rjp37oy2bdviwoULyM3NVdfHxsbi7NmziI+PBwB0794dY8aMKeuXQ0REROQxZH2jICK3k/jFWHrpD4kJT0B254T02CWPUJV43j1hBL/U8y4xbkD2KHhA7u8lKr0RI0boHmdmZqrLixYtUpetXdtr1qxROwYAoH///hgyZIiurT/++EO3DxERERFZxgQ/EdlFYgJLITV2qQkgQO6IZonXiZbU5JvUhK3kJLmCsbuW0hEn8feS1PcpILusU3lRu3Zt7N692+o+Xl5eVmvw79ixA3v27Cnxubp3747o6Giz2/Ly8pCTk1NiG0RERES3Aib4icgm/CLsftJ+BpJrewNya/BLpiTfpJ5ziUlP6XcfSE3WKmVuCgsLxZXo4SS7VLlyZdx///0WtxcUFGDixIlW21iwYAEAwNvb2+p+o0ePxqRJk3DgwAEkJyer60eMGIEOHTrYETURERGR5+Iku0RkN2lf6BUSv9RLPdcKqck36UkgyZ0TEs87a/C7l9RrRnKSXCrJnULlzbJlyxAWFmZ225UrV5CXlwfA8nlWPi+tjfRX7N27F3v37gUAVKxYEfv27cPp06cdCZuIiIjII8kaMkREbiP5i7A2+SbtdUgeBS89SS41CST5vEsdwS/9fQrITpIry5J4QokeibEDMq91aZTkvpazzntWVpZT2iEiIiLyJOUywf/LL79g5MiRGDVqlLtDISIzJH6hB/il3h0kJ9+IbMUR/O4heaJapUSPxPMOQOx5B/i3gKudPn0aYWFhyM3NdVqb06dPV5e//vprp7VLREREJFW5TPDn5OQgMTERiYmJ7g6FiP4/TxiharwsgbR4tSSPrgXklrmRft4lJjwl17FXSIxd8khybezSavArnROAvM8YyXc4SZeWlmZ1e79+/TBgwADMnj1bt/6uu+4yqdP/448/qsvvvPMOlixZ4rxAiYiIiASS9Y2CiMgBnpB8A+QlUgC5IyWlJ4Gkdk4Acq8ZgLGT7QwGg1qiRxpP6FhRlsl1cnJyrG5v3LgxJk+ejIceeggzZ85U13/22Wfw8/OzeuzatWudECERERGRXEzwE5FNPOGLsNREimQSzzkgOwkkPXbJZW4AmecckPtelUryCH7pHaCSYy+vli1bhgULFljd58aNG1a3d+zYUV2uVq0aAGDYsGEAbPuZnTt3Dlu2bClxPyIiIiJP5OPMxpxVUicjI8Mp7RARARzB705SE80Ak0DuJO168YTPGImxS+7MUkic/B2Q+/noCddMeXLXXXfh3LlzuP/++wEAb7/9tlofv1OnTti3b5+6b2Zmprr8/vvvY+LEiQCAn376CVWqVNF1dLVt2xY7d+5ESEgIANuut6effhoA0LdvX7tfx+XLlxEfH6++DgA4evQoGjVqpMZAREREVJ45NcE/cuRI/rFMdAuQ+j6XmpCQSnIiRfIIVZ5395GaJAfkxi61VAwAsbFLPu/SP2PKmzVr1iA/P1993KtXL/Tq1QsAkJ+fj7Zt26rbtAl+JZn/4osvomrVqibtenl5WUys7969GwsWLMD3339vdvtLL72EZcuW6dalpaWhUqVKJrX8FQMHDkRubi6io6N17TRr1gzr1683ewwRERFReeL0e4KVP/hL+4+IyNmkf7ZIS6QAss+51CQ5ANFlbqQmDQHZ17vUkeQKabF7SseKRJI/28sbf39/BAUFmd3m4+ODV199VX2sTfArnQK+vr52Pd9tt92GSpUq4eWXX0bNmjUBAE2aNNHtc/ToUZw8eRKDBg3CwYMHAQDdu3e3OhFvbm6u2fXOujudiIiIqKw5dQS/8odycHAw6tat63A7qamp+Oeff5wVFhE5gfaLsNQvxVITKVJxJLn7SD/vEuMGZH/GSLzemWh2D8nXOyDzWpfqmWeeQffu3fHwww+bTfD7+Nj3VVSpsV+tWjX06NEDGzZsQEREBBYvXow///xT3W/48OEAgJUrVyI8PBwAcOTIEZufp6CgAAAsjvgnIiIiKm+cmuCvXbs2rly5gnr16uHtt992uJ1du3Zh8eLFToyMiEpLcoJfcgJLS9p5B+QmsADZsUvlKR0rUkm71vl7yX2kfj5K7niWqkKFCgDMj+C3NYH+5ptvYuvWrbp1yp0D1atXR3BwsNnj0tPTMWHCBIvPtWnTJnz55Ze6uHx8fNQR/UzwExERkRROTfA3bNgQ8fHxuHDhgjObJSJyGmlf6KXFqyU9dqmJN+kJLImjgiWPaJaeaAbkxi71fWowGFiDn2ymXCPa0nFt2rRBtWrV8OCDD9rURs+ePdGzZ0/duueeew4tW7ZEvXr1LN75HRcXh7i4OADF121hYSHy8/Ph5+cHAJg3b55u/6ysLFSuXJkJfiIiIhLHqTX4GzduDKD4j6MrV644s2kicjNPGCkpkeTYJfOEJDkgO3aJJMfOGvyuJbljRXKSXHLsUhlf61OnTkW1atXw448/olatWg636+vrq5bfSUpKKnF/b29vREZGon379rh586bZfbp27QoAyMnJUY8hIiIiksCpCf5GjRqpyzExMc5smojIKaQlgSST3ikkNQkkOXZAZsJTS9q1rpA6GhuQe81I7YjjZww5QjnvTZs2dXrbK1euLHGfpKQk7Ny5EwAwevRoi/vdvHlTHcF/8eJFzgtHREREIjg1wd+wYUM0aNAA9evXR3p6usPt/Oc//8Err7yCl19+2YnREVFpSEtAaElPNJtblkZi7FKTb4Dc2JV4pcatLUFBZU/yefeEzgmpnUJSPx+lcsV5btSoEcaNG2d1n/j4eHX55MmT2LBhg9n92rdvj8uXL6uP+/XrZ3a/7OxsByIlIiIiKhtOrcEfEBDglMlxa9eujdq1azshIiIifoknx0hNvHF0rftITXgC8mMn11E+Y6Sed6lxS2XcEVdWnzNPPfUUlixZAgDo27cvWrZsibfeesvi/osWLbK47ciRI+pyQUGByfYdO3YgMjISO3fuREhISCmiJiIiInIOp47gJ6Jbg7QkkKeQfN6lxS45Se7l5VXmiZSyopx3iXEDshOHkmvwS7xmJJM8Cl5y7NKV9XlXJs4FgFq1auGuu+5yuK3k5GSTdSdPnkRYWBgyMjIQHR0NAEhMTHT4OewRFRWldl4QERERmcMEPxHZTfKXYsbuOp5SXkgiyYlmiclaafFqSe6ckH73gdREs3YEv7TYAZnXuico6/Pu46O/Mf3OO+90uC1zc8n9/PPPAICzZ89i69atAIAhQ4Zg7dq1uv1ycnJsTvzv3r3bphr/U6dONXkeIiIiIi2nlughkmratGkmXwzMWbZsmQuiKZ8kfok3R9rrkBavp/CUzglpsUu+cwJg4tBdJJ93ibFL7xSS2rEilfH1UlbnXdtu7dq14efnhxEjRmD16tV2t3XhwgWTdcHBwQCAlJQU3folS5agffv26h0DEREROHz4sDrK35rJkycjNDQUO3bssDvGoqIi7NmzBx07doSPjw9yc3Nx7NgxdOjQwe62iIiISD6O4Cciu0n7UsxkrXtIi1dLcuxA2dc6LksSRwVLH0kOMHZXkzwKXnKSXHonomSuOO9r167FRx99hN69ewMAxowZgz179jil7Q8//BAAcOPGDZNtTz/9NCIiIrBnzx4cPnwYALBixQq89tprJbablJSEX375xaYYvvnmG5w9exZFRUU4fvw4XnvtNWzbtg0AsHz5ckyYMAFXr14FAGzduhWHDh2yqV0iIiKSzy0j+K9evYrTp08DADp37gxvb293hEGkmjNnDkJDQ90dRrkm7Uu8JdJeh7R4LZH2OiR3CjH55j6SY5deg18iqXFr5/mQSOp5l8pVI/gBoEWLFibrgoKCdI/nzp2LqVOnokKFCsjNzQUAPPvss1i/fr1NzzF37lyz6/fs2aPrTFi5ciUAIDc3FwkJCbj99tsttvnKK69g1apVePnll/Hxxx+jbt26OHLkCJKTkzFw4EB1v1mzZgEovkvA398fwL+TAF+7dg0AkJeXBwCYPXs2ANh0JwERERHJ55YR/GfPnsWiRYuwePFi9Q8rIpJDWhJIWrxanhK7p7wOKSQnsKQnDqVdL9JHwQOM3dW0dx9II7kDVKryVtJJiUdbmrNz584AgGbNmjn9+WbNmoV+/foBKJ4st0+fPggLC1NH+itOnTqFrKwsfPfdd+jatSumTp2KefPmmW3zjz/+UL9DG1/H5eU8ExERkWuxRA8R2cRTvgh7yusgssQTrnFpr6G8JbBuFdLPu9REs+TOCUDu9SJVeXuftm7dGiEhIWpSf9GiRWjdujXWrFmD5cuXmz2mNB3PSn39goICLFy4UJ2Ad8WKFbr9lJH3ubm5unMVFxdn0mZKSoqa/DcuGaSM6LdHdnY2wsPDceLECbuPJSIiovKBCX4i8niSR5IzdveQHDsgO3FYXpJAjpCa8ARkxl7eEof2kHaujfEzhuzlzvO+detWeHt7Y9KkSahWrRp27tyJevXqAQAqVqwIAGjVqhUCAwPNHp+dnV3qGGbOnImEhAT18R9//KHbfvHiRQDAli1bdOuV0f9a2kT89evXdds2btyIsLAwu2JLS0tDQUEBNm7caNdxREREVH64pQY/Eckj7Uu8lvRkrSeQdt6lxaslPYHFRLN7SC+NRK4jeYJggNeLu7izU6hevXo4cuSIbt2QIUPg4+OD1q1bl3h8VlYWAKBatWpITk5GgwYNkJWVpSbs+/fvj82bN1ttY/v27Va3f/vttyXGoVBG+wPAunXrcPnyZfj5+QEo7sxwlHJ3AREREcnDBD8R2U3iF3oFY6dbgZKslXbNKIlDiXED8jsnpMWukB67NKzBT/Zw5SS79qhYsSKGDx9usv7LL7/EgAEDdOuUhPpbb72F++67D97e3gCKR8svWrQIlSpVKvuArdi1a1eJ+xQWFuLmzZvq5LxaSlkfbbmf5ORkxMTEIDw83HmBEhERUZlhiR4islt5+XJmK2nxkvtJvmak37EiMWlI7iH9zonylvC0lcFgEBu7tHjJ9e68804sXboU48aNU9cpCXAvLy/4+PjAy8sLXl5e6N27NwCgW7duaN++vVvitdXSpUvRoUMHs9vy8/N1/wPAhAkTMHbsWJfERkRERKXHBD8ReTzJCU/G7h6SYwfkJg6VeKXGLTHRLHkEv6fETq7DEfyup5xnSXeWhYeHo1WrVurja9euASju3NKqVq0aoqOj0bRpU3XUf8eOHV0XqB1++ukni9uUxL629I9SroefUURERDIwwU9ENpGc8JQWryfiz8C1JH8hZ+zuUVhYKPZ9KvW8S000e3l5obCwUOx5lzzfhERSO7O0yXx7Oif+85//2PU8gwcPti8wBymvQTtKX3mclpYGQJ/gV2r6a9cRERFR+cUEPxF5PE/pnJAcu2QSX4e0RIpCSRxKJXkkufGyBBzB7x7SR8FLjl2i8lqD3x7K7yXjEfzmFBUVYe7cuerjZcuWWd1/0qRJuO2220oXoA2U83/jxg2kp6er6xcsWIDRo0cDAFJTUxEfHw8A8PX1BfDvBMNERERUvjHBT0Q2kZwE0pIcu2TSzru0eLWkv1eZrHUPibFLP+9SE57aSXYlxk7uIfV9CthfXqhKlSrqct26dUvcv127do4FBuD//u//LG4LDQ3F33//jbFjx6oj98ePH49u3boBAK5evYoffvhBd8yzzz6re5ydne1wbEREROQ6TPATkU0kfymWnPCUFq+Wp5x3abFrSY5dEo4kdy+ed9eSHrvUjhXppF0vDRs2VJeVSXatjeBXStpUqFABAQEB6vo6deqoy23atNEdM2HCBABAzZo1zbYZGhqKzZs3Y8qUKQCAxo0bAwCmTp2Kp59+Gn379sXDDz+s7l+tWjXd8dWrV8fKlStx5MgRJCcnAwDOnDkDAPj555/xyCOPIDMzU3dMeno6kpKSEBcXB8Bygj8nJwfbt283u42IiIhcz8fdARARlTXJX+I9JdFMriP5OlFK9Eh9DdISWFqSz7vUsk6SE81SR/ADcq8XqaR2CFWqVAlLlizBuHHjbCrRExYWhoiICPTr109Njnfp0kX3Hvnggw+wfPlyjBw5EklJSWppHqVz4MEHH0RwcDC2bNmCRo0aYcqUKahfvz5uv/123HvvvahZsyby8/MRHByse25vb28UFBRg/fr16NOnDwCgW7duuHTpEgIDA83G+9prr1l8LY8//ri6/M0336B3795o2rSpbp8VK1Zg/fr1aNmyJerVq2exLSIiInINjuAnIptITjRLjl0yyefaU64ZibFLTBpKHsGvJS12qYlDQN651jIYDGI7J6TF60kkXjNKrMoIfmuxGwwGDBo0CH5+frjtttvwxBNP4JlnntHt4+vri/HjxyMgIEBXd19J8Hfo0EGdpHfQoEG455571LYbNmyIoKAgk+Q+AHVdSEgIAGD48OGoUaMG8vPz4e/vb/frzs3NVZc3btyIIUOGACiekPfgwYMAoE7MazxpLxEREbkHE/xE5PGYrHU/abFLi1dL8vWuLZ8hEWN3LU/oWJF63iXGDciOXSrJk+waJ/htmWQXKC7TExkZqSboS6Ik+0NDQx3quOzZsycAwMfHB4cPH8aYMWPg4+ODgoICVKxY0eZ2rElJScGqVavw8ssv459//rF7XgIiIiIqWyzR4yIrV67Etm3b1Mc1atTA6tWrrR5z/fp1nD9/HufPn0dMTAwSExORkZGBjIwMAEBQUBDuuOMOtGzZEl27djWpu+iqOLXy8vKwf/9+7Nu3D3FxcUhLS0NQUBBq1qyJdu3aoVu3brqJp9zVJpWO5D/mJccuGc872UPa9SK9UwWQmSSXFq+n0E6yK5HERLNknnCnTVkns++//35s3LgRTZo0wdatW+0+fsKECRg2bBiA4iQ/UFy2Jz8/XzcfQGls27YNsbGxAIrPB0tdERERlS9M8LvAuXPn8N1339l93Pvvv4/o/8fenYc3Ua5/A/+mG4G2lKUsssjiAmJZflDZlVr2TdlBQUQ5KoIKKAJiVZQjgoCKKKLA4QAKggdQBGUrCnJYpKyHXXaKbC1bW7qlzftH3xkmTdImbZPJd3p/rsvLZDKZ3PMwTWbu55n7iYtz+vr169dx/fp17Nu3D0uWLEHfvn0xYMAAl0eXFFWcigsXLmD69Ok4ffq0zfIbN27gxo0bOHbsGFatWoWRI0ciMjJSt22K4scIybfcj4X3sLU7W7xa7KNrmRMe7DX42WLXJsnZYge4k+TM3zGMjDCC35Ua/IVVp04dAFBr3SvPXeHv76+W59Euy8rKQkhICADgjTfewIwZMwoc3/Hjx9UJeQ8fPqwulxI9QgghhG+QEj0eZrFYMGvWrEJf9JcpUwYRERF4/PHH0blzZ0RHR6Nu3brw9/dXP2fp0qWYOXOmLnEmJCQgJiZGTcSbTCZERESgffv2aNq0qVpb8ubNm/jwww9x4MABXbYpCo450cwWr1HIMaM/xv1gTr4xxs54jCiYRwYzY+6c0HYissXOjvnv1BsJfkXdunWxc+dOtRZ/QSklepRJdnv27Fmo7W3cuBE7duwAAMTExKht0r9/f/Tu3btQ2xZCCCFE4ekygt9sNqNChQoAjH9yvWLFCvV2xjZt2mDLli0uv7d+/fpo3rw5GjZsiMqVKztc58aNG/jmm2+wbds2AMDmzZvRtGlTtGrVymtxAsD06dNx/fp1ADllfWJiYlCrVi319Vu3bmHatGk4cOAALBYLpk6dim+++UYdVeKtbYriySiJZrbYtdhil3bXh5J8Y4sb4L/7gD12tmPGCElyxmOG/e+UGWPHipLQd2WS3fy2484gKqXMTmEoI/idHe8RERE4dOgQAKBSpUpISUlBnz59ULNmTUycODHf7Wu3e+7cuULHK4QQQojC0WUEf/PmzTF//nzMnz+/yOoC+qILFy5g2bJlAICoqCg0atTIrff36tULHTt2dJrcB4CyZcti7NixqF+/vrps3bp1Xo0zLi5OvVUzICAA77zzjk0iHgDCwsIQExOj7ktSUhJWrlzp1W2KwmG6IMvNKMlaNtLWoiBYk2/K8c523EsNfuEu5lHwzLEzY+1YKegku7n98ssvBaqtXxi5E/wmk8nmTu/58+ejWrVqAIC1a9fi999/xyuvvIJu3brlWSJW4e6/5/79+9GxY0dkZma69T4hhBBCuEZK9HiI1WrFrFmzkJmZiZCQEAwdOtRjn2UymdCuXTv1+alTp1x+b1HEuXbtWvVx27ZtUbNmTYfrmc1mDBw4UH2+bt069YTZG9sURYf5opgtdrZ4jYK5U4g5doAz0WwEjHXsFYyxs4/gd/SYBWOi2QgY272oJtkNDw9Xk+neokyyq03wa+/w9vf3x7/+9S8sWbKkQNvfuHGjzfP4+Hi7dd577z21fM/ChQuRmJiIpKSkAn2eEEIIIfImCX4P+eWXX3D06FEAwHPPPYcyZcp49PO0209NTXX5fYWNMzU11ab2vbajwZFWrVqpd20kJSWpt4Z6epui8Bgv4hUSuz6Yk0Bs8TrDuB+MCU+AfwR/7scMpAa/PlhHYwMygl8vzMcMUPgSPXoICAiwmQBXG3uTJk0AAOXKlcODDz7o8P2///47vvzyS5c/z1Ed/rVr16rle5RYGCejz87ORuvWrdWSuEIIIYQvkgS/ByQkJGDhwoUAgIcffhjt27f3+GdeuHBBfVyxYkWX3lMUcR49elS91dJsNuOBBx7Ic/3AwEDUqVNHfX7w4EGvbFMULaYLHIA7gaUlseuDLXa2eLWYa/CzY0y+MR8n7LEzJukUjMc6O9aOldwj+L0xyW5RUSbZzW3Hjh2YPXt2vu8PCQlB9erVXf68rKws3Llzx+F3g8ViUa/ttJ0OLDIyMpCWlobFixfrHYoQQgjhFM9ZCpHZs2cjNTUVAQEBGDFihMdPZBMTE7Fq1Sr1ecuWLV16X1HEqb0ds0aNGvD398/3Pffdd5/6WNsx4cltisJjuiDLjTl2IdzFfLwzx65g3QfGpKcRRvAzdmixJmsB/pHkzBiPmaIq0aMHRzX4gZyBUa5cWwFAlSpV8Msvv+CZZ55Rl5UuXdrp+o899pg66v/MmTPq8pdffllN8GdkZCAxMdG9ndEZY6eEEEKI4idA7wAK6sCBA9i5cycuX76MwMBAVK9eHVFRUW6NNPCErVu3Yvfu3QByblX0VDzp6em4cuUK9uzZg5UrV+LmzZsAgKpVq6JPnz5ei1ObjHf1zoEKFSo4fL8nt5mf69evu/2e/ISHhxf5Nn0F0wUOICP4fQFb7GzxOmKEfWDC3t6MdewVzLGzJpsZE54K1jZnx9juyoj9wk6yqwd/f39YrdZCz01WsWJFjBw5Eq+99hp+/vln3LlzB9OnT3e6/sKFC9U7xBX79u1DvXr1AACHDh3Cu+++iy+++ALNmzcvVGyeYrFYcObMGfUuciXBz3gMCyGEKD58IsF/9uxZtaadyWRCv379EBgY6HDdjIwMzJgxAzt37rRZvmvXLqxYsQL9+vXD008/7fGYHbl9+zbmzp0LIGfEQ//+/Yts24cPH8b48ePzXKdx48YYM2YMgoODvRandqIkV+v3ly1bVn2cnJzslW3m54033nD7Pfn5+eefi3ybovDYkhFs8Woxd6ywxavFWgse4I5dwRY789+pgnEUvIIxduZR8MyxM2O+6wPgTPAHBORc5hfV6HOTyYQnnngCx48fBwDUrl0bp0+fdvn9yh3W3377LQBgw4YN+PTTTxEcHIx//etfRRKjOxISEtC9e3f88MMPNhMgHzt2DIMGDQIAbN++HUFBQcjIyADgmQFhQgghRFHxiQT/mjVrsHHjRgBARESE0+Q+AMyZMwc7duxQn2tPErOzs7Fs2TL4+/sXaXLdVfPmzVNH0o8YMSLP/ShKwcHBGDZsGKKiolxavyjjTEtLUx8HBQW59B7tetr3e3KbomixXZwZIYEFcMfOTNrd+xjbnDFmLcakJ3ObM5cX0tbgZ/s3YE80s2LtWGEv0QPcTfAXVewhISEF2p4ygOvEiRMAgNWrV6uvJScnIzY2Fk888YTT7VosFmRnZ7t8bZifvXv3IjMzE1u3brUZHPjaa6+pj5V/98OHDwPIGZQohBBC+CqfSPDv2bNHHcEUHR3tdL2//voLmzZtsrko0p4sKieP33//PVq1amXTG+9pe/fuxW+//QYAiI6ORoMGDYp0++XLl0fXrl0B5Ox3amoqLl68iFOnTiElJQUzZszAxo0bMXz4cFStWtVrcSojGoC7I0Xyo+1QSE9P98o28zNjxgyUK1fO7fcVJ0wXNbkxJ/iNEjsb5tgVjPvAPIKfMWbANtHMtg/a5Btb7FpssTMnyVkTzUbAeMwwT7KrJPiVuw+KOsGv1NQvCsogtZo1a6Jhw4Z2r8fHx+O9997DgQMHsGXLFlitVjWOgnJ2PGq/HywWC+Lj4/Hmm28W6rOEEEIIb9A9wZ+YmGgz0U7jxo2drqv09CsXoV26dEH79u3h7++P2NhYrF69Wh1VtHLlSpsefdLXHwAAIABJREFUeE9KS0tTJxQKDQ3F888/X+SfUblyZQwbNsxueWJiIhYvXozY2FgcPHgQY8aMweTJk1GrVi2vxKkdReHqLaDaE8ISJUp4ZZv5KVeunKFr5hd3TBeTRsX2b8DcsWIE0ubex5wkZ0zYso/gZ4xbwZhoZqe964MJ8wj+3CV6iip2pRSsxWJBeHg4EhIS0L9/fyxbtgwA0LVrV6xdu7ZA205OTobVasX8+fPRpUsXVKlSBVarFT169FDX6dKlC1JSUhAXF1f4ncnl9u3bNgPFLBaLTelYIOeas0WLFoiJibGJy5no6Gj06dMHw4cPL/J4hRBCCC3dhyEoE6KaTCaUK1fOppa6VmZmJnbt2gWTyQSTyYTHHnsMw4YNw3333YeaNWti6NCheOKJJ9RR/du3by/0pEKuWrx4Ma5evQoAGDp0KMLCwrzyuUDOyP5Ro0ahe/fuAHJOjKZNm+Zw3z0Rp9lsVh9rR97nRbue9v2e3KYoPOaEp1FiZ8Pc7syYR8EzY213tni1mO8+UDDGzpqsVTB3TrBiO8YVStzMNfiLcqS9drv33HMPmjVrBgDo1KmTOqK+YsWKBd52RkYGLBYL5syZg5iYGACwS7CnpKQUePtajjr6oqOjcefOHfV5VlaW3b/57du3AQCbN2926XNu376tyxwDQgghih/dz1KUhDOAPEvqHDt2DGlpaeqPca9evezW6dOnj/ojnJqainPnzhVxtPZOnjyJNWvWAAAaNGiAtm3bevwzHRk8eDBKlSoFIGcSoz179ti87qk4Q0ND1cdKXf/83LhxQ33s6PZKT2xTCAXrRabQjxwz3idt7n2MSU/m48QoI/jZ/g2k41k/jMeMlOhxbO7cufj4448xevRo9OzZEw888AAWLVqEyZMno0aNGup67du3d2u7b775Ji5evAggZ9AaAPz9998O13WUNJ85cyZiY2Nd+ixXjsesrCy772ilwyEpKQnHjh1TY1XiFUIIIfSie4kebS+8csufI0eOHAGQ8yNcqVIlhyVowsLCUKNGDZw5cwYAcP78edSuXbuII7Z19uxZ9aTv2rVrGDNmjNN1b926pT6+fv26zbr9+/fHI488UuA4zGYz6tati7179wIAjh49iqZNm3o8Tm2njLazJi/Xrl1z+H5PblMUHvNFscSuD4ldH6wjyQHu2BVssRthFDzjaHL2BD9jmwPcsbNjPdYBzyTJPS33JLtF6f/+7//Ux2+//TYA4N5778W9996LgwcPqq9p51IrU6aMSwO3VqxYASBnTrXk5GQMGjTI4XqzZ89GgwYN1JI5t2/fxuLFiwEAcXFxWLVqFR566CHUrVvX4ftdSfB36dLFbtn169cBAP/73/8waNAg/Pnnn+jSpQvu3LmD119/3WbCXiGEEMKbdE/wa+vc5VU7XekhB4BGjRo5Xa9y5cpqgl+5hc5bLl26hEuXLrm0rsViwfHjx9Xn2qR6QWlHrue+nVGrKOPUJtPPnTuHrKws9YTSmVOnTqmPq1evbve6J7YpCo/poiY35mStUbC1O1u8jjDvA2PsjDFrSQ1+4SptkpzxmGEcSc6O9ZhhLtHjyQR/XrSD8Dp37oxff/0VQM58Z64k+Pfv3w8g5258bWeBI8r8dM8++ywWLlxo89qHH36IwMBA7Nixw+F7td8Dx48fd7nkzunTp22enzp1Si3r88knn8BsNqNHjx5Ux4oQQghj0D3BHxgYqD5OS0tzuI7VarVJ8NerV8/p9rSdBM62Z1R6lKl56KGHEBgYiMzMTKSlpeGvv/5yOlICyKkDqe0waNCggVe2KYoW08UZwBevM2z7wRavM2z7wTwKnjHm3Jj3gS12I9x9wBo7a5KcfYJgVmzHiYJ5kl0lweztztvQ0FBs27YNmZmZCA0NRVxcHBYvXoyoqCj07NnTZt0FCxYgKysLH3zwAc6fPw8g5y50IGekvKtzseVO7n/99dcA8u6Q0X6HjR07Vi0NlJ8pU6bYPH/qqadsnk+ePBkVK1ZE69atXdqeEEIIUVR0T/Bry/I4K8dy6tQpm1I+eSV7tUl97W2BntKuXTu0a9fOpXU3bdqEmTNnAsiZgGj+/PlFFsft27dtOkFyj2L3VJwlS5ZEw4YNERcXBwCIjY3N899n+/btSE1NBZDTCREREeGVbYrijemCLDfm2JlHL8ldH/qQzgn9MCY92dsc4G131gS/0A/zMcNYg1+hRyei2WyG2WxWnz/zzDPq4xYtWqij6uvXrw8AWLlyJebPn4+rV69i/fr1aj17ZYLgt99+Gx9++KHLnz937lwAOZUC7ty5o85TpzVx4kQAUDsWipLFYsGxY8fUuxGEEEIIb9D9LKVKlSoAck4+zp49azNzvWLnzp3q4zJlyqBy5cpOt6ctTePox5xFXiV2crNarfj666/Vk6DAwMBC1fN3l7Y+4aZNm5xObpyWlobvvvtOfd6pUyenpXc8sU1RdBgvzhQSu/cwJ8mZYxf6YO2cYB4Frx1dyxo7a7uz1rFnjp0Za7sz1+D3xXk+du3apQ4iy23o0KF466230KZNG3WZMoK/Y8eOBf5MR9fU2rJFS5YscWn0fu756/Kazy4gIAAvvvgipk+f7kakQgghROHonuCvVasW/Pz81BO/n3/+2eb1tLQ0bNy4ESaTCSaTSe3pd0bbC1+hQgWPxOwNmzdvxujRo7F582aHnR6KM2fOYOLEidi6dau6rFevXihdurQ3wgQAPPLII3j44YcB5JwwffDBBzh79qzNOrdv38aHH36o1v4PDQ1F7969vbpNUThMFzW5MSdr2eLVYm53LdbYGeNmTZIbgS8lgdwlsXuXn58fZdwK5pHkrFjPB7RlbgCu2LV8JW5/f3/4+fnhwQcfRLly5Ryu8+CDD6qPlcFrZrMZAwYMKNBnOupYUu78dkd4eLjNc+1Ew7kFBATkObdgUbtz547X51oQQgjhe3Qv0RMSEoIGDRqot7B9//33sFqtaNmyJW7duoXFixerteVNJlOe9eyuXr1q00uv3B3A6uTJk/j000/h7++PatWqoWrVqggJCYHJZMLt27dx9uxZu8lyW7ZsaVcL0BvGjBmDN954A9evX8fVq1cxcuRIREREoFKlSrh9+zb279+vTqjs7++PcePG5TtPgCe2KYon1gvL3NhiZ7yV3RG2dmeL1xHGfWCMGeD+fmQfBe/oMQvWJLnU4NcPY7szT7Kr8MV2X7RokdM7Op566ins378fu3fvhsViUTsFCrofP/30E6pXr45mzZrhnXfewfTp0/NM8I8bNw5Tp061Wda+fXv18csvv4ynnnoKZ86ccboNk8mE0NBQm/nxPOmxxx5DixYtMGvWLK98nhBCCN+ke4IfAPr06YP9+/fDZDIhKysLS5cuxdKlS9XXlZOre+65B02bNnW6nd27d6uPg4ODcc8993guaA/TTj6clZWFc+fOOS1TA+TUrX/66afRvXt3XUrUhIeH45///CemT5+O06dPIzs7GwcPHrRbLywsDCNHjkTDhg112aYoOOZkhFFiZ2OUdmeLXcEaN8Adu/A+xgS/wheTb/lhLbcCGOO7nRXjsa6QGvxFK6958vz8/NCwYUP8+eefyMzMVK+JlX+DEiVKqAO8XDFv3jwAwPDhw7F7927s3r0bNWvWdLp+nTp1EBoaajNo8KOPPsK6desA5OQYSpUqhfvvvx+tW7fG0aNHkZiYiPLlyyMxMRFAzt3n3h50psxrIIQQovjyibOUBg0aoFu3bjYnIFarVT0RVJa//PLLeZ5Ybd++HUDOCXtek7Iy6NKlC+bMmYNhw4YhOjoa999/P8LCwhAQEICAgACEhoaiRo0aiIqKwqhRo7Bw4UL06NFD1/rz1atXx/Tp0zF69Gg0btwY4eHhCAgIQJkyZVCnTh0MGTIEX375pVvzA3him6L48bULm4Jiu7BkTqQYIXa2uI2Crd2NcKwzJg7Z7z5gHsHP2jnBTNvuTMeMdp4P7XMGuWNnpE3wN2jQAADQs2dP9fWnn37a5W1du3YNAHDr1i11El9HzGYzFixYACDnejwuLg7A3fkAlHhKlCiBzz77DKGhoQCAmJgYm7iV5UIIIYS3+MQIfgB48cUXERYWhuXLl6v19oCcC5+wsDAMHz48zxHaFy5cwKFDh9TnTZo08Wi8BdGuXTu0a9fO5fWrVq2KqlWromvXrh6Myp67cWoFBgYiOjoa0dHRRRaPJ7Yp3MecBNJii10bL3OCn40RjnfGuJk7Jxhjzo11H5gTWKydE4wJTwVr5wQz1rY2QokegLf9tQn+zp07o0WLFggLC0OnTp3w+uuvY9iwYcjMzMQPP/yQ77aUdSZNmpTnemazWa1nrx0416JFC5QvXx6PPvqozfqjRo3Cf/7zH9SuXVtdZrFYJMEvhBDC63wmwQ8A/fv3R/fu3bF3715cvXoVAFCtWjU0bNgw34lqTp06ZVO+J69SPkKI4sUIyVpGrBfC7IxwjDPvA1vszN+PbPFqsd99IJ0qwl2MHSu5/05ZY2eKG7h7l5DFYrEpW1umTBkAQEREBDZs2AAAeP311/HUU0+hV69eRfLZZrMZN2/eBGCb4K9QoQLWr19vt37r1q3RunVrJCQkqMsclehZtmwZrl27hhdeeMGrE/AKIYQoPnwqwQ8ApUqVynMiXWeioqIQFRVV9AEJIQAYJwnEFrsWc8Kcrd2NcsywkRH8wh3MCSwtxtgZE56AfLfrhbVTyAhlbhg7tJQEf0ZGRp71+oGcO73DwsLU5xs2bECHDh3c/kyl7r7ZbEbVqlUBAD169HD5/UFBQerjzMxMBAcH27w+bdo0AMCxY8cwffp0ADmdCUeOHMG6devw+uuvux2zEEIIocWbLRJC6Ibtopj5gp65RI82XrZ212JrdyMkySV24QrmUfAKxtj9/Pwo41YwJ2tZsc7bwJzg18bO1ObA3di1JXryou0EKFeunMufM2bMGPXxsGHDAOQMNgwODkZcXBwiIiJc3lZISAj69u0LICduZ+eOO3fuRHR0NJ544gkAwJtvvoklS5a4/DlCCCGEM1xZCyGEbvScwLmw2C5snGHbD7Z4nWHdD8a4GWM2Etb2Z0xgKRhjZ67Br000C5Efo9wlxMhqtcJqtbo0yMJZJ8DLL79sk8TPbcCAAerj/v37Y9euXfneMeCMn58fxo0bh6CgIGRmZub5PZORkYHr168DuNt5pNT9V6SkpODkyZP5fq58nwkhhFBIgl8I4RK2UczOsF2gMY/gN8qdE8J7mEfBs8bO/HfKjLmtmZPkzO3Ojn0EP1PcAPcdTu5+xzhLyg8dOtRhmZ06derg66+/BgBMnDgR33zzDYCiGcwUFBSE9PR0WK1WVKlSJd96+8p+pqWl2Sz/8MMPMWDAAFgsFrzzzjv45JNPHL4/d8eAEEKI4osrWySE0I1RRvCzXaBpscXO3O6syVotxtgZYzYStvY3yuhaxtiNMIKfLXZmrJ1CzElyBfv3oyvyGgBjNpvRqVMnm2WdO3dGkyZNAADdunVD48aNiyyW4OBg3LlzB1arFSVKlMC2bdswfPhwp+trE/zx8fG4du0aAODvv/8GABw+fBi//vqr0zI+kuAXQgihkAS/EMIlzPXU2eLVYk6Ss91xoMWc4JfYhTuY25o5+cbe7sxJcsZ66kbA+HeqYE6SM8Ze0O/2kJAQh8uzsrJsntetW7dggbkgODgYKSkparubTCandxjEx8er+5iamooePXqgc+fOWL9+PWrVqgUg5y6EvGRmZtotS0tLw+XLlwu5J0IIIdgUrMicEKLYMUKyNvdjNmz/BsxtrWDcB8aYc2PcB8aYc2PdB8YElhZb7Noa/IyYE82sWDuFlPMu9uOdqc0VBTleXnjhBYfLmzRpgo0bN+LHH39E2bJlERwcXCQxOhISEoLk5GQEBwfnO0mztnxQbGys+vjtt99GpUqV7NZPSUlRY1cmIHY0gn/06NHYvXs34uLiCrUvQgghuHBli4QQutGW6GG7UGBO8Evs+mCL1yiMMIKfLXa2eLUkdn2wJmsB7t8lZqydQka4S4g1dmWSXVfFxcVh4MCBAIB169Zh3bp16mu9e/fG5s2bUa1aNY8m9wH7EfyAa/8GX3zxhc3zK1eu2K0zZ84cAMDVq1fRokULbN261eEI/t27dxckdCGEEOQkwS+EcIlym6nyWHgf2wh+5rJOCrY2B7iT5IwxK5hjV7DtA1u8WuyxMyYNAe7YmbF2CjEnyRXMEwTnfuyq8PBwhIeH22yjdOnSRRJbfsxmM9LS0mwS/KGhoUWy7aVLl2LevHlq+Z3vvvvOYYJfCCFE8cSXuRBC6IZ1ol2jjNhjSzYztzVzklzBGLtyjDPGznrMsMUr9Mc6GlvBmGg2AkmSexd754S7I/h9hZ+fH7Kzs20S/D179kSfPn3c3ta4cePslimj+AFgz549NmV+kpOTCxCxEEIIo5Aa/EIAmDBhgtMJkLRmz57thWh8l7+/PywWC+1FTu7HDCR2fTHGzRhzbsz7ILHrQ2L3HtbR2ICM4PcFTMcMU6xGwvwdoyT4tfz9/TFu3Dg0atQIMTExAHIS9cOGDctzW+3bt8fUqVPtls+dO9fh+lFRUVJ3XwghijGu4aBCCF2xjSBXGCHRDPDFztzubPE6wrgPrKPgAc6Yc2PbB+bvGGbMyTfm2JmxdqxoJ0llO160I/jZYlcwHjP+/v7qCP7cpSo7deqkPo+MjMx3W2XKlHG4fMeOHYUPVAghhOHoMoL/8uXLOHLkCACgTZs2tGU/hHFMnjzZplajcEwS/N6njZet/dni1WJONCsYY5d21xdb7GzxarH/LmVlZamP2TAmDY2AsWNFOY9hL0nF1OYA//djdna2S51CkyZNwjvvvOPwtbVr1xbo8zdv3qw+zs7Opj4XF0II4R5dEvzHjh3DZ599BpPJhObNm6NUqVJ6hCGEcJN0xumL7SLHCKTNvUva2/uY25w5CcSOOUnOHDsrI8zbwPYdwz6Cn/Xv1N/fH1lZWXm2e40aNQAA9evXR7ly5RAWFoZr165hzZo1yMzMRHp6OipVqgQAqFevHpo1a4b77rtPLe+TlwkTJqiPLRYLgoKC8lz/6NGjuHnzJlq0aOHqLgohhPBRUoNfCOEy1gkwmZNARhnBz9buCrY2B3jbGuAewc8Ys9AP++8S42hsgLdUDDvWdteW6GHF2u6McQP5x75582YEBgYCAKpVq4YNGzYAcN4Rs2jRIgDAuXPnbJZXqlQJ/fr1w6xZs2yWWywW9bFyp1VennnmGQAodO1+q9WKFStWoHv37ihRokShtpWXCxcuoHTp0ggLC8OVK1dQsWJFut8hIYTwFL7MhRBCN8oIfrYTKeZEihZb7MztzhavI8z7wBg7Y8yAcf5O2WJnxjwam7lzghlru7OPggc4Y9e2O5v8RvCXLl0aJUuWtFue37+RMupfsXbtWjz77LN5vkeb7FcsXrwYFy5csFv+6quvYu/evXluLy979+7FlClTsGzZsgJvwxU9e/bEwIEDcfHiRXTt2rXApYyEEMKIJMEvhHCZMpqZbVQzcxKIeQQ/W1trGWEkOXPszJj3gTl2Nsy/S35+fpSJN4B7ZDA7xnZnTjQzxw5wztkA3P2O8UTHijLaXmvy5MkOOwwA+wR/bGwsZs6ciTFjxgAAVq9erb62Y8cOTJ48WX3eo0cPLF++3OXYbty4AcBz/16bNm3C7du3AeTM55iYmAgAOH78uEc+TwghGHFli4QQupIEv77YYjdCiR7WuFmxlgEDOGMGeOMGuGNnx5p8A7hjZ8bY7uxJcoAzduZ2147gL+rrpddeew3NmjXDE088oS7r0KEDFi5c6HB9i8WCdevWISUlBYmJiRg3bpy6PC0tDR988IHN+nfu3FEfx8fHY8aMGQ632759e0yfPt2mAyE5ORkAEBISAiCnFNGZM2cKsJc5JbG0//aZmZkYP348oqOjC7Q9IYQoLqQGvxDCbWwJfqNguigGuDtWjDAKXmLXh8QuXMHc1toSPWz7ISP49cF2nCi0NfjZ9kHKC+lD+X70xPeMyWTCl19+abfc2Qj+t99+G3v37kVoaCi+//57dbnVarV5rkhJSbF5rq3hn5ycjCtXriA4OBg3btzA999/j++//16t3a90DiixjB07Fv7+/ti1a5ebewk0bdoUffr0wfjx4wEAqampTtdlOz6EEMKTJMEvhHAbW4Kf+eRP29bS7t4jiWbhLtb2NkJHXO7HbNhiZ0+SM44kNwLGdmceSa5gTZIDnO3u7++vJvi91e65E/yjRo3CZ599ptbUT0pKwrZt22zWcVSfXzuCX3HkyBHUq1cPUVFRDj87MzMTgYGByMjIAACkpaWpr7kyya8zq1atQuvWrREQEICaNWvavc54bAghhKdxZYuEED6BOdHMdpGjTGwMcLe78B7mdpeOFeEOaWt9yAh+4S7WiZmNMoKfGVu7+/n5eT3BbzabbZ7Xq1fPbp2PPvrI5rmj2JRjRZv8Hzx4MIYPH+70s69evQoAaoL/n//8J27evJlnvFarFQcOHHD42tSpUwHkdA6MGjUKr7zyCs6fP2+33jvvvON0P3LH56jjQgghjIgrWySE0JVyEsWcaGa7UNAm+NliN0INfrZjnZ0REvzCe5i/27XYYtcmydliBzhHkrNjPWaMkCSXEfzepVeC/8UXXwQAREZGolSpUnmuf/78eXz11VdOX8/MzLR5/ueffzpdV0nma8voTJkyxem2AGDNmjUYOnQoDh06ZLPcarXihx9+sFvfUQfD33//DSBnroC8dOnSBa+88kqe6wghhFFI5kII4Ta2pCdzEsgoI/jZ2p050WyEiWqZY2dmhH1gwd7WjKOxARnBryfmdmdPkrPGznjnhB4JfgAoW7YsAKBbt24oXbp0gbezbt06dTS+K9LT0wHklAFSbNq0SX08a9Ys9XF8fDy+/fZbvP/++wCAIUOG2GxLW97HVVu2bEFkZKTd8pSUFPVugIMHD7q9XSGEYCQ1+IUQLmMdwa/FeKGgYIudLV4t5kSzJPj1wRgzwN0RpyWxew9zkpw5dmas7c48kpwZc7srCX7Au9/tymf6+fkVKsG/fft2hwlzZy5duoR9+/bhxx9/dPj6iRMn8NZbb6FNmzaIiYmxe13bEVKUpXRWrlzp8G4AIYQwMt4snRDC61gT/GzJEy3mEj1GSRyyYU6SGwFzu7PFzvwdwxavFnvHM2PS0AgYS/QoxzrjSHIF6902rJQEv7ePGe3fV34levKjjODv3Llzvuu+9957eOGFF5y+npaWho0bNzpM7gPA//73P/Tr1w/Jyck2ZX5ya9++fZ5xnDhxwuZ57rsQnnzySZs7C4QQwoi4snRCCJ/AnOBnu0ALCLh7oxVbu7MngbT/Z8J2nGgZ4e4DNqxxA8aJnW0/mGMHOBPN7FjbmnkkuYKxRI+Csd31KtGj/V7z8/ND9+7d7dYpX758vtsJCgrC7du3AQC9evVCWFhYoeLKr+zO888/j9OnT2Po0KEYMWKE0/Vq1KiBihUrOn396aeftnmunSgYAC5evIg5c+a4ELEQQvDizQIIIbzOCCP42S5ymJPkzJgT/BK7viR2IXwbY9LQCJg7VhiPGeZzX+b5A/RK8Ldv3x716tVDixYtAOSMrFesW7cOYWFh+Prrr3Hvvfeqy//xj3/YbScwMBBbtmwBkFPXv2fPnoWK6+TJky6td+rUKVy8eNFmWcuWLdXHqamp+Pzzz/Pchvbv1NHkviVKlHApFiGEYMWVpRNC+ARJ8HsP8yS7bPE6wna8ANztztjeCtbYWeMGJHa9MP+makv0sMXOzGQyUZeKYUzwKyR279LW4Pem8PBwLFq0yOGI+/DwcMTGxqJmzZqYOXMmoqOjAQA3btywW9fPz089j6xZsyZGjBiBdu3aeTZ4B9q1a4eZM2di4sSJ6Ny5M5566incf//9NuvkLvuTnp6OtLQ0jBw5Ev/+97/ttikJfiGE0fFmAYQQumFOIGoT5gykBr++GONm/vtUMLa7QmL3HiN8xzBibnepwa8P9o4VxpHkzKPgmWPXawS/s1gGDBhgs6x69eqYPHkyunfvjmeffdbuPRaLBRkZGahSpQqAnH8LR6PhCyu/+v7/93//B5PJhG7dumHSpEmoXLmy3TodOnTA888/rz5PTU3FiRMn8N///tfhNs1mc+GCFkIIH8efBRBCeI0RSvQEBgbqGIn7jJLgZz1m2NockNiFe6St9cf2b8AWb26S4BeuYj/WAc4kOfPcB9oEv97nvn/++SfGjBljtzwgIADvvfeemsQPCAjAJ598gocffhgWiwXp6ekICgpS19c+zsujjz6KgIAARERE5Ltu165d7ZaVL18ew4cPB5D/v/38+fNRqlQpNGrUSF2WmpqKkiVLOn2Pq/uR2/79+/Hxxx8X6L1CCOFNuvzqmM1mVKhQAeHh4XQnHEIUZ6wJfm28zAl+NszzBzAnmmWiWn0wHzMKiV0YHftIcmZK2RLGdpckuXexj+DPyspCdnY2TexBQUF47LHHEBAQoCb4teVsxo4di7fffhu1a9e2eV+1atVsnn/yySfYsWOHXYmi0NBQu890NCJ//fr1aqeDs+O2efPmAICGDRuqsSs+//xzZGVlOd3PgIAAHD161G75u+++i6eeesrp+0aPHo3ly5c7fV0IIXxFgB4f2rx5c/XLWQjBhy3BHxAQ4PAxA7a21mK5sMkL4z4wJ5qNEDsztn1gi1eLucyNETpvhXexlkZiTjQrZO4D7/Lz86OKOyYmRh1xryT4MzIybBL8ymS7uevaT5o0Cbt378bs2bPRuHFjp38j99xzD5KSkmyW1axZ0+G6kZGRCAsLQ5s2bRy+/tlnn8FisajPtQO3Nm3ahKefftrpvv7+++/4/fffsWHDBpQrV05d/ssvvzh9DwCkpaX00y04AAAgAElEQVTl+boQQvgKrkyXEEJXrCP4tSecbAl+tni1WC+GAe5EM9vfpxZzuxsBW7szJ8mZGaXdmWNnw5rgVzDGboTOCcbYlRH8LLH36NFDfawk+K1Wq8MJaZVE948//oiEhATUr18f4eHhmD17ts2+Kn8vr776KtasWYOyZcuqr1WrVk1d95VXXsEXX3wBABgyZAiAuxMCOxMQEGBzbRQSEmLzekZGRr77nJ6eDgB4++23UadOnXzX98QcBEII4Qm8mSMhhG6YE4hsJXqY25rhwsYZ5tiNcMwwtj9jzABv3IBxYmfbD7Z4hW9hOn4kSa4P5vJCygh+xnZXEvwWi8Vhvfq2bdti+fLlqFatmlqeR1lPe+6p/LsNGDAAzz77LH766Sfs2rULH3/8MaKjo9X1hgwZgiFDhiAtLc1hh4Ir7rnnHvVxnz59EBMTk+97lDkS1q9fj/Xr1ztc580330TJkiXxwQcf2OwX27+pEKJ44c0CCCF0w5xAZBsRb5Qa/KwY90GS5Poywj4wknbXB1u7s8VrFCaTibJUjBwv+mJN8DON4NcKDAxUS/Q4SvCPGTMG27Zts1mmJOYdjeBXBlU9+eST2LZtm01yX8tsNhe4rUqVKmUTf0JCAgBg0aJFTt/z6quv4pFHHrFbPm3aNCQnJ2PhwoX47bff7Er3aEsDCSGEL+LLXAghdMeY9FRIgt972C5sHGHcB+Xvk/HvlLlzgpWMJNeHUdqdOXbhPeyTGzN2TigYE80ygl8fygj+7Oxsh9cffn5+MJvNNsuU5126dFGXDRw4UF0/93qeEBcXh9q1a9scL8pkvY6cP3/e4fJly5bh7bffxqxZs9Rlqamp6mNJ8AshfJ3PZ7oSEhJw+fJlJCUlqV+wznp/hSioCRMmuJT4nT17thei8V2sNfi12BLmbPFqsXWmaLFdlGkZIUnOGLsRvh8Z213BHDsb5rZm7pxgx5isVTDGzlxeiDl2hdVqpTsfCAgIQGZmplvn7wEBAYiLi7NZ1qVLF5uEvzfknuejoB0K//3vf22eP/roo+rjtLQ0lCxZsmABCiGEF/hk9uXq1atqrbZr167Zve4owX/48GEcPHgQQM5kK927d/d4nEIUN0ZIYLFhvbABuDsnmJPkyt8nY/szt7uCLXa2eLWYk7Vs8Woxxy70wzyCH+CNm/HuA+YR/ABoR/D7+/sjKysLAQEBdLHnTvAr5YHKly+P+fPn20wmDADPPfccFixY4NZntG/fHu+99x66detG1z5CiOLBpxL82dnZ+Pbbb7Fq1Sp18pPcnH2Zli5dGkuXLlVfj4yMtJl0RYi8TJ48GeHh4XqH4fMkwS/cwTyCXznGGU/gmWNnTvAb4fuRsd0VErv3GKVjhS12ZrmTb0xYYzfC8c2YJGe++4C5YyV3WyuDXPz9/VGtWjUMGjQI3377rfp68+bNceLECbsR+/l5//33UbVqVTRo0ID6OkcIYUw+cxVqsVjw3nvvYcWKFcjKyrJ7Pb8fyOrVq6N+/frqD9KWLVs8EqcQgjuBJbyHcQS5gjlJboQR/IxYE/zMCU/m2JlJWwt3sdfgZ0zWKthjZ8QaN8B7p43yHdOsWTO0a9cOAFC5cmW8+uqrAIDWrVvbrF+zZs0C19R/8cUXpWS0EMIn+cxV6Oeff44DBw4AuPsFXa9ePQwYMACDBg1y6YeyZcuW6uN9+/Z5LFYhiivWBBYAfP/99xg3bpzeYRQrzCNblOQ440WaEUbBMzPCPrAwSoKfLXbmdmeOnR3j7ynAP4KfMcEvseuDeQS/Ijs7W92PNWvWoHPnzgCAEiVKqOt06NAB5cuXtxlUqu0AcOU6986dO0UVshBCFBmfyNIdOHAAv//+u3oCVblyZcyYMQNTpkzB008/jaioKJe288gjjwDI+VH666+/kJGR4cGohSi+GBP8999/P/r27at3GMWKERL8jLVrjTCCn+2iGODuAGXFnKxli1eLud2FPliT5ArGZK2C8TxGwXjMKMc68zHDGLvS7tnZ2Q7Pf5W/Az8/P4wfPx4A1AT/hAkT8Omnn6rrulq2JyUlBQDw9ttvIzIyslDxCyFEUfCJq9ClS5cCyPkxqVChAj7++GM88MADbm+nYsWKCA4OBpDzhR0fH1+kcQohckgCS7iCMcGsYB7Bz1xeiDnBr5DY9cEWO3OSXGIX7mIu0cMWr4L5WGceBa/Izs6mvF5i7ZzQJvgdxa58/wwfPhylS5cGcDfBX69ePZhMJnz77bdYsmQJAgMDUbVq1Xw/s02bNgCA9evXF9Vu+JxDhw5RXgsJUVzp/quTlJSEo0ePwmQywWQy4cUXX0RYWFiBt1e9enX18cWLF4siRCHE/6eMVAgNDdU5EsGAeQS/clHGOPJNubBh7GAxQoKf7YKeOQmkxRy78B45TvTDnCRiTHgqGNuduVQM63EC8J8P5DWCv2HDhoiJicHAgQPVZWlpaQCAkiVLAgDq1q2LBx98EADw008/oXfv3ihfvnyen5menm63bN26dRg2bFiB98NX7NmzB0OGDMHmzZv1DkUI4SLdr0KPHDmi9hSXLl0azZo1K9T2lB5ZALh161ZhwxNCaCQmJgKw/TsTwhnGBLNCRvDrgznBz1qih/mCXmLXB1u8Wsyxs2MdwQ9wdvYrGM9jmBP8CtZOIdY2z28Ev8lkQo8ePRAYGKguCwoKAgCno/XfeustfPfdd3l+bp8+feyWffDBB4iLi3MnfJ+kXPdfuXJF50iEEK7SfXjl9evXAeR86d5///2F3p7SAwsAqamphd6eEOKu5s2bY9u2bZQnrML7mEfwKwl+7QRcLJhH8BuBfD96D3OSnJm0u3AXcw1+5tgB3kQzwB27s0SzL2PuWFFidzaC35GpU6ciPj4+z+sVs9mc5zYuXbpkt4xtoEd+GI8HIYor3b99kpOT1cchISGF3p52Yl3m5JIQvujjjz9GbGys3mEIEswJZhnBrw8Zwe99RknWssXOFq8W2zHuDPO/ASPmEfwAX9xGqGPPeA6mYG131hr8APIcwe9IpUqV0KRJkzzXKVGihN2y6dOnO1z39ddfx82bN9XSP8x3/gghOOl+hl6qVCn1cVGMuL9586b6WOqEC1G0goKCCjVHhigYf39/hyeYvo7x4kChJLAYR/ArsTN2sBghwc8WO1u8WsyxGwXbvwFbvEbBPAqeOXaAM0nO3DnBHjtrR5y2RE9Rnv8GBAQgIiLCZllUVBQmTZpkt+7WrVttavxfv34d165dK7JYvI31vFaI4kz3Ie7aWt5///13obaVlZWF06dPq8/Lli1bqO0JIYQv+O233/QOodhhHsHPOpIcMMbFBFvs2uOELXZtvIzHu4K53dli12KOnQ1z4hDgTdYC/LGzkhI93pVfDf7CbHfBggV45JFHbJY7K92jrVfft29fJCUl0dfjZzwehCiudL8aqlmzJoCcL46LFy8iISGhwNvas2ePzUzmderUKWx4Qgihu1KlStnc7cSGsVyakuBnvL1WSXQyJjyZE/ysHSuMbe2IUfaDAXNbM8fOjHkUPGvszAl+BWPs0u768NQIfmXbiiVLlgCAS3e0JyUlAQB++eUXlz4nOzsbn3/+uTq5rRBCuEv3q9Dq1aujfPny6vNVq1YVaDvZ2dn44YcfAOR8CdeqVatIavoLIYQonGbNmukdgtuMkCRnjp0Z2z7IaGx9MLe7xC4KgjFJrmBMeCoY2515JLmC+ZgB+L4ftZPseiL2cuXKYcyYMXjwwQcBAFWqVHH5ve+++676ODs7GytWrEBmZqbdevHx8Vi0aBFmzZrl0naTk5MRGRmJI0eOuBxLQTD/HQpR3PjE1X+bNm0A5Hx5rF27Fvv27XN7G4sWLcLx48fV5x07diyy+IQQQhTMjz/+iKlTp+odhtuUuw4Y69gboXOCEXPHCuvEzGzxGgVzuzPHzo414ckYM8CdJGceBe/pRLOnMR4vCqvViqysLI+cu2/YsAEDBgxQn1eoUMFuHSX5n5dt27bho48+wpo1a5yu4+rdw0pp6hUrVjh8vV+/fhg/frxL28rP5cuXERkZiZMnTxbJ9oQQnuETV6G9e/dGqVKlYDKZkJ2djX/+859Yt26dS++9desWPv30U6xatUr9ES1TpgzatWvnyZCFEEK4oFq1ak7rVPoy5iQ5a7IW4C7Rw3zMMLY3wF2D3ygjySV24Qr2tmZMNCuYY2fGmChn7xSyWq2wWq1eOR/w9/fHoEGDAABTpkxB7969ceLECafrnzhxAllZWbh48SIAxzX880vsW61WbNu2Tf33ycrKAgD89NNPuHr1qt36p0+fxqZNm1zboXycO3cOAFzO0Qkh9OEThZFDQ0Px4osv4rPPPoPJZEJmZia++uorrFy5Eq1atUK5cuVs1j9x4gTi4+Oxb98+/Pnnn0hLS1O/6Pz8/DBy5EgEBgbqsStCCCEMQBn9wziCnzlJzhy7ETpW2BglSc5G2loUFOuxw5jwVDAn+BnnQWK++wCAmiRni11bg99bHf4vvfQSypQpgzZt2mDLli12r5vNZqSlpQEAnn76aQBAr169AADBwcF26zsq26O1ZcsWjBkzBlOnTkXbtm3VBD8AXLt2DRUrVizwvjhisVjUx0qHhHYSYSGE7/GZ4U7R0dHo16+f+oNitVpx+fJlrFy5EvPmzVPXs1qtePPNNzFz5kxs3boVqampAO7+mA4ePBiNGzfWZR+EEEIYA3OCnznRrGCMXTlW2EaSA3LM6IG5c0J7jLPFzhavUTC3O+skuwrG2JlHkitYk+QAb+zeTvCXLFkSQ4YMQWBgIB599FGb1+rVq4fNmzfbvefQoUMAbJPnioyMDAC2x/3q1avRvXt3nD59Wp2rMiUlBQBsEvxF8beyfft2jB49Wu1oULafmJiIw4cPAwDS09MB5HS+JSQk5Lm948ePq7EKIbzDJ0bwKwYNGoR77rkHX331FTIyMpz+yChfYCaTSf0yDwwMxIgRIxAdHa1L7EIIIYzDCOVWGC+MZQS/PljbnS1eo2DunGCL1yhYv2MUzL+nrMlagDN2Besxo82zMNHOfaDHuXuHDh0QFRWFli1bAgAWLFjgcJCQUsYnrwT/pUuXEBkZiaFDh2L+/PkAcurpK4KCggDY3uFS2OPt5MmTeO211wAAO3fuhMlkwsSJEwEAixcvVte7ffs24uPj0aNHD3VdZd6y3AYOHIgWLVq4PGmwEKLwfC5z0bZtW8yePRtdunRBYGCg+mWl3C6m/fJSfvQff/xxzJ49W5L7QgghigTzCP4SJUoAcHzx4OuUCzTGdjdCpxDbBb0WW7szt7UQ7mI+3pWkJ+s+MMfOjLXdc+dbmHh7BH9uSuIduHse62wCXEfleM6fPw8A2L9/PwCoyf3clIS6dgT/tm3bcObMGVitVrdHzW/fvt1mAuGbN29i1KhRDteNi4tTk/sA1Goazhw7dsytWIQQheNTI/gVFStWxLBhwzBkyBAcOXIER44cQUJCApKSkmCxWFC6dGmUKVMGdevWRcOGDRESEqJ3yEIIIQyEudyKkuDPr5anL5IEvz5Y7z5gHknOjLndmWMX+mFMeBrhbr7s7Gy6v1Pm7xj22PVO8DtSo0YNVK1aVZ1cV/Hee++hfv36uPfee9VlkyZNcmmb48ePx+DBg/Hwww+ry+bPn4/58+ejZ8+eaikfRWRkJF555RUMHDgQ06ZNw6+//orevXtj1KhRsFqt6sh9Re735yUtLQ2hoaF2y5W7Cxjn0RCCmU8m+BVmsxmNGzeWmvpCCCG8SplMSrldlomM4NcHa5Ic4Iw5N+Z9YIudLV4t5tiNgLH9TSYTZaKZGXPnhEJi9y5fTfADQNOmTbFq1Sq0bdsWsbGx6vIPP/wQX3/9dYG2uWjRIru6/wAc1v0HgC+++AL3338/Vq5cCQD49ttvUbduXcTExNite/DgQZfjOH78OCpUqGC3XBlkdOvWLcybNw//+Mc/XN6mEKLgfOvbTwghhPABFStWBJBTa5KNjODXB/NdH6yJK9a4c2PbD7Z4nTHKfjBgb2vGcitGqWPPFrsROicAvr9ZX0rw16tXz+b52LFj8eOPP6JZs2Y2y/ObpDa/7Z47d85unbyuW7788kub5wsXLnTr8x1xVspn8uTJ6uM5c+YgMjISy5cvL/TnCSHyxncVKoQQQniYn58fxo0bh88//1zvUNwmCX59MI/gZ41dG6/eF/TuYmtrLeYyDkJfjMcLY8xacveBPhgT/EqSnDV2QL9JdhW//vor5syZY7MsMDAQ1apVQ3BwsM3yc+fOITIyUn2uDC5ypm7dujbPr1y5YrdOXv92f/31V57P3TF69GiHy9etW4dVq1Zh7dq1dq85m1NACFF0fLpEjxBCCKGXvn376h1CgUiCXx/MNfhZJ9llTjRL7Ppgjp0Ze1vLSHLvMkINfsZjRsEauzKCX8/YHZWrUTg7P2zTpg1+//13t/9W09PT3Vq/oMqXL4/ExESbZbnvRlA4KvmjYCwdKgQbvqtQIYQQQjilJPizsrJ0jsR9SmKfOcHPeFHMGHNuRtgHFsxtzRw7M9ZORAVjklyLrd2ZOyeYaUfwMx4zyvHiq7FXrlzZ4fKUlBRcv37d4fGuHfWv19/DmjVr7JZpJwcGgE2bNmHmzJl5bqewA48uX75MWTpVCG+SEfxCAJgwYQICAvL/c5g9e7YXohFCiIJTLgY6dOigcyTuU76HmRP8jCP4mTsnWDGPJJfYhbuY21qbOGTEmKxVMLY7+wh+X0+SO8NQXqh+/fr4448/HE6Om52dDQAYPHgwFi1aBCCnDE7Hjh3RqVOnIvl8RyPxASA0NBRJSUk2y/7880+0atUKoaGhCAwMxOrVq1GxYkU0b94cDRo0QFBQEF5++WUsW7YMADB+/Ph8P7+wCf5u3bqhUqVKDsv/HDt2DCVKlECtWrUK9RlCsPN4gv/QoUPq4zp16iAwMNDTH2knMzMTx48fV59HRER4PQYhhBDCG8qUKYOVK1eievXqeofiNuYEvxEm2WWLXZK1+pB2FwXFerz4ctIwP0rikAnrcaLFeMwwtzvL71LJkiUdLk9PT4fVakWpUqXUZQMHDrQpa9O7d2+MGzcOVqsVGzduxLvvvmu3nTVr1iA+Ph4rV67Ehg0bbF67efOmw8/WJvjXrVuH8PBwAMDmzZvVtqxSpQoA4Pfff1fzeSVKlHCrTJA7Cf47d+7YtMWSJUsAOJ53AAAGDRoEAIiLi3P5M4QwIo8n+CdMmKB+McydOzffyUM84caNGzZx/PTTT16PQfi2yZMnqz9mQgjBLvetsyyMUKKHkRES/MyxCyF8F2t5IeYyN8w1+BXMI/hZjxnW2AEgLS3N4XJl4Mt9991nM8mus467ypUro3LlyoiMjMTYsWPRrl079TVHpTv79u2LXbt2qc+1+RBHnREhISHq46CgIGRkZDjbJYeWLl2K/v37252zWa1WHDhwAI0aNcL27dvx2muvYeXKlbj33nvx/vvv4+eff3brc4QorrxSosdXfuB8JQ4hhBBC2GMewW+EEj2MsSvk/M57mNuaOXZm7O3OOApei7X9GZO1RuhYYc+ZMMaekZGhtnvXrl1tau/PmzcPNWrUsFm/Xbt2OH78OOrUqYP7779fHcGuVaZMGfVxgwYN0KRJEyxYsMBmnXHjxqFfv34FijkoKAiZmZmwWq14+OGHcfjwYfW18ePH48qVK3afN2PGDKSkpGDjxo1o1KgRqlWrhr59+2Lbtm1qmR9l3y9cuIDq1avbJfcjIyNlpL4QTnglwc/4JSuEEEII75IEvz6U8zS2djfK+SXbfrCUQnCEOXYjYGxzZWQwW+zMiWYFY7srJHbvYhzB36dPH/znP/8BALXUjclkwvvvv2+zXqNGjezeazab8cYbb6jP+/bti6ioKKef9a9//QsAMGLECAA5SXKFK/MQOhIUFAQgp5xOfHy8unzixIno1q0bvv76awA5dxWfP39efX3OnDkAgFOnTgEAZs6cie7du6uvp6SkAMgpy6Os48h//vMflCpVCl26dClQ/EIYUbEawS+EEEII38VcokeJmfF8h70ERe7HwrOk3YW75DjRD+N1OFu8WkboWGGknQzb14+fCRMm4OzZs2jSpIlNgr8wx8y4ceMcLl+8eLFNHX/FvHnz1McFbS8lwX/58mXcunULEREROHTokFo7X+k4qFatmk2C3xFHJXh27dplUz4otylTpgCAJPiF0PDqCP7t27ejdOnS3vhIG7dv3/b6ZwohhBDCPTKCXx+sI/i12NqdOUnOFq8Wc7szY+1EBHhjZy63why7gjHBz5Qkz41pBH+vXr0A5ExYq0hLS/PI8f7QQw85XK69K6CgJciUBL9Sh79169Y4dOiQOg9Y+fLlAQCtWrVCyZIlERsbW6DPccTRfAJCCC8l+IGcH7ncNbi8SfuDJYQQQgjfY4QEP9tFsRZbklyLud3ZMCfJ2eIVorAkSe5drG2tUI4Xxv1g65yIiIhQH1ssFt3+VguaLFcS/Ep5oYiICOzcuVM9l2/YsCGAnBH8NWrUKNIE/+DBg4tsW0IYideu5LS9qnr8J4QQQgjfxlyiR7kF2mw26xyJ+5TRW2wJfpaLeEeMkiRni12LOXY2rKPgmTGXilFiZ57cmLFjxQjHDJPw8HD88ccfAPQdka6cv/bs2dOt9+VO8AO29fxr1aqF2NhYtGrVyu7cuLD/XsePHy/U+4UwKq9cyflCkl3vzxdCCCGEa9gSzcDdcoBly5bVOZKCY2t3oySa2Uhbi+KE/XhnvAZmbnP28kKMxwvAW61BOe/SM8H/wgsvIDg4GBMmTHDrfblL9DgSFhYG4G7iPzo6GvPmzcMzzzxTwGjtaSf4FaK483iJnpEjR3r6I4QQQghhAMyjx27dugUAKFeunM6RFBxzgp85drYkEFu8WsztzswII/hZY2dNNAP8sbNh7pxgqsGvpdyxmp2drVu7d+7cGZ07d3b7fY5G8DujdAJUrVoVjRo1spl/AACioqLslmk98cQTWL16tcPXRo0a5VrAQhQDHk/wt23b1tMfIYQQQggDSElJAQCULFlS50jcd/36dQCcCX7WEj1abMkIo2Brd7Z4jYax/dk7J9gSnlrssbMdM0aYZFd5zEJJ8OtZg7+gco/gzyv2+vXro2/fvhgyZAgA+zsWpkyZAqvVihYtWti9t0qVKujVq5fTBP/Zs2fVx2vWrIHZbEbz5s0REhKiLr958yZSUlJQtWpVl/ZNCFa8V3JCCCGEMJTExEQAOXVJ2Vy+fBkAUKFCBZ0jKTi2BD/ThXBuRomdbT/Y4jUK9iQ5I/bR2ABn7EbA3O5snUImkwl+fn66juAvqBIlSgDIu0SPIjAwEOPGjVNL9ih1/xUBAQEIDAxUnyvtsHbtWnz33Xc2rwF3OxdymzRpEsaPH4+pU6faLB8wYACefPJJJCYm2n320aNHXSrzY7VasXXr1jyPse+++w7Xrl3Ld1u5vf/+++jRo4fb7xMiN64rOSGEEEIYVmRkJICcibnYtGvXDgBfkhy4e0HMOLmxgumimB3jMe6IUfaDAXOCnzl2gDNZy1yuTzon9ME6gh/IOfdSRrQzxa4k3ZUSPe7Ent+cA3PnzkXfvn1RqVIlhIaG4r777kPXrl3V12vUqJHndpV5sRQJCQkAgI4dO+Kjjz6yee2ZZ55Rk+uffPIJIiMjcejQIbtt79y5E6+//jp+/fVXAEBaWhri4uLU1zMzM/Hpp59i4sSJee6bIz///LPMJSCKhJzZCiGEEMInPProo4iLi0OZMmX0DsVtEydOxPbt2/UOo0BYL4qZa/BrO1OY2505drZjxgjYjhdmSltnZ2fTtjtzkpyxcwLgPh9grMEP5PwWZWVl0cXuzgj+3Jwl+Dt37oyaNWuiUaNGGDdunLo8ICAA77//Pnbs2IHnn38eTz31VJ7bj4uLU+8Kzm3Xrl1O37dkyRIAwAcffICVK1eqpUMB4OrVqwDuluScMWMGhg0bhrS0NAB370pITU3NMzYhPMnjNfiFEEIIIYzOz8/P6S3DLGQEv/cYJdHM1u5CH8zHCfsIfkZGGcHPhj121s6JgICAfEe0+6KiGME/ffp01KxZU10+adKkfD9z+PDheU7Iq8Q0evRofPDBBzCbzS7FpMxHBQCnT5/G5MmTsXTpUtx7771o1KgRZs6cCeBuIl8pzZmRkQGz2YzMzEy77RSl4cOH4/jx44iNjfXI9oUxSILfS+bOnWszMUjFihUxf/78PN+TlJSEv/76C3/99RdOnjyJq1ev4vbt2+otRyEhIahRowbq16+P6OholC9f3qVYrly5gv379+PQoUM4e/Ysrl27hrS0NJQsWRLh4eGoU6cO2rRpg/r167u9n5mZmfjjjz+wdetWnD9/Hjdv3kRISAgqVaqEFi1aoG3btmrtNT23KYQQQogcykUxW6KZ7SJeS9vWbPvBFq+WUTpWWEmbew97shaQEfx6YE2SG2UEP1O7Kwl+JbHtDiXBf99996F69epuv9+VpP2RI0fQp08fh69du3YN58+fR5MmTdRlL7/8st16Z86cwZkzZ7BlyxZ1mcViwdy5c3HlyhUAd+9gUBL/hemsSU5OtpkcWOvPP/8s8HZF8SEJfi84ceIE1qxZ4/b7PvnkE5u6Xrldv34d169fx759+7BkyRL07dsXAwYMcHryfOrUKcyePRsnTpxw+HpycjKSk5Nx9uxZrF+/HvXr18eoUaNQsWJFl+K9cOECpk+fjtOnT9ssv3HjBm7cuIFjx45h1apVGDlypFpnWY9tCiGEEOIuZbQRW/KNuVSMtq3Z7pxga2tn2I53ZjIKXj9sSUMtxmQtc+cEW7zOsO2Hv7+/eh7GFHvuTkR3Yu/Rowd+/fVXVKhQoUCfXaVKlQK9T/GPf/wDFy9etMm17dmzx6X3pqenY8GCBdyOt9QAACAASURBVOrz3CV6CpPg//zzzzFhwoQCv18IObP1MIvFglmzZhX6Vp0yZcogIiICjz/+ODp37ozo6GjUrVtXvSi0WCxYunSpeuuQIxcvXrRL7letWhUtWrRAx44d0bp1a4SHh6uv/e9//8Obb76p3n6Ul4SEBMTExKiJeJPJhIiICLRv3x5NmzZVyxbcvHkTH374IQ4cOKDLNoUQQgjhGFvCkznBzzyS3CjtLryPsf0ZYwZsa/CzYkzwKxhj146CZzvutSV62Pj7+8NisdDFX5i7hJo0aYK4uDiXy+fkVtgE/8WLFwEULPbcNfaVEfzKnQxKoh8Azp49i5MnT7q8baXckRAFJSP4PWzFihU4e/YsAKBNmzY2t/fkp379+mjevDkaNmyIypUrO1znxo0b+Oabb7Bt2zYAwObNm9G0aVO0atXK6XbvuecedOjQAY8//rhdWZ/s7Gxs2rQJ33zzDdLT03H9+nVMnz4d06ZNy/OHfvr06eqEIxUrVkRMTAxq1aqlvn7r1i1MmzYNBw4cgMViwdSpU/HNN984vQXJU9sUQgghhC3lAodtJLkWW5JcRvDrg7ljhRnzMaNg3ge22KW8kP7YYmdP8DOW6NEz1oCAAOzatQuvvvqq26VrtINXtcl4V33//fc2z5WkvLItbaeqUiIor6ocWmzng8L3yJmtB124cAHLli0DAERFRaFRo0Zuvb9Xr17o2LGj0+Q+AJQtWxZjx461qZe/bt06p+uOHDkSX331Ffr06eOwZr+fnx86dOiAN954Q112/Phx7Nu3z2kMcXFxOHz4MICcL9t33nnHJhEPAGFhYYiJiVH3JSkpCStXrvTqNoUQQgjhnCQ8vccoiWamZATAffcBM+YSPYwxa7ElDQFjJMkZk83M7c5894FSoocxdkC/Y11b2ggAduzY4fY2imLE/KVLlwDcTfAXpNNAsXr1aowePRqJiYmFjksUT7xXFD7OarVi1qxZyMzMREhICIYOHeqxzzKZTGjXrp36/NSpUw7Xq1+/Ptq1a+dSz2CLFi3w4IMPqs93797tdN21a9eqj9u2bWszE7qW2WzGwIED1efr1q1zWqPME9sUQgghhD3WSXa12C6KtW3N1u7MEwRrMcfOirnN2WJnHgVvFGzHDDPmEfzKJLus9Jw/YNiwYepjZdJfdxRFu48dO1atJgEA8fHxahUKRXp6Oq5du+Z0G9rY//jjD3Ts2BFXr15FQkICAOCLL74odJyieOC6oiDyyy+/4OjRowCA5557DmXKlPHo52m3n7suWEE99NBD6uOrV686XCc1NdWm9r22o8GRVq1aoWTJkgByRtwfOnTIK9sUQgghhGOS4Pc+5gS/UUbBs7W7ETC2OfMxDvCOxgZyEodssStYk83KKHhWjMe7UqKHkd4dK40aNUJkZCReeeWVAr2/KEbw+/v7Y9SoUdi7d6+67OWXX7ZZZ/z48ejcuTMuXbqEY8eO2W2jdu3adsu6dOmCTp06AQD+/e9/FzpOUTzwnWURSEhIwMKFCwEADz/8MNq3b+/xz7xw4YL6uGLFikWyTe2Po7MJmo4ePapOKGI2m/HAAw/kuc3AwEDUqVNHfX7w4EGvbFMIIYQQjiUlJQHgTL4p2GJnLtHDljzRMkrnBBsjtDXbPrDFq8V89wFzmRsAtGVuAM7jBeCtwQ/4xm/qnDlzMGTIEADA8uXLsXHjRpffq0yQO23aNGzbtg29evVyum6JEiUcLjebzdi5c6fNstwVNf744w8AwJNPPolBgwZhz549yM7OVnN4eZX1UfJiisjISLf2URQvXFcUJGbPno3U1FQEBARgxIgRHv+yS0xMxKpVq9TnLVu2LJLtKpMDA0B4eLjDdeLj49XHNWrUcKn8z3333ac+1nZMeHKbQgghhMgb24UlM+ZJdpn5QjKiOGNsc+b5AxSssTMnPBmTzcydE+w1+FkT/IBvHeu1a9dG2bJlXV4/LS0NQM7xYzabERAQoL7Wtm1bm3W/+uorfPvtt3bbSElJcfnzlEGzL730EpYvX46ePXtizZo1eSb4X3rpJbtl3333ncufKYqXgPxXEe7YunWrWq++d+/eqF69ukc+Jz09HVeuXMGePXuwcuVK3Lx5EwBQtWpVdbbuwrh27ZrNSHhnEwRrk/Gu3jlQoUIFh+/35Dbzk7tOWlFw1ikihBBC+JLnnnsOCxYscOsixdewXRQbZQQ/W7trsbU7MyMkydlIW+vLl5KertKWW2E7fvQuFVMY2sliGdvd12P/6KOP8NZbb6FEiRJ2JXmU50rsSoJ//vz5aNiwIX777Te8+eabAHLyUpUrV0a9evVw5MgRlz67Tp06OH78uMPXzp07BwCYOHGiWm7aEUfVKQoy34AoHiTBX4Ru376NuXPnAgCqVKmC/v37F9m2Dx8+jPHjx+e5TuPGjTFmzBgEBwcX+vPmzZunfllXqFABTZs2dbiecls/AJfnGdD2qiYnJ3tlm/l544033H5Pfn7++eci36YQQghR1JTan8wJT1+9sHTGKDX42Rilc4KNJPj1xdbuzDX45TtGH8ydE/7+/rBYLLQdFL4ed/369REXF4cjR45g8ODBNq8pCX7lPEy5o1IZUa9NpCv5poULFyI2NtYmN9evXz8sX77cZtsrVqxwmtwHgNjYWPWxu3NounLn5+XLl7Fhwwa7fRbGxnVF4ePmzZunjqQfMWKE13rWgoOD8cYbb+D9999HaGhoobcXGxuL7du3q88HDx7sdF+U25oAICgoyKXta9fTvt+T2xRCCCGEY506dcJXX32FJk2a6B1KgbElyY2S4GdLpDDHzow5wc8YM8B9rDOXuVEwxs5c5oYtXkdY292XO1ZWrVqFypUrAwDq1atnl4RXJjfOPYJfSfC3bNkSEyZMwM6dO9Ua/CaTCe3atbPZztixY+0++6OPPgLgvKpD7goSjRs3dnm/tCV9du3ahcmTJyMyMhK3bt1CRkYGLBYLJk2ahM8//1xyY8WMYUfwp6am5nmrS1Hbu3cvfvvtNwBAdHQ0GjRoUKTbL1++PLp27Qog58s/NTUVFy9exKlTp5CSkoIZM2Zg48aNGD58OKpWrVrgz/nrr78we/Zs9fmjjz6KqKgop+srE5MAsKlZlhdtZ4Gjmcs9sc38zJgxA+XKlXP7fUIIIQQ7k8mERx55RO8wihXmGvzMiUMtto4VI2A+XphjZ8Oc4GeuY69gbHeAN25mvl4aKXe57Nq1a2P16tV44oknANgn+JU8WkhICICc84S8Jt4Fcu4QyEutWrWQkJCQb6zR0dG4dOkSLl26lO+6Sr4sLi4OI0aMUJefPHkSL730Elq1aqVOzpuUlASz2ZzvNoUx+ESCf/ny5ejXr1+Rbe/s2bOYMmUK5syZU2TbzEtaWhq+/PJLAEBoaCief/75Iv+MypUrY9iwYXbLExMTsXjxYsTGxuLgwYMYM2YMJk+ejFq1arn9GZcvX8akSZPUL4yaNWvafGE4oh05n9fkIFramcAdzUbuiW3mp1y5clIzXwghhCDl6oAAX2GUEfzMjLIfTBjbnDHm3IywD2x8OenpDHPnra8nmvPC3O6Abx7r/4+9O4+Pqr73P/6OSQhLICwhUIGKO8qqP7UCVREiWpfbPtQWxVvvVevVq1VUUCyFqiCgFRdKpdeFWh/Wrta2Fq1WUIFKW0VFioISkUVFAwQIS4Bsvz/yOOMkZCdnZt4nr+c/zCRnznzmy5lJ8v5+z+d06tRJxcXFtX7v0EMP1c9//nNdeeWVsYA/+D3sm9/8pvr27av+/fs3+BxHHXWUNm7cqCeeeEKSdNxxx2nVqlUHbNfYcD0rK0uPPPJIbPKhPu+//77Ky8sPyAffffddSdLrr78ea7G9Y8eOaterbI7Kykrt2rWrRbqFIFwp8RfFL3/5S02dOrVZvdNreuWVVzRhwoRGzXy1lKeeekqFhYWSpKuuuko5OTkJe+5u3brppptu0gUXXCCpqv/8fffdF/uwaqyioiL96Ec/0rZt2yRVTSjcddddDfbzj//Ail95X5/47Wr7wAtjnwAAILqcV8E7B/xuYYRz7c6cW/QEnGt349yDP+C6gj9o0eMm1VvFNCQK455Knn/+eS1atKjO7we/d9U8ZtLS0jRkyJBGPccvf/nLas/xyCOP6Be/+EWsJVCgsS1ysrKydOihh2r27Nmxrz344IOx2zUzxnfeeeeAfcR34njjjTckSVOnTm30otm6PP300zrzzDNp92MgZf6ieOutt3TzzTfro48+atbjS0tL9dOf/lSzZ89udCjcEgoKCjR//nxJ0qBBgzRq1KiEPXe8yy+/XO3bt5ckbdy4UW+99VajH1tcXKwpU6bEJkW6du2qadOmNaplTfwsXnD9gYYEkwjSl6c/hb1PAAAQXW4BPyv4kyOo3W3MkTyux7tr3fFSMThsDRwnJ1I1aG4M57ZOqTqx0q5du3oXqga11mzR0xQZGRnVzh5t3769BgwYoPnz58dWz0vSnj17GrW/YByHDx+uZcuW6eWXX9Zhhx0W+35eXp7OPPPM2P34Dhb1ef/992s9s6AhW7Zs0YYNGyRVLaKWGt9dA8mTUuczf/HFF7rtttv0P//zPzr77LOb9Lh77rlHa9euTfgH+7p161RRUSFJ2rx5syZMmFDntjt27IjdLioqqrbtmDFjDqr/bdu2bdWvXz+9/fbbkqRVq1ZV+2Cpy549e3THHXfE3rwdO3bU1KlTD5h5rEvv3r1jt4OzGBqyefPmWh8f5j4BAEB0uQX8rOBPLte6XbGCP7lca3cNPCXf2lMxrG0M59qlL1fwu9buJvi9K8jxWnrcZ86cqXvuuUcvv/yyMjIydO211zbYPrxmN5MuXbqoY8eOOvvss1VRUaFrrrlGffv21UUXXaT169c3adyvuOIKLVu2LHa/rKxMX3zxhT799NM6M8PzzjtP5eXlWrZsWWzRLQF/6kuJgD8vL0+FhYVKS0tTaWmp5s6dq1WrVum6666r1o+9Nm+88YYeeugh7d69W9KXb86W7OnfWI29KIZU9eb44IMPYvfjw//mil+5vnPnzga337t3r+68804VFBRIqpp1nDp1arWZwobEh+nr169XeXl5g39kx5+lUfPCJ2HtEwAARJdbwO98kV1nUQiaHTmPu2PNkvdEnFu9tXEMPd0FYa0b5/eqdGCbGwc1V/C39EKLnJwc3XzzzXr55ZdVWlqq733vezrppJO0dOlS/fznP6/1Md26dTvgaxkZGZo+fXq1r11xxRW68847G72CP/Dyyy/rtddeU0VFhV5++eXY1+OD/7feektZWVkaMGBAbGwWLlwYWwzc1DbgSLyUWDI0e/ZsnXzyybFZy8rKSr366qu69dZb6wzMKysr9eSTT2r69Omx2a7KykplZ2frjjvu0GWXXZbIl5ASmtKmZv/+/Zo2bVrsdJ2srCzdcccdOuqoo5r0nMcdd5wyMzMlVU0YrFmzpt7tS0tLq01sDBo0KCH7BAAA0cVFdhPHOYygRU9yOAf8AWpPHOce/PEr+N0EOYxz7cFtN45jLvm2Ror/jAlLu3btJEn79u2TJA0ZMiR2Ad3TTz9dy5Yt0+mnn64rrrhCv/71rxvd6jvIyYKAv1u3bnrmmWcO2O5Xv/pVtftTpkzRSy+9VC3cl6RLL71Un332mSTpmmuu0X//939r69atse9PnDgxdru8vFzl5eWW/+etRUr8NdShQwdNmTJFv/vd72IHYmVlpT7++GPdfPPNGjdunIYOHRrbfvv27frxj3+s9957r9qkwDHHHKOJEyce9FWimyI/P1/5+fmN2nbBggWxi2bk5eVp3rx5LVZHcXGxVq9eHbtf3yr2srIyzZw5UytWrJBU9SExefJkHX/88U1+3nbt2mnw4MGxmb+FCxeqX79+dW6/dOlSlZSUSKqahBgwYEBC9gkAAKLLLeCPDyDcVvA7B/wB17rdMe6J4zzWziF5wL12t+PHNWiWolO70zFTM+APY9I/CPjjV9oH3UmCMXvggQeavN+aAf8vf/nLWvPP9u3b65xzztGLL74oqe72OmvWrNGFF16o559/Pva1jRs31rpteXm5vva1r+nb3/52teAfqSOllq985zvf0V133aVOnTpJqnrj7dmzR/fcc4+eeOIJVVRUaOXKlRo3btwB4f55552ne+65J6Hhfpga02InUFlZqUceeST2Js/MzKyzn395eblmzZoVC8/T09M1ceLERl8tvDbnnntu7PaCBQu0fv36Wrfbu3evnn766dj9c845p84/asPYJwAAiCa3n/3xf0w6/VEsedeO5HI8XhxrjgrXoLm22w7iV/C71h7cduVWu+vkRM2AP4xxDxaeBCv4pZb5XTUI+Pfv31/t688++2zse6NHj1aPHj109913q0uXLg3us6ysLLYQWar7OpjLly+XJP3+97/X4sWL9eKLL+q//uu/Yi18kHwpt9xp8ODBeuihh3Tvvfdq9erVsQ+NP/3pT3r77bf1ySefqLy8PPYmzMrK0g033KDTTjstyZW3rFdeeUWvvfaaLrjgAp166qlq3759rdt9/PHH+sUvfhG7uK4kXXjhhbFJkniVlZWaM2eOXn/9dUlVf6Ddcsst+trXvnZQtZ588snq37+/3nvvPZWVlWnq1KmaMmWK+vbtG9umuLhY9913X6zlUseOHXXRRRcldJ8AACCa3AJ+5xX88YI/Jl1EoVWMI8Y98dyDZneOoWc8t/+DtLQ02x78kmcf+4Bj7YkI+KWqXvxXX3117H7wO1NjQve61FzBH9T+1a9+VYsWLVJFRYXatm0b277mREBdgo4YkjRp0qRat5kyZUrs9i233BK7/cwzz1S7j+RJuYBfquojNXPmTP385z/XX/7yl1jIH6ziDu736dNHP/jBD6pdlDVKCgoK9OCDDyo9PV29e/dWr169lJ2drbS0NBUXF2vdunUHXKNg2LBhuvTSS2vd3wsvvKCFCxfG7vfs2VPvv/++3n///QZr6dixY73XNZgwYYLGjx+voqIiFRYWaty4cRowYIB69Oih4uJiLV++PDZ7GZw10NB1AsLYJwAAiB7nkNytH3z8H8IE/GgKx3HnmEkex8A2vr2Q6zHjPjnhyHXM3VfwB21rwnqvxmdvktSpUyf9+Mc/1qmnntrsfQZnBtR2kd2gBVC8MWPG1Hlh33ivvvpqs2vq3LmzpKrjeOvWrcrNzW32vnBwUjLgl6r+ULv66qvVqVMnPf300wf04jvhhBM0adIkZWVlJbPM0MT/wVReXq7169fX2aZGqurxNXbsWF1wwQV1/pG7Y8eOavc/++yz2AU1GpKXl1dvwJ+bm6u7775bs2bN0tq1a1VRURHr8R8vJydH48aN0+DBgxt8zjD2CQAAooeAP3Hi/xB2rd01eHMVhXGn9sQjJE8s5zY3ziv442t3G3fJ91iXwu3BX5eRI0ce1OPratFTl+uuu05ZWVn62c9+dlDPW5+cnBytXLlSU6dO1dq1azV//nzl5eXFxnXv3r3VzipAeFI24JeqZpGeeeaZA04xrKys1Pvvv6+lS5fqzDPPTGKF4Tn33HM1ePBgLV++XB9++KE2bNigzZs3a/fu3ZKqAv2uXbvq8MMP15AhQzRs2LDYhTySpU+fPpo1a5aWLFmiRYsWacOGDdq+fbuys7PVo0cPDR06VPn5+crJyUnqPgEAQLS4XWQ3ntvkhGMAUVMUXoMT5/F2rj3g9hrc6q2L6+twDWxdJyfiudXuOrESBM+OEyt1teipT4cOHardP/roo7VmzZoWq+lvf/ubZs6cGbv/+OOP609/+pP++c9/asuWLTr//PP1wAMP6PTTT2+x50TtUvKvobKyMj3yyCP629/+Vu1CuoG0tDTt27dPDz30kFatWqWrr77a4hTh/Px85efnN3r7Xr16qVevXjrvvPNa5PnHjh2rsWPHtsi+6pKZmamRI0ce9Mxk2PsEAADR4RzwO/1hKXmGPwG3sY6KYNzdzviI53bsRKUHv1vt8dxqdw/JXX82uba5kfyPGceAP/h9N1jB35jajzjiiNjt2bNna/HixS0a8L/11lvV7v/pT3+SJO3atSvWMeS1114j4E+AlPstq7CwULfeeusB4f5JJ52k//u//9OQIUOqff2ll17SxIkT67zSMwAAAKLNOTh0E38hNqApnEIUJI/zceJce8AxbHafFHIcc2fJbNFzsIJam3LMHH/88ZKqrqs5fPhwXXvttbriiitCqS/e559/Hrtg73PPPactW7aE/pytXUodycuWLdNNN92ktWvXSvryjXfZZZfpRz/6kQ499FDddddduuSSS2Lfr6ysVEFBgW666SYtW7YsabUDAAAgOZz+OHPnHPBHYSW5M8fgLeBWu1u9dYnK63AQZCuO1z5wXwXvuJJc8l3BH/wOUF5eLsmr9pqa0qJn586dkqQuXbro+uuvj33/9ttvr/fxN9xwQ7Nq+8///M9qoX591/98/fXXY/8faL6U+O22srJSTz31lKZNm6Zdu3bFvtaxY0dNnTpVY8aMiW2blpamsWPH6o477lB2drbS0tKUlpamXbt2adq0aXrqqadsP9wBAACAVDZkyJBkl9BsNfvuIjGiHp6kOrfX4FZvPPfaXQN+SZZBc01utbv24K+5gt9t3KWm1R5sE9+qJ97FF18sSbrwwgsP+N60adM0atSo2P1x48bp0UcfbXK9knTllVfW+vV33nlH48aN0/z585u1X3wpJQL+KVOm6JlnnqnWeufYY4/V7NmzNXjw4Fofc+KJJ+qhhx7S0UcfXe1xzzzzjKZMmaIdO3Yk+FUAAAAA0eZ8vYOgdsdAIgocQxTHmiXfumtyfh3UnliuizydV/BL3hMrziv4m3q8/+53v6s3mH/xxRd122236aabbtLUqVMlSf369dM3vvGNamc9Hn/88TrxxBMPePxf//rXJtWzevVqrVy5UpK0adMmSdLbb7/dpH3gQCnxG/qKFStiK/ErKyt13nnn6Xvf+57S09PrfVz37t11zz33aN68eXr++edjj1+xYoVuuukmPfHEEwl6BQAAAABSWfC3BQF/YgXhiWOIEgWMe+Iw1snn+H/gOjnhqubZfE5t+4Lju6nHTG2r93//+9/HxiA3N1dSVVsdSTr22GPVvXt3SdV/Z6rrebt06dKoOj7//HP17Nkz9jzLli2LdXF5/vnndddddzVqP6hdSgT8gaysLH3/+99v0tWVMzIydM011+j444/XnDlztG/fPlVWVqqoqCjESgEAAIDmGz58uEpLS5NdRrOMGTNG7733XrLLaLJgBT99XhPLOeB3rd35oqNu9cZzHveAY9js3INf8l0F79qDv2aLHmcHM+6HH354nd878sgjY7fjJ0AGDBggqWoCICcnR2+88Yakxp/def7551e7duqCBQu0b9++2P2ysjLrM0WTLWVGrlevXvrBD36gPn36NOvxp512mvr27auZM2fqk08+aeHqAAAAkGq+/e1vq6ysLNllNMvs2bOTXUKz3XrrrckuoVlo0ZNcTgEQkofjJDmi0oMfiROVHvzOK/gT8V499NBDdeedd2rUqFFq27atJOnpp5+WJJ100kmx7b7zne8oNzdXc+fOrXd/8e/V22+/XVdffXXs/saNG+udeED9UiLg//rXv64bb7wxdrA0V58+ffTAAw/o4Ycf1uLFi1uoOgAAAKSiiRMnJrsEGCHgTw7XVfCSd+0Bt9qjsApeovZEcg2aJe8e/K5nTgTjHJzN5xTwBxI97ueff36D29x2222Sqi7W+9prr+nuu++udbt//etf1e7HL9AuKCgg4D8IKXEk33bbbQcd7gfatm2r8ePH65prrmmR/QEAAADwx2nfyeUWXgGtSfwKfjfuk0KObW6cObfoqVl7Kh4znTt3Vu/evSVJo0ePbnD7+Av0vvPOO6HV1RpE9rfcc889N9klAAAAAEgRBPzJwSr45AgCW7fancNat3rjxbf+cHwdjhMTku8qeMm/B7/zCv5Assf9zjvvrDWUDxZw13bNo7p+Fzv11FO1ZcuWli2wleG3XAAAAACRl56enuwSWrVkBxGtjXNwiORwDGsl36C5JsfanVfBOx4zNWtPtvPPP7/W9j3t2rWTVHvAX/PaWbfffrvS09P1m9/8Rh999JE2bNigr371q+EUHHEE/ICkSZMmNWpVV0MXDAEAAEBqYgV/cjiFJzVx9kHiRWUFv2PtqRIaNodr7VHpwe9Ue80V/E61B1L9eG/fvr2k6mH+5MmTdffddx8Q+l988cWSpDlz5kiqavGD5uG3XAAAAACRR8CfHEF44tgGwTH4CURhcgKJl+rBYV0cg+aA65g7jrXk0ce+Ialee/wK/j//+c/asmWLPv74Y0lfhv433nijtm7dGnvMySefrIULF6pTp06JLzgiUuK33NmzZ7f4PtPS0nTjjTe2+H4RTTNmzFBubm6yywAAAEBICPiTK1WDCKQW91Xwtd124tqD35X7WDtOrASTzVHowZ+qgh78Xbp0Ua9evdSrV68DAv5vfvObysnJiT1m6tSpmjhxYuKLjZCU+C134cKFLfqBEPxQIuAHAAAAIBHwJ4vzSnLn2gNutbvVWxfX1+EY8Du3uZE8Q3Kp+rg7cjxmXK4f0LZtWz3wwAM68cQTY18Lag0C/prXRcrKylJWVlbiiowg+99ya57OlKoHOAAAAIDkIeAHECbnLMK1n3rAtc2N5Bk0S75nrEShRY/De/X000+vdr9mwM/vZC0vZUb0YD6Q42exnD/YAQAAAIQjMzMz2SW0Ss6r4KNQuxvXumtyex01VwY7icoFgt2OGcnzeAla8jgG/C4r+OtT1wp+HLyUCPgff/zxJm1fUVGhXbt2acOGDXrzzTf1j3/8QxUVFcrOztYNN9ygI488MqRKAQAAADjq0KFDskto1RyDiChwHnfn2h25ZJYLTwAAIABJREFUhoZu9caLyuSEk5or+B178DuPOwF/eFIi4M/Ly2vW44466iiNHDlS69ev17333qtPPvlEs2fP1p133ql+/fq1cJUAAAAAXNHbNTmCP+odQ5SAY4DoevaBW71REQTNjsGh5Ds5IfnW7t6DPwiancbd/UwbqWrc09LSrH8nSFWRGNHDDjtM06dPV/fu3bVnzx5Nnz5d27dvT3ZZAAAAANCqOYUnUeQ8/m61u9VbF7fX4Xz9AOeQ3LUHfxAsux4zknft5eXlrN4PSSQCfknq0qWLrrjiCklScXGxfv3rXye5IgAAAACA5BlEuK6ClzxrlnzrrsntdURlBb8j17DWtb1QMM7l5eWSvM4uc17BHygrK+MCuyHxOZIbYdiwYcrOzlZlZaUWLVqk0tLSZJcEAAAAIEX85Cc/0e9+97tkl9GqEJInh+u4u64KlvzqrU1lZaXl63AOyZ05jnvNHvyOnMe9rKyMFfwhiVTAf8ghh+joo4+WJJWUlGjlypVJrggAAABAqhg2bJiOOOKIZJfRKjkFEVHAeCeX8/g71+7IMayVfNsLReEiuwGnYyb+zAlW8IfD90iuQ6dOnWK3N2/enMRKAAAAAACunMKTmlxDK1bwJ4f7uEchJHerPZ5T7TVb9DjW7t6ihxX84fD8qV+PvXv3xm7v2LEjiZUAAAAAQOvm2iomnmMYEYVxd+Y47q6hoWsv+EAUJiecROEiu46TQvETK64T0KkucqNaUFAQu92+ffskVgIAAAAArVvwR73jH/RRCMndanerN5577Y5hbcA54HflfOaE5NmD33kFf3xrJMfjxYHfb1n1WLx4sbZu3Rq736NHjyRWAwAAAACtWxRCcsfJiaBm53F35jjurmGt+wp+x6A54DjuziF5FDDu4fH7TaUO//rXv/TTn/602gqR/v37J7kqAAAAAIAzt8BT8qxZ8u4F78x9NbZr7c7j7lZvoGaLHic1Jydc/w9c6051KXHp4pUrVzb5MeXl5dq9e7c2btyoN954QwUFBdUO8hEjRqhdu3YtXSoAAAAAoJGCP+Qd+9gHHFfwu5454VZvPOfaJc/AU/Jfwe8c1jqefeB8kd2Acw9+5/dqqkuJgH/SpEkHdWDGfyBWVlaqc+fO+u53v9tS5QEAAAAADoJzSO5cuzPn1+BWu/NKcsk3JHerNx7HTOI5h+T04A9fSgT8geYcpGlpadUO8h49euiHP/yhunbt2tLlAQAAAACawXEFv+sqeMmzZsm3bsm79niOr8Mx8Aw4rsYOOIbkUtWkrfMxE3Aad+fJCRcpE/A39z85eFxubq5Gjx6tb33rW2rbtm1LlgYAAAAAaAbnVfABx9qjcJFdakdjOF+3wXkVvHNrpLS0NCZWEDkpEfBfeumlTX7MIYccovbt26tz58468sgjdeihh4ZQGQAAAACguZwDfucV/AG32t3qjUftyeMaNEu+tTtPTki+4y551s4K/vDZBvwAAAAAgNTGRXaTw7HmmhxDwwC1J4570OzKeQX/IYccYrmCPwoheWVlpdWYO/H/qQ8AAAAASGmOgTNnHySeW73xolK74+twDjwdg+aA68SK8+SE5B2SO497qvP7TQUAAAAAYCEKK/gdg5QoBPxutcej9sRxqzee+9kHrmFtfA9+J/Er+N2OF+faXRDwAwAAAABC5bgKPuBYu2uAEl+347i7cj1eosA14HdfBe8Y8Accxz0K7YVSXUr04AeSbdKkScrIaPjtMHfu3ARUAwAAAESLc1jrFrxJnjXXFIXX4IIzJ5LDrd54rqvgJd/j3XkVvHPtLnx/ywIAAAAApDTnFj3OPfiDmp2DFLfa3eqNCvdxd+3B7xqSS/5nH1A7asMKfkDSjBkzlJubm+wyAAAAgEhxDsmdaw84Bm+13XZD7cnhVjtBc/I4tkZybnPDCv7whR7wz549O+ynqFVaWppuvPHGpDw3AAAAAEBq06aNJM8V/AHHMMKx5prcJlaiMOaO3MfdMWiWvC8Q7Fy75B2SO05OuAg94F+4cGHCD7zgYCfgBwAAAIDk6dChgyTPgN95Bb9rix5W8CcH454c7iv4XXvwS95Bs2PA73z2gQu/31QAAAAAABaCgN8tjIhH7YnjHDS71RuPcU8e15XkUTlm3GqXvENy59pTXUJ68PMfCAAAAACtTxDw79+/P8mVNF0UVvC7iQ/bXF+D5BkaBqg9sVwDfsk763Os3bmPvXPtLkIP+B9//PGwnwIAAAAAkILat28vSSopKUlyJc3nGDQToCSe86pgt3rjOdcu+Qb8Uehj78oxJKdFT/hCD/jz8vLCfgoAAAAAQArKzs6W5B3wuwUp0pc1O9YecJxYAZrCuQe/c+2SZ9AchZDccXLCBT8xAQAAAAChCFr07N27N8mVNF1wYWDHoNk14HdeBe+McU8e17DWOeB3P/vAURQmJ1Kd328qAAAAAAALQYsex4A/MzNTkmcA5FhzTVF4DY7cxt15csI9aHYNa10nJ4JjpKKiwvJ4kVjBHyYCfgAAAABAKIIV/I4teoKA33EFf1CzW5DifJFd56AZyROFgJ/aE8sxJGcFf/hC78EvVb/Q7iWXXBLrwwgAAAAAiC4C/uRyDYFq3ka4nMfdvXbXoNl1FbzkW3sUQnLn2lNdQgL+5557LnYg/sd//EeDAf/KlStjt4899tjYL1YAAAAAAB+ZmZk666yz9N3vfjfZpTSZc4se10kJ97C2tttunGt35Bp4Ok9OSN4r+CW/uqMwOZHqEhLwS007hWTSpEmxbR977DHl5eWFWRoAAAAAICQzZ85MdgnN4ryC3y38qY3buDuPeVRqd3sdziG56yp4yfuYkTx78McH/G61u0jZn5iuHxQAAAAAAH/OK/iDmh1rD1A7WgPn7Mt1ckKKxrg7YQV/+FI24Hf8gAAAAAAAREObNm0k+a0kl7wDftfa3eqN57yi2bl2yTckd17BL3kGzVEIyVnBH56U/U3F+YAFAAAAAHjLyKjqaOsYRjjWHHAN+ONROxrLOftynZyQvMdd8hxzyX/cU1nKBvwAAAAAACSLcw/+oGbXEEjyHHdX7qvgXdGDPzlcJxGdV/DTgz98/MQEAAAAAKAG5xY9AccgxTV8c+Y81s61S6yCTwbXyQlCctTH9zcVAAAAAABCQoue5HJ7DW71xovKCn632lnBnzwVFRV2Yx5wrD2o17F2FwT8AAAAAADUEKzgT09PT3IlTed81kHA+TW4BVhu9cZzrl2Kxip4t/8D18kJt3GO59xeyIXvT0wAAAAAAEIS9OAPgn4nzm1uHGuWvFfBO9cez61216BZ8q494Ha8BBxb9BDwh4+AHwAAAACAGoIWPUHQ78Qt/IkX1O68gh+J4z454boKXvKt3X1ywrl2hIefmAAAAAAA1MExaI7CCn632p2D5qjU7sa5zY3kHTQ7115RUZHsEpqNHvzhyUjUEwX/gR988IEKCwsb/bimbh9vwIABzXocAAAAAKB1cw7eXEPyeM61u3EO+OM51u4aNEdhcsKtbuf3KS16wpewgF+q+o+cNWtWaNvX9Oc//7nZjwUAAAAAwNGuXbskSV/5yleSXEnTBQGQ25kTUQjfat5G+FxD8rS0NOuV5M5BM5MTqE1CA/7G9rmK/89u7puOAwZNMWnSpFiPzfrMnTs3AdUAAAAASDbX4E2Stm7dKknq27dvcgtpBudxd8VYJ4/r8e68gj+o3bFuyTPgDzhPrKS6hAb8UtPf+M05aDlgAAAAAAAHwzW8kqTy8nJJatQiplTjOu5uZxzEcxvreO61k18lHmcfJF7wPqUHf3gS8tO+e/fuiXgaoNlmzJih3NzcZJcBAAAAAActCK8cA/6AWwgUlYDfbdzjOdbuGNZK/iG5Y9DsvIKfHvzhS8hP+3nz5iXiaQAAAAAAaBFZWVnV/nXivII/4BaYO4fkUandjXObG8k3rHU/c8K5dsnzWHfg+9MeAAAAAICQfOMb39Du3bs1cuTIZJfSZEHAn56enuRKms418HSrN15Uand8Hc7Hu2vtAbe6o7AK3rn2VEfADwAAAABADRkZGbrkkkuSXUazOLfocQ0N4884cKs9nnPtbqIQkjuKwgp+t+Mlvgc/wuF1zhsAAAAAAKhXEDY7B/zOLXrcOK+Cd65d8l3RHN+Dn3FPLOeA33ncU53XT0wAAAAAAFCvoDWPY8AfcAuwnFfwu9UbFc6TE1FYBY/kcDvWXRDwAwAAAAAQIUGAQsCfOG71xnOuPV5UXocD58kJyX8VvHPtCAcBPwAAAAAAERIE+84Bv1uLnqis4HerPSoY98QJxtp1zCsqKuxqj+/B71a7C6+fmAAAAAAAoF7OPfgDbiGQ24REXdzG3a3eKHL7P3BtL+Q2zrVxHHcX0fgJBAAAAAAAJBHwJ4NbvfGczz5w5nzmhFu9NTmvJHcPyV3HPdUR8AMAAAAAECFBYBtcbNeRWwjkHJK71RvPOSSP51a7W73x3Ffw04MftSHgBwAAAAAgQoJg3y0EiufW8sZ5rJ1Dcrd64zHuyeX6GioqKpJdQpM5T0648PqJCQAAAAAA6jVixIhkl9DqxE9IuE1ORAXBYXK4jbv7Cv6at504jrsLfuoAAAAAABAhN9xwg1577bVkl3FQ3K4f4BzwOweHbvXGc67dnXPQ7LgKnhY94fP6iWnsscce03PPPRe7n5eXp3nz5tX7mJ07d2rNmjVas2aNCgoKVFhYqOLiYhUXF0uSsrOzddhhh2ngwIEaOXKkunXr1qSaSktLtWTJEi1evFgbNmzQ9u3blZ2drR49emjo0KEaNWqUcnJyIrlPAAAAAIiq9PR0ZWdnJ7uMg+IW8McHbm7XPnALC+vi/DrcaneeFJK8g2b3gN+tdhdePzFNffjhh5o/f36TH/fAAw9o2bJldX6/qKhIRUVFeuedd/SrX/1K3/72t3XJJZc0arXAxo0bNWvWLK1du7ba17dt26Zt27Zp9erV+uMf/6hx48bppJNOalS9LvsEAAAAAKQ2t5A8KhfZdavdmfO4u9Vbk3PQ7D454XaGkwtGNWRlZWWaM2fOQV8Eo3PnzhowYIDOPPNMfeMb39DIkSPVr1+/2C89ZWVl+vWvf63Zs2c3uK8tW7Zo8uTJsdA8LS1NAwYM0FlnnaVTTjlFbdq0kSRt375d06dP17vvvhuZfQIAAAAAUp9bwB+VFfyuoadE7cniVrtbvYEotLlxrj3VsYI/ZH/4wx+0bt06SdIZZ5yhRYsWNfqxAwcO1KmnnqrBgwerZ8+etW6zbds2Pfroo/r73/8uSXrllVd0yimnaPjw4XXud9asWSoqKpJU1Spo8uTJOvzww2Pf37Fjh+677z69++67Kisr07333qtHH3203lM8XfYJAAAAAEh9biF5POcVqm7hp1u9UeE87sFFdl1fg2PttOgJn+9PHQMbN27Ub3/7W0nSiBEjNGTIkCY9/sILL9TZZ59dZ7gvSV26dNFtt92mgQMHxr724osv1rn9smXL9N5770mq6mk4ZcqUaqG5JOXk5Gjy5Mmx5925c6eeffZZ+30CAAAAADwQ8CeOc+DmXHs8t9fhftZHRUWFXd3OK/ida3fh9VPHSGVlpebMmaPS0lJlZ2frqquuCu250tLSlJ+fH7v/0Ucf1bnt888/H7s9atQo9e3bt9bt2rZtq8suuyx2/8UXX1R5ebn1PgEAAAAAHtwushvPLeB3qzcq3ALmqHAfd8dV8KzgDx+f4iF54YUXtGrVKknSFVdcoc6dO4f6fPH7LykpqXWbkpKSan3q4ycFajN8+HC1a9dOUtXq+JUrV9ruEwAAAADggxX8ieO8Gtu59njOtbtyG/MohOSs4A+P108dE1u2bNGTTz4pSerfv7/OOuus0J9z48aNsdt5eXm1brNq1SqVlpZKqlr5fvTRR9e7z8zMTB177LGx+ytWrLDdJwAAAADAh3PA71y7a3DoyHmsnWt35xiSR2FyItUR8Idg7ty5KikpUUZGhq6//vrQD96tW7fqj3/8Y+z+sGHDat3uk08+id0+7LDDGvVLx5FHHhm7HT+J4LZPAAAAAIAPQvLEcas3Hiv4kyMq4+4kCn3snWtPdb5N7VLU4sWL9eabb0qSLrroIvXp0yeU59m3b5+++OILvfXWW3r22We1fft2SVKvXr108cUX1/qY+OC8rlX+NXXv3r3Wx7vtsyFFRUVNfkxDcnNzW3yfAAAAANAaOAf8brUT1iaH87i71RvPuXbJexU8AX94CPhbUHFxsR577DFJ0qGHHqoxY8a02L7fe+893X777fVuc+KJJ2rChAnq0KFDrd/fuXNn7HZjrwnQpUuX2O1du3bZ7rMh48ePb/JjGvKXv/ylxfcJAAAAAK0BF9lNHOegOR61J04UjhnXuh1D8iicfZDqfH9ipqDHH388tpL++uuvV2ZmZkKet0OHDrr22ms1YsSIerfbu3dv7HabNm0ate/47eIf77ZPAAAAAIAPt1Xw8dxqdw06JWpH0zmPe1C722ugB3/4CPhbyNtvv61XX31VkjRy5EgNGjSoRfffrVs3nXfeeZKq3hAlJSX69NNP9dFHH2n37t26//779fLLL+u6665Tr169at3H/v37Y7cbuxoifpJi3759tvtsyP3336+uXbs2+XEAAAAAgJbnFpLHI8BKDsY9OdzG3TUkDziG5KzgDx8BfwvYu3evHn74YUlSx44ddeWVV7b4c/Ts2VPXXnvtAV/funWrnnrqKS1cuFArVqzQhAkTNGPGDB1++OEHbBu/yr2srKxRz1taWhq7nZWVZbvPhnTt2pWe+QAAAACQIpwDfrfandutuNVbF7fX4VZvVKSlpamioiLZZTSb4+SEC6/GcCnqqaeeUmFhoSTpqquuUk5OTsKeu1u3brrpppt0wQUXSKrqP3/fffepvLz8gG3btm0bux2/Sr4+8dvFP95tnwAAAAAAH24heTx68CeH83Ub3Mbd+ZhhBX/isYI/fF4/dVJQQUGB5s+fL0kaNGiQRo0alZQ6Lr/8crVv316StHHjRr311lsHbNOxY8fY7eBaAQ3Ztm1b7HZ2drbtPgEAAAAAqa9///6SvMNat4A/vl7X4FDyO2bcxjpqHMffseZ4jpMTLrw+/VLQunXrYqfHbN68WRMmTKhz2x07dsRuFxUVVdt2zJgxOvnkk5tdR9u2bdWvXz+9/fbbkqRVq1bplFNOqbZN7969Y7eDMw4asnnz5lof77ZPAAAAAEDqmzt3rtasWWMX1sZzC/ijwvmsD7fQ063eKHEMyVnBHz7fn5gpaNOmTdq0aVOjti0rK9MHH3w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\n", 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" ] }, "metadata": { "image/png": { "height": 368, "width": 764 } }, "output_type": "display_data" } ], "source": [ "%matplotlib inline\n", "lc.plot();" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "There are a set of useful functions in `LightCurve` objects which you can use to work with the data. These include:\n", "* `flatten()`: Remove long term trends using a [Savitzky–Golay filter](https://en.wikipedia.org/wiki/Savitzky%E2%80%93Golay_filter)\n", "* `remove_outliers()`: Remove outliers using simple sigma clipping\n", "* `remove_nans()`: Remove infinite or NaN values (these can occur during thruster firings)\n", "* `fold()`: Fold the data at a particular period\n", "* `bin()`: Reduce the time resolution of the array, taking the average value in each bin.\n", "\n", "We can use these simply on a light curve object" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 368, "width": 759 } }, "output_type": "display_data" } ], "source": [ "flat_lc = lc.flatten(window_length=401)\n", "flat_lc.plot();" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "image/png": 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OnTt3EBkZCQAoX748nn/+eYfbAoDvv/9evB0cHKy4rGlt+GbNmqFz585OrXvnzp1ISEhAQEAAPvzwQw7qiIiIiIiIvATL2pDWGJwncqH8/HzV9a09RcOGDRVrlLvL9OnTkZeXB6Akq/3DDz90uCa7lPT0dBiNRgBAhQoVXFImx971C/bu3YukpCT4+fmhXbt2aNasGQIDA3Hr1i38+OOPSE1NRXJyMqZOnYpPP/3UKhPctBzPqVOnMHToULNyM6aOHz8OvV4v/p2Tk+NQ/xMTE8Wa+eXKlcMbb7zhUDsAYDQasXr1avHz6N69O6pVq+Zwe0eOHEF0dDSAkhMXXbp0UVx+27ZtuH37NgICAjB69GiH1wuU1Mr/+uuvAQADBgxwel4EIiIiIiIi0g4z50lrDM4TuVBCQgKGDBni7m7Y5csvv8TTTz/t7m5YEQLzFSpUwOuvv+7SwDwAMSMfKJm0VGvZ2dni7aSkJFSoUAEzZsywyhh//fXXMWfOHERHRyMrKwv/+c9/MHPmTLNlnn32WTRo0ACJiYlIS0vDypUrMX78eJQvb76Lv379OjZu3Gh2n9Qkrmr6Pn/+fLGWe69evZyqmb9lyxacP38eQEkJmkGDBjncVnx8PNasWSP+/d577ymefIqLi8O+ffsAAIMHD0a9evUcXndRURFWrFgBg8GAxx57DH379nW4LSIiIiIiInIfBudJKwzOE7lQw4YN8eWXX7q7G3aRKpPiCRo2bIiEhATo9XqEhIRg3rx5+Nvf/lYq63LHj66QJS544403JEu5VKpUCR9//DFGjhyJgoICREREICkpySwj28/PD6NHj0ZISAgMBgNOnDiBq1evolOnTqhXrx4KCgoQExODo0ePwmAwoE6dOrh79y4A+197YWEhFi5ciNu3bwMAGjdujOHDh9v56v/yww8/iBn4AQEBmDx5MoKCghxqKzk5GXPnzhUnpn3ttdfQunVr2eX1er1Yzubxxx9Hnz59HFqvYPfu3bh69Sr8/PxcfqUHERERERERlT6WtSGtMTjvoKKiIty8eRNxcXGIj49HXFwcEhISYDAYAABNmzbFwoULS7UPer0eJ0+exIkTJ3Dz5k3odDoEBQWhTp06aN26NV599VWHJmh0Zbt3795FZGQkoqOjkZCQgJSUFOTn56NSpUqoVasWGjdujJdffhnPPfec3f30RIGBgR6Zhe6N5s2bh5CQECQkJECn02HatGmYN2+ey04mVK1aVbxtmsWuFctJbbt16ya77AMPPICXXnpJrEkfFRVlVS7l2WefxbRp07Bs2TJkZWXh9u3b2Lp1q1VbrVu3xgsvvIDw8HAAsCsQrtfrsXDhQjHL/bHHHsOsWbMcngfg559/FrPcy5cvjylTpuCpp55yqK2UlBSEhISIkwd36tQJI0aMUHzOzp07cePGDZcE0xMTE7Fjxw4AJVcSPPnkkw63RURERERERO7FzHnSCoPzDjh9+jSWLl0qZme6Q2JiIsLCwswmtARK6linp6cjNjYWe/fuxdixY21Ohlga7V69ehXh4eG4cuWK5OPZ2dnIzs5GQkICDh06hOeeew7jxo2zqqVNvqt69eqYP38+pk+fjmvXriEjI0MM0D/22GNOt1+zZk34+fnBaDRCr9cjNTVV07rzpkHxWrVqoUaNGorLN2rUSAzOJyUlSS4THByMzz//HAcPHkRERAQSExORm5uLoKAgNGrUCF26dEGbNm2wbds28TkPPPCAqv7q9XosWrQIERERAEqubJg7d67DWe7Hjh0Ts9aFwLw9+ypTqampmDZtmng1wCuvvIKxY8cqDqauX78uZuy/9tprTpXlMRqNWLFiBfR6PWrXru11pa2IiIiIiIiIyD0YnHdATk6OWwPzqampZhmi5cqVw7PPPot69eohIyMDkZGRKCwshE6nw/z58zFr1iw0a9ZM03Zv375tFZh/+OGH8eijj6JatWrIyclBbGwsUlNTAQAXLlzARx99hNDQUNStW9eZt4fKkGrVqokZ9NeuXUNmZiamTZuG+fPnOx2gDwwMxOOPP474+HgAwKVLl9C+fXtXdFuVRx55RLxduXJlm8ubLiPU45cSFBSE/v37o3///rLLmH431WSq6/V6hIaG4rfffgMAPProo5g3b55DV+YAJYH55cuXi4H5yZMno2XLlg61df/+fUydOhV37twBAHTo0AHjxo2Dn5+f4vOOHDkCg8EAPz8/+Pv7Y+fOnZLLXbx40ey2sNzDDz+Mdu3aAQBu3LiBy5cvAyh5b7755hvJtkyv0MjJyTFbZ9++fR2+AoGIiIiIiIhcQyhBy8x50gqD806oUaMGnnzySfHfuXPn8O2335b6esPCwsQAeu3atRESEmIWqMzIyMCSJUsQFRUFg8GA0NBQfP755zYzXEuj3Xr16qFr167o2LEjHnzwQbPHjEYjjhw5gs8//xwFBQVIS0tDWFgYlixZwp0giapWrSpm0MfHxyMrKwvTpk3D3Llz8cQTTzjV9gsvvCAG53/66SdNg/Om3y01k7Lm5OSIt9UE8+Xk5eUhJiYGQMlgo0mTJorLC4H5s2fPAgAaNGiA+fPnuyww//HHH6NVq1YOtZWammoWmG/fvj0mTJhgV3kao9GIXbt2qVr2/PnzYkmfl156SQzOm9YkjIiIEK8uUJKTk2M2P0WPHj0YnCciIiIiIvIQjEuRVpRTC0nSiy++iA0bNmDr1q2YMWMGBg4ciODgYFSpUqXU1x0RESFmcpYvXx7Tp0+3yiCuXr06QkJCxAz0rKws7NmzR9N2H3jgAYwdOxb/+c9/0L9/f6vAPFAyiWXXrl0xceJE8b7Lly/j3Llzin0l3xMUFIS5c+eKdbyzsrLEYL0zTAOif/75pxi01sKzzz4r1p1PTU1Fenq64vJXr14Vbz/88MMOr/fo0aPIz88HADRv3lyxlI9cYN5WCR45poF5f39/fPTRR4oTtiqxzJhv164dJk6cyElYiYiIiIiIyGGcEJa0xsx5B6it0VwaDhw4IN5+9dVXZSfHDAwMxODBg7F06VIAwMGDBzF48GDZwJWr233uuedUT/LaunVrPPXUU2Kpjd9//x3NmzdX9VzyHUKAfubMmbh8+bIYoJ87d67D9cIffPBB9OjRA/v27UNxcTHCwsKwaNEi1XMfJCYm4tixY3jrrbfsXndAQADatGmDn376CUDJd2ngwIGSy6anp+PMmTMASk5qvfDCC3avT2jHtN58v379ZJcVro6xDMw7uv87fvy4VWC+TZs2DrV1//59TJkyRQzMt23bFpMmTbIrMD9y5EiMHDnS5nJfffUVtm/fDgAYOHAgBg0aZLXM448/jv3799ts6+7du3j33XcBlFydtGHDBtX9JSIiIiIiotInBOeZOU9aYea8F8nLy0NUVJT4d+fOnRWXb9u2rZiZm5WVhejoaE3btcczzzwj3r53757T7VHZVKVKFcyZMwdPP/00gJIa3iEhIYiLi3O4zWHDhonbX0pKCiZNmoRffvlF8Wx5VlYWtm7digkTJuDGjRsOr3vgwIFi5v6uXbvMvoeCvLw8LFmyBIWFhQBKaqpLnTzQ6XS4efOm7Lpu3bqFkJAQZGZmAgC6desmewLNMjD/yCOPOBWYP3nyJJYtW2YWmG/btq1DbVlmzLdt2xYfffQRM+aJiIiIiIjIZRicJ60wc96LXLp0CXq9HkBJBrtQ4kNOhQoV0LhxY0RGRgIoqZcsNYFrabVrD9OdnjD5BpGUypUrY/bs2Zg1axYuXbqEnJwcTJ8+HXPmzFE1uakloYzT4sWLERkZifT0dCxatAj169dH8+bN8eijj6Jq1arIz89HWloaLl68iOjoaDFY7ow6depg5MiRCA8Ph16vx4wZM9CuXTu88MILqFixIm7duoXDhw+LEyfXrl1bzLy2lJKSggkTJuDJJ59Es2bN8Mgjj6BixYrIyMhAdHQ0zpw5A4PBAKCkNJdS1viKFSvETP0KFSqgd+/eiI2Ntfl6mjRpYlWL/o8//sDSpUvF73WHDh3g5+eH06dPK7b10EMPWV0RkZeXh2nTpiEpKQlAyfvRvn17caJaJY6WzyEiIiIiIiIiKi0MznuRW7duibf/9re/qcoUfeKJJ8QgemJioqbt2iMhIUG8rVQDmwgwD9DHxMQgJycHM2bMwOzZs9G4cWO726tatSpmzZqFvXv3Ys+ePcjKykJSUpIYBJbi5+eHDh06YMiQIc68FHTv3h1GoxEbN25EYWEhTpw4gRMnTlgt16hRI0ydOtXmRKxxcXGyVxL4+/ujV69eGDp0qOLko6a19/V6PcLDw1W9lgULFlhl41++fBlFRUXi30ePHsXRo0dtttWpUyeMHz/e7L7MzEzcvn1b/PvevXtYtGiRqr6pKTtDREREREREvo1lbUhrDM57EdMgutqa2A899JDk87VoV62UlBScP39e/Pv55593qj3yDZUqVcKsWbMwe/ZsXLx40SxAL5S9sYe/vz/69++PHj164PTp04iKikJcXBwyMjKQk5ODihUronr16mjYsCGaNm2K9u3bu2z+iR49euDFF1/EwYMH8ccffyAlJQUFBQWoVq0annrqKbRv3x7t2rWDn598JbIGDRpg/PjxOH/+PK5evQqdTofs7GwEBQWhVq1aePHFF9GxY0enJpMlIiIiIiIiKss4ISxpjcF5L5KVlSXerlGjhqrnmAYPs7OzNW1XrfXr14slLx566CG0bNnSruenpaU5tN7CwkIUFRWhuLhYLOsjUMoqptJjb3ZzpUqVFDOnHcmWrlSpEjp16oROnTrZ/Vxn1K1bF8OHD8fw4cMden5gYKDL+u3KiUoHDRokOYmqI+rUqaN5Bry395+IiIiIiIjUY+Y8aY3BeS+Sn58v3g4ICFD1HNPlTJ+vRbtq/PTTT/j111/Fv22V25AyceJEh9dfrVo1VKxY0aysDgCbdfeJiIiIiIiIiKhsYnCetCJfI4E8jukElOXLqzuvYhroLigo0LRdW+Li4sxqWbdv3x6vvPKKQ20RERERERERERE5g2VtSGvMnPciptnqBoNB1XNMy7VUrFhR03aVJCcnY+7cueKJgYYNG2L06NF2twMAS5cuRc2aNe1+3rJly5CdnY3KlSujYcOGDq2biIiIiIiIiIjKFmbOk1YYnPcigYGB4m3TbHclpsuZPl+LduWkpaVhxowZSE9PB1BSa3v27NmoUqWKXe0IatasiVq1atn9vICAAPj7+6NcuXKsMU9ERERERERERAAYnCftsKyNF6latap4W6fTqXqOEAAHgKCgIE3blZKZmYnp06fjzp07AEoC63PnznUo852IiIiIiIiIiMhVWNaGtMbgvBd55JFHxNv37t1T9ZyUlBTJ52vRrqXc3FzMnDkTN2/eBFByUmDOnDmoW7euqucTERERERERERGVFiE4z8x50gqD817ENAh+48YNFBUV2XzO1atXxdsNGjTQtF1T+fn5mDVrFuLj4wEAlStXxpw5c/C3v/3N5nOJiIiIiIiIiIhKGzPnSWsMznuRZ555RqyNnp+fj7i4OMXl9Xo9Ll++LP7997//XdN2BYWFhZg7dy4uXboEoGQC2ZkzZ6JRo0aKzyMiIiIiIiIiItIKM+dJawzOe5FKlSqhWbNm4t8//fST4vK//vor8vLyAJTUhW/atKmm7QKAwWDAwoULcf78eQBAhQoVEBISgiZNmiiug4iIiIiIiIiIyB2YQU9aYXDey/zzn/8Ubx85cgQ3btyQXC4/Px/btm0T/+7WrRv8/f01bbeoqAhhYWGIiIgAAPj7+2Py5Ml4/vnnZftBRERERERERETkTgzOk1YYnPcQR44cQa9evcR/clq0aIFnn30WQElW+pw5c5CQkGC2TGZmJubPn487d+4AKJl4tV+/forrd3W7xcXFWLVqFX755RcAgJ+fHyZMmICXXnpJsR/uYDQa3d0FIiK7cd9FRERERETkWgzKk9bKu7sD3mrWrFlIS0szuy89PV28HR8fjzFjxlg9b+bMmXjwwQedWvekSZMwceJEpKWl4d69exg7diyaNm2KOnXqIDMzE5GRkSgoKADwV7Z6UFCQpu1+//33ZuVx6tati5iYGMTExNjsR9WqVUT/IeYAACAASURBVDF48GA1b4VTAgMDkZGRgby8PBQVFSleWUBE5EmKiorE8mKBgYFu7g0REREREVHZwOA8aY3BeQclJibi3r17so/n5+fj+vXrVvcbDAan112rVi3MmzcPYWFhuHbtGoxGo1jT3VT16tUxduxYs3ryWrWbkZFh9ndSUhKSkpJU9aN27dqaBOfr1KmDu3fvwmAw4OrVq3jqqadKfZ1ERK5w9epV8fekTp06bu4NERERERFR2SAE5xmkJ60wOO+lGjRogLCwMJw8eRLHjx/HzZs3odPpEBQUhDp16qB169bo3Lkzqlev7hHteqJmzZqJJx+OHz+ORo0awc+PlZ6IyLMZjUYcP35c/FvtCVgiIiIiIiJSh8F50gqD8w7asGGDS9vr3LkzOnfubNdzKlSogE6dOqFTp04u7Ysr2h00aBAGDRrkwl65XpMmTVChQgXo9XrExMRgw4YNePnll/HEE0+wxA0ReZyioiJcvXoVx48fF0uEVahQAU2aNHFzz4iIiIiIiMoGZs6T1hicJ58VGBiIoUOH4osvvkBRUZFYE798+fKoVKkSs+iJyGMYjUbk5eWZlUbz9/fH0KFDWXOeiIiIiIjIxRicJ60wOE8+rWnTphg+fDi2bNkCvV4PoGRegKysLDf3jIhIXoUKFTB06FA0bdrU3V0hIiIiIiIiIgcxOE8+r2nTppgzZw5iYmIQFRWFu3fvIj8/393dIiIyExgYiDp16qBZs2Zo0qQJM+aJiIiIiIhcjGVtSGsMzhOhJOjVvHlzNG/e3N1dISIiIiIiIiIiN2BQnrTGotpERERERERERETk85g5T1pjcJ6IiIiIiIiIiIjofxicJ60wOE9ERERERERERET0PwzOk1ZYc5683tSpU1G+vO1NOTw8XIPeEBERERERERGRN2JQnrTGzHkiIiIiIiIiIiLyeaw5T1pj5jx5vQULFqBWrVru7gYREREREREREZUBDM6TVpg5T0RERERERERERD6PQXnSGoPzRERERERERERE5PNY1oa0xuA8ERERERERERER0f8wOE9aYXCeiIiIiIiIiIiIfB6D8qQ1BueJiIiIiIiIiMilzpw5g9dff93d3SCyC8vakNYYnCciIiIiIiIiIpdas2YNEhMT3d0NIrswOE9aY3CeiIiIiIiIiIhcisFN8kYMzpPWGJwnIiIiIiIiIiKXYnCTvJHRaHR3F8jHMDhPREREREREREQuxSAneSNmzpPWGJwnIiIiIiIiIiKXYnCTvBG3W9Iag/NERERERERERORSDHKSNxKu+OD2S1phcJ6IiIiIiIiIiFyKwU3yRixrQ1pjcJ6IiIiIiIiIiFyKNefJGzE4T1pjcJ6IiIiIiIiIiFyKwU3yRgzOk9YYnCciIiIiIiIiIpdicJO8Ea/4IK0xOE9ERERERERERC7FICd5I1snlYKDg7F9+3aNekO+gMF5IiIiIiIiIiJyKWbOkzdSU9bmwIEDWnWHfACD80RERERERERE5FIMzpM3Eq74kNp+hfvKlSunaZ+obGNwnoiIiIiIiIiIXIrBefJGSpnzDM5TaWBwnoiIiHxefHw87ty54+5uEBEREZUZDM6TN1ITnCdypfLu7gCRs6ZOnYry5W1vyuHh4Rr0hoiIvNGAAQMAABEREW7uCREREVHZwAlhyRspbbfMnKfSwMx5IiIiIiIiIiJyKWYZkzdS2m4ZnKfSwMx58noLFixArVq13N0NIiIiIiIiIvofBufJG7GsDWmNmfNERERERERERORSDGSSNxLK2vjyhLCXLl3C/fv33d0Nn8HgPBERERERERERuRRrzpM3UpM5X9aD82+99RaGDx/u7m74DAbniYg8jE6nw8SJE5GXl+furhARERERETmEmfPkjVjWpsSdO3fc3QWfweA8EZGH2bdvH44fP47ffvvN3V0hIiIiIiJyiC8FMqnsUDMhbGnIzs5mQNxHMThPRKSxjIwM9O7dG0lJSZKPFxUVAQD8/LiLJiIiIiIi78SyNvYpLi7Gxo0bkZmZ6e6u+DSlmvPCY6VR1mbYsGHo1auXy9t1VPny5d3dBZ/ByA8RkcYiIyORlJSEgwcPSj4uDAIYnCeismjr1q24ePGiu7tBREREpYyZ8/a5fv06wsPD8dlnn7m7Kz5NzXZbGsH5GzduuLxNZzA4rx1GfoiINCYE3eUySZQy541GI+Lj40uvc0TkEQwGQ5mdd2LFihWcYIrIgxUXF+P27dvu7gYRlQEMztvHYDAA4BUH7sYJYUtUqFDB3V3wGQzOE5FD8vLyEBISguzsbHd3xesIP+Rygy6lzPmdO3diwIABrEVHVMbNmjUL7du3d3c3Sg0P1ok8186dO9GnTx+kpKS4uytE5OX4e28f4fiQV1C7l7vK2ngKIVmQwXnt8BtPRA45duwYDh48iO+++87dXfE6wmBLbrCqlDl/7do1AEBOTk4p9Y7KgqKiIuj1end3g5wgV/aKyFU2btyIc+fOubsb5IFiY2MBcKxBRM5jBrh9fH3usdu3b+Py5cvu7oaqzPmyTDiOZHBeO775jScipwkDB8s6ZJGRkejYsSMKCwvd0S2vYKusjdKlcsKljv7+/qXUOyotMTExaNu2LXJzc0t9XZ988glat25d6ushIu8VHh6OkSNHursbAIDo6GicOXPG3d2g//H14BBp680338SJEyfc3Q0ijyAcB/rqsV6fPn0wePBgd3fDoQB8VlYWMjIySqE32hNiDqw5rx2OuIh8SEZGBr7++muXtCUXJN6+fTuysrKQnp7ukvWURbbK2ihdzshLHb3X3r17UVBQgKSkpFJf19GjR0t9HURAycELs6/JWcOHD8cHH3zg7m7Q/3BietLS1atX8emnn7q7G1RKmDlvH+HkaFkumaK1ffv24ffff7frOUqZ83JlbTp37oxXX30V8fHxYqzEWwmZ8wzOa4cjLiIfsmTJEixatAg6nc7ptoSBg2VwnsFj24T3TO6MPIPzZZMv1Cck33Po0CGMHDkSERER7u4KEbkIxxqkNV8oE+GrGJy3j/B++WrmfGmYN28e3n//fbue48iEsEJ8ZMCAAdiwYYMjXfUYLGujPY64iHxIQUEBALjkTK5ccN6XZi93lNrMealBGQO83ouZiL7p22+/RXBwsNdn0MhJTU0FAKSlpbm5J0TkKgzOk9YYwCUqwbJi2lq7di3Onj1rdb/SPklNvOP69evOd86NGJzXHr/xRD5ECPYKP/rOkAsg84DONlsTwioF4Hnw4r144so3HThwAIBr9rueSPgN4L6JqOxgcIhcTafTYfDgwbh//77k4/wNKbs8/bM9f/68R01+zcx5xxUXF+Prr79Gfn6+6uesW7cOo0ePlmzL9H+px5SO6a5evYqVK1eq7oenYXBeexxxEfkQ4SDLFUEiuZrzvCzVNrWZ81I/+MJnx/fZ+/CqB99U1r+rQpm0snrygcqe1NRUHDt2zN3d8Gi80otc7ZdffsHly5dx5MgRycc9PYBLjvP0cdCIESMwatQod3dDxEQ3eYmJiUhISJB9PCYmBosWLcLmzZudXpfSdqtmm75+/Tq2bNnidD/cRe2EsOHh4fjll1+06FKZx288kQ+xJ3M+MTERwcHBuHPnjuTjtmrOe/pATMrFixc1mWFdGGzJHYiomYCGBzHeh5nzvknp+1wWCDU1uU/6y9q1a9GmTRt3d6PUxMTE2JWV5mnGjx+PSZMmubsbHo3fZ/f77LPPXBJg8hS2xj7c5soubxj/xMbGursLIgbn5b3++uvo37+/7ON5eXkA/irl6wylmIY3bNPOUjsh7MaNGzF27FgtulTm8RtP5EPsCc7/+uuvAICoqCjJx23VnPe2H63i4mIMGzYM06dPd0l7+fn5sgMD4QDFVlkbqcdLI3O+qKjIqwMt3kLL4DwvhfUc3nzC0h6uypw3Go1Yvnw57t2755L23GHdunUoLCx0dzdKhdFoxNChQ7FkyRJ3d8VhcmU16C8MlLrfpk2bsGrVKnd3w+VsjX2p7PHkz9YTx2YMzjtOGIvaCiir4WxZG28njGOV3kthW2XpG9fgN57Ih9gTnBeWOXDggGSQ2VbN+eLiYvzwww/4z3/+41SftSJMapiZmQkASE9PF+9zRMeOHdG7d2/Jx9SWtdEqc37OnDlo166d5GO3bt2SnCSH7KfliSsO6D2Ht56wtJfSPuncuXOqs9KSk5Oxbds2LF++3FVdIxcSLnNOTEx0c08cV9a/i67gycE08k7MnPddnrzP9cTtjnN+OE5tKRY11ATnHbV582Z06tTJqTYsZWdnIzs72+7n5ebmmiWUHD58GHq9XnwvlQLvQtykRo0adq+XrPEbT+Qjzp8/L+541QTnhcHK6dOn8cUXX1g9bqusjdFoxPTp08WSB57u5s2bAIAGDRoAALp06YJu3bo53J5er5fNzhPeM0cy50sjOH/w4EHZx15//XXJSXK0lp+f71GXnDpC+Dy1OBBg5rzrFRcX48qVKw49D/DMA0BXUnp9I0eOxJAhQ+xqpyxnI3kzuflmqGzRcn+VnJyMRYsWeew+8uzZs+LE3pYiIiLw9ddfa9wjx+Xm5npswoXU579792707dvXDb0hX+GJ8+X46oSweXl5+Oyzz5xqw5XBeTXH446OVVetWiUGttXIzc3FypUrxdcnpUuXLnjllVfs7kuHDh3wzjvvAAAuXbqEqVOnYtu2bbLvZWxsLA4dOgTgrysRGZx3DQbnibxQfn4+PvvsM7EW2KFDh7Bo0SLF54wYMQI//PADAHUDEdOdv1C/TepxZ2vO//nnn+IO3p3S0tIAAA8++KDZ/T169MAff/zh0nU5kznvykGk0WjE6tWrFdtU8znqdDp8++23LuuXlNDQUAwZMsRt2Tdt2rTBihUrxL9jYmLs7ovS51pYWIjo6GjnOmnC1gkgb3fnzh3ExMS4rD0179PBgwcxaNAgu08S2donXrlyBcHBweI+yFu5+gC3rAbn09LScP36dXd3w2HCuMObM/p85YSZM7R8b5YuXYqvv/7aY8sNjR49GjNnzpR87L333rM5/vYkCxcuxOjRoxUDPKVFbUlHU8uWLROTZ4hKgycH5735d9YRO3bswKZNm6zuP3z4sNXVenKB7dIoa6P0mFZj1a+++gpbtmzBmTNnzPqQlZWF/Px87N+/XxyfOeLSpUsASo7pgZKa/XLB+SFDhmDatGkA/oqfMDjvGr71jacyaerUqfi///s/m//Kku+//x6bNm3C4cOHcezYMUybNk0xc8dywGtP5jxg/cNTXFyMCxcuAFAXnNfpdLh69arVOrKzs/Hvf/9b3ME7ymg0ytb3/eOPP7Bjxw5VbUi5e/cu1q1bp/jcH3/8ESNHjpR8LDg42CpLydaEsGqC5Y4eOM+ePRs7d+4EAMTFxUleFWGvefPmYc6cOaVatz4+Ph6A+4LNhYWF2Lp1KwDg999/x9ChQ3HixAm72lC6PHL58uUYPny4y95DW9uYt+vVqxeGDh3qsvbUbFdCgCA9Pd2htuXWcezYMQCeNRmZIxzZ1qTqyisd8JSF7fmNN97Av/71L3d3w+Gsr7KUOV8WtqfSouV7IxeI+vXXX1WN30i9W7duubsLsqS2ubKwn/EWx44d8+jto7Q4E5wvLi5GcHCwS6+eiYqKEpPifC04n5WVJXn/1KlTxcxugdS8N7du3UJSUhIA+eB8cHAwYmNj0b59e1y8eFGxP3Lj9m+++UYMYmsVnJeq/75792507NgRYWFhmD17tuxzk5KSVJfqzc3NBQBUqlTJ5nivsLBQLH1csWJFVe2TMt/6xhOVEZUrVwZQkjE/adIkm8vLBed3796NOXPmmD125swZxMTEmA1WLAcHu3fvRkREBAB1E8IOGDAAb775ptlyv//+u9mlVwcOHEBCQoJk35ctW4bk5GTZ17ds2TK0adMGx48ft8pIHDVqFMLCwszuS01NRXBwMC5fvizep1QbPycnR/YxoCQ4fe7cOdnHT506JXm/3I++UjBP+FykDmJyc3PFQJ+c/fv3iwMaV2WLCAHl0szEKo1yPgaDAcOGDbM7KCoM/OzNdFY6sXLjxg2zZexVWFiI3bt3i88XvrOemBHkidRsV45mydjadoVajs5kvHgCR7Y1qQm45d7n+Ph4tGzZ0u4rJnJycvD22297zASzwgGdu/lycF7YxtyRPewttJzIWi44P2bMGKvxGznHE7Z5ezLnfS046U6TJk3CsGHD3N0NzTnznRC2WeHKdGcVFRXhnXfewYIFCwB49++sI4TAsBTLWupStdVfe+01fPrppwCU37udO3ciLy/P6qrvnj17IiMjA0DJdiEc/5vus/R6PebOnet0YqEgOjoat2/fxtq1a6HT6TB58mTJ5YRjBNP67+fPnwcAm1cX9e7dW3WpXuHEUOXKlc3Ge3l5eVbHKTNmzDA7tpVLlCT1nL/eg8jNFixYgFq1arm7G5oSLh1Se6mn5cBDCKIsXLgQwF8718LCQnzwwQcAYJYJbjk4FgKJwF8H9snJyYiNjZUMREmdrRWC+4KZM2eiSpUqOH78uNn9Op0OX331FRITE7F8+XLcv38fe/bswbvvviuu+6effgIATJw4UbJtoOTyrPT0dNStWxdxcXEASrJEGjduDEA5myg7OxtpaWmoVq2a5Jl4Rwd2wnt069Yt1K1bV2xbKZindMAcGhqKAwcOYP/+/Vi1ahWmT5+OSpUqya7fVYFbLYKLpVGGIC0tDRcvXsTGjRuxePFi1c+TGiAJ7a1atQrTpk2T3E5Ks1zRrl27sHz5cjz66KNo0aKF1bZkj5SUFBQVFaFu3bpO9cmb2HM1kb3BAlufQVkJzku9zl27dqFly5ayz5Had8oFboSTaDExMWjSpInqfp07dw4XLlzAt99+i3fffVf187zJxIkTUa9ePVUn6wXCNm9vcF7YTr05aODOsjapqanYv38/hg8frknG3ZEjRxAQEIAOHTrY9Tx3ZM7zSobS584T9o5MCOvtwfm4uDg0atTIa8q0yWUuu5KnlWxxNnMecF32tNCeEOT0lu3GVZSS4SzfCyFjW45wHLRy5Ups2bLF7DFhGwwICDC7Pzk5GVFRUejQoQPGjRuHa9euicvHx8ejUaNG4nNv374t2S97DR8+XLwdGRmJ33//XXI5qclZAwMDAci/F7t27RLn0pNy7949q9K9QnC+UqVKZiWC2rdvj7///e/YuHGjuOzp06fRo0cPACVJl23atMHXX3+Nhg0byq6TlHnGXpGI7CLsjNVm7loOPKQGwOvWrUPbtm0ln2M5gDINqAgDiXfeeQeTJk2yWcJBIFUaQulHWfjhWbx4MdauXWv22pUC0IIpU6agZ8+eAP4KKkgNyKT6nZWVha5du2Lt2rWSbTs6sCsuLkZGRgZee+01fPnll+L9aiagkXosJSUFQEnNvsOHD9usle/sQVpaWhqSkpLEAdC///3vUjm4vn79ujgRpyvbF9pSGxQVthth0Gw5qNu0aRP2799vM7PX3pMuagivQfgOCX115MRR9+7dxe+KpyjtbD8177vlVQmm90dGRtp8vty2K3x/5F6jVN8yMjJcdvn5999/j+DgYMm5Rewh9fpCQ0MVy8pJBXjl3mdHJ0gTlnd236HT6dCzZ0/cuXPH6rGCggKMGDHCbbWRjx8/bnf5D0ffD2E79YTAik6nw/r16x3eb7ojGBwaGorPPvvMrongnPHJJ59gwoQJdj+Pwfmyydsy5705OJmYmIiBAwdi165d7u6Kalrs11999VUMHDiw1Nejlisy50uLN58Ed4RUHEBuTGiapb1w4UKsWbPG7HHhvbMMzAN/fW5SiVTCekxru2/btg0DBgxAcnKy7P4rPz8f//3vfyUfU0upbKZU/XdbwfnQ0FAx6VLKpEmTrK5gFT6DihUrWq1TyNQX5Ofni++HcBzqi6WxXMn9I2sicpjS5V+mLAcPycnJVpdjWZZeURucF9y9exfAXzvuoqIixUG12rrNlusSfoBMfxyFHyfB+vXrcfDgQbP7fvnlF/G2UnBeilCGQK42ndDH1NRUycvspGr2AyWfizABi2m2itJgT6msjfCYcDZf6YqSK1euOB2c79mzJ3r37i2exb9+/bqqmukGg8GuwbBptqsjQZjU1FTJ9Qn3nTx5UlU7wuBELjgvvJ9yg2lHyxWpIfRF6FtplLW5desWBg0apHq/4yrHjx9Hq1atVNdLdIQzmfMnTpzAu+++i3379km2YyvwJGxXcieJpLaXIUOG4LXXXrPZZ1syMjIwY8YMALbLd9ki9x4qnfySCgTYCs7bG6yxNQmhWmfPnkVycjJ+/vlnq8euX7+O8+fPm51k9XSOZs7LlbW5ffu2ZGm60rRy5UqsWbPG7oNBd5a1Ed53T79SRstAufCesAyba/z666+yJwqFbd4d8/f4Wua8cJwjjMm9gRbB4KysLMl5yFxl7dq1mD9/vurlndnvODousdWewJu3f0dIHV8IxzVGo9Hsd9M0IL17926sX79e9XqEzzw+Ph6dOnUye0zqPReWlwqCFxQU4MyZM9i8ebPsVdh6vR5//PEH0tLSFLd9oaSOFGHfbbqtCXXehXnZTKnZx0slCQiJOsXFxeI6hdiGZV15qe+O5bEx2ce3vvFEPspy57lp0yYcOnTI7D7LHa5poMZy0KHmgNZgMCjuoJV+gIQs6W+++QZvvfWW5LpNf6CFGvyCNWvWICQkBKGhoeJ9pu+BMPhUqhMvxdZM5N26dcPgwYNVtydcJgcAmzdvxq+//ireD9ifOS/cZzmjvZTIyEinD4SFAZPpJXZKA8nY2FgMHToUbdu2xRtvvKF6PaYBfzUBg4KCArPndOvWDatXr5ZcTsqFCxfEkyamhO1GrqyNreC8UpBW7RUnciyD80IfTL8Dztq1axeuXLkifj+lxMfHi5MtuYpwiafSvBPOMn3f161bh/PnzyM4ONhsPykXnL9//z6AkrknpA4OhOdZnrj64osv0LFjR3E7ktuvmj5/zZo1MBgMktnbaly6dMnstZqetHSEaVty302lbVrquyLXjqOXwrvqRJXw+UldqWXr6gdXeP/992UnHneEszXnLTPO+vTpg/79+zvUF7l98cmTJ82y1yw5G+A23daysrLE+URKk7DNO3ulii1Go1EyY9Ce5wOlH8SNiopCdHS02TrJOWPGjJEdY3nCCRBX1pz/9ttvERwc7BFXBFiyNSZ0RkZGht2T01uKjo7GG2+8YfbelYVg8Lp167B3717Vy3tScN7yu+FrmfOWwfng4GDs27cPQMk4wfSq3oKCAty/f98qGU9gMBhk5xoSPvPTp09bBaiVvgMBAQFW+6mIiAh88MEHit/HxYsXY9SoUejVqxfefPNNtGjRQnI5uSvqbt68KZbkNd1eLZMTTQlz8D3wwAPifTqdDsHBwYpX1gtjXaPRKO4bhOMvf39/q+NjX99mXc3798BEZJPloNUyuFBcXGwVSDfN5Lb8oVJzQGwwGCRn7k5NTUVoaKjspHgREREYNGgQTp06hQULFoiBL4Hwo9SrVy/xh0qurI3cpaTCD4fl5Vm22ArOA9IZMlJlMICSCYRML8ubMGECLl++LJanEZa7f/++VWaZUua8UPLHVga+q2vOAyUD1MTERCQlJVkFOtauXStONmxP+QepMkpKevfuLU42LDxXquyI6Xtv2u7bb79tdlLIMhgldVIC+Ov9l7pM8vLly+KgS+mzczZzXghyCdvc4cOHrZZ1NGPJVnD01KlT+OabbwBADLYAJSdlPvzwQ6vgdFJSEkJCQmweVLvysvb09HTJfY/pd2Ht2rViENS0VIjpZ7Ny5UpxsGr6fkRFRVm1LWxblhOtrV69GllZWaoz5/ft24f169ervtLDUmxsLN566y1899134n3O7gNMn+/ItqsUnLf83J0NziudPFBTZ9e0DqclLYLzv//+u90nlKXs378fqampTgfnXRnEkTu4Hj9+vOIl2QJ7X4PwnTLdfocNG4bevXvb1Y4jhG2ltIPzv/32G1auXOnw87UKlL/zzjtiQMbTgvN37941+72Mjo7G559/7sYeqSe3L3JnEFvqexoREYEDBw4AKPleBgcHmz0u7Gfkxn7CRJy+Fpzv0qULunTp4lQb69atw7Vr18yu+PWUwJpwHKQFVwTnnWF63Gi5nZeFkyX2kPoem55kNo0JFBYWYurUqQgJCZFsq6ioCKNHj5Z8TGniUqXxhL+/v10nFwWnT58GIH31vym5RIW+ffuKx1XFxcVIS0vDjRs3FIPzFy5cAAA0a9ZMvK9z584A5MdcwF+vIzk5WayqIByf5ObmWiVNWvL0qwI9nW9944l8yNGjR8XAkq2a8y1atDALpgEwyxhVU9bGklxwfvXq1di1a5dscFYIYMbHx0sGOU1fy/79+wGoqzlvytFgn5rgvBSlwZXpZ2EwGDB48GCzH2AA+Mc//oFVq1aZLa+UVS+8RydOnJD9rBwNzks9x/Rzys/Px+uvv47evXuLgY6srCycPXtWsi8ZGRmy5YKk1mm57WZlZVldKXD//n1xXcIAzLSPS5cuxRtvvGE2CFLaplu1amXWhjDwsPxchX6eO3cOx44dA1DyPdTpdBg8eLDVCYJvvvlGPChyVea8XN8Ex48fx5tvvqmqRrolWwea48aNw/bt263unzt3Lk6fPo0PP/zQbDLpsLAwHDx4UHVG/MmTJ23Oo2BLly5dxMGpKbn33XS7Eba97OxsbNmyRbwqwXR/IrVvEZ4nd7WQrQlhLUtwOHogKWzvppe/2nviy5Lp93HdunX45JNPbD7HdD1S25JcuRVng/Pff/+95Gv87rvv0LFjR5tzuAgnl6QOhrQIzrvK7NmzMWXKFPH9LCwslPwO7tu3T7JcjCPB+XPnziluX44GOJzNWjT9Lmk1X4BWmfPOIOrWvwAAIABJREFUbovuCJS7ep2pqamyiSBybty4IV4d1qNHD7z55pviY6NGjcLnn3/uks8uPDxcHNepFRkZiUGDBjn1PrmzrI2U9957DzNnzpR9XO7Kp9u3byMpKcmlJ+/z8/NdemWB3FVGrlBa309PCM5HRESge/fuDo1THeHMvtLZCWGPHTuGPn36SF6tC/hecF7tXHBAydhFqpSsQK/Xy47rbJVbVHpcrj9K+1Sl4xypWIkgISEBERERZvcZjUb07dsX/fr1UwzOK+1/pF5fuXLlcOvWLfHK3FWrVuHEiROy7QssX7fSiQ+yzbe+8URlhNIPwNGjR3Hx4kXMnDkTYWFhSElJsfqxk9pxKtUbLi4uRt++fcWBkjNlbYT1BAUFST6vWrVqAEqC9FKDRNN1Cz+69gTnV65cKZaPkaL03ir9CJqyfL+FoE5wcDAGDRqEIUOGiI8pDbCLi4vF/vz5559mywuTye7YsUMM+gnrFd6j9evX46uvvpJs22AwSPZzx44dsn2aP38+XnrpJaSkpJgFtk0zyKW2rVmzZmH06NGS2824ceOsMoqVWPbtnXfeweuvvy67vFAD2rSP27dvx7Vr18z6qqZWvrA9Cu+3ZV+E9zM0NFScHPmjjz7CrFmzrF5DcnIy5s6dK5bbUZs5n5+fj5kzZ1oFHITvWlhYGO7duyd7gCVczSDMEWEPpeCo5ZwVpoRB4Llz59CvXz/8+eefSE1NNetDYWGh2SDwzp07GDRoEM6fPy+ub8OGDRg1apTd/VbD8rsgrNN0UCt8Fy2vUrAVnLcVBLEV2LUMQNobVGnZsiUWL14s7nNNs8RNX7cjQQnL7fXIkSNWj5le6msZIJfalmxlzu/Zs0c2u0iKsI579+5JZp4LVzvYCs5bZs7/8ssveO+99wDIf4aeEgCzlJGRYfbZXbp0Cenp6WYnbubNmyeZdWZvwOm3337DyJEj8dNPP4n3vfvuu2bbijOTqgOuyZzXij3B+bZt21pN1qYVrcraSK3THqtWrcL48ePFv037261bN3Tv3t2u9vr164dBgwZJPiZs+1OnTrW7n5Y2btyIzZs3q15+z549ePfdd3HlyhVV4xU5npY5r/Y5ltvGqFGjMGLECLP79Hq9wyXfAKBdu3ZYuHChw8+3JOxf7ty5IyZseCJPK2sjzF2i1cSS7ixrI7xWYbv19cx5pcQzSwUFBYonk5ROttkKIFtetS9Yvny5zbG6vZSC8/379xfHmabrEU5KKJUPVppbR2oMXb58ebz22muS+yqlccBvv/1m9jeD887xrW88kZf717/+ZXaAK+Wjjz7CsGHDxMuEMzMzrX6c7L3kKDs7Gzdv3hQPJNQM7vV6veQPjnBAKndgL9yflZWlmFUJlARTVqxYYTOoYmrLli1WlyWb/qCqze7T6/X46KOPxFp4pizfX9PZ2y3rddsKzssFgDMyMvDqq68iLCwMy5cvN2vL9PORK9cglTm/Y8cOhIWFSb4mAGINx0OHDqFt27Zm/RRIbRvC5alSP9j2ZitaZh9cu3ZNcXnhs05KSsKCBQvM+mo6OOnYsaPNdfv7++OPP/4Qr9iw3FYsA97C+2sZSDcajVYBfstAiFw2yIULF3DgwAFs3brV7H7TAVp8fLzsgNUywBscHIx169ZJLmtJ6QSCZQkp0wMVy23i3//+N7p162YWIFu7di0mTJiApKQkJCcno1evXrhy5QrWrVun6qAnPT3d4Ylq+/XrhylTppjdJxWcF163UCpICJCYHjw5EpxXmzkvF6QoLi5WLNFlNBrx3//+V9wmTPcJpp+N0r6ooKBAcVJlufVamjFjhs3MebmDXeF5kZGRaNu2rWItclOmn4/cAQlg+3dN+O0SyqwsXLhQzGgy3ZZNyzLYG9hMTk42m1T10KFDkqWS7BEbG2u137Tc/xcXF2PEiBEYMGCA2XJSQUBhO1WbYSns60z3j5GRkZg7d67Z+pVMnz5d8rNzNmvRHdnhwvumJsBaUFAglu2wx927d52eo8Md7823335rlrygxubNm8VSX+fOnUOLFi3MxhX2jHdtbYfCd0Zp3pXSsmDBAvF2QUEBli9f7tBEo55wdY89+0Xh+2I5Xk1OTjabJL64uBihoaHo1auXU32TmvDbUUKfv/vuO0yaNMll7dqye/dus/J1coT9psFgcOjKNIPBUCon74T3TavAtK3gfH5+vmxCgLO/QZZl93w9OK80J5elgoICxSSBrKws2WMppQDy6NGjzWrbm/rxxx+tKg3Y6qctliVSbVF7MkkpOC91BZVSP5TWaRrjABicd5ZvfeOJvNz169cxefJk2WD0okWLrO4zGo1WO1Wly8CkCIMSIXPc8qBcKgtXLnNeCKDJDTiE7FmdTmcWRMrJyUFBQYHZa0lOTsbWrVvFWm5qmZanWbt2rdkELLaC5YK0tDQcPXoU8+bNs1pO6odJrqSF0mdRXFwsvjbLoKpUgM2yrA0g/2MrlTkvfM4LFixAfn6+bMbep59+ava3aV1uqQGs0AepTEGlwYDplQOC999/X3Z5Jbdv38aePXvMAriWfT1x4oQYeAf+yroX+Pv7m11euH37dowbN07827LkilAOx3J7yMjIECcO3rNnD/773/+K7829e/cQExODV155RcxeKC4uFgN2wsQ+lqV8TL9PS5YsEedjsCRVf1tqElNBXl6emE0rtX1FR0ejf//+ijW75QZ1pgNH4QSOXq83O+BWGwDs0qWLVVDn1KlTmD9/Pnbs2IGXX34ZY8aMkXzujRs3xCtTLJmu37T2OyA/ALXch9gKcgn1MoXvcVxcnOREq8I+wDSol5+fj2XLlmHEiBFmmchKTK+SUhucb9u2Lf7v//7P6n6l58gFgRwta2O5HcnNKWLJ1skTtcF5y2Cq1EldyzbsDXD27NnTbFLVadOm4Z133rGrDVM///wzhgwZgtdee83sftNgjNBPqYnEy5Urh++//94sk8resjbC+1tUVGT23TZ9Py1PFFj64YcfJEscqC0HVlRUhO3bt4uBWk/InHf0ZKIc022vR48ekuNBJdeuXZOcfL1Hjx5mV1SUpi1btjg1mbgwebijJYrkJumz5GyZEsuxpL3zwKSnp2Pbtm1mAXu1hG1e6ENoaKhL5rIASsqRBAcHm42p9Xq95FVmapmWtencuTN+/PFHyeWMRqNLXoet/Vp2drbqhCB3Tb67cOFCqys2lZgeD9y/fx9nzpyRTdIZNmyYmKjVqlUrhIeHO91fS8K+5/vvv3d521LkxhyCdu3aiRMsHzt2zOxYxtnP2HJOBcsxgyeUGdKS1JhJbhyl1+sV98VK+wOlALKtcZvccauzZUnVMj3hLPc6TMd4Utuo1POUxiT2BNwZnHcOg/NEXsL0x2Ly5MmSy3z99ddW93311VdmB/uAfDa1HGFHKwTnLX9IpC4BthWclxsECRO/HD161Oz+ixcvYuTIkaqywm0xzWRet24dNmzYIP5tNBplLze3FUAQSP0wyQVLleqhjhkzxiz4C0i/b4WFhYiNjZUNzkvNWL9u3Tqr4JbpIPDkyZMOZexJlUdSE5yXGph+/PHHVgfLwmeenZ1tVi5DitQAa+DAgeJty89pwoQJmD17tvi35UmI8uXLY+PGjeLfp06dUiznIrDM3Dt79qzZ34sXLxYz4N566y0MHToUABATE4PPPvsMmzZtQv/+/XHixAkxG1K43PfAgQNISEgw2x6lgmwCqeC80sHF/PnzxWxa4UoY06sVoqKikJCQYDV5l7Cd3rx5Uza7T+jzm2++KR6E+fn5mfXNz89P8YDe9NLTmzdvIiUlRTxwHjduHPbu3YuwsDDk5OQolrOyJKzTdOAvVx7MtL/37t1Dy5YtxXWdPn3aZnaj8J0xGAyIjo7GwIEDza6QsszMMs04Dg0NFev8q6n3Dshnzufn52PMmDFWEzkLpE5gKB3EKE3AKlDKnJebSFvpuVJsBVtsBefv378PnU5ntv+6deuWuE9dvXq1VUkxgRbZx0rr+PjjjwFY98syc95oNEqeiAJKrnYwzfoU2lL7/gvLxcfHo1u3bmJmqrD+AwcOmM1VIbwey1qn5cqVk7xqxPQ5ck6ePImlS5fi22+/NXueO4JnwvfY0brlBoMB2dnZyMrKEk92JCcno1WrVqp+j+S88cYbZskGpu9pREQEZs+eLTuJ3JQpUxAcHCwGsOTk5uaqyvZ2tGyL8Ft76NAhsytQXM3Z4Lww4ThQ8ptvWtdeDVuTCiqx3Bfs2rXL4axuy+QS4XfL9DdkwIABZldaAur7ff/+fXEbNxqN0Ol0ZuN1yzZdkcVta7/Wp08fdO3aVVVblvsXub67i7Av0uv1Zn394IMPJBOPgJJjMdO5Evbs2WPXOtV8RsK+R+3Vcc5Sc8L59u3b0Ol0mDRpknhsUFRUJO5zXJU5L/e4r7AnOF9UVKT4/sTExMg+5swVRHLBeUfHe/aW4jJNLJMrw9WqVSvs3r0bgPRrFbZbtb+1lslsVapUkV2WwXnn+NY3nsiLOTr7tWkmsMDeHxBh5y3U2rUMuktlhcuVtbEVnFcSExOjOtPTHkKZCoFlyRBBcXExIiMjERUVpVjzWOqH8PLly5LLytW1k2ozNDRUnFDTdB1CdqRUdluFChUwcuRI/POf/8QXX3xh9phlsM10kGNZ69G0VIMSy/rxX375pZhtLhWMMM2qTEpKQsuWLXHs2DHodDqrEzRASeb44sWL8corr6BLly7i/d99951Vn6Wym0wPGmfMmGHz9ZgOXPz9/R0K5lgOVNQOXAoLC7Fp0yYxM2nChAniyRohwDFz5ky8/fbbqg9K5UqjrF///+xdd3wUxft+LncpQIBA6B3pRUQIQWkihFCkhypVQAg1AlGpgjTpoPQmIB0EglQFFUUQMFhA5YsgIEoR6b0kud8f+c0yOzszW+4uBfb5fPxIbvdm52anPu/7Pu9ibhlkcztnzhxkzpwZgFpfkBgLWEMJeQ47tmjwnvfbb7+p+qXeQXnp0qWqvxs2bGj44CyDTHOegMwBY8aMUT4jfZB47JCksUbw+PFjpR1pYknWhmfOnDFUNt2OIs35kydP4sCBA7o6yEuXLkW1atU032dhlZzXSwhLcOrUKdNRYLx1h9Rh5MiRXG/j+vXrIyIiQjUX0OTEsmXLFI9d1vDG1tkXkhJWZDvu37+v8kRPSkpCxowZlfJ47+Do0aNISkoyLWtDxhDxDma9mkeNGqUibEmbDRo0SHXf3LlzER4ervqMTrbMSpzRuqzECM7W2dPEmiKjuwyk/ayS82PGjEHt2rURFRWFBg0aAHgisyKKADIK2mudfk8JCQnYunWrEuXDgngznz59WroWxcTEoFmzZrr1kHkmnz17VleqYOfOnejatavyudvtxpQpU4RyBGZhlZx/+eWXsWvXLtXYs5L/hRh0vUHOs0hKSjJEFn3//feoXbu2aq0i44t+Bp0E3mzelPr16yvjhKy3xOGEV29vGNtk8xrJ9QQY27uz9Zk3b55nlft/iCJxzeC///7Db7/9BoAfScsiISFBE00KQBUl4S2kdK4WozI6ZO4m81NMTIwif+IpOS+KArM95+XrtNX28SSRtKg+27dvt1ymGRgdc2RPxBvbZD41ykGwnIdsHbHJec9gk/MmkZiYiDNnzuCLL77A3LlzMXDgQLRo0QJNmjRBkyZNNLq1vsDjx4/x1VdfYfTo0ejWrRtatmyJzp074+2338amTZssL9q+KNdXdX0WQR/As2fP7vXyZQsV8ZY6e/Yspk2bplqYaE9jGh9++CF3o6Mna6MHuh28RXTQi1NSUpLQYzwpKQk9evRA9+7dERUVJSyPtzCx2dYJyOZYDydOnFB5ussS+NL4999/cezYMQBQko+KQIenemtxpT0iWTLi9OnTysbqpZdeUn5fbGwsIiIiuOWVK1dOo28HJCedZWU3zHqj8UCTv1Y1fFnyzCgpI9uQ0u/fjDyCyEtn/vz50iiOpUuXKqT8/fv3MXDgQPz777+KsUPkfSHzyuAdwEaMGKHqp3qe8zly5BBe8wTkmX/++Se6deumkQEB+BJO5DexBy4jePz4sWL4pMefTLqAN05/+eUXfPPNN6rPaDKJJudpsoD2opNhzpw5ePToEU6dOoWePXsK7xPNz/RBgbcO6MkgEZw7d07xDJeB/h4b4QE8aZuLFy9yo88I6HHL1lu0l7lx4wYWLVqk9B2zUiNGYHSurlu3rrLW3bx5UyV74Ha7FeP73bt3ueR8t27dsHbtWtOe86R9SRvRHldVq1bV3C+a92TEavfu3TVe28uXL0ft2rWRmJiozJfEAKHnOa/XF4BkA0379u01c9yuXbukcykZX1aJxM8//xyAmsAmhgzZOyFRiTyQtiVtzxq6zRiAkpKScOXKFSxcuFAzZlmZAdH8eO3aNWH7tGrVSujpTdeTJvDv3r2LdevWoWvXrvjrr7/w4MEDxMTEKA4Le/bsMeyAAIjJ+YkTJwq9NYlhi0dwAslyGUbXcvq3HTx4UBjVOXv2bF2tbBY7duxAkyZNpBF4wJM+Q/cVWoKGBzKfzJo1S7q/4UVXkPnX39+fa5zxlue87Gyybt065d8tW7bULUvUDmfPntUd/6I5ZO/evahbt67us/Xw+uuvK3MI6zlPg5D4e/bs0USTAr4h0o1GKXsLRqXa2P0d69l/6NAh0/M6GRNkLy37vQ8fPkTTpk1x/PhxU89IT+C1n2yu0IugFsGTiAQ2QWtKg3YIMgKR57xeDkMa7D5T5qBok/OewSbnTeD7779H27ZtMWDAAMyaNQs7d+7EqVOnUjS5zt9//43Y2FjMmDEDR44cwX///ad42/3vf//D0qVL0a9fPyERmJLl+qquzyroyS40NNTr5QcHB+vec/jwYaxZs0ZVF9EG/vz58xovQuDJAd2q1Zo+vBglqM1ApL1LrhkB7yBLEpaxsKo7a9SwxWZRNwpvzWt0W7AkRps2bVReV6KIBRqysH1SPiEovGH8o/u67F3J2ouVFDL6zvW8I+i2FR34WYjkN9jygGTjCb1RJvX57bffsG/fPqxevVroYTd9+nQ0atTINDnPQm/zmDNnTlOkilmcOXMGR48exZUrVwyR86TviYwgAwYMwKVLl7hJPh8/fqzMi7R8EpDsfch7ZzySonv37hg8eLDq+TSZdPPmTbjdbs37JnU2SsS1a9dO5RXJQjRfEm9ftl7s9/Q85wH1+nPt2jXMmjVL817ofkYI6Xv37ikHXLYOt27d4kY60eQ8W7c5c+Zo7geS57QFCxYoRNb+/fu59+mBJUtpsAeh//77T5FvoXHz5k3hepCUlMQl51mcO3fOlOb8+++/r+R6IPMHHb1k9iDOgtX637BhAy5duoRr164pbf31118rkQ2EnOc9nya2Bw8erGtIIflg6HF5//59jBgxQioTQt6X3vwnui4jf2Tk/EcffaT8+86dOxg5ciTu3buHP//8U+VlDmglA82S82PHjsXChQtx7NgxobyM2+3GqlWruNemT5/ONdwQkLFLk/1xcXFCqUO6XaKiotC5c2fs379fMQTzpDlk6wpP1oAYdDp37szdQ5J5SaQvHBsbi9GjR2P//v1o06aNJtKRBnmXx48fR79+/VQOC3T/WLZsGRYvXqwb4XHz5k3F+YCs2S1atND0CxkePXqkGD+NjGHZ/r1Hjx6az8i+yeVyafZUQHJ/8sRzntSZREjqOdnonT927NjB1cd/+PAhWrVqpRBs8fHxmgjAo0ePIiIigrtPEEXhmgVNavKcDwjatm2LLl26WI7eNoqLFy8qDjq8nDue4sqVK1i0aBF3XtXTnGfrwrvv7Nmz6Nu3r3BOE4Gso8Q5ile/8+fPY/HixYpDzOrVq009Iz2B9/tlfcBqcu5nSS6Id3Z49OiRUCKZBxkZz8LXc8XTjmenZ3oBJCFlauHKlSsYMWKEEqbicDhQvnx51KtXD+Hh4cqG78aNGxg/fjx3UU+pcn1V12cZ9EbRFxMfe2iVwZNx4Glme18Q8jRkJIjRJGMp4elhlOSxasH2FjlPe/f5Wt+XbLZkWnhWy9SDGY1co+NX5n0JPCG5EhMTDRs5ybMfP36s6aePHj1SfdamTRuVBxsh18jYPXnypHBjfP/+fVy+fFnaLkYPXew7kHmAEhgh7OPi4rhJTgHt/HTjxg2NseThw4eaNiQELiGD2N944MABdOzYkZvkMyEhQTher1+/zr0m0oenywSSCQ3aA3/r1q0aOYVhw4apvvPjjz9ixowZ0vJ5OHbsmPSwT8/hDocDly9fxu3bt3H9+nUcPXpUmSdYL3deefReIjIyEsuXL1c0zWUYPXo0OnXqBEBLaNapU0dJ2Mxq8tP1NoIsWbIASD5A3rlzhyv1BiRL9MgSYbIJXWmw88nQoUMxZswYbt8QrU2s57xo/n/06JFyzUgbbN26VbmfkGt6Rlgj8gp0vWlMmjQJ77zzDiIjIxXpkCFDhihGXTbHCf0sYqRxu93CfcaVK1dw8uRJbNu2TRUyTupEvscjDwlk8//evXsRFhaGc+fOGSZ56P2Y0fVqx44d2LlzJ77++muVgc/tdiMpKUljxGHr3LVrV2HUZGJiolJmt27dlJxHrFF648aNXE9cIJmcpHHw4EHs2LFDNZ8Bamm6cePGSSXAaNASSLK5SgSeUbFJkybKv8lecfHixRg/fjyAJ+9JNAcAyRKFMTExOH36tDTSkZRP5qRTp04pazU7dpcuXarKtSMCkSwiSecBebQKu5d///33FTKajKu1a9eqvjNq1Cjl37JzBM8xgfzWH3/8UZXnihgVkpKSDO29J02ahOnTpyMsLEy136dzncTExCjSbTTMEHrvvfce1ymH7BHIHj46Olpj3CXvl2dU8YXMyePHj4VzPrvvY/9NY+bMmVi4cKHyd0JCAl555RVD2vGxsbGKDCA9L1+9etXyeWTMmDFK3580aRIWLFjAlcziydr89ttvmjEoO7+S98qLzpOBLYs3J44cORLz589PcbmflATx5ObNxVYl4GR4lsh53jnMbMSBGd4nNbnSpwGeZbR5RhESEoISJUoo//30009cLyVvY+rUqcqikitXLowYMQJFixZVrt+8eRNTpkzBL7/8ouhTL1y4UNcj2hfl+qquzzLow5EvyHkzupfeCFmSHV59/WwZiIcdDzwvGB5Eh1Zvwqi3gF5osgipkSjPU5BDS4YMGbymg2mEgKpVq5aSNBVIjkKRaWEbrZve5smoVuCBAwcwc+ZMrF+/XkXO8zzBZXMLqTdpZyNRGbIoAaNjmX0HtAeoUc11GqT+ooRngNYjfcGCBZqDNk1UmoHI6JKQkIA9e/YIv0PLThkFaWOXy6XSo54zZ44qKSGNe/fu4d69e+jfvz8ePnyIgQMHKteMGAXfeOMNtG/fnpsonIXb7UajRo0QGhqK0NBQ/PHHH2jdujWAZI9nt9stzJMAPCG66L5EciM8evQIf/zxB/d7hPzQI3Ro0kQmayMCiXKbOHEiFi1apCK+Hj16pBgX6PlDD5cuXcLp06cV8og9CJF68ry3RYYtmpy/cOECl5ABkucNMke43W6MGTMGp06dkiZeMws9ovTx48cqIp2FbO5lZQkSEhJw69Yt1KlTR7nnwoULwvWvZcuWmjntjTfewI0bN/DFF18oY9vtdmPDhg1o1aqVpg1l8x7J92BEMoOA9hbX65d//vknjhw5Isz74Ha7sWbNGlVOBUBL+P7666/49ddf0a9fP00kZ1JSkoZM+emnn5ArVy7VZ2aiZvv16wcAqFmzJoAn0T/ZsmVTRW8FBARonu10OqVjPCoqCrlz5zZcF0Bfc56Mkfnz5wNIll8jTgOyPaZZEP31LVu2YMuWLYiPjxeuSfPnz+d6pBOQdjNKALJEJf27iMEqLi5O9Rk9dmQEjoz8ZEHP5Ub2rbQ85K+//ooCBQpg0qRJSvSE0+kUksneIPRo7XwRZEnK2b4XFxcnNd7ywI49IwYq+re7XC5uPyERnETu7vHjx7h7965qzyYC3R/oshs1aoSGDRti7NixyrW///4bhQoVUn3/woULyJ49O4KCgpTPaG6G9I0LFy5o5iye5/zo0aNx5swZFC9eXHMfrx+YzaewadMmhIeHa8ri5YkjeJrJ+RUrVlja44oQFBQkdQ7yRHM+vYHNxwPwz496bWYUtue8Z3h2zEZeQOXKlbFkyRKsWLEC7733Htq3b4+wsDCvemmKEB8fr2hTu1wujBw5UkV2A0DWrFkxYsQI5MmTB0Dyhl0vi7ovyvVVXZ910B4UvpZSql69uvT6w4cPpd4/ItDeUE+zJtnToAeYknJd3gJNznsLstBygnv37qlkSPSSVOp5xBPokfNGvf1mz56N06dP4+HDh8q442mMjh49GlOnThWWQ+43Y1iTeTIaSTqnByPvh0ViYqLpsGCRLJWIYLhz5w6OHz/ONXqKDgX//PMPtm3bxr1m1KDDJjlmPU0Jrl69KpTt2L9/P2rVqsU9CBol1NasWaPyJBWB9KmrV68qJIsotwavPoTcpq+RpMmzZs1C165duV7Q5Hv37t3DokWLhPWjc4LQhxZRXhIWdLtfvXpVlbS7RYsWhspg0bt3b0UqBtAehMg8yEsQTpKyskhKSlLW9NjYWEVTlR3rO3fuVDz83W43PvvsM68S86QuMtB7B16fkJF+LDn/6NEjzTzUrFkzpV/euXMH0dHRuHLlCgC+sfHcuXO4desWWrdurRhZLl68iEmTJuG///7DgwcPVONXdnC1kkODLvvbb7+V3hsdHY3Jkycr7TBq1CiV04Hb7eZ669Jjkkb9+vU1/SwpKUlzwJ8yZYpmHFrZY9Dtv2XLFs113r4yKChISmqdP3/eNOmlR86zRPKiRYuEUQJGIIoE4xG8IoJ68eLF0hwhVkkZsp7Rz01MTMRLL72k6hvsGmb2/dPtz6MHAAAgAElEQVRe9zzQmvNmDQwbNmwwROx7k5yXecCT98rrz+z3rCSZPXLkiOpvmeY8Ab1vEZHzItDORCIpPNoIz64BREIMSE662bJlS41cVtOmTfHOO+8II+dI+W+88YbmGo90JwY7Ogm2EXL+7t270oTWBBMmTEDz5s0NjQM2EvNpJOmtSryKoDcuvL1veRpAG7Y8ge057xlsct4EsmXLpvH8SCnQGaDr1q2LIkWKcO8LCgpSwrGB5MRUsgXXF+X6qq7POmgywNdWyZCQEOn1x48fo1atWqbLJd5PNnwL1qPECsyEvHlrQfcUZHMs0nRNKzDatnrRLEbnS9Iu+/btUw4C8+bN05CSx48ff2aMpNOnTzd0n140l8jIuHLlSkU2hYXIeCQ7pBnNn7Bjxw7l34sXL1YSK5uJjCLgkaQ8DxxPINL8JiCGrEePHnFJdEIo88YCkSxgiTLawBAXFydsd/b3WwmtlkUuWXknwJO+QEgOug8+ePBAKKkkQ1JSEtdoxCMBiGffTz/9hJIlS3Lr5wl50Lt3b+l1ev/De47sPbGawQkJCdz1grTpkSNHEB8fbyg6lveub926hRo1aqBOnTpwu92Ii4tTSEpS99u3b+PkyZPYtWuX7jvjeV3TpOfvv/8udXwgaw/dhiTBLKmTTFKEB9bgk5iYqLnf4XBoyHkr+1iawBk3bpzGEC7KYaD3LLNnD39/f5w+fRrHjh3jXh85cqSp8qyCHbPvvPOOdB2hHWTYsSPLH+J2uzFr1izpnEU/l9ePP/zwQ9XfsnfCex96hOf06dOVe9xuN86ePatIRJE6sWXwHClEORIA75DzZHxeunRJkeRhQch5Xhux66Q3iNqEhASfkPO8e4jMlah8HjkfGBiIGzduICEhQZlvePvoAwcOCJPE0++O3U/x8qjw9mkybXry2datWxEZGal8vn37doSFhQnnZSMyjaIcRk8TvH2OzJ49u9fK0uNE9OALKSpfwFuObbbnvGewyfl0gPv376s02clhW4Tq1asrA+z27dtCzUBflOurutpQb3x9PfHRofc8XL9+3VJIGDlY5c+fX/fe9LKYpUV4Y7NuVMIHsO5x5W2QPpPWvUqMknx6h6UpU6YYKods6IcMGaI6ILBJyNIqUjP8VG8eoslwoxCFs8u8TWS5MESQeYQbAc8L0dvkPG3M53mjkkN0586dud8PDAzEP//8o5FY+vXXX5V6s4fi6OhoxWtKFuXE5mWwQs4TmRIZeFJGskM4OcRGRUXh33//xcaNG5VrixcvtrR2Op1O0+Psl19+4Xri161bV0X4msXJkyel7+XChQu4ceMG5s2bxyUUZe+J5znP+92k35E52GquG1qz+MyZMxg3bpziTUzqEhMTg/bt22PEiBH45ptvNGXQ75O3LrNkupH9If0dOgrS7XZLyV0eOTl8+HDV30lJSRovSIfD4bHnNKB9D0bG5P3793XPImbnVz8/P7Rp04brhZuSYEnGr776yqOxB/D3T9evX8fy5csVTXBAa+ii9yu8PshGhf3+++/CiIDHjx+bTvRIj42ff/5ZkRQ6dOgQ7ty5g2XLlqlIUwCq36OHGjVqYNeuXZp6mo0CptdlWlpi7969yr/JHiEhIQF///23yojArpOy/W5YWJihqLuUJOd5+Pbbb5W5nCexExAQgIiICEyZMkWalNUo6tati/Pnz2Py5Mm4desWN48K71wjI+dFTjfEsU50TjLirMOS82n9jGMF3ibnvSmT7El7DxkyxJDxt1KlSqq8UKkBb5Hztue8Z7DJ+XSA48ePKxudoKAglChRQnq/v78/SpUqpfzNJlbyZbm+qquNJ5uCIkWKeJWc5yU90rMSX7x4EV988YVuaK8IlStX1r3H7EL9yiuvcD+nw/9ZTJ48GW3btjX1HAKS6I+GVZkCb8PbkkGEPEjrOHfuHK5evZouInC84YEl8/CiQR900qPkUmoeRPSITitSBaJDpWxDSxOwRuHpOCDfr1KlivKZN6SIROBFB9y4cQOPHj3iSrQAyYf25s2ba/IHdO3aVUkCKmtXGZHFJkj2hdTX5cuXMWTIEM3n4eHhQsKQJijHjx+vkve4ffu2JXLearSRqI8RGRirkOVtGTNmDPbv348lS5ZwvdVl+6OkpCScOHFCqTcv9wYN4oWpJ1UmAp2UV0Qk683J9PvkHZ6tkPP0WKONhbdv3/ZYp7devXqa9nI4HJo+YWUfy7aht/Y6RmQoaPCMKGkFRqPCeNizZ49Koo+ANWrRSEpKwsyZM1X9ZsmSJbrP+vrrr6XXjeQsESE6Oloxek6aNAm1a9fGTz/9ZKmsf/75B7///jt3XLRu3RrVqlVTkk8bwZdffqn8myYQ6Rwh5Gz14MEDtGjRAr169cKVK1cQFhamMUjq7Y+I0eLnn3/GqVOnMGTIEM07NkLO00Y4l8tlyItbr25hYWE4duwYBg0apDw/MTFR8z0yR8XHx3PJeSN7RLbv7ty5E+vXr8emTZu4cjW8903OQVb273R96XdI709Ekpe257wWsvwZgL70GAuZp71VQ5CZOpDkyQQ8bsbXsOqEwML2nPcMNjmfDkAf0AoXLmzo4FWsWDHl36Kwal+U66u62nhyCM6cObNXJ76sWbNqPtPznCewSpoZCREzu0hUrVrV1OdAciLP+vXrK3936dLF0LP8/f25bZRWdNq9bbVOTExEnz598Oqrr3q1XF+gfv36Xvfu9QUqVKjAlYTwBWjvVm8mowOSvT18jZRIuC6CN4woRvE05+Gwips3b+LEiRPC60ZIZat9vlWrVqZIFyvgJW0lEGmm0msj63W3ceNGS+S8tw/9RvcQIsi8Pc+ePaurPy3Cli1b0KFDB4WcNqK1DFg/tNKkL7tvI/snI4kYFyxYgIsXL3LJeTohLGBs/afrRc9xd+7cUSWOZpGYmGipLXjkvDc8543KfdnQwu12a3JKDBkyhJtzgPTVe/fu4eeff8bGjRsVAv73339XEoESkLwUMvgy4pI3pmQJWGVo3ry5MHKLnHlpovC7774TRgSwEJF+ZC+wYsUKAMCJEyeUfRwbaUWfw9xut2ackfWgR48eaNeuHfbs2aOZ84zOgwQsOf/gwQPLkZhsREViYqKmLuTvDBkyKM+l1zkjZ2K2TDKXZM2aVXNt/PjxUmOOGbKWF4EYFRXFvVcU4UN+a3pwPLIKs3nsevXqJb1ulpyX7SX9/PywefNmU+UB6t/00ksvqa7lyZNH1Y8SEhJU99PcGMHLL79sug5GUb58edNSi3Xr1uV+bnvOewabnE8HoAlvo5r3OXPm5H7f1+X6qq4yXLt2DVeuXPHqf2kRZEPy4MEDryzQJJExb5Nh9GBN6kGSx5l9No2WLVuaKoOF6IDLMz4QOJ1OlbXeKNEoCmX1dkIbq3j8+LFHycdYJCQkIEOGDJgyZQo3YoBF06ZNvfbspw1kbPn7+/s0h8mgQYN8VjYNqwdeM6BDv1MaKSmv9axtaI0kv7x796704C1LOEzAShEYRUr0O1lSMiOeZDyvayuEZVxcHM6fP2/6eyJcuHABixcvtvx9o0mzzYL1ePY1OU//DvZdkz2EHjmfkJCARYsWoUmTJtw2ZQ0ZdPJEEWgJDbNznNW1xRvkfFqR0HsacP/+fTRq1MjQfcQAdPjwYfTo0QMffPCBct3qO7EiE+YJrOxVjJLsNMxEubndbu4ZjNc2mTNnBqCdG2nSd8OGDWjQoIHquhEHg9u3bwuThfPAEp9r167FnDlzVJ+dPXvWUNJNdv7lna3IXJExY0au57wRxwZ2viGGj2zZsil1IGXrEbFWyPmkpCRcuXLFlJQSAXmHc+fONf3d9AKjnvOdOnXCihUruO+AdngyS87L9gEOhwMFCxbkXsuSJYswv1RQUJBSzzx58qiuBQQEKAnkAa2BiYx3GrNmzUJcXJywnikFvbxGtue8Z7CmSWEjRUF7xRhNSkGTq6JwXF+U66u6yjB48GDT39EDSXiWlkAWDtbTxSqee+45HDt2jEsImfV6K1++vKn7eZ452bNnR82aNbFv3z5TZRGINvpOpxM5c+bEf//9p7nmcDhUGwKe0UAEXrt5IySsdevW2LBhg0dlPHz4EDVq1PC4LgT0ptbIhqdw4cJee/bTBtLfXC6XT8l5byQFNoK0nnzXU/jCc15EShnRhn2a0KZNG93D5tMcxq0Hq8Yao3JXNGTe0lbw8ccfe3RAS6kokkePHhkiiS9fvoyBAwd69CxWbmTJkiVcCQcWekQQO2+wEk964O3HZDhy5Iip+4FkxwW6X165csUQccciPUUXsRENaQ101KgMr732mnRtsvo7U9qZxdd7lfj4eIwdO9aUPIfb7Yafn5+GGOSdZ8hayN5769YtJCYmwul0co2127Zt03WYMSuFxCZt5a3TosSvLNjfQyc1JyCGY7pt4+LicOLECbRs2VJ3DpfJXW7fvl2RWDIaDW5kXzh48GD8+++/ikNTREQEihcvLpToM/K8Q4cOmapnegJvfH722WfImzevSlrxxRdfRJkyZbhlLFy4ELVr1wbANzoHBgYK91VWnR7Dw8OFsmiBgYHKPojwKpkyZcLdu3cREBCg8o5n90siRzjZudHPzy9F9sz58uXD33//jXv37qFv374aw5wNz2B7zqcD0F4JRjcX9H0irwZflOurutp4snBkzJjR9Hd52v/PPfccAP4mUOZtzoPZrOi88LXHjx/rJkOR1Uu00Xc6nViyZAnatGkDQLthpOtihohjF/gKFSqgSZMmyt/Ee6V27dpcDU8RjHr3kPfHgyfyOlmyZNG0g1ly3oh3/bMK8n4LFSqkS87T+TisPsfbKFCggOrvhw8fYsmSJejWrZtPnpeSIJt6Gr4II/Zk82w1z0dahBFj6I0bN5SEaoB+kvm0CrPRZYB10ssqKV63bl1UrFjR0ne9VYeURnx8vCEZtBMnTlh2HJBh2bJluvfoJWkzklDQU3hqpDx79qxKJkIm5yRDeiLn04MMoBHoGY2tGpVT+rzn67Xz7bffxvnz5015oIvAO8+QfTjvd5Aks7xz948//mj5TCCTdqH3MZ7sN9n9UPPmzYUSOTdu3FD6zebNm5Uzo968MHfuXOFejs59YHRvZmQ+/OabbzTyTlaIeSBlIzhTCzwjdL58+TSfy8axHj8ic3iQ7fXJ+/7kk0+Uzwh3kJSUJNzfBQYGKhGYuXPnBvDEcZXkSyLQ85wnUQGysSby7qd/g9PpRNmyZTXXzayttWrVApDskMgmRXc6nU+l8SglYZPz6QD0gDG6uaAHr2gy8kW5vqqrDNOmTcPSpUu9+l9aRIUKFQCoyeQZM2YY+m5SUhLy5s2r+ozon/E2yP7+/hpdQxnMkrFkYqdBpFOGDRum0a+UPSc0NBSAeKPv5+eHfPnyKVpttIwSoPbEMLqgrFy5Unnetm3bsGDBAsyZMwf169dH/vz5AUD5f2hoqPLujIA2lojIq5CQEKxfv96Upz+N1atXC6/1799f41FFbxrYcU2H5QHJSXbpJFepiUyZMuHgwYOpXQ0Vzp07BwBo2LChhpynvUEcDodHJC5vA2dW05HFvHnzMHv2bNVnv/zyC1544QWEh4frfn/WrFm699DarfRG2ArYfszbkNLghab6QmqGnmf69etn6rtPU6SCkXli0aJFqhBzT/twaqFHjx6mD9hWyXmr80bz5s3xwgsvWPpuekRQUBC+/vprjBkzJrWrIoWo35D139cRN77wxvv1118tfW/Tpk2az1i5AKMoWrSope/ZUMOq7n9Ky9r4OieUlfna7XarSEEiR2mWnD969CjCw8NVclU0WL1ro3jzzTe5n7vdbtU+xhPDh5m55ffff+dGtusRiwEBAYbev9G6mJG18cbcyT7vWSY/ZYYRT4zIsv5B2p8+Q5CcG4GBgRp+hSAwMFCJ2q9YsSKGDRuGmJgYAE/OaCTnAvt8en9cuHBh5XmkLry9cLly5ZQk9izIfqFly5bc86Fe5D9tUCdyaLx5KiAg4Jnun96ATc6nA9CHcaObC5pMEx1mfVGur+oqQ/bs2ZEjRw6v/pcW0bdvX2zfvl11UKO9p/39/VUTbp06dZAvXz4AyW08f/585drhw4cVb3qW1C5YsCBy5MiBkJAQKZlAH5JYkqV79+7CzdqGDRu4HkWkH7Rs2RKlS5fG+PHj0b17d9U9bBKd2NhYbNiwAdu2bRN6zpN6kA0w+5useHmXLl1aKS9XrlyoXLmy4t124cIFAFBIDhKO17NnT7z44ou6ZdPSTiLjCxlbW7ZsMV13QG559/Pz07w7med8YmIidu/erfxdp04dy0YDb4JsmKweGnr37m1YmssKypUrJ/WcX7RokUde27zf7akXeNmyZTWe86RvhIWF6XqtOJ1O9OjRA2+99ZbwHrpvli1b1rKHJZCc1ItGqVKlEBkZqfzdqVMntG/fXvmb56FqRWpND/R4MpsUOCU0/lMKvHlCb+5I6+Q88Y6iw7DJgdHs+EtpWQyn0+lRtE56g9G+VK1aNeG1lEiILdrbkP02a4D2tsd2SkXrGDFe/fHHH5rPzEZ6EqQnL/y0DKvGIW/IQJpBWskJRaN169aqv1euXIk7d+5IyXkenE4nkpKSUiw/T1JSkoqAY/clZiKnPN2XnjlzRpdv2LRpk6E6ud1uQ21oRXPeKmJjYy1JgD1NoNcgM21vBnqa8yxKly6N999/X3pGCQgIUMj5HDlyoGXLlgpfQvYfxLhM+jBZ14nnfFBQEObMmaM6nxw8eJAbrZw/f35FJYBGqVKlMHnyZABAjRo1lD5Zr1495R699ZB2xCO/gczh4eHhiqOkn58fjhw5YigflA0+bHI+HYD27DW6maTvE+nf+aJcX9XVRvLilDt3bpVlmF4wHj9+rJKvGTlypKLn++jRI5WOvJ+fnzK5suT85s2blY2WaBEsWLCgStM6U6ZMeOWVV5S/S5QoIfSkLVq0qOo3EHKK3TjVr19ftRh07twZHTp0UP3Gdu3aIUuWLMiTJw8aNmzIfR6buIS1rDscDrz++usA1Jso1iOcYO3ataq/2fJIGeXLl8fBgwcVGYaePXti4cKF3DJp0GSg6FBM2soqeayXJJd9Ls9znngQhISEaHIUpAXP+Q4dOmDBggWWv1+iRAk0a9ZM+Zsm26yibt26WLhwIRYsWACHw6GJ4qAT5jkcDo8OLTwPkrx582LevHmWy+TNB3QdixQpolun6OhodOzYUXgP2/fatm2rW6/ixYvr3gMk15/eSMfExCjEW548eZTNJQ1fyNrQ44m0qZHIA8C6l2JaBDtPBAYG6kp4pCVyPjg4GK+99prqM6LtS4y0gPXDZErnIHA6nZZk82i0aNEiTRhneWBz4xiV1ZCR0ylBXIuid0SGOm/XKaXIeauGR6v9zdee1M8KrM5TKW0c4emxA/A4x5O3sXHjRq7UFumvvHkrpXOzFC1aVPVMVv7GDDnvqRG6devWijeyCImJiTh27JhuWffu3TOUi8FXBLEIly5dStHnpQbo8/ebb76pSn5O7/v0jLgjRoxA7969VZ/RZ1SSCJiFlb3+a6+9Jj1PBwUFKXtCch+pv8igRch6sheLjIzURIe5XC5uHyQR+wRvvfUW5s2bh1WrVqFKlSqIj49H9erVlbYeOXKkqkwCWqKXB5acnzt3rrIXLleuHLJmzWobvz2ATc6nA9C6U2yWdhFoDUoRUeaLcn1VVxtPIAvb+vDDD5V/OxwOheh4/PixRg6BtLXZ0NLw8HAsX75c9ZnD4cC0adOUxcbPz88wiUKSl8kOSpUqVcKAAQPgcDiwZs0a7j1hYWGIj4/XfE7aS0TOA088ZunFSZRo2CgRmCVLFs2h1siGjibnRYdVXluxRK8M2bNnR968ebn6wjzPeXoTTq6NHDkSsbGx6NKli6YMUTJSURIfQF9yhIYRb+PAwEDLHnWA9rBjlTggnpVdu3bFpEmTUKlSJVSuXBnAEy9bAjppMS9JmAysMYnt5wsWLMDChQtRpUoV9O/fX+UxLgLbp/RCRvXGPI/kYaNhXC4XFixYoIR3OxwO3c240THp5+en+Q2kj5QoUQLZs2dHs2bNDCU0Ju/QE4j6cXpYB3mGDLNgf6fb7dY91Kclcj4kJATvv/++6jOyznojIbcZL8hy5cp5/Dyn0+mxg8SLL76YZvsvGxVpVLJKNv+kNElDQ1SvhIQEjB492mvPSSly3qpkl8ygJFu3bXLeO6ANkWkZly9f5n4+adKkFK6JHLNmzcI333yj+VzWX1NaRuLSpUsqkvPzzz9XXTeTT+D777/3uD4kYWxKwYx8Skq+myNHjqS4ocYXKFeunOp8Su/79Nbc5s2ba6LuN2/ejObNm2PMmDGq6F8iR1OpUiVMmTKFW16/fv0MSXLyEBgYiPr16yM+Pl6pN1m32fWOjO/Zs2dj2LBhyl5MtCfm9UGWnO/YsSPXsYxo09P7PXqtFDlFDRs2DFWqVFEM4nT0E+nnPXr0wJdffonGjRtzy7ChD5ucTwegJxLR5oIFTfKwMgS+LNdXdbXxBLKDIuvBTJPz7AGLLHYycp63CGbNmlUoBUMT4EaJUbIg8BYgMtnreVPSYMkF0l4yvcY33ngDgwcPVhEcVg/dr7zyClq0aGHpu8ATct7pdAoPqzzSVuaNTIN422/evJnrWc5b8Pv06aP8m7Sfw+FAu3btuGROSEgIvvvuOwDAxIkT0bt3b3z88ccYO3Yst06bN28WXqPx8ssvo2vXrqhbt67uvVYTKJE5KCkpSdUH2OQ8LHiEVGxsrDImef0pODhYmATZrOZ8zpw5MXv2bFX/JoYvIJlMJmR7ly5d0L9/f245REsQEEePiKBnwGA3joDWCOJyuVC5cmUVufnll19K68Lz2OetJQ6HQ9O/yVx269YtOBwOjBw5UpPgiAdPtd9r166NRYsWaQ5uFSpU8EryLzPGLhpsommHw8Htu+xh3Aq8Tc7TybWMzBGegrd2kvoFBATozhlmwdPbJjAq2TB8+HDhNZfL5bHnvNPpxLVr1zwqw1ewajSQjUdPE6V6AlG9AgMDvWo08GYyQpm0n9E6s/WRrTuyMeiLqCgbNnyFTz/9VHgtpfvymTNnNE5aNFI62W9Kw8z86msjYEJCAm7evInjx4+jV69e0n1CeoGIrwCs8UTBwcEYMWIEGjVqpFovyPls8uTJQoeKrl27avbFMtBOTbzzschznuy98uXLh5YtWyJ37twoW7YsNxcWAERERKBYsWIICgpSdOZpZQEZhg4diiVLlsDPzw8TJkzA+PHjDUkHtWzZEvPmzVPu5RmeUtNh4WmBTc6nA9AT0V9//WVoEaazxYuyN/uiXF/V1cYT0BMf/W924+ZwOJSFgRde5HA4kCtXLmGWcRGMbLr8/Py4hyKedIOMnCeebWYIg+eff171t56sDZC8gLZv3x4Oh0MVIi2TjenWrRvXE3zatGlSAoQFu5G6e/cuPvvsM2zfvt3UhqBDhw6696xbtw7r1q0DkLz5oQ+5hOB0Op1Ku0+aNAnx8fHInj27ch9NztOoX7++ytoeFBSE+Ph4REREoHv37qhQoYKQ0CxYsKAhj82OHTuiX79+hohRqxsEQvDlzJlT6ZPNmjXD0KFDpd8bNWqUxhu9Xbt2yqZSVJ/IyEjue05MTDR14HI6nXjppZeUjdydO3fQoEED4f2i+tD9XxT5QfpNqVKlMGLECOH9NPLkycON7mB/I6+M4OBgJaEzDzTpRrxjed5wCQkJQs95OrTaiKeop96k+fPnV7U1OcC1atVKZbBgdSWJTJYerBJqffv2Vf3tcrmEnl9fffWVpWcQ8Mh5I4ndWBBDBH3YqVq1Kvf7PAMRC6MyGby1kIz3R48eafqIXqiwHmTRCkbJ+RYtWiA+Pl4xntJwOp2mDOE8OJ1OU5IGKQl2jRElO2QhW0t8Sc4HBQUJ887Inv32229r6kz0Zq3A5XKZ2ovIYNXQQRsbhwwZYrhMmUHG9py3kZ7A5pagkda8pYmUx9MKM0myjx496tO6TJgwAXXr1lUkD2mHx/QEWQ4Dsu+Lj4/XRBybBb0vIw4W7J5v5cqVmDx5MlauXGm43KJFi6JSpUrYvHkz4uLiAGil9IAn6xz9GydPnqwkfCXw9/fHJ598IoywLVCgANatW4fvvvsObdq0QXx8vGEHhAwZMih58SIjI1G/fn1Nm7///vvKGVKWH42FTc57DpucTwcoU6aMMmgePHiAkydPSu9//PgxTpw4ofxdoUKFFCvXV3W18QTsQYRIiLDeoxkyZFAWAdFheceOHVLCgDfJ0iTAu+++qyLNaAKc9a5fuXIlpk6dqilPRs5ny5YN2bJlM0Q8E4gIRRk5T2Pjxo2KdM5nn30m9ELo06ePULvODFgJmDt37iBfvnzIkSMHHA6HpeRupUuX5n5erFgxIcFDPAj8/PyUNuMRkCJyfvz48Xj77bel9WLbPjo6GrNnzwag73W9bds2hXAzsvjT42T48OGqhMi8ssnmo0GDBvj000/x/PPPK9E/9evXR3BwMDp37qzxTCAGp4IFC6qkkEhiRT1yHkgOmyThlQQPHz6UkvPsuCXvhTzXqmd38+bN4XQ6UbVqVc07YfvFnDlzVN7KsmeKCF6j8kHVqlXD119/rfk8W7Zsqn6aJUsWxMfHK+1AX7t+/bqmD5LNLK2ba4R49zQRJOt5EhYWhoULF6Jhw4aqNmGlN6Kjo1We/eQQwEIk2SGaGwjY9pG1hZVk2jTYA5Hb7dYlzHjzIakj3XdEB2cjIeZ68xgBb80qVqwYChcujKioKKU+RAJp1KhRmvt584Iof4rMgGlWwkvk0eUpOS/rLykhHyEzrLB169Wrl6EoGdmewZfk/ObNm6VjTERKZ82aVdOv6tSpY7keTqcTy5cvV8mHWZW1ovsXaygzeqhn1xnZOwgLCxNe84a3MbXUwqEAACAASURBVO24YCMZIllDG74Dq/luw7e4ePGi4TxBvgC9j/n2229TrR6+ArtWeyJRyoJeNwmfwZ47SpcujTp16nD3y88//zz33W/YsAELFy5EUFAQChQogLi4OCWfHe/59DpWp04dQ44jRjF37lzTBnm2DV577TWMGzcOixcvxieffML9jqeRljb4sMn5dADawgUkh/jLcODAAcUaGBwczLXc+apcX9XVxhOwB5GVK1diz5490vuMZiFn5Vh4hyU6lL9169YqLTayYXA4HBpP19KlS3MncrIg8MiUoKAg7N6921S/EJEDpA2cTqdKuoNFjhw5FAI2Y8aMHhNQIixevFhjKS9dujQGDRqk+kyPTPr0008Vgptg2bJlputDogScTqfSd3iHXhE5bwR0P6xZsya6d++Ol156SVUuQdGiRbnPFdVLdiBs0aIFwsLC0KlTJ5WuYNOmTbF3717kyZNHlYSHGLqIlmq+fPkAAAMGDFDkd8LDw1G2bFnFqMHWf9WqVQCekGCy9qpVqxa2bt2KPXv2oHPnzgCSPW9Je/EkaEaNGoUffvhB0fUjG766deti+fLl3HwCNET1yZo1Kw4dOoQ5c+ZoNmuk3cmm0oi8wFtvvQVATJaSzwmpJhq/DodDFY2TL18+DBgwAJ988onqOywpTW+Ar127xk0IDaj7j6gOPXr0AJDcRrRnNs8Lmca0adM0n/GMiJUqVYLD4VAR1Kx3tsPhULzLV65ciQIFCnCjlGgtSDNg+wUrJ9SoUSOuZM6hQ4eE+UBEYPuL3ly3detW1Xsiv5sXJsxb8wYNGqQ849tvv8W3337LlckxG5IfHx+PevXqAUge7xs3bsRzzz2n1Id+/6wRrkSJEsrBc9q0adi1axfGjh2Lrl27ap4j8xCm881YhUxKzUwZLGJjYzF9+nSPpIZYyT46WTcNmYe3LN+MjGRNLXI+a9as0ncuM2R5W9YmQ4YMKoOOVVKaHm9mvH3p38o+W+YtKDNKGCHn4+LiNHklaNjkhBZ6ieFt2EjvSGmNexbff/+9Mn+mdL6BlAC7P540aZImYopGtmzZDJPb9No4aNAglZxtXFycVK4JAJYuXYq5c+fqPqdAgQLcdZi8N6t5zIwgPDzctEGerg/N81SsWFGTrwcAVq9erUqm3axZM+TPn9+wtI4NMWxyPp2AJhP37NmDv/76i3vfgwcPFFIISPYClW3ufVGur+pqIxn0YfD+/fvImDGjVH4F0PeWBJI9bo3IsRiVtSldujQ3QSuLzJkzo2fPnrqyIUYhIo/Jguh0OjF69GjDSYi8ffieOHEiVq1ahYoVK6oMWUAy2UZ7IgP6G68iRYooBDeQHP5tRnKDjDly4PXz81M+420sPCHnacmKcuXKqcpgNyqsZBB9nX0njRs31iTA4xEXMTExePXVV/HRRx8BSCYKyMGe/J/27Lt06RIAdeLW4sWLY8+ePZg7dy4++eQTqSEDMEbOE4SEhCibIJqc79KlCypVqqRJUkwnS6XfmSfJIWXvhIAQeHpe1pUqVVKiXvTIeeJhYlSn+7PPPkPnzp2RN29exUse0M5P9G+4evUqd41Zs2aNikAVjR8i2+RyuVQkk7+/PzJkyIBatWpxv8dLMCtb62jSiP09fn5+ePPNN7F69WplXucdSvTIeZFXDXmn1atXR2xsrEbmZsyYMVwvGqfT6bHHZFJSktTzmR1DtWvXBvDkHet5zkdGRirzaUBAADJmzKj0ncjISOU+o+Q8PTfzxjnpR/ScsmHDBrRu3VpVBonCyJUrlzL+e/XqhcWLF2ue+corr3DbSJQQ3Iy8gNPplI4/kaF6165dqjICAwNVkSXt2rUTjg2jYOc+UV/Lnj27QtBXq1ZNdU1GzrNGE73vGbnmKfTK/vvvv332bBqkH9Prt1HpJxb0GGUlrHgEAAGdx4AYy4FkBxFZfg2Zx6WMnCeke2hoqHR/7WkC5acN1atXx5gxY1K7GjZsmAYt0aiH1CbE7969q4nqpp3j0jvYPXjOnDnRqlUr4f07duzAxo0bNZ93795duq4QZyaCAgUKeHR+MgKy7nnqCOFt0GszyX0nQ8mSJVVn4yJFimDLli2W9wY2nsAm51MZe/bsQZMmTZT/RKhSpYoyYSQkJGDMmDE4e/as6p5bt25h/PjxuHjxIoBkkiMqKkr6fF+U66u62kgG8fAFjMkvbNy4EfPmzQOQTCyKkovIEu3RkOm9kQO5iCjgweFwoGfPnqZ15EQ6bKRNxo4dqyK6yUHMz88Pfn5+hq3W3j58R0REqMhEb2LdunWYM2eO8jeRcmnbtq3i2cli/fr1mDp1qipxKdnc8X67JwY0OhSeJsMAPrErus5uPkePHo0KFSqo+pBM95j1wgSSPdFHjBih6hfFihUDoCWp6cM6qZeIfDYia0OjZcuWeOONN1CzZk0VebBw4UKNpj1drtn34nK5EB0drclVQb9zkUQU+ZztH3Q7LVu2DNOmTVO+IzrMkN/YuHFjjBkzRpiUSYYyZcoov4MlVocOHaqQNzQ5TxM6JUqUUJGSormBfof0fOl0OrFv3z5Mnz6d+z3ebxe1LaDuSw8ePFAZvB0OB4KDg1XzHy8ZNEtYhYaGqjxpaIMejfDwcHTq1Anjx4/XeM3LDkeAuk1WrVqlITwPHjzIrSs9N9EGez2MGjUKq1atUghouk1545E+pJF+wJPEEZHz3bp1E8q+EJKOHrPTp09Hr169NPfRZbjdbuXds4YxnlFn2rRp+Oabb7h14MFMUlqXywV/f3/Ex8dr5siIiAhhQkJ6XidjQSYjZha7d+/WSB6KEtlnz55dMcwSIyyBzIuN3lexeyHZHoCUOXfuXE0knFlUrlxZ5YnmdDpx48YN4f0yWQXZeiOLHOSBjBU6KsnqAZwmJNhxxuvvBFevXlX+Tc8rXbp0kf5WIwlhixYtqvH2JnMFbQDnIa0RLN5C+fLlhXtsGapUqWI58bING6kJM2e9P/74w4c1MQYiZ0P2lz///HNqVserMHue8ff35/IhvXv3VjkPpAWQs6kvPeetgG4/m2BPXXiW0ewZxOjRo1UeHECyji3BqVOnMGDAAM33Ro0aZVmjkSA2NhaDBw/GtWvXcPnyZcTExKB8+fLInTs3bt26hZ9//lnZPDudTrz77ruGNkm+KNdXdbWRnAyrQYMGyJEjhyFPRfrAs3btWs11cjg1esgYP3688NrChQuRmJhoaGHdtWuXZeL7wIEDwu/27dsXbrcbERERqoSYRCbFbMitLz3jCAoVKoRz585xr/GIvSpVqnDvJWQyQVhYmG70QuHChVG4cGHFS/z27ds+85wneuA80CTZ2LFjUadOHRw7dgxbtmxRPicg7yQqKgovvvii8vnatWuxe/duTJgwQUrO89o0NDRUE7UwdepUJcmSCLQcEKkDHepulpwPCgpSvJXLly+PQ4cOGfqebMyJNlpEpoUG3d9FmvMiz3n6flaKSk9z3uVymSaNaJDID1bWJiIiAhEREQgLC8ODBw/g5+eHr776SiqpIDJ60p5JRo2Z9Pd4z+BdY8n5SZMm4fHjx9i9eze3/AYNGqBBgwaKvvLEiRNRo0YNvP3220qE0Oeffw7gCZEvIpldLhdiYmK412RhxSxKlSqlkXygk1ATsvX7779HQkKC8tsKFCiAHTt2cPsCbwyVKlUK//zzDwB1/3O73XA6nUhMTMSmTZsUD1rWu2zkyJFYv369KtImKChI+S6QPDdcvXoVAQEB2LdvH+Lj4xEdHc31nKcJx8KFC3OTjtLfS0pKUsYRO4Y91X8HktvZjMGDoH79+qr9QkBAAHdcTJkyBQ6HA/nz58f58+dVsmhA8vsUoWTJkmjXrp0hT1t2rhFFhmTPnh1jxoxR1g1RGTNnzgTwZL6gpVJCQ0MVSTNALr9C2iRXrlwqj24rCA0NVcm5ORwOhIWFoUWLFujevTuCgoKUhNA//PADDhw4gMOHD3PLkq03Zg/ePM/5QoUKYf/+/brfzZgxoypPEb3PZN9hyZIlsXv3bsTGxiIsLExlHKTHDF0GbVThITg4WBm/IkydOhVJSUmqiJaJEydi586dCAwMlDrBpDWCRYSAgAA8evQIQ4YMQUJCAjf/E43atWvj5s2bpknItBT9nClTJsvybja8B5fLlS6SL6fEWc+bOHDgAC5evKjMjcQ4/DR4zj8Nv0EEIvtSv379VK6JGmQtmzp1qupcbSPlkb5mojSAv//+G2fOnFH9R3u2PHjwQHP9zJkzXlmYcuTIgXHjxikhu0lJSTh69Ch2796NQ4cOKYeMrFmzYvjw4RrJjJQs11d1tZF82KlWrZrUq8XM4SsgIADFixdHdHS05hqRDSDYs2ePrga70c15jhw5LOuWiogCIJkMmDhxouZ65cqV8cUXX5jOa5AxY0b069dPGtniKRYvXizUuWPJu++++06l8+8tEE9JOmmmt8l5GejEvREREfDz80O3bt00z6Xvff7551UGmMyZMyvGKBk5z5YjQsaMGaVyB0Cy/MTYsWNRsGBBAMnRKTRJY0bWhsWUKVOwefNm6T2kf8gIBDPes0Y858kmzojmPIGI4CIbVE8TPhEiU7TW9uvXT4kgypIli1SqwAg5T34rm1uDhWi+MSo9RTyEyZxuRHIlIiICQUFBmDVrFmJjY1XX3nvvPTRr1ozbH81IoBDUqlVL42FPwFsLyHO7dOkCILnPsNIQuXLlwvr164XPbNGihUrGiueJlJiYqLzjQoUKKf2LjeoiiZwJ4de6dWu0a9dOVRbJ+UDqHhYWhvDwcFUdSP8TeXSL4Ha7hfOtGQOQCHXr1sXevXsN3UvLIw0cOFAjV8PrMyRBL4nUoNtt/fr1wkRiQHJSdVZahJ7PCTJkyKAZL6J2JrmLeBJ99NxGInTIXpSeD9jfycqvEMTFxan6uMywKUJsbKwSEcVr36CgIAwfPhx58uTR1NHIuaJ69eqaxPWiZNEikN9It4PRXDzsOixrl8yZM+Orr75C27ZtVclnafCSguutrbt27VLWZyC57nTSZ5fLpSmjcOHCiImJgcPhkM7VshwHIngz8R+QbFiKj48X5pmhozEiIyMNRbZaNTqkNMHJ5luiYcUoySI1PUj1DE/pBd5Yx2zwceHCBVO5O9Iy6LOu0XkkJiZGlf8pPSAkJATx8fHCNS61QOZ8IzLINnwL23M+naFgwYKYOnUq9u3bh2+++Qbnzp3DjRs3EBwcjNy5c+Pll19GRESEaaLDF+X6qq425NizZ48pzXE/Pz+uRz0AvP/++3j33XcVOQQ9bfu0DqvGgK5duyIpKUlDdHkL2bNn160b8eT0lcYpkdopUqQIrly5AkCeENZXmos8HVjWG5McmHgHSHIQ8AY5bwRBQUFo2LCh8Dqpj5UNdMaMGTXex1WrVuV604uMYjExMahZs6b0OeXLl8evv/4KQK45b1TWhqeVLfr9derUMZSbQg96ZAIvwabRstq2bYtSpUqp8jJkzJgRNWrUQJ8+fYTlDBo0CG3atFHlXcmTJw8uXbpkeI4mZHy9evUQFxcnjcCbOXOmhkhs166dijwvWbIkRo4cyf3+e++9x/28f//+Qn1mkZQPwB9fxIuW7q+8+5577jmULFmS67nJEq+EpPT398e0adMwePBgJCUloUuXLpr6TZs2DcePH9eUSd5H3bp14XK5sGDBAmzevBkVK1ZU6kr3dzYhGCErjSSZpMcCTc6zY9jI/PT2229ryL7Zs2ejX79+yt/BwcFo0KCBRqN8w4YNyJAhA2bOnInixYurnud0OjUyQGTOz507N/79919VWb169UKZMmVUuUJkxGXWrFlRo0YNFXHYqlUr9O3bVzEK7N69G5kzZ4bL5VJ5XwPQ/E0gm2eJAYE2uObKlUvzGds3Rd7/BQoUUO5l18OxY8caijRp164dDhw4gDVr1phej2RrHJkHatSoobyTypUr48iRI8LvEQ/zDz74QJUDiCdr8+DBAwwcOBBff/21VE6BNSDIIjQTEhJ0SX+eoVnWbkQ2atOmTUrEYc6cOdG2bVslObzL5dL0G3oNkM3VhQsXxvfff69rpKXRuHFjLFiwwPD9eqAdG3goWrSo0j+Nkl7BwcHSaAMRUtpzXiaF5A3JoaCgoFTzvs+ePTvat2+PGTNmpMrzvQUz59HUhB1lkXZgdC3s1KmTUKrXhjmQNS89RLk87UgfM2YagqeakixIyL0Z+Pv7o06dOqYzMadGub6qqw0xvEmgu1wuZMmSBS+++CJ++uknr5WbHuHn55cqXjS0Z7QR4scqihQpgr179yI4OBhHjhwBIPecT4kFnHjzk0M0QWRkJO7evcudO0n9zMra+AqEnBd5X5rFhx9+qGp78ltEh2IjG9dly5ZhwIABOHDggOpzEeHdtWtXDBs2TEjO89qebXNaNiStoXjx4qhZsyaKFCmCFStWIEuWLBqvcj8/P0Uag8aMGTPw3nvv4fbt23C73XC5XMiXLx+cTifGjx+P7du3c8l53lirV6+eIkNTtWpVXSOGFb1+IyBe7mZRr149nDhxQvUZIUhZDXEeVq9erUj1AGLimybnyThISkrC66+/riQaJggNDeW2E9t3y5Urp+TO+eKLLwDID4xRUVFISEhA9erVdX8XPRZEmvNGQZIU0+DlExg3bpzmMyKhMnHiRN3nOJ1OZMyYEYUKFcLo0aPxv//9T+URWaRIEVOScaS9yTstW7Ys+vfvr7y/sLAwle49OxeJvH9l5Lzb7daMoZYtW6JYsWIq4zj9HoYOHYrLly8LyyRzIC1PlCNHDlP7elmkmgyyNZgY9WhppPnz58PtdmPYsGHS8p5//nnV5zzP+fv376NDhw64fv26lJxn530ZYcqO75o1a2Lfvn3C+4lnsazdSJkOhwMDBgzARx99pFkrXS6XZs2SRZDRCAoKMu1l3r17d1y+fJkbFffmm29i0aJFpsrj5XWpUKECjh49qrnXKFFqVWaUfd+5c+fGvXv3cPv2bUvl6cFXyZqJDJAvvL5HjBiBLFmy4J133tG9N71JrfCQLVs2XXnItABf9VFfI7WT03oL3333nfLvp1nWJq2iZs2a2Llzp+GoOBu+Q/qf9W3YsOFzzJo1SyEozKJz586mpWRsPIER2RJvgRzIRN6AdD1SgpzPmDEj4uPjUatWLdXnTqcTrVq14hLS5KDsLTLcU5DDnVkpARFcLhc3esJTjzVeqD1pyxYtWqhIrcjISC5RLCPnWdJs27ZtWLdunUd19hUCAgIwY8YMhbw0E/VQs2ZNRe6EvPMMGTLg0KFDiIiIUAx8ZBwRT3he+3/wwQcKQexLlC9fXslz4E106dIFBw8eVH3WuHFjHDx40PABYO/evYrUicjgRsa6v7+/rhepCDKjnsiznYa/vz86duxoaByy5Ly3CJj27dujWbNmXimLgESL+fn5weVyYdOmTahQoQLatGnj0bNGjBgB4Mk60qlTJ2TKlEm4vtARREuWLFH11wMHDiiGMpnBj3fN4XCgYsWKKhJ72rRpitd7QECAlCigyXlyH5nzmzdvbijajheZYQR0X122bJnqGpH9odcKh8MBPz8/4VpE2oclJMk7GTFihFJXUr5ZEoW+nw2fZ985TRBPnjxZJbO0Y8cOrFmzRvd59DsnSejZdg4ODpa2PfnN9erVw6ZNm1TXrEQyyhw9eDkq9MDOeR999JFG7oX2nDfyzqyS86z38fbt2y1HrBqBr8h5IhHki0iAypUrS3NxEDgcDuG7qlevHgYOHOjtqvkEr7zySmpXwRBu3bqV2lWwhKeFnKfzxNje2ymPyMhIHDp0yCbn0wBsz3kbNmzoIigoyLKcCi9Bsg3j0POM9gVo71MWKUnOWwHxzJPVj0hpyUKivQUybozI7FiBt/pHTEwMatSooYq8MfuuZWGRbF/KmTOnIe1bFsuWLVOSF/sahBBkySy9Q78sWoKQgKRty5QpgzVr1qSq/iRL7HmCoUOHKpIjIr1mM4bG4OBg5T2IxhCtOS+bu2QgxhHewYRNIutN0OQ8r86HDh3iaqo6HA7NoXzw4MFerx8xDnnbOEyiF8hcQcon769atWqq++n5jc5RVLJkSQQEBChtyBLwW7ZswbZt27Bo0SIpcU/GZY4cOVCkSBHFqORyuaTjvUePHrh79y6KFi2qIeeJAYIk3+zYsSNWrlypKYN8jzzHz89P2H8nTpyI3377DcCTfv/qq69qHCCI5zxv3yYaR+SZrCc4eTeNGjVC8eLF8frrryvlmyVAExISEB8fj3v37sHlcqneM7tuREVFYefOncrvoGWWiByRHnjvnK1zYGCgIZI3Q4YMKFSoEMaNG4eHDx9i7NixSiRQTEwMTp48iR07dliuF69uRsB6zhcoUEAjh2d2n2CVnOfJTfH68ujRozF69GhUqVIFr732mip/hxkYMZyZxaZNm7BhwwZhsmVP4XQ6DUvuiN5X5cqVvebwERUVhf/++w/ffvutV8pj4SspTm8jrTj0mMXTQs7TSK/vIr0jLSX0fpZhe87bsGHDRjpASoa3iogOIO2T84RYkG1YCxQogDVr1qB169Y+rw85mHjrICWCp+RZUFCQRpKDlZ7QQ9u2bdGpUycNsQZ47wBRvnx501JwVkHeHZuEVY+klUVLsOQ8AJQoUeKpCeONioryugZo37598cYbbwg1zEl7BwcHW/acb9CgAZYsWcJNqkjK8tYc3KVLFzRo0AAlS5bEoEGDpHUWHZa8nVRSBDL2fbX+kDFGxoXD4cB3332HN954Q/e7+/fvVxLOitas/PnzK567sjWLPJ/MU7TBRzY28+TJgw8++EA1nkURBW+99Rb3czO5BiIiIhATE6OqI5GNpD3RiWc7HRFA0L17d65hmrQPSxzSRC8pj8yJRMddhLFjxyIuLk7zjIwZM2qew767ihUrIjo6GoB8PBuRtQHkETBGyHnSNxo0aIBmzZrhhx9+UOakTp06YcyYMarvNW7cGAA/2bk3ySfyLkgbyfYCst/52WefKflzMmXKpGrXjz/+2FB0lRFyvnfv3opk1Ysvvqi0k7chI5pkRHShQoWUf9P7FlG7fvjhh6brxRuXLGSe87wkxlaRKVMmDBo0SPP57t27vVJ+epHmiY6ORp8+fbySqyCl0KtXL585/qQm0kufsWHDF7B7vw0bNmykYYSHhwOAxhPKl5B5cjZu3Bh+fn6K5EdaQ+7cudGnTx/uYYNGShGi3pa1EcEXHg/kMGqUnM+QIQNiYmK4h1irnnhmMHr0aE04vycQec7r9RtyuOO9c1KmjEBZvHixz5JPp1UsXrxYlRyURtasWdG3b1/hga158+YYPXo0Xn75Zcue8w6HQ+WRTcNsMkU95MiRA+PGjcPq1atRs2ZNDflnBAsXLpQm4/UWfE3Ot2rVCiNGjFBFBwQFBRmamwMDA5VxRCIeeDl3SJ+QkfPs/EnI04CAAEXbfOrUqfj444+ldYqPj0eHDh1Un61YsQKffvqp8Du0x7wZ0AYEIDkChuQN4cnaELz44ovYuHGj5nPyrlnPeXruJqQiKZ/OCcGiU6dOaNiwIQoUKID27dsDkL8D3jv3ZI1+/fXXVUYsWTvL2l5kPOPVbezYsQrBTa7zDGnt2rXzSLKsUKFCaNGiBYAnchwycp6O/hG1ad68eRVZGna9rlChgjJG6tatK6wXL6km227du3dX1kajmu6sDNCIESPQv39/aYJ0h8OBadOmca/p7afZNurZsye+//577r1G8ozQYMl5kYyEw+EQ7uu8ud/z8/Pjluet/XF68MbNkycPQkJC0K1btzTreCRCWs3dZBUjRoxAqVKlUrsaNmykGmxy3oYNGzbSMDp06IC9e/emaGiozHO+VKlSOHz4sE906WJjY7FgwQKPynA4HOjWrZtPdU7NgLw3X4dp+uIAZNZzXoSJEyd6PZk6D40bN+Ymw7QK1kuUoF69etLvFSxYEAC4idBZD10eKlasiHbt2pmqa3pHxYoVLRv8XC4XGjdurCKezJLzMpCyfGXMIwSVGXI+V65cmlwcNHLnzu1xvQBj3rhmQa9lLpcLzZs397hty5Yti5kzZ3IT5BI5FB5xTyM8PBzDhw8HoCa+X3vtNcyfPx+1a9dG3rx5TdetTJkymmS5EyZMUHJukLmbtAEv8ogHOhEykNyWxDBYs2ZNADCkbU1AJ0+lQROj5N0Rct4oCGEt8vKMjo5Wkl/TkDkKEJD6duvWDWvXrlU+HzRokIp0Z+WDeM/hwUgdCBo2bKgYcwjy5cunua9o0aJYvnw5twzeukEwdOhQrF27Fps2bVL6KgEvP1GxYsWEZWXLlg0vv/yy8rfD4VB0+Xne/qT98uXLh71796qukf0Wbw7ntZtMdokHVl89d+7c6NKli3TecDqdmuTGZkHaNCQkBA6HQxj9YgYul0tFzi9cuFB4r+j3OZ1O5RodsTF48GDTe1+REUC0HhlJ5k4jrZPzgYGB2LZtm/K3N/cONoyBbnPZ/GfDxrMAW3Pehg0bNtIwHA4HgoODU3SDa+Yw6k08jYSkTH/cG/BlTgJvkfMpJUPjbfDI+YMHD+q2dZYsWbgJc4EnHntmyS0bxmDVc14Gb8vasOjduzdCQ0NRokQJr5W5ZMkS/PHHHx6XQwggbxmHFy5caIngNgKiY8+iZs2amDt3rq4Ey9y5c5V/s7I2xEOc9AGWbDeKTJky4e7duwoJSpdJ2nrixIm4ffu2blmtWrXC+fPnuQbJatWqCecgK3UmkJHzc+bMUUmf0MSinhxejx49uJ+bMbZlz55dmruDlMUjPGXlm90PkfWyUqVK2Lp1K5o2bYo9e/Zw761WrRr+++8/nDx5UvmMR4wTZM6cWfUbixUrpkjrsIa0L7/8kmv4I7+/RYsW8Pf3V3mEN2jQQEnAzYJ8z+VyITg4GNOnT8c///yD6dOnI3/+/Pj444+5mFNGnAAAIABJREFUhgheu5n1nGdhRBZGlrtBBLaP3LlzB8ATw17Hjh2V5NM0Vq5ciVOnTmm08+Pj4zXRJU6nUxOdwkNSUpJwzaHJefrdtm/fHrVq1YLT6TQsF1SqVCmu8VU05xP5F6NI6+S8t/OppDbSo0Ti0yjNY8OGVdie8zZs2LCRDjBq1Cg0adIkRZ7lC4LrWYWvZW3SAzmfXkEIAPrdear1yspCpCaeRl1PWdSPVfjacz44OBjdunXzavl58uSRetYbRaVKlfDWW29ppFo8Kc8qOR8XF4f169eb/p7D4UB4eLip9qVlbWiQedZqZMLHH3+MkSNHqj5j5VYCAwNVyU9FCA4OxvDhwy0TnEZBk/OEyKLnREIms8YPM+S8CEYkn0h0gJ7BhJ3vpk2bhnnz5gEAQkNDMXDgQG5bWiXnCxUqhPj4eEWakIePPvpIiRYkZCj5re+9956iZ547d274+/trIhbXrVuHDz74QPU90tZZs2bVlAk86dtZsmSRjolXXnmF+zlpj1q1ain3ZMqUCQUKFOCuKTJyXmb0k12TkfOkTk6nU3kXL7zwgqHoPWI8J+1y8+ZNAPyom4oVK6Jnz54AkvM9vPbaa7rlk3rREL2D27dvS8l5EfLnz6+J3hBhx44diIiI4JZHt/GUKVMMGRR4sLLPWLFiBRYtWqT6jCTW9jZ8Qc43bdr0mZMm9AQ0OZ8SxoXVq1dzk7PbsJEW8HSZC208kxg2bJihxZX2irJhI72hdOnSGDVqVIo8yxcE17MKX3vOE/jigJHWk//6GiJZG08g84pMaZQoUQInTpzw+XOmTJnCTUDpC1jRb9cDIZdSywNw6NChKZKzgQc/Pz+u3EhqwIxEi6dg9dwJSB+w2r+KFSsmlBpJDWNZhQoVcPToUc3nO3bswN69ezF58mSN3nfOnDnx5ptvKn9v27YNiYmJ8PPzw8SJE3Hp0iXMnDlTRbKQdjTrIWmEGK9QoQK2bdumEJLBwcHcZO+spzFNPjscDnTo0AFffvmlpj1y586Npk2bCr37WbDzhdG1mbQz+f7zzz+vJE7t378/ypcvz/VMZ5+r9zyiUZ8lSxbpvoSVL+HJApG2ZPsIDd4+0oisTY4cOfDPP/8ofy9YsABr1qzB3r17pZrxb775JkaPHg2Xy6W0Sa5cuYQ5RQhq166t6Piz4K3b3bp1U0lQGSUV2XVE9FuuX78uTQhL4MlalytXLk15NKKjo/Htt9/i1VdftTw/WSFby5Qpg2vXrqk+K168OHLnzo1///3XVFmTJk3C0qVL8b///Y973RfrekBAgMfSch07dnxmCOSU9pwvWbJkij7Phg0zsMl5GzZs2LChgqcEhI0nIIfP9Og5bzYh7NMGnue8p6hevTpiY2PRvHlzr5VpFXPmzMHZs2d9/pxXX33V588gIO8sc+bMXiuTjGEjUgq+QFRUVKo891mGiJz3heRbaq2z+/btg8vlUnTHhw0bhi+//BJAMmlHjLIs8bpz507V3/S4iIiIwNatWwGoSbm8efOiUqVK6Natm6W66rUR7SnM6qETGCEXp0+frjFYOp1OvPfee/qV/H907twZV65cUSU1nD9/PqKjo7n3k3Yi7VioUCEAye0eEhKC/fv3G4qOsELOswSoEdB7DbI2ysh53rsj40o2T9PkfFJSEipXrozVq1cDkM/FQUFBSrmk3WTa+wRTpkwRSh/xPOdFpHP+/Plx/vx54XPYvZookkjPc96bHsai/WOPHj0Uo5S3PZrHjh2riSKiwfYbl8tlyUBQuHBh6fes7J379OmDAgUKIEuWLOjXr5/mOpFDA/T7A41q1aopSb1r1KjxzJDzvnZesmEjPcEm522ke0yYMMFQCLANGzaMoVy5cgCgaJnasA5yUE6PCWGfdXKeEAihoaFeK9PPzy/N5FYICQlBxYoVU7saXkWxYsUwceJEoSSDFdSrVw8PHjzQTQRs4+kBmftYUtQXkm+EhEppz3mW4GzZsiVatmyp/F2+fHkAT/YDRsEjOF0ulzTxpQjejIQxQi6GhISgatWqHj0nZ86citQMAas7zqsX8aDu1KkTqlWrpng1G5UtMtqPZFItLLp3746///5bVU96r3H37l0Axj3nyVmtTZs2yJw5MypVqsT9zptvvon79+/j559/BvBkvBE5OBk5TxvUsmfPjjVr1hjay8r6h9GIt+eeew69evVC/vz5NVEB4eHhOHz4sKm9mq8953nlicD2q0aNGqFx48a6+vOi36s3r7ARmwEBAZbmSJfLJd3Din57yZIlcerUKe5cT4yMv/32G/e7gYGByrtr2LAhFi9ebKiuXbt2xaVLl3D69GlVvhdvRm+mRaS0rI0NG2kZNjlvw4YNGzZUeP7553HgwAGN3q4Na+jUqRMaNWrkk7J9SewEBASgRIkSiq7qs4h58+apPCBtpH14OwGx0+lME5EONlIO/fv3x3PPPYf8+fOrPvdFVJmvEw5bRYUKFTxKKmuEZPn000+l0ibejFRI66QPIeedTqcl2QVZG/Xo0QMff/wxgOT3umrVKhQsWJAraUSjd+/eyr9J36f7KfHyl+mt0/UqW7YsgGQCvWnTpsrnBQsWVIwAoaGh6NWrF3799VfFc5iQq23atMHhw4e55HylSpXw448/avatVhJts32F10d5/UmWE2PChAk4deqUoX6YJ08e1KxZUzgn+Pn56Zazdu1a3Lp1y9D+zYjBgNcmeoaj3r17o2nTpti3bx8uXryI06dPK7kA9OY7llCnvdHNwOl0SseG6LevWrUKFy9exFdffcVNAgyI5xS6rmbq7HQ6UaZMGZw+fVqpc6ZMmUyR82l9nuPBTghrw8YTpK2doA0bNmzYSBOwiXnvISYmxtIB0Qx8Qez4+flhzZo1Qu+2ZwFVqlTRJOGzYcPG043g4GC0bdtWQ3SQeZZ4NXsDT5t8nJlosSJFikiTV7I68Z4grRk/CAgJKdNRN4JOnToJr0VHR+Pw4cMAgLp16+LgwYMIDQ011SbE054mCkNCQhAfH4/SpUsLv0d+X1RUlDBJ5ooVK7Bz507MmTMHy5cvB5AcuUFIUeKZX7t2bcTHx0sTzxpNXLp48WKsXbuWe80XBGdISIgqgmLFihXYsGED995t27bh3XffNZQQVjQ2ihcvbjj61eFwSKMfAO34MdLO3bt3R0BAAD788EPltxNDh14bs8S/v7+/x57zPAkhkee8w+FAvnz5EBkZKSxb9BsCAgKUec2IpBKB0+lUfiORjKLzzWTLlk33PaV3cj6tztM2bKQU7BFgw4YNGzZs2LBhw4YNGxI4nU7MnTsXw4cP91qZadVz3iqKFCkCAPjrr788LssXnvOpZQzZuHEjZs+erfmcOEJ4KpvVqlUrw5EOhJAkbdKkSRPd7xB5txs3bpiqF3l3Q4cOFSa0DQ4ORs6cOVG1alWVsaZ69eoYP368ochDYgwyKgNUsWJFFC9e3NC9PHiaVLJMmTIoWrQoALFsjkzWxtsk7DfffCMlktnnma0Dkakh5LzefBcaGorVq1cr/c6I5/w777yj+YzWqq9Zs6bmul7UgJV5OSAgACVLlkRcXJypSD66rsQY1r59e+W62+1Ol+S7HmhDrqdGShs20juejp2gDRs2bNiw8Qzjadyw27Bhw0ZaQ3h4uFcJhOzZswOAR0ShJ1iyZIlXEw8SwvH69esel0XWNW+Q86lt/ChcuDBeeuklzecZMmTA4cOHDRHk3gZpEyM6+56S81bgcDhQv359Q++OEHxGPedlCA8PBwAMGTKEa4jLkyePMm69gU8++QQffvih5nOZ5zwhuYlxxxt7QFk788h5MyDe6zQ5P378eOl3SpYsqfQf2qtchDZt2mg+c7lcaN26terZNPTIedl1mec8ABQoUEBaNu9Z5DcGBgYiPj5e6YsAkDt3bu4zvS3ll9KwZW1s2HgCm5y3YcOGDRs20imeNkkEGzZs2HiWULBgQcTFxaFx48ap8vwXXnhBKktiFoGBgRg+fDhGjx7tcVneNDqnZQN2ahkOzEQTmCHnZ8yYoSTB9GbyZB6IzAch582SxjxP+6pVqyI+Ph6tWrVCixYtVNfmzp2LJUuWWKwtH/nz50f16tUxfPhwrF69Wvlc1GedTicaNmyId955B3Xr1gXgHSlK2Rgh+QXI++S1My1b1KVLF9U14jlPt3fBggV160R7VZNxMm7cON3vEbhcLkRFReGHH37gEu16/cXI2IyKilL9bdVAROcSIMYMUpbT6cRHH33ErU96T1Z//PhxAFD6sg0bzzLshLA2bNiwYcNGOgXRFLVDQW3YsGEjfcKsh2VaB0toWoU3ZW1saGGmfTNnzozAwEC0bdtW915aPsTXDgTbt29HQkKCVHNfhk8//RRXr141fD/tyextsONGRAy7XC64XC60adNGIXHNkPN9+vThjlEZET1jxgz8+eefuH//PoBk0phNmJ0zZ04AyQmIo6OjVddYz/mEhASFiG7YsCHatm2Lrl27ap5LSH26frlz55b+Phq0hBMxMPGui2AkmoDt41YNJbTnPCmTkPNhYWEIDQ3lGlDSe14kkqx68ODBqVwTGzZSH7bnvA0bNmzYsJFO0aVLF6xdu5Z76LBhw4YNGzbSK7wpa+NyuVC+fHn069fP47KeFrBEoAwOhwP79+9H7dq1fVwrcwgODkZISAhmzJiBnj17mv5+3rx5Ub58eR/UzHOQ98MS6TwPcB4hLBo33bp1Q7Zs2YTP4yEkJASVK1dWJEhcLhdCQ0MRHx+P7777Dp9//rlyL4/wZjXnaXI+U6ZMwndAe85byRtB16V169Ya+SA9WRtZNIFVcr5p06bYuHEjVqxYoakLWyYh52l5HxY0OU8SyaYndOjQAYB3E63bsJFeYZPzNmzYsGHDRjqF0+lMNa1iGzZs2LBhw1fQI87MwOFwYNmyZahYsaLXykzvIARteve8BZJzNlgh59MywsLCEBkZib59+yqftW7dWkm6TINHCLNa3iVLlpRGtURGRurWiZDsNOkdFBSkchCRkfM9e/ZE5cqVkS9fPkPGobx58yr/NhrpQXvW03OI0+lE9erVVffqec4bIedZsO9ixowZGDJkCACgfv36eO+991C4cGFNUmH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"text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 368, "width": 755 } }, "output_type": "display_data" } ], "source": [ "folded_lc = flat_lc.fold(period=3.5225)\n", "folded_lc.plot();" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "image/png": 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uUtXtVlasVJDM9fT0hLOzM1JTU8t83Js3bzBmzBiYmJhgw4YNePDgAQICAsT6YdevX0eTJk3w008/QVNTE6mpqUXqqsXHx0NaWhqzZ8+GgoLCZ6dNZWZmIiEhodjHBEFAWFgYevTogVq1amHhwoVo3bo1TE1N0bFjR+jp6aFHjx4YOHAgjIyMsGnTpiKlawp7rVNSUuDl5YXt27cjMzMT48ePx9atW2FgYAA/Pz80b94clpaW6NOnD+bPn4/U1FQ4OTnB398fHTp0gI2NDWrVqoWlS5ciMzMToaGhGD58OFauXFnq9eXn52Pnzp2YOHEirl27hhUrVmD48OHYvHkz3NzcMHr0aCxYsAArV67EP//8A3d3d5w7dw5+fn6wt7fH+PHj8ddffyEuLg52dnaoXr06unXrhrS0NFy6dKnYe+bg4ABPT88i9eaAgg7Et2/fYtq0aXj+/DmSkpLEx3Jzc3H16tVijytNSkoKpk+fDjMzM5w7d67YfYKDg3Hv3j2EhYV9VUmeH0V+fj7+/vvvCi89FB4ejhkzZiAyMrJC2yUiIiIiIqoK0dHRkJaWhrKyMhYuXIhdu3bh33//hampKaSkpGBnZ4fGjRtj9uzZuHr1Kl6/fo1jx45h5MiRkJGRQfPmzTFgwABkZ2dj+PDhACAx0hwoqAKgpaUlDhLt3bs36tWrh4CAACQlJYmLwRZq3bo1bty4AUdHR0RGRmLevHno0KEDZGRk0LNnT5w4cQI3b94UR9kDQK1atdCiRQuEhoaiZcuW2Lhxo5iYBwpq2nt5eWH06NGYO3euuN3AwABdunRBgwYNsHPnTonEfLdu3fDixQvcunULz549w+vXr8Vra9euHVq0aIHVq1eLJXieP38OU1NTPH36FJs2bcK///4rtnXy5Ek4ODhI1PC/ePEiXr9+jYEDB4rb5OTk0LZtWzx79gy9evXCTz/9BAAwNDREjRo1sHjxYuzduxf379/nundfgSPnv4CSkhKaN28u/rl69SrCwsIq/byurq7iIpy//PILbG1t0aRJE/Hx9+/fw8XFBXFxccjNzYWzszN8fHygqKhY5e1WVqw/uszMTNja2uLMmTOQl5fH2bNnYWdnB11dXYn9YmJi4OfnB2NjY3Tt2hUfP37EnDlz8OHDB/j6+kJbWxuysrKYOnUqPDw8oKuri+vXr0NbWxsAoKWlBaBgsdZff/1VbDc+Ph5NmzZFvXr10K1bN0RERMDExARSUlLIzMyEvLy8xEhtT09PBAQEYP78+Rg3bpxEjFevXsXjx4+xePFiAICsrCzWrVuH2NhYpKamIiMjA+np6cjIyMDLly/x999/IzU1FRYWFpCSkhJ7kaOiorBu3TrxDXTnzp04dOgQunTpIvbguru74/Tp04iJiUG/fv3QqlUriThr1aoFR0dHTJ8+HX369EFGRgZ+++03hIWFYcaMGahXr16Rn8W9e/ewdu1axMbGYty4cZg1axaSkpLg7e2NLVu2QF9fH2ZmZgAK3kQXLlwINzc3BAQEoGbNmmjSpAmaN2+Ovn37ok2bNvj9998BAE2bNkXDhg1x6tSpIiPV9+/fj/DwcMjIyODq1atwcnLCL7/8Ij5+6NAhNG/eHKNGjYKPjw+io6PF+7Jnzx64u7tDVVUVxsbGMDQ0RK1atUp7uiE1NRXz58+HlJQU9PT0YGtrix07dqBx48YS+/j6+mLw4MFISUnBqlWrsGfPHtSsWbPUtsvj3bt3OHfuHAYOHFihZXOysrKQn59fpORRSXJzc/Hq1auvGhmQn5+PVatWITQ0FPLy8ti6das4uuJrHT9+HACwZs0atG/fvlJeT589ewZlZWWxdNS3kpOTU+bZNWWRn58PX19ftG/fHm3btq2wdqniZGZmQlpautwzioiIiIjo+3H+/Hloa2vDwcEBkyZNwoYNG9CnTx+x9nv16tXh6ekJa2trzJw5E61bt4a0tLRYIx0A5s2bhyZNmkBPTw8AUK9ePfz666+4du0aOnTogHPnzmH27Nni/tWqVcPIkSPh6+uLnJycIiPnTUxMMGzYMCgqKkJWVjKN2rt3b+zbtw/h4eHQ0NCQ+L5qZGSE+Ph4WFpaFlvitlmzZmIlg0JSUlJYu3Ztsd9727Rpg59++gmRkZFifq1Vq1bicatXr4a1tTUmTZqEGTNmIDQ0FAAQEBCAuXPnYs2aNfDw8MDly5exePFi5ObmolevXmIHQEREBBo3bgxNTU2J8+rp6eH8+fMYOnSouK1GjRqwt7fHzp07sXbtWuTm5mL8+PFiDoTKSaAye/PmjfDixYsi23ft2iUMGjRIGDRokGBtbV0p57548aJ4DkNDQ+Hhw4fF7peRkSFMnTpV3NfPz6/K262sWD/18uVL8biXL1+W+bjv2Zs3b4SJEycKnTp1Es6cOSMkJycL06dPF3R0dITVq1cL6enpgiAIwqVLlwR9fX2hT58+go6OjjBlyhRhwoQJQo8ePYS7d+9KtBkXFyfo6OgIe/fuFdq3by+EhISIjw0YMEBYt26dxP4jRowQnJycBEEQhLNnzwo6OjrCxYsXhXXr1gn6+vrCxo0bxX3fv38vdO7cWTAyMhJ0dHSErVu3SrRlZ2cnDBkyRMjLyyvT9QcHB4vXeuTIEWHIkCFC+/bthYCAgLLfxM/Yu3evsGLFCuHhw4fCx48fhc6dOwve3t4S+zx79kywt7cX2rVrJxgYGAjR0dFF2klKShIyMzOLbL93757w7NkzIT8/v9Q43NzchD59+kjcmxcvXghdu3YVli1bJly7dk3o37+/0KtXLyEmJkYQhIL73bFjR8Hf318QBEGYOXOmMG/ePEEQBCEvL08YOnSoMGvWLMHOzk7o0KGD0Lt3b+Ht27clxpCTkyPMnj1b6Nq1q3D37l3h48ePwtChQwUjIyMhLS1N3G/Dhg1Cp06dhBcvXghPnjwROnXqJLi4uJR6feXl7Ows6OjoCOHh4RXa7pw5cwQjIyMhOztbYvvJkycFDw8PITc3V9yWk5MjzJs3T+jYsWOx7wNlkZeXJzg4OAjt2rUTgoKChDFjxggGBgbCx48fv+o6BKHg9UFXV1fw9PQUunTpIqxevfqr2/xPHz9+FP766y9h3rx5n30OV6YLFy4IXbt2FW7cuFHmY7KzsyV+nv9p3bp1go6OjjBt2rRyx3Pu3DlhypQppbZPknJycoRDhw4JOTk5ZT7G1NRUcHR0rMSoiIiIiOhbysnJEf766y/B19dXEISC3JKxsbGQlJRU7L6urq6Cjo6OsGLFis+2vWzZMmHMmDFCaGio0K5dOyElJUXi8bdv3wr6+vqCjo6OcPv27TLHnJubK/Tt21fQ0dERPDw8ynzcl7KzsxOMjIyE1atXC8OGDSvyeGZmprB69WpBR0dHGDBggPDkyRNBEATh9OnTgo6OjuDj4yN07dpVmDVrljB27Fhh9uzZgiAU5Oe6dOki+Pj4FGnz48ePQnh4eInfAdPT04Xo6Ogi+ab/VZWRj2RZm3KoU6eOxCjVqnTo0CHx3z179iwyzaaQgoICxo4dK/4/IiICeXl5VdpuZcX6o9uzZw+ePXsGHx8fcZrTpk2bYGFhgbCwMIwePRpBQUFYsGABWrdujbCwMHh4eCAtLQ2PHj3Chg0b0KxZM4k2W7VqhZ49e2Lt2rXIz8/HH3/8IT6mpaWFW7duif9///49Hj58KPbM6unpoXbt2pg5cyaCg4PRqlUr7NixQyxlFBISgtzcXGzatAnTp08XS/FcvnwZr1+/xokTJzBkyJAiNdhLMmzYMCxZsgT79u2Dra0tmjVrhoCAAIwaNeprb63IyMgIS5Ysgbq6OhQVFTFgwADxOoCC2uujR4/G+fPnYWlpiX379knUcyvUuHHjYkcWN23aFKqqqp8d/d2tWze8fv0aiYmJAArK2axatQoKCgriz3fXrl1o0aIFZs+ejS1btuDYsWPIzc0VF5LV09PD5cuXkZ2djdjYWDx+/BjTpk2Dg4MD9u/fj6ysLPz9998lxuDm5oZLly7B1dUVzZo1g6KiItzc3PD8+XPMnj0bR44cwYMHD7B7926MGzcOv/zyCxo2bIiZM2diz549iI+PL/N9L01GRgYOHTqEWrVqwdXVFSkpKRXSbkJCAi5cuCBeQ6GnT5/C3t4efn5+WLVqFQRBgCAIWLFiBWJiYiAtLY09e/aU6Rx5eXkIDQ3F5s2b4eHhgfnz5+PgwYNwcHDA8OHD4ezsjHfv3sHBweGrpwBGRkZCEASMGjUKs2bNQlBQUIWXCwsLC0NaWhqioqJw5MiRr2orOTkZgYGBRV7zU1JSsHr1akRHR0tMsSwkCAK8vb2RlpYGV1fXMt23W7duwcDAAEuXLi328cDAQPj7+0NXVxdXr17Fy5cvy3UtO3bswLVr13D79u1yHfep/Px8fPjw4YuP/95ERUXBzs6uzCWYcnJycO3aNZw9e/a/ZrqsIAjYsGEDdu7cKVFiLisrC+Hh4QgJCfmviZWIiIjoe5CQkIDU1FRxxHu7du0QGBgoMXO7kKysLMzNzbFly5YyjdZu3bo17t69i5CQELRv314sP1NISUkJgwYNgrS0dLHnK0lhaRsAFTYjujTdu3fHgwcPcPLkSTE38yl5eXlYWVnBx8cHW7duFdcI7Nq1K7p27Qpvb280bNgQzs7OGDt2LKKjo3H//n2cO3cO6enp6Nu3b5E2FRUVMWjQoBLzGNWrV0eHDh2K5Juo7Jic/w5kZGRIJFl69epV6v6dOnUSyzR8/PixxJrfldFuZcVKwNSpU+Hv74+WLVuK26SlpTFq1Cjs3r0bysrKWL16NTQ0NODm5gZ5eXno6+tj165dOHz4sMRxn5o9ezby8/NRs2ZN/Pbbb+J2TU1N3Lp1S0wuFC4YW1jTTFZWFmZmZjAxMUFYWBjWrVuH+vXrw9nZGdnZ2QgMDMTAgQNRt25dsWb54cOHMWPGDPTt2xc5OTni4iVlNXToUGzYsAHbtm2Dm5sbmjZtWq7jy8vIyAivXr1CZGQksrKyYGVlBSUlJQQFBcHIyKhCy2p8qlWrVlBSUkJgYCD2798PV1dXnD17FtbW1mKNtzp16sDDwwPTpk2Dt7c3XF1doaenJ5bg0dPTQ2ZmJuLi4hAcHIxmzZqJPztVVVVMmDAB+/btK7KuAAAcOHAA+/btg6WlJdq3by9ub9KkCdzc3CAlJYWlS5di5MiRUFRUlFhYZtSoUfj9999hZWWFZ8+effW9OHr0KNLT07Fp0ybIy8vDycmpzAlZLy8vLFy4EAYGBnBzc5M4buvWrVBTU4OxsTG2bNmC58+fIz8/H46OjqhVqxYsLS2xf/9+rF27Fhs2bMDBgwexbNkyGBkZITg4GGlpaZ+NITQ0FCtXrkR4eDhOnjyJlJQUrFixAgMGDAAANGrUCMuWLUNkZCR8fHxKva6AgACxbE1xTpw4gXbt2kFZWRlGRkbQ0tLCihUr8OrVK4n9BEHA06dPPxv7f8rLy8OePXvQt29f9OnTB25ubnj9+vVnj3v48CECAwPFThVBEHDw4EGMGTMGrq6uRa7J09MTwcHBmDNnDkaMGIGgoCCJ+3Lx4kVcv34dEyZMQHx8/Gc7CU6dOoWpU6dCWloax44dw/nz5yUej4yMhJubG8aNGwdnZ2fIyMjgxIkTZb0t+Pfff3H58mUAENfvKCtBEGBjY4OBAweiY8eO6NGjB/bv31+uNr5XsbGxAFDmkoB37txBdnY2Xr9+jfv371dmaGV26dIl+Pn5wcPDAwMHDsS6devg7e2NwYMHw8HBAU5OTnB0dCz3Oh9EREREP6oLFy6gdu3aYpndsvjzzz/LVM7zzz//RH5+PhITE8UBbf9p1qxZcHNzK7YETWkGDRqEGjVqFJssr2h6enqQl5eXqDdfnLZt20JFRUVim6WlJQwMDLB+/XooKiqiV69eqFevHgIDAxEREYGWLVuWq2OCKg6T89+BmzdvIicnB0DBaPPCFalLUq1aNYkeu5JGsFZGu5UVKxUkw0uauaGmpgZfX1+4ublh3bp1EjW0paWlS63/3bhxY0yePBl9+/aVGMWupaWFjx8/Ijk5GUBBcl5ZWVnseQWAIUOGYPbs2VBSUoK8vDwsLS1x+WqhT3EAACAASURBVPJlWFtb49WrVxIzI8aPH4+TJ08iICAA1tbWsLOzK/JmURYdO3aUGOFfmZo1a4a2bdti7969WLt2LR4+fIjVq1eLCfLKIisrix49eiAiIgIrVqzA0aNHMXr0aHTv3l1iPxkZGUyfPh0bNmyAiooKjI2NxceaN2+OunXrIiwsDKdPn8aIESMkerrHjBkDJSUlbNq0SaLNhIQErF69GkOHDsWwYcOKxNa+fXts3boVYWFhMDMzw8qVKyWeX7KysnB1dYWcnBzmzJmDd+/efdW9CAkJgb6+PjQ1NWFjY4Nz587h8OHDpR7z7t07zJw5E6GhocjOzkabNm0QEBCAgIAAAAXrBZw5cwaTJk2CqakpatSoAXd3dwQHB+PixYuws7PDyJEjYWVlhYCAAOzYsQPm5ubo168fjI2NkZGRISZRBUHAli1bMHr0aIlrfffuHTZt2oTBgwfj0KFD2L9/PwIDA9GnTx+JWLt16wZTU1P4+vrCzs4OmZmZRa4nKCgIbm5usLOzExf3+dTbt29x6dIlccSGjIwM7Ozs8OHDBxgbG4ujk69cuYLJkydjyJAh5U4Cnz17FsnJyRg9ejQWLVoEKSkpuLq6lrh/Xl4eduzYgbFjx8LV1RWDBw+GtbU1bGxssGzZMnTr1g26urrYunWrOEL+/v37OHz4MBYtWgRfX19oaGhg9erV2LFjh9juli1boKWlhblz56Jnz57YsGED0tPTi41h165dWLRoEfT19REUFIT27dtjzZo14sLup06dgo2NDXr16oV58+ahVq1a0NfXx7Fjx8p8X8LCwlCrVi106NABMTExxe4jCALMzMywb98+ie2PHj3C8ePHoaenh0WLFqFr167YuHEjPn78WGw7ubm5OHjwII4fP447d+4U+1wpr7i4OJibm5d4DytLbGws6tSpg+joaDx//vyz+1+/fh3VqlWDnJwcLl68WAURft62bdvQokULhIeHY8SIEdi/fz/8/f3Rs2dPBAcHY9myZTh8+DDMzMzKtXg7ERFQ8DmCs2+I6Edz4cIFcaHViqampgYlJSXIycmhR48exe5Tu3ZtdOnSpdxta2lp4dSpU1+1NllZKSgooGPHjgBQanK+OKqqqli6dKk4a6BatWowMjLC4cOHERUVVWKnBVU+Lgj7Hfh0ZKuamlqZXqiaNm2Ka9euAYDEisyV3W5lxUqfJyMjg7/++uuLjp0xY0aRbYW91SdOnMCkSZMQHx+PP/74o9SSLPr6+ujevTsiIyPRpUsXiUWAC2MsXEj5ezFy5EhYW1vj6tWrWLJkSZVMVQMKerWnTJkCZWXlz47Q19PTw4EDByS2SUtLQ1dXF0eOHEGNGjXQv39/icerV6+OGTNmYOXKlRg3bhw0NDRw5coV2NnZQVNTE4sWLSr1nA0aNJAYMf+pevXqYePGjZgyZQrmzZuHefPmISoqClFRUWjZsiUsLCzKNLrh5s2bSExMhJubG4CCRHa/fv2watUqyMjIlPjhoTDhu2fPHigrKwMomGmwfv16NG/eHAcOHICqqir69+8PWVlZLFiwQFxoefjw4WKpIiMjI8jKyiIzMxOjR48GUPCBpk+fPggICMDIkSOxfv16BAYGQkFBAY6OjnB1dYWUlBQ2b96M3NxczJkz57PXOWXKFPz6669wcHDAw4cPsWTJEmhqakJKSgrnz5+Hi4sLjIyMEBcXhyVLlsDf319iNEdh8v3TD5nNmjVDYGAgVq5ciUWLFqF58+a4e/cutLS00L17d6xZswYaGhrFjkoRBAHPnz9H/fr1xW27d+9G69atxYWLLSwsYGtrC3V1dairq6NmzZqQlpZGamoqUlNTcfDgQVy/fh3jxo3D+PHjcezYMezduxdv377FypUr0bdvX8THx2Py5MmIjIxEz549sXnzZtSvXx9Dhw5FtWrV0KZNG/z666/YuHEj1NTUULt2bVy5ckW8x/Pnz8eIESOwbds2iQWdgILXLXd3d0ycOBGzZ8+GtLQ0rKysMGrUKPj5+eG3337DkiVL0L17dzg6Ooodk3369IGtrS2Sk5MlOiKLk5ubi/DwcPTr1w9qampYt24dMjIyiiwwfPr0aURFReHJkycSnWQXLlyAnJwcFi1aBAUFBfz1118YNmwYfH19sXDhQok20tPTYWNjg6ioKHGbtLQ0xo4dizlz5pTpvfY/Y8vKyoKDgwMeP36MvXv3YtKkSZ9to1B2djY2b96MgwcPom/fvpg4cWKxC2cXJyUlBQ8fPoStrS3c3Nxw8OBBTJ06tdRjEhISoKGhgerVqyM2Nlb8ffxWEhISEBsbi1WrVkFFRQVz587FtGnTIAiCeI/V1NSgqqoKCwsLTJ8+HZs3b670jl2iH9GFCxfw7t27Ip9zvmfp6ekYMmQIrKysMHDgwG8dDhFRlXj79i1u3ryJkSNHVkr7UlJS6N69OwRBKNN30fIqa7neimBoaIi3b98WWbj2SwwfPhxbt25FXl5ekYFkVHWYnP8OfJrwLmvN+0/rZxVXtqKy2q2sWKnqKSsrY9SoUdi4cSPS09ORkJDw2QQKAJibm+P58+eYMmVKFURZ+bp164bGjRujVatWMDQ0rLLzysrKftHMgk917NgRR44cwcCBA4udPTF48GDs2rULtra2yMzMxIsXL9CkSROsWbMGcnJyX3XuX3/9FR4eHpgxYwZmzpyJunXrokOHDoiMjMTVq1fh6OgoMe3v7t278PPzw5kzZ9C7d29MmzYNISEhUFFREVePBwBbW1vx7xs3bsDMzAyysv/3VpacnIx9+/aJHRuFZs+ejTt37sDKygqpqakwNzcXj+vbty8OHDiAp0+fYt68eRLX8emK9IXGjx+PI0eOYNKkSbhz5w6sra1Rr149WFhYYP/+/dDS0kJwcDAWLFiAunXrlul+9enTB2pqali0aBHGjx8PFRUVcRS3vr4+LCws8PjxY4wbNw7u7u6wsbERjy0saVOnTh2JNuvUqQMXFxeEh4fj6NGjWLVqFXr27Inc3FxMnToVlpaW8Pf3h5KSknhMfn4+XFxcsG/fPvTv3x+WlpZITk7GlStXsHr1anG/vn374sKFC/D19S1yLdLS0lBXV4evry/+/PNPAAXljoyNjSEIgvjBtVWrVtDV1cXff/8NFRUVREZGYtmyZRKdUTNnzkRSUhJsbW3RuHFjNGvWDF27dgUA1K9fHxMmTMD27dvRuXNnceRIRkYG3N3d0aVLF8ydO1dsS11dHePHj8e2bduQl5eHvn37wt7eXuL507VrV8jLy+P48eMSyerU1FRERETg5s2bGD9+PNTV1XH+/Hm8evUKhoaGkJeXR25uLi5fvozOnTtL3E8fHx/UrVsXSUlJuH37NjQ1NQEUlMH5888/xY6Wn3/+GSYmJvD29sawYcPE9VpevXqFBQsW4PHjx9i4cSO0tLSQlJSE2NhY+Pj44P79+1i5ciVq1apV4vPr5MmTsLGxwfLly8U6klu3bsXTp0/RuXNn7NixAyNGjCjTF5XCDqQHDx6gT58+Yn31kSNHYtq0aahRo0apxxeWtOnWrRvi4uIQHh6OyZMnl/qF5vr16+jatSuUlZWxbds25ObmSvzcPqewtEx5jinN9u3b0bhxY4kOseKmP7dr1w5btmzBjBkzsGDBAnh6epZ7mnRFEQQBt2/fxokTJ3Dq1CmkpaVBXl4eCgoKaNKkCVq1aoVWrVpBU1OzUkarlebu3bvw9vaGvb19qc/jipKUlIQ6depUSGdJdHQ0fv/99yqJu6pkZ2fj+vXr0NHR+dahfFZ+fj5Wr16Nt2/f4q+//vrs68/3Ii4uDunp6YiOjmZynoh+GDExMRAEQaw3XxmWLFlSaW1Xpc6dO0t85/gaSkpKGDlyJF68eFHmwTZU8Zic/w58OsX90yRKaT5N0pQ0nboy2q2sWEvz5s2bch/zOXxRKmBubi6OggbKNm1KVVUV/v7+lR1alZGVlUVAQADk5OQ+u5Drfxt9fX20atWqxEVzCxfRWbFiBTp37owBAwagVatWFXadmpqa2LZtGz5+/AhtbW3IyMggOTkZtra2mDZtGn799Vfxi3RiYiIaNGgAQ0NDHDlyBIcPH4aUlBRMTEwkEmqFI9T/+OMPrF27Fjdv3oSbmxtq164NANi0aRN++ukniZJKhdfq5OSECRMmQFZWFgYGBuJjUlJSWL9+PbKzs0stAVWoRYsW6NChAy5dugRHR0dxBP/QoUPh5uaGxo0bo0mTJuUe9aGhoYHg4GBcvXoVZ8+exZkzZ6Curo6VK1dCRkYGTZo0gbm5OZycnKChoYGuXbtCWloaly5dgrW1dbFtSklJYciQIRgyZIi4TU5ODmvWrMHYsWOxePFimJmZoUWLFsjLy4ODgwMiIiLE6Y1XrlxBw4YNoaqqim7dukm06+DgAHt7e2RmZiI9PR25ubmoVasWatSoUexzSEpKqsj2KVOmYMaMGbC0tMRvv/1WZOSjtLQ0HBwcMH36dCQmJmLVqlUSSVwTExNcunQJFhYW2LZtGxo1aoTt27fj7du3MDc3LxLDlClTcPbsWfzxxx+wtrYukoSsUaMGunbtiuPHj8PIyAgxMTE4c+YMTpw4gZycHCgpKSEiIgKmpqa4fPkytLS0oKGhAUEQoKKigpiYGIkPypGRkbhz5w42b94Ma2trHD16FJqamsjMzMTly5cxc+ZMifOPHTsWoaGhcHd3x6xZs3Dt2jXs2rUL2dnZ8PHxEWfuFCZStbW1YWNjg4kTJ8LBwQHa2tpF7vGHDx/g7OwMBQUFLF++HI0aNUL16tXh5+cHExMTDBs2DIaGhti1a1exs6gKCYKA4OBguLu7o0GDBti+fTs0NTXx8eNH7N69G/7+/oiMjMTy5cvFjrfnz5/j7t276Ny5sxhXbGwsNDQ0oKSkBAMDA4SHh+PKlSto165dsed9+/YtkpOToa2tjYYNG8LT0xM3btwo8zTe/Px8zJs3Dx8+fMCWLVu+Ojn+4MEDnDp1CkuXLi1TErtZs2ZYv349Zs6cCWtra7i6upbYSZCcnIzY2FhIS0tLvEaVJjc3F+vXr8fIkSPx66+/Sjz29u1bxMTE4NKlS4iNjcXTp09Ru3ZtdOvWDaqqquLv7p07d7BhwwZkZ2fDyMgIVlZWZTp3WSQkJIidwCW9vrq7uyM2NhZqamoSHWqV4ePHj5g4cSK6d+8Oe3v7r2rr1atXmDt3Lnr37g0nJ6cKivDb27lzJ7y8vGBtbY0RI0ZUyTlPnjyJ9evXw9LSUqJD/nNiYmLE8osnTpyQeK+rKK9evcLx48dx8eJFmJmZVcgoRaCgE6SkgRCFa5lcvXq1Qs71vyglJQUnT54s8TMuUVkdPXoU79+/r7TR2lR258+fR4sWLZiL+QbKsqAuVS4m578Dn9aVLeto1k/3K6kubWW0W1mxlqa4BMzXCg8Pr/A2v0dSUlKYNGkSVFVVcfjw4XItzPK/RF5e/luH8EWUlJSwdevWUvfp2LEjDh06VGkxfLrIMAA0bNgQvr6+CA0Nxb///ov09HRkZWVh9OjR6N27N2RlZTFz5kwEBATgzJkzxY5cl5KSgrGxMTQ1NWFubg5TU1N4eXnh+fPniIiIwOLFi4uUFgEKagj+/fffSEtLK5Kgk5OTK9dsgeXLl+P169do0aKFuG3hwoW4fPky7ty5g02bNn3RKN1q1apBV1cXurq6xb62DR06FBcvXoSTkxOcnJzETqP/XI/gc1RVVeHk5AQrKyuMHTsWKioqqFu3Lu7cuYNVq1ahV69emDhxIpYvX47Y2NgiMxQKSUtLo0aNGl88WlFHRwdt2rTB1atXYWlpWWyyU0FBAWvXrkVkZGSR+pBycnJwcXGBiYkJFixYAEdHR/j7+2P8+PFo1KhRsW0FBASU2gHVu3dvWFpairMMmjRpAhMTEwwZMgS1atWCp6cn1q1bBwBip4iUlBT09PQk6s4XjprX1dVFu3bt0KtXLxw7dgxz587FtWvXkJWVJdaLLCQvLw8zMzNYW1sjKioKsrKyaNOmDezt7YutYamnpwc/Pz9YWFjAxMQELVq0wLBhwzB48GDxdcvDwwOZmZligtTc3By//PILGjRogEmTJkFeXh4jRozA7t27YWxsXGzHel5eHtzc3LB3716MGDEC8+fPF3+HatWqhRkzZqB///6ws7PD1KlTYWBggIcPH4ol65YuXQoDAwMIgoDY2FixE6Z169Zo3LgxDhw4AB0dHdy4cQNRUVEYPXq0OKq5cKF4bW1tqKqqQlFREbGxsWVOzu/btw+xsbGQk5ODk5MTHBwcxJ//mzdvcOTIERgYGJR5evPWrVuhoqIiLuxcFtra2nBxccGCBQuwYsUK2NvbSzwHz58/D2dnZyQnJ0NKSgqCIEBeXl6idNehQ4dw4MABeHh4SLx+nTp1CgEBAcjKysLixYvF7ampqRg5ciTevn2L3377DZ07d0bXrl3Rrl27Yn+Xs7OzsW3bNmzduhUTJ06skJqpqampsLGxwbNnz1CrVi2J+AoVdhy0bt0agYGBMDIy+qpzp6WlQU5OrsRycAEBAUhNTcXJkydhZWX1VZ01Z8+ehSAIOHbsGAwNDaGrq/vFbVW0Dx8+IDAwEIaGhmWeyQoUdMIdOXIEioqKcHFxQcOGDYu8TgFAREQE3rx5gzFjxnx1rOnp6XBxcUFmZibMzMxgYmKCGTNmlOk9NCgoCM2bN0edOnVw4MCBCk3Op6amwt7eHmfPnhXXb7K2tsa2bdu+upMvODgYXl5eCAgIKPbnc+XKFdSuXRvPnz/Hs2fPxDJzSUlJiI+Px+DBg7/q/P9N3r9/j5CQEIwfP75cn5v27t2L7du3i52NRF9qz549ePPmDZPz/wUSExPF8qJEPxouCPsdyM7OFv9d1g8tn34pKVz8riraraxY6dvq168fPDw8vtskNf13kZWVhZGRERYuXAhbW1s4OjqK9d+BgtHLU6ZMgZ+fX6kjJ1q3bo3Nmzfj5cuXmDVrFtzc3KCurl7ql/N69epVyKi3unXrSiTmgYI6/u7u7li2bBnat2//1ecojpSUFFauXImgoCC4urpi+vTpsLGxKVLSpiw6dOiA48ePw8vLCz169ICcnBzWrl2LXr16AShI4G/cuBGbN2+u1BrflpaWmDZtWqlrZtSrVw9GRkbFJu+VlJTg7u6O169fw8TEBHXq1IGJiUmJbX1uZkjnzp0xatQoLFiwAAcOHBDLJP38889QUFCAubk5vL29MXjwYInkaYcOHfDgwQOkpKQAKEga3b9/XxyN3rdvX7x48QJxcXG4cOECfv75ZzRt2rTI+Xv27IlVq1bB19cXp06dwqZNm0pNPDRu3BgBAQFYt24d6tevDxcXFxgbG+P8+fO4dOkS9u/fj7lz56JRo0ZwdXWFjIwMEhMTsWTJEvE1feLEicjPz4elpSWcnZ3h4eGBnTt3IjY2Fs+fP4eFhQWCg4NhY2MDa2vrYhNTjRs3xpYtWzB9+nT8888/qFmzJhwcHNCvXz+sW7cOr169wsOHD/Hq1Svxi1fhzI7C0Y+TJk2Cr6+vxOyrwsXIGzRoABkZGbRv314sjfM5T548wYYNG2BkZARbW1scPnwYwcHB4mOTJ0+Gu7s7Ro0aJY5ULU14eDgiIiIwbdq0z64F8p86duyIZcuW4eDBg9i1a5e4/dGjR7CxsUGDBg3g6uqKyMhIDBgwACtWrMD9+/cBANeuXYOjoyOuXLmCoKAg8VhBELBz505IS0vj6NGjEgMcjhw5gg8fPiA4OBh79+6FpaUl9PT0SvxsJicnhwkTJkBRURF+fn4lXseNGzdw/vz5Mi327eLigg8fPsDExAQhISGIjo6WeFwQBHh5eaFly5ZYv349atSoAW9v78+2W5KEhAQYGhpi1KhRuHXrVpHHU1NTERAQgC5duiAtLQ3nzp374nMBBR0jbdu2RZs2bbBmzRrk5OR8VXsVJTk5GZMnT4aPjw9MTExw7969Mh97584dPHz4EMuXL4eenh6sra3F52Gh/Px8eHp6Yv369Xj06FGx7eTn58PDw6NM5Sq3b9+O9+/fY+fOnZg3bx527NiB2bNnf3bAzvPnz3H27FkMHz4choaGiIuLk4gnKysLaWlpnz1/cTIzM7FgwQJcuXIFVlZWOHr0KLy9vfH48WNxHZwvVbhg+vv37+Hu7l7k8fT0dNy4cUPs+Lhy5Yr4mKenJxwcHLB3795i23737h0GDhwIZ2fn72Yh6tDQUHh6epZ7se+zZ88CKHiPIPpSubm5uH37Np48eYL09PRvHY7o05zKjyQjI4Pr89APiyPnvwOfjuYsrJv6OZ9+QSgpoVoZ7VZWrKVxc3OTqC1NRD+OZs2aYfPmzTA1NcWdO3dKLRlRFdTU1CpsyntJCmu6F9Yk/xqfjtQv6VwllRupKBWxSLS6ujrWrFkDc3NzWFhYfNWoRjk5OVhYWJS6j46OTpF6zLq6upCSksLJkydx48YNHDlyBIaGhuII79atW0NFRQVHjx7FlStXoKenV2L5n969e5crZhkZGbH25KNHj+Ds7Ix58+ahevXqaNOmDYYNGwagoJPD09MTd+7ckYhfWVkZVlZWCAkJwbVr15CZmYmUlBSxw7xmzZpwd3eHvr5+qXHIyspi6tSpEuuTdOrUCTExMXB1dcWff/6JatWqiWsRAMCgQYMQFBSExo0bw8zMDNHR0di3bx8mTpwIRUVFJCQkSJTr0dXVhZubG9LT08UZG2lpaTh79iwiIyMhLy+P/v37o3379nB0dISysjLmzp2LGjVqICEhAa6urpCWlsbmzZuhqKiIzZs3w8fHBzNnzsS4ceNgampa7Cya+Ph4ODk5wdDQsMwlZ/5Tv379cPfuXXh4eKBZs2bQ1taGhYUFfvnlF7i6uoplXxYvXozbt2/D0tISa9aswaJFi9CqVSs0bNgQfn5+GDZsGGrUqIH4+HgkJCTA3Nwcbm5uiIyMRP/+/SEIAoKCgtClS5dyvR5Vr14dY8eOxZYtWzBlyhSJztHCjgAPDw8IggAAaNSoEcaOHQsjI6MibR0/fhyHDh2Cg4MDBgwYgBs3bsDR0RGBgYFiffZz584hPj4eGzduhKKiIqZNmwYXFxeMHTsWzZo1w6VLl7B69WqMGjXqs+VVTp8+jcWLF0NDQwNZWVkwMTHBvHnzMGrUKPG5ExgYKM4wMDc3R0REhNgZWV5paWmIjY3F3Llzoauri7Fjx2LXrl3lWli5JIX3t6SOREEQcOXKFaioqBSZIZSQkICFCxeKHR1ubm6YMmUKXFxcoKCggL179+LkyZPw8PAo9rU9IiICSkpK0NfXh46ODqZMmQIbGxsEBgaKJcXi4+Px7NkzVK9eHZ6ennBxcSnSTlxcHHbs2IGsrKxSF5h/8uQJdu7cifHjx6Nhw4aYMGECtLW1MXfuXLi5uZVaG3j//v1QUFBA//79Ua1aNdSuXRsHDhyAmZkZHj16hJkzZ+L169dQV1eHtrY2pk+fLrHQeUmys7NhYWGBW7duwcvLC3/88QeAgtl3ixYtwooVK6Cjo1PiovSfExUVheTkZBgbG2PPnj0wMDCQqK8cHx+PvLw89OjRA8eOHcPVq1cxcOBAZGRkICoqCg0bNhRL6P1nXeYLFy7gxYsXOHjwIE6dOgVLS8tyz6z7Gnl5eeVes+Lo0aPi38XN0ijOs2fPxE6j69evl/s9k6pWcnIyoqOjMXz48G8dShGPHj0SP+vcu3dPYj2sb+X58+cYPnw4tm3bVmQg0P+6jIyMb7Y2D9G3xpHz34FPX6DK2ov66X4lvcBVRruVFWtplJWVUa9evQr9Q0Tfj6ZNm8LHxwcWFhaljr6m/23t2rXDP//8U6WJiE8pKSlBU1MTrq6uOHPmDBwcHCQSS9LS0ujTpw+OHDmCBw8eVNpiV+rq6vDy8sLKlSuhpaUFW1tbiTr96urq6NOnT5HjBg0ahK1btyIgIAChoaE4c+YMgoKCsHr1auzcufOzifmSKCkpwcLCAidOnIC/vz9at24t8V5fr149HDx4EC4uLtDX18e4ceOQmZmJ0NBQ5OXl4caNG9DW1hb3b9++PXJzcxEeHo7du3fDzMwMvXv3hq2tLZ49e4bExETMnTsXPXv2xOXLl7F06VIxib9gwQK0bNkSTk5OUFVVxd9//4127dph06ZNmDNnDgICAjBx4sQiI41TUlKwaNEitGzZElZWVl+1LsesWbOgp6eHxYsXw9raGi9fvoSLi4tEPXYFBQWsWbMGr169wtixY1G9enU4OztjxowZSE1NxZ49ewAU1AZXU1ODsbEx2rZti7CwMAAFidH79+9/Ub3wkSNHQk5OTmL2QnZ2NpYvX47169dj4sSJCAkJwYoVK/DHH3/A2dkZXl5eYkIZKEgsFJbHGjBgAKSkpGBnZ4fU1FQsXboUx44dw40bN7Bp0ya0bdtWnEkxbNgwNGrUCB4eHvD29oapqSkyMjLg7OyMkydPlhjzvn37sGjRInTq1AleXl7Ytm0bRowYISamr169itTUVOzatQtDhw7Fzz//jH79+iEqKgofPnwo9z0CCpKgOTk5+Ouvv9CsWTOMGjUKW7ZsQXx8fKnHfXqfipOTkwMbGxsYGhoiIiIC+fn5Eo8/fPgQs2fPxowZM2BkZARvb29kZWXh1atXcHNzw/Tp09GoUSNs27YNOjo68PX1RatWrTBr1ixMnjwZN27cgKKiIo4fP17k3Pn5+Th27JhYYq5mzZqwsbHBgwcPcP78eXG/o0ePQkVFBVZWVoiMjCz2miMiIgAU1IHPy8sr8XrXr18PJSUliU6Ntm3bYtGiRQgNDS2x7F5ubi7279+PAQMGoGbNmpCTk8OAAQNw6NAh3L9/HzNnzsRPP/2EJUuWQEdHBzExMZg5cyZevHhR6v0XBAFLly7FlStXsHbtWjExX8jAwAD9+/fHue1XUwAAIABJREFU8uXLMX36dLi4uCA4OBgxMTF48uRJkZ9Xcfbs2YPff/8dFhYWaNu2LdasWSPxXejy5ctQVlaGuro62rZtK46cP3fuHLKysrBx40bo6enBysoKDx48kGg7OjoaLVq0wL59+6ClpYVFixZh586dn42pUEZGBhITE79oNPqWLVswfPjwUmc83L17V2JE/71793D37l38/vvviIyMLHEG9X/+3pw7dw4yMjLo1KkTR85/B/bt24dVq1YVmYXz3yAxMRFSUlKQkZHB3bt3v3U4AApiysrKkpg186PIzMxkcp5+WEzOfwcKRxgBKNM0YqBgEbBCJdVRrYx2KytWIqL/x959x9d4938cf5/knAxCgtjJbcUIYm+iWltRoy1qtNoatUmVBq1S3IhZwq1VpVZrtUZLxY1SpcVtFjWqQe1YIZH5+yO/XHWaIdFGXPJ6Ph59PM64ru/5njgn5f39XJ9vaooWLWpXIYmsKTOvmpCk9u3bq379+lq2bJmef/75JJ/Hpk2b6u7du7JYLBnaU9Nisahp06aaN2/eI1/J4ejoqKJFi6pRo0ZJNhpNryZNmqhevXq6fPnyQ1s+5cuXTy1atNDSpUt18uRJ3b171y4gK1KkiPLnz6/Jkydr1qxZio6OVp8+fbRu3TotWrRIK1as0OLFi9WmTRsNHDjQ7vVsNpsmTZqkvn37au7cuUY7KEdHR7366qtauHChYmNj1bVrVy1evFg7d+40rsyxWq2aNGlSutvZ/JWjo6M+/PBDubu7a/fu3RozZkyyV8EUKVJEo0ePVv78+TVlyhTlypVLBQoUUNu2bfX555/r+PHj2rZtm1555RU5ODiodevW+vnnn3XhwgWtXLlSXl5ej9QD3c3NTR07dtSqVau0efNmTZkyRR07dtTGjRv1wQcfqF+/fvrXv/6lZs2aaezYsRo4cKA+/fRTjR8/XgcOHND777+v9u3by9XVVe+++67xHShQoIBGjBihw4cPKzAwUK+++qp+/fVX9enTxzjGarWqb9++2rVrl+bPn6+ePXvq66+/VqNGjTRq1ChjD4MHffnll5o4caI6dOigf//733JxcZGTk5MCAgI0d+5cRUVFqUePHurSpYvu37+vV199VVLCZzI2NlZbtmxJ989ISqjUL1mypAoXLixJ6tmzp4oXL67XX39dH3zwgcLCwpKcs3PnTjVu3FidO3fW0qVLdf36dbvnE6vMt2/fLi8vL40cOVLdunXTZ599pmnTpumdd95Rx44ddeHCBQUFBalLly7GQsQLL7yg9evXq3v37goODjY+24lXvQwaNEgzZszQqlWr1LRpU+3cuTNJ4Ll//35dvnzZriK8QoUKKlu2rJYtWyYpIRTfvHmzmjRpohYtWqhUqVJ2V1NICQsMISEhqlGjhq5fv55iy6gff/xRW7duNa7yedALL7ygVq1aacKECXaLZVFRUTp8+LBmz56ta9eu2S1AvfDCCwoLC1O3bt2UI0cOzZkzR23atNHw4cM1f/58xcbG6q233tK1a9d069Ytbd26VVu3brWb+5dffqktW7Zo/Pjxyf6uslgsCgwMVO/evZUnTx7t3r3b+J3Spk0bjRw5Mtn3mujs2bPas2ePOnToIIvFomHDhunChQtatGiRccy+fftUtWpVWSwWVa5cWaGhobp27ZpCQkLk6+srb29vjRs3TgUKFLDb1Dg+Pl67d+9WrVq1VKBAAU2ZMkXdu3fX9OnTtXz58lTndfXqVbVv317+/v7q1q2bXn/9dWOj3bQ4c+aMPvnkE50/f17r169P9pidO3eqS5cudnPetGmTcubMqVGjRunu3bv64Ycfkpx3+/Ztvfjii/rmm2+Mx3bs2KHKlSurdu3aOn78uN3ixuTJkzVv3rw0zx0ZL/F3wJo1azJ5JkkdO3bMuOo1PS3A/imXLl1K0v4rcdEtufZsT7PY2FhFRUUlu28YkBXQ1sYEHrxkNbGX7cNcvXo12fMzetyMmisAAE+6Nm3aqE2bNik+X7p0aRUpUkRubm7Jbrz6tLJYLBo+fLix0e7DdOvWTevWrVNQUJAsFovKli1rN1ZQUJBu3bqlSpUqJamwslgsKlOmjMqUKZPs2J6eninuSVC6dGl9/vnndpv+5sqVS+XLl1ffvn2VJ0+etL7lVOXMmVPBwcE6c+aM6tatm+Jxzz77bJIrQV5//XV9/fXX6t+/v9zd3fX8889LStirYPLkyfr888+1ZcsW9enTx+6KifTo2LGjli5dqnfffVcFChQwWgSVK1cuybFdu3aVu7u7xo0bpzVr1qhw4cLq0aOHWrduLXd3d7tjmzRpoiZNmuj27dv6448/FBUVlaSFQMOGDdW7d29VqVJFVapUkSSNHj1a/fv315AhQ/T+++/L399fDg4OWr9+vSZNmqTOnTtr0KBBSRbDqlWrpkWLFikkJETz5s1T586djc03PT09Vb16dX377bfGxuP79u1TSEiISpcurapVq8rLyyvZBd+YmBjt2LHDbi+O7Nmza8GCBVqzZo2Cg4O1detWdejQQW3btlX+/Pm1cOFCzZ49W3Xq1JGTk5NmzpypGTNmqGrVqqpbt65q1qypGTNmaP/+/ZoyZYrq1KmjAwcO6KOPPtKCBQvk6empvHnzqlevXurcubOcnZ3VoEEDNW/eXPPnzzcWqB8skklktVrVpUsX476/v7+WLVumkydP2rVM2LRpkwoVKmT3Z2KxWPTKK69o5MiROn36tC5duqSbN2+qadOmcnBwUP/+/dW/f39t375dDRo0kJRQvX3r1i0NHjxYb7/9tr777rskC0V37tzRhx9+qBo1aqhp06ZJ5pwYXB87dsz47t25c0dXr15VTEyMnJyc1LZtW/n4+Bjn+Pj4qFKlSrp586bmzJlj930tWLCg5s6dqx49eujFF1/U3bt3jVC+d+/eevPNN3Xq1CnNmDFDL7/8svFekuPq6qpu3brZfR4uXbqk7777TsHBwXr99dft5nXt2jVZrVa5u7vriy++UO7cuY12SiVKlFCXLl30ySefqHr16ipVqpSOHj1qbJpduXJlSQkLGTt37lSPHj0kJSyi9enTRwEBATp58qRKliypU6dO6fr168ZVWRaLRX369FFMTIyCgoJ07NgxWSwW3bp1Sw0aNLBrz7Vt2zadP39e7733nooUKaIBAwZo3bp16t27d4o/h0RxcXEaP368ChUqpKJFixpXqDzY3ubIkSMaPny4/vWvf2n79u3avXu3atasqe+++04NGzaUj4+PypQpo02bNiXZ+H3BggX6/fffNW3aNNWvX1+Ojo7au3ev+vTpowoVKig6OlrHjx9XhQoVdPXqVa1cuVIODg7p3gw5o4SHhys4OFje3t6qVauWihYtmqUKScLDw3XixAkVLFhQGzZsUL9+/Z6oyuhjx47J19dXcXFxmVI5P3nyZN24cUOffvqp8VjiFQbHjh177PPJTIlX3TxJnw/gcSKcN4EHA+vff/89Tf38HrxsLKWKt4wYN6PmCgCA2SVu6PuooamZFShQwK46NDVFixbVM888o23btsnHx8eu5Ysk+fr6ZsQUJSXsfTNkyBC1a9dONptNhQoVypAgpWDBgmnqf/1XiZsjL168WD169DD+Eevq6qomTZpo5cqVcnJyUqtWrR55bh4eHlq0aJEcHR1TDKgf1Lp1a3l7eys6OlrVqlV76Oc7Z86cKW74ZrFY7PYskBL+TKZMmaKAgAAFBATI29tb/v7+Wr58udq2bZtsMJ8osZ1Ucq2cmjdvrtGjR+vAgQNavny5QkJClC9fPq1atUpxcXEqWLCgxo4da7dHgpQQ4oeHhydpo+bo6KgXX3xRjRo10ieffKLly5drwYIFKl68uE6dOqU33nhDvXr1koODg27evKmQkBBt27ZNs2fP1rRp0+Ts7Kxp06YZQXalSpU0f/78VH+WxYsX17hx41I95q8qV66s7Nmza8eOHUY4HxUVpZCQEL344otJfpYNGzbUjBkzjJ79RYsWVenSpSVJtWrVUp06dTRhwgT5+fkpT5482rhxo0qUKKGSJUuqSZMmWrVqlYYNG2Z31cnUqVMVHh6u9957L8U/OxcXFwUFBWnBggWy2WzKmTOnPD09Va5cOZUqVSrZq1hmzpwpq9Wa7L4RXl5emjt3rlatWqWSJUuqWrVq2rBhg+bOnSur1aqNGzfK29tbAwYMSNfP02q1ysvLS926ddOqVau0ePFijR49WlJCW593331X8fHxcnZ2VkxMjLp37243v969e+vgwYN655131L9/f8XGxhp7guTNm1fe3t6aN2+e7t+/b7dHQt26dZUrVy6tX79egwcP1u7du+Xs7GzscyIlfJ8GDBggZ2dnhYSEKGfOnLp165bmzp2rVq1aGd/VnTt3qnLlymrdurWkhIW0devWqUePHg/9d9zatWt14MABzZ07Vy4uLnrttde0fft2I2QPDQ3VoEGDVKpUKQUHB2vAgAEKCgrSiBEjdOHCBWNxpmnTppozZ47Cw8ONK6kvXbqkL774Qm3bttU333yjBQsWqGLFioqKipK/v78KFSokZ2dnHTp0SBUqVNDatWtls9lks9n0+eefKyAgIMl879y5o0GDBqlv377GAmBGiYmJUWBgoPbt26e4uDhNmTJFxYoV08cff5xlFugPHDiguLg4BQYGqn///goJCVHLli0ze1qSEv58fv31VzVt2lT37983rih6nIsnJ0+e1NWrVxUVFWX8Xjh9+rSyZ8+u3377LUu1eSGcR1aX9f51aEK+vr7GX0AjIyMfuqobHR2tEydOGPdT2tgkI8bNqLkCAPA0KFOmTJbb4OtRJLYfebDf/ONUtGhRFS5c+ImscHzttdfUqlUrdejQwe7xxEC+UaNGfzv4KVq0qLy9vdP8/itXrqwaNWpk2MJTjhw5NG/ePC1YsEBlypTRF198oSZNmmj48OGP/GfUoEEDOTs7680339T//vc/jR49WuvXr9d///tfTZ8+XQUKFFD//v21d+9eu/O2b9+uAgUKGAH1XyXus/DNN99o2LBhypcvnyZMmKC33nrL+Pl4eHjoxRdf1KxZs7RlyxbNmDFDixcvfqRWROlls9lUq1Yt7dy503hsy5YtunPnTrKbnNpsNr300kv65ptvtHXrVjVr1sz4mSfuJyBJo0aNUnh4uLZv326M07RpU92+fVu7d+82xtu+fbvWrVunIUOGqECBAqnO1cvLS6NGjdLw4cPVp08fvfzyyypXrlyK7aWyZcuWbDCfqEiRIhoyZIhatWqlggUL6o033tCrr76qWbNmKTQ0VOPGjXvkYMhqtapTp0769ttvdfnyZV29elUTJkyQv7+/Jk6cqH79+ql79+565ZVX7M6z2Wz697//LUdHR40dO1a5cuVSsWLFjOcrV66sixcvqkyZMnZFUFarVc2aNdO3336rmJgY7d69W1WrVpWzs7Pd+BaLRb1799bKlSv16aefasSIEbp69aqOHj0qKeHfa3v37lW9evWMc1544QVdvnxZe/bsSfU937x5Ux999JFatGihatWqqXz58qpSpYo+//xzxcfH68iRI3rzzTfl4eGhqVOnysXFRUOHDlVoaKhGjBihvHnzGlcHNG7cWFFRUdq2bZsx/pw5c+Tm5qZBgwapW7duWrp0qVauXClvb28VKVJENptNvr6+OnLkiOLi4vTVV1+pSZMmeuWVV7R69Wpdu3YtyZynTZumgwcP6quvvkr2PcXHx+uzzz7TJ598kup7T4vp06drz549xobd06dP17lz51LcS+Fx+f777xUcHKy1a9dq//79qe4T8Hft379fnp6eqlWrlmrWrKnVq1dn2Gul1+nTpxUVFSVfX1/5+Pjo7t27unTp0iONFRoammILr5TcvXtXf/zxh6Kjo/Xrr79KSlgwCA0NVaNGjRQXF2c8nhVERERIEm1tkGURzpuAq6urXRXEw/pj7tq1y/jl5ubmluI/bDNi3IyaKwAAyDr8/PzUq1evVNsEZVUeHh56//33kwTwfn5+6tmzp9H64mnk5+enCRMmaPPmzRo7duxDq3pT4+bmprfeekvdu3fX6tWr1bJlSzk4OMjNzU316tXTRx99pIoVK2rgwIHatWuX4uLidOfOHW3fvl3PPPPMQxcFsmfPrvbt22vmzJlq3Lhxise5urqqbt26doFsRvP399eRI0cUFhamyMhIzZo1S88884xKlCiR7PHt2rWTlBCe/LUNjaenpz788EP9/PPPGjBggCIjI41jfHx8VLx4cX333XeSEtqbjB8/XnXr1jWqtDOTxWJRv3791K9fP33wwQd27WgeRdu2beXq6qqlS5dqzJgxstlseu+999SwYUN16tTJ2Kj2rzw9PTV58mQ5Ojoa/eYTJVZ3P1g1n6hVq1YKCwvT1q1b9b///S9NG41XrFhRuXPnNjZZ3rt3r+7fv2/XYqtcuXIqUaKEvv7661THWrJkiaKjozVo0CDjsW7duunw4cOaO3euevXqJS8vL7tK8ZIlS6p9+/a6cuWKmjRpYnyHCxQooMqVK2vOnDmaMWOGvvrqK33zzTfq2bOnsmfPrm7dusnDw0O7du2yW0jw8/PT4cOHtWfPHl28eFHt2rVTx44dZbVak2yGu3v3bq1du1YlSpTQjh07FB0dneQ9LViwQLNmzdK8efOS9AJPjxUrVmj58uUaOnSoatWqJRcXF9WrV08NGjTQ119//dDNodPis88+05w5c9J1Tnx8vCZPnmx8Rnv27KkXXnhBS5YseWhIP2rUqIfuX/BX+/fvV5UqVWSxWNS+fXsdOnQoU3q7J+fYsWNycHBQ6dKlVbJkSUl65NY248eP1zvvvKOYmJg0n/Pbb78ZtxMXy0JDQxUTE2NszJ2VWttQOY+sjnDeJFq0aGHcDgkJ0e+//57scZGRkVqyZIlxv1mzZqn+wyUjxs2ouQIAgKyjR48eLNqng8ViUc+ePbNEi8CcOXP+I1c1dOnSRX379k3SOklKCAimTp2qmjVrauDAgapVq5aeffZZXb58OcleAGZTp04dSdIPP/ygzz//XNevX7cLWP/Kw8ND7dq1U7Vq1ZL9fFWvXl09evTQoUOHVLFiRRUqVMh4rkmTJtq2bZv69++v1157Te7u7ho5cuQTc1WKxWLRa6+9luoCSlplz55dL730kpYuXaoff/xR7733XpqvYilXrpwWLFiQpBVL7dq1ValSJaMP/YNKlSqlUqVKaerUqYqKikpTOO/o6KhnnnnG2Az3hx9+UOHChe02prZYLHrhhRe0fft23bhxI9lx7t69q5UrV6pt27bKnTu38XidOnVUvHhxzZ8/X/Xq1bPboDhRr169VLt2bWO/h0TDhg1TlSpVtHHjRn344Yfy9vY2FmhdXV3Vt29fSVL9+vWNcypUqKDLly9r3rx5KlmypMqVK6ccOXKoU6dOWrFihREE371719jn4IMPPtCdO3eSVDqvXLlSwcHB6t69u3LlyqWFCxfaPX/w4EFt3rxZISEh2rx5s9avX6+VK1dqy5YtdmH7hg0bNGnSJHXs2NFu02IpYW+aM2fO6MiRI8Zj8fHxdpvapkXixsiLFi3SrVu30nze77//rosXL2rixInauXOnlixZorp162rmzJl64YUXNGfOnGQXJW7evKmNGzfq008/TfNc7927p2PHjhltmurXr688efJo1apVaZ7vg+Li4h7pvETr1q1Tt27dFB4eLkn65ZdfVKxYMbm6uipfvnzKmTOnUakeFxen3r17a+7cuQ8d9+zZs9q7d69u3bqlgwcPpnk+p06dkoODg3x8fIzPQ+JmsGXKlJGPj0+W2hQ2MZynch5ZFT3nM1lISIhmzJhh3F+3bl2yx1WvXl3lypXT0aNHFRMTozFjxmjUqFF2f5G6ffu2Jk+erIsXL0pKuAS4ffv2qb5+RoybUXMFAAAAHhcnJydNmjRJ69evV2xsrNzd3eXp6Wl3lagZ5c6dW+XLl9dXX32l48eP65VXXnnoos6QIUNSff6NN97QjRs3kvTib9asmT7++GNdvnxZEyZMUMOGDZ/qfTc6dOig5cuXq2XLlsYiSFol1yopT548qbZYadmypaZOnap8+fKl+eqL5557TmvWrNHJkyf1ww8/qG7dukkWS1q0aKGZM2dqw4YNdhsKJ1qzZo3u3buXpE2Pg4ODAgMDdfToUXXq1CnZP2sPDw999NFHSR738fHR2LFjFR8fr9DQUGXPnl1W659xxfPPP68iRYrYLdr6+flJSgirhw4daryPxBZDnTp1UoMGDWS1WnXr1i2NGDFChQoVUuHChbVlyxZjQWP37t2aOHGiOnXqpD59+sjNzU1z5szRm2++qfz58yskJETDhw9PMmcHBwfFxcWpTp06Gj16tH766Sd98MEHat26dbLfmRo1aqhAgQL6+uuvjbmPGTNGR48e1ZIlS1Js2fSg6OhoffjhhypevLjOnj2rzZs3J1kEuHHjhr777judOnVKAQEBRjXyrl275OTkpKpVq8rFxUWlS5fWe++9p9dff12ff/65li9frvnz5+vZZ5812i0l/nzi4+MVFhamzZs3G5uRp+bQoUN2eyhYrVa1bt1aK1asUEBAgN2fbaK4uDj99NNPKlmypLGp888//6zZs2fr+vXrmj59eopX+KTmwoULmjRpkiIiIhQcHKx33nlHx44dMzact1gs8vHxMRZztm7dqr1792rv3r0qWrRosi2/Eq1atUoeHh6yWq3atm2b8X4f5vTp0/Ly8lKVKlWM1l+nT59W7ty55eHhIV9fXx0+fDjd79WsqJxHVkc4n06jR49WWFiY3WMPVhScOnUq2Y2E3n//feN/MI/q7bffVkBAgMLCwnTlyhUNHDhQ5cuXV/78+XX79m0dOHBA9+/fl5RQFTFs2DBjQ53HPW5GzRUAAAB4XKxW61PZXqlevXqaM2eO8uTJo9dff/2hxz+s0j3x7/N/5eXlpfXr1ytPnjxPdSifyNPTU2vXrn1sG342a9ZMM2bMUK1atdJ8NUK1atXk5uamBQsW6I8//rBrE5PIw8NDjRs3NirgHyyyio6O1rJly9S8eXPlz58/ybmVKlVKspFyelgsFhUpUiTZxxMD7USenp4qWLCgwsLC7K7ednd314oVK/TNN99o0aJFCg0N1dtvv63ChQtLSlig2LBhg4YPH67Y2FhNnDhR1apV0+DBg2WxWPTiiy9q4cKFWrx4sdq0aaMPPvhATZo0UWBgoPEazs7Oslqt2rVrl0aPHq2XX35Zt2/f1vPPP68RI0Yk+3l3cHBQ69attXjxYg0ZMkQ//fSTUZz39ddf24Xs3333ncqXL293JYokLVq0SGfPntWiRYsUHBysDRs2GOfFxMRo1KhRRtuiuLg4lStXzvgd9uOPP6pKlSpJAlAvLy+9++67Gjx4sNauXatJkyZpz549xgLTjz/+KB8fH+XNm1fLly9XixYtHvp527dvn/LkyWP3Z+nv768FCxbo+PHjyV4Zt2DBAs2ZM0cODg6qVKmSHB0d9fPPP6ts2bLKnj273njjDQUFBalatWqpvvaD4uLiNGbMGHl4eKhbt26aN2+emjRpopMnT9ptTluyZEljEWL+/PmqXr26PD09NXbsWBUvXjzZ/YIiIyO1fv16tWvXTuHh4fr+++81ZMiQNH0XT58+rRIlSqh8+fL68ssvdevWLZ05c0bFixeXlFA9v3bt2iyzKWxiq+Os8F6B5Dz9f0P6h507d06//fab3X83b940no+MjEzy/G+//Zau/mMpSezpmPgLOy4uTocOHdLmzZu1Z88eI+x2d3fXiBEj0lzVkxHjZtRcAQAAAPw9iRXuiVXCGSlv3rxZIphPlCtXrsfWtid37twaP368unfvnuZzbDab/P39tXnzZjk7O6dY6Tts2DDlzZtXAwcOtCtG27Rpky5fvqyuXbv+7fn/E1q2bKnOnTsrR44cdo87OTmpTZs2WrFihZYsWWK3ifazzz6rsLAwHTp0SIsXL9Yff/yhoUOHGp/T7Nmzq0OHDlq9erUCAgJUqFAhjRo1Sm5ubsZ/NptNFotFdevW1bJly1S5cmW1a9dOI0eOTPXz3rp1a0VERGjlypXGpsHNmzfXJ598YlQPb926VYGBgerXr5/u3LljnHv8+HHNnz9fnTt3VunSpdWyZUsdPnzYaCP75ZdfasuWLRo8eLA2bdqkevXq6YsvvlB8fLwiIyO1f/9+1a5dO8W5ubi46KWXXpKPj4+xaW5cXJx2796tOnXqqEOHDjp27FiKFd0P9q3fv3+/KleubPddKFu2rFxdXZNstC1JO3fu1Ny5c9W1a1cFBgbKxcVF9+7d0+TJk7Vw4UJ98sknKlu2rPr166ft27cnOT8mJkY7d+7U8OHD1bJlSwUHB+vmzZtatWqV9u3bp1GjRql79+4qWbKkhg0bppiYGKNyXkoI58+dO6ctW7bo119/1RtvvKERI0aoSJEiGjp0aLLtgzZt2qTw8HC1a9dODRo00IULF3T69OkUf74POn36tHx8fIxFiqNHj9qF876+voqNjX3kPvhmQ+U8srqs87ekp4S3t7eCgoI0ePBgValSRZ6enrJarfLw8FDp0qX12muvafbs2apevXqmj5tRcwUAAADw6BLDtydhY1b8PQ0bNkz3XhPPPfecpIR2pCmFYW5ubpo+fboiIiIUEBCg0NBQbd26VZ9++qn8/f0fqb1IRujVq5f69OmT4vOOjo4qXbq0XUhcvnx55c2bV8uWLdP8+fPVqVMnIxRN1LFjRzk6OurmzZsKCgpKtRd24qa+w4cPf+geagUKFFCtWrU0c+ZMRUVFKTAwUL169dKNGzf0xRdf6Nq1axo3bpyqVaumGzduaMSIEYqNjdXu3bvVq1cvlShRQj179pSUUInu5uamDRs26MaNG5o3b56xKa6Hh4c6duzPKDGuAAAgAElEQVSokydPat++fdq/f7/u37//0HZLFotFbdq00fbt2xUWFqZff/1V169fV506dVSnTh15e3tr2bJlSc777rvv9Mwzz6hPnz76/vvvdfToUWND40RWq1WVKlXS/v377R4/d+6cRo4cqXr16ql///5q06aNZs6cqYULF+rZZ5+VxWKRm5ubZsyYoQoVKiTZ7DcuLk5du3bVoEGDdPbsWdWsWVPLli1Ty5YtNX36dLVv3141atSQ1WpVYGCgwsLC5OjoaGwEKyWE83FxcZo0aZIqVqxotP4JCgrSnTt3NHPmzCTvedWqVapdu7YKFy6sqlWrKnv27Nq2bVuqP18pofPC9evXVaJECXl7e8vd3V3/+9//FBoaanwOfXx8stSmsITzyOpoa5NO8+fP/0fHa9SokRo1apSuc2w2m5577jnjL1X/lIwYN6PmCgAAAODReXl5ZfYUkElq164td3d3NWzYMNXjChUqpKlTp6pXr15q166dpIQrIXr16vU4pplhHBwc1KBBA61YsUJ58uTRm2++meQYd3d3TZo0STlz5vzHN9pu27atfvzxRwUEBChv3rzGYwsXLtTPP/8sBwcHjR8/XidOnNDAgQM1ePBg7dmzRzVr1tS///1vI8B0cXFR48aN9c033+jGjRuyWCzq3bu38To1atRQ8eLF9cUXX6hAgQIqUKCAXYuilDRv3tzYcyA6Olqurq6qWLGiHBwc1KFDB02bNk2XL1822hrt3LlTo0aNUu3atXX9+nWj3/5fw3lJqlq1qj799FPFxMTIarUqNjZW77zzjnLnzq2xY8emetWBzWZT/fr1NWfOHON8KWFT1pMnT2rcuHFq0qSJLBaL+vfvr2XLlunYsWN2bYfLly+vLl266MSJE3ZBcIkSJWSxWBQWFqbRo0cbizmFChVSr169FBQUpJdfftnYG+LQoUP65ZdfNG3aNEkJV2rUqVNH27dvNz5Pp06dUtGiRZP010+srk98zXLlymnjxo2KjY01Fr2cnJxUokSJLBPOR0REyGazJbsXAZAV8MkHAAAAACCLcHFx0YYNG+Ts7PzQY8uXL6+FCxfq0qVLKl26tDw9PR9b256M1KhRI61YsUKDBg1KsbVT4oax/7Rnn31WK1eutOvH/sYbb2jdunXavXu3pk6dqty5c6t27doaMGCApk+frjZt2mj48OFJwsvnn39ea9as0Zo1axQQEGC334HFYlGHDh00ceJE5cqVS/Xr10/Tn527u7uee+45ffXVV8qVK5eqV69ubFbbsmVL/ec//1GXLl3UunVrlSpVSmPGjJG/v7+xiey+fft0/PjxZK+uqFq1qmbNmqVjx47Jz89P33//vU6ePKnPPvssTS22/Pz8dP/+ff36669GW5ojR47IYrGoXr16xvvz8PDQW2+9lewYye0R6OLion/961/Kli1bktY/7du318qVKzVlyhT95z//0e3btzVq1CiVLl3a7kqEZ555RiNHjtSZM2e0cOFCbdiwQY0bN9bYsWPt/txOnz4tm81mLPqUK1dOu3btkiS7Kzh8fX119OjRh/5MngZZpbc+kBLCeQAAAAAAspD0BGE+Pj7y8fHJwNk8flWrVtXy5cszpT2PxWJJUsGeN29eBQQE6MaNG6pfv77xeOfOnVWvXj0VKVIk2WC9YsWK8vLyktVq1UsvvZTk+RYtWmjWrFlGa5q0atOmjTZu3Kjff/9dw4cPNx53c3PTwoULtWLFCq1evVp37txRjRo1NG7cOCOArlatWoqbtvr6+ipbtmzat2+f/Pz8tGTJElWuXDnZDWKTU6ZMGVmtVh06dMgI5w8fPqzixYsre/bsaRojpQWK0aNHK2fOnEmet1qtGjx4sAYMGKAtW7boq6++Unh4uObMmWPXxqhu3bpydHRU165d5ejoqM6dO2v58uWyWq0aPXq0cezp06ftKuoT33uePHnk7u5u917XrVuXJYLriIiIVFtHAU87wnkAAAAAAJClPGk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"text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 368, "width": 755 } }, "output_type": "display_data" } ], "source": [ "binned_lc = folded_lc.bin(binsize=10)\n", "binned_lc.plot();" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Or we can do these all in a single (long) line!" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "image/png": 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