{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Visualizations\n", "The GBM data tools would be incomplete if we didn't provide a way to visualize the data. We provide a number of different levels of plotting. At the most basic level (and the level we hope you don't sink to), there is a library of plotting functions in `gbm.plot.lib`. The next level up, we have plotting classes in `gbm.plot.gbmplot` which contain a variety of special plotting elements designed for the data tools. An example of one of these plot elements is a `Histo` class which, yes, plots a histogram. But it is special in that we want to plot histograms that may have gaps in it (i.e. SAA passage). These plot elements can be added to a new plot with little effort as long as you instantiate them correctly.\n", "\n", "At the highest level are plotting classes for specific views that can keep track of various plot elements in a single plot. For example, plotting a lightcurve with a background model and signal selection requires us to keep track of `Histo`, `HistoErrorbars`, `LightcurveBackground`, and `HistoFilled` plot objects. We'll show a few characteristics of how plotting works, but the full capability is somewhat limited in Jupyter. If you are making plots in ipython, you can interactively modify the plots through the ipython environment.\n", "\n", "---\n", "## Lightcurves and Spectra\n", "Let's revisit the example in the [PHA Export](./PhaExport.ipynb) tutorial:" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "from gbm import test_data_dir\n", "from gbm.data import TTE\n", "from gbm.binning.unbinned import bin_by_time\n", "from gbm.background import BackgroundFitter\n", "from gbm.background.binned import Polynomial\n", "\n", "# some selections\n", "erange = (8.0, 900.0)\n", "bkgd_times = [(-20.0, -5.0), (75.0, 200.0)]\n", "src_time = (6.0, 8.0)\n", "\n", "# open TTE and bin\n", "tte = TTE.open(test_data_dir+'/glg_tte_n9_bn090131090_v00.fit')\n", "phaii = tte.to_phaii(bin_by_time, 1.024, time_ref=0.0)\n", "lc_data = phaii.to_lightcurve(energy_range=erange)\n", "\n", "# fit background\n", "backfitter = BackgroundFitter.from_phaii(phaii, Polynomial, time_ranges=bkgd_times)\n", "backfitter.fit(order=1)\n", "bkgd = backfitter.interpolate_bins(phaii.data.tstart, phaii.data.tstop)\n", "lc_bkgd = bkgd.integrate_energy(*erange)\n", "\n", "# source selection\n", "src_lc = phaii.to_lightcurve(time_range=src_time, energy_range=erange)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "By default, the plot will show the full extent of the data" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "%matplotlib inline\n", "from gbm.plot import Lightcurve\n", "\n", "lcplot = Lightcurve(data=lc_data, background=lc_bkgd)\n", "lcplot.add_selection(src_lc)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "But you can adjust axis plot properties by setting them as attributes:" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "lcplot = Lightcurve(data=lc_data, background=lc_bkgd)\n", "lcplot.add_selection(src_lc)\n", "lcplot.xlim = (-5.0, 20.0)\n", "lcplot.ylim = (1000.0, 5500.)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "You can access the various plot elements in the plot, also as attributes:" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(,\n", " ,\n", " ,\n", " [])" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "lcplot.lightcurve, lcplot.errorbars, lcplot.background, lcplot.selections" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "And each plot element has its own set of properties that can be modified. Sometimes we may want to hide a plot element, or want to change the plot element's color or alpha. You can retrieve this information as attributes, and you can set them like attributes as well." ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Errorbars visible? True\n", "Lightcurve color: #394264\n", "Selection alpha: 0.2\n" ] } ], "source": [ "print('Errorbars visible? {}'.format(lcplot.errorbars.visible))\n", "print('Lightcurve color: {}'.format(lcplot.lightcurve.color))\n", "print('Selection alpha: {}'.format(lcplot.selections[0].alpha))\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Say we want to remove the errorbars, change the background model color to purple, and make the selection more opaque:" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAArEAAAGnCAYAAACgvQ82AAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAAPYQAAD2EBqD+naQAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4yLjEsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+j8jraAAAgAElEQVR4nOzde7xdVX3v/c83CblwCag9BKtyRPBguRVLtUIVqBi1ivZyWrXSc4rV9kHRInKkohWp5ZSiFehRHqmXVqVan/MUq1XEUFQO2kYeUZE7FYwIhQTkkgRIdiD5PX/MuenKYt/WylrZe8XP+/WaWVljjDnmb+61196/PdaYY6aqkCRJkkbJvNkOQJIkSeqVSawkSZJGjkmsJEmSRo5JrCRJkkaOSawkSZJGjkmsJEmSRo5JrCRJkkaOSawkSZJGjkmsJEmSRo5JrCRJkkbOrCaxSc5IUl3bTR31l09Qf0FXH3snuTjJw0nuTvL+JAu62hyd5LtJxpLckuT47XSKkiRJGoIF0zcZuuuBF3U8f7Sr/qPA6R3PHx7/T5L5wMXAauAI4MnAp4BHgHe2bfZp21wAHAccA3wsyV1VtWKgZyJJkqTtYi4ksY9W1eop6h+eov7FwAHAi6pqDXB1kncDZyc5o6o2AScAq6rqlHafG5M8HzgZMImVJEkaQXMhiX1mkjuBjcBK4LSq+nFH/XFJfpdmtPWLwJ9V1fho7OHAtW0CO24F8GHgQOB7bZvLuo65AjhvsoCSLAIWdRU/EbivlxOTJEnS4+wG3FlVtS2dzHYSeyVwPHAzzVSA9wDfSHJQVa0HPgPcBtwJHAKcDewP/Ga7/17Amq4+13TUTdVmaZIlVbVhgrhOa2ORJEnS4D0V+Pdt6WBWk9iquqTj6TVJrqRJWl8FfLyqPtJRf22Su4CvJtm3qm4dYmhnAed0PN8NuOP2229n6dKlQzysJEnSjmvdunU87WlPA1i/rX3N9kjsVqrqgST/Buw3SZMr28f9gFtpphg8t6vNsvZxdcfjsgnarJtkFJaqGgPGxp8nAWDp0qUmsZIkSXPAnFonNsmuwL7AXZM0ObR9HK9fCRycZM+ONsuBdcANHW2O6epneVsuSZKkETTb68T+ZZKjkjw9yRHAPwKbgb9Psm+Sdyc5rK1/Jc3yWVdU1TVtF5fSJKsXJvn5JC8BzgTOb0dToVla6xlJ3pfkWUneRDNd4dztea6SJEkanNmeTvBU4O+BJwH3AN8EnldV9yRZTLN+7FuBXYDbgYtoklQAqmpzkmNpViNYCTwEfJKOdWWralWSl9MkrScBdwBvcI1YSZKk0ZVtXN3gp0KSpcDatWvXOidWkiSpT+vWrWP33XcH2L2q1m1LX3NqTqwkSZI0EyaxkiRJGjkmsZIkSRo5JrGSJEkaOSaxkiRJGjkmsZIkSRo5JrGSJEkaOSaxkiRJGjkmsZIkSRo5JrGSJEkaOSaxkiRJGjkmsZIkSRo5JrGSJEkaOSaxkiRJGjkmsZIkSRo5JrGSJEkaOSaxkiRJGjkmsZIkSRo5JrGSJEkaOSaxkiRJGjkmsZIkSRo5JrGSJEkaOSaxkiRJGjkmsZIkSRo5JrGSJEkaOSaxkiRJGjkmsZIkSRo5JrGSJEkaObOaxCY5I0l1bTd11C9Ocn6Se5M8mOSiJMu6+tg7ycVJHk5yd5L3J1nQ1eboJN9NMpbkliTHb6dTlCRJ0hDMhZHY64End2zP76g7F3gF8NvAUcDPAp8br0wyH7gYWAgcAfwecDzw3o42+7Rtvg4cCpwHfCzJS4Z1QpIkSRquBdM3GbpHq2p1d2GS3YHXA6+tqq+1Za8DbkzyvKr6FvBi4ADgRVW1Brg6ybuBs5OcUVWbgBOAVVV1Stv1jUmeD5wMrBj62Un6qbBlyxYeWr9u6MfZZbelzJs3F8YfJGl2zYUk9plJ7gQ2AiuB06rqx8BhwE7AZeMNq+qmJD8GDge+1T5e2yaw41YAHwYOBL7XtrmMra2gGZGdUJJFwKKOot36OzVJPw22bNnC2b97FPPW3UaooR6rdnsKb//0v5rISvqpN9tJ7JU0H//fTDOV4D3AN5IcBOwFbKqqB7r2WdPW0T6umaCeGbRZmmRJVW2YIK7T2lgkaVoPrV/HvHW3sXTeejLkY9VDN3P3qhvZa98Dh3wkSZrbZjWJrapLOp5ek+RK4DbgVcBEyeX2chZwTsfz3YA7ZikWSSMgFAF2+09PYcHCxQPvf8uWLTxw1yoCbN40mz8eJWlumO2R2K1U1QNJ/g3YD/hnYGGSPbpGY5cB43NoVwPP7epmWUfd+OOyCdqsm2QUlqoaA8bGnyfDHluRtKNYsHAxC5fsMvB+N2/eTMHQR3olaVTMqUlVSXYF9gXuAr4DPAIc01G/P7A3zdxZ2seDk+zZ0c1yYB1wQ0ebY9ja8o4+JEmSNGJme53Yv0xyVJKnJzkC+EdgM/D3VbUW+DhwTpJfSXIY8LfAynZlAoBLaZLVC5P8fLts1pnA+e1oKsAFwDOSvC/Js5K8iWa6wrnb70wlSZI0SLM9neCpwN8DTwLuAb4JPK+q7mnrTwa2ABfRrBawAnjT+M5VtTnJsTSrEawEHgI+CZze0WZVkpfTJK0n0cxtfUNVubyWJEnSiJrtC7teM039RuDEdpuszW3Ay6bp53Lg2X2EKEmSpDloTs2JlSRJkmbCJFaSJEkjxyRWkiRJI8ckVpIkSSPHJFaSJEkjxyRWkiRJI8ckVpIkSSPHJFaSJEkjxyRWkiRJI8ckVpIkSSPHJFaSJEkjxyRWkiRJI8ckVpIkSSPHJFaSJEkjxyRWkiRJI8ckVpIkSSPHJFaSJEkjxyRWkiRJI8ckVpIkSSPHJFaSJEkjxyRWkiRJI8ckVpIkSSPHJFaSJEkjxyRWkiRJI8ckVpIkSSPHJFaSJEkjxyRWkiRJI8ckVpIkSSPHJFaSJEkjZ84ksUnekaSSnNdRdnlb1rld0LXf3kkuTvJwkruTvD/Jgq42Ryf5bpKxJLckOX47nZYkSZKGYMH0TYYvyXOA/wu4ZoLqjwKndzx/uGO/+cDFwGrgCODJwKeAR4B3tm32adtcABwHHAN8LMldVbVi4CcjSZKkoZv1kdgkuwKfBv4AuH+CJg9X1eqObV1H3YuBA4Dfraqrq+oS4N3AiUkWtm1OAFZV1SlVdWNVfQj4B+DkoZ2UJEmShmrWk1jgfODiqrpskvrjkvwkyXVJzkqyc0fd4cC1VbWmo2wFsBQ4sKNNd98r2vIJJVmUZOn4BuzWywlJkiRpuGZ1OkGS1wC/ADxnkiafAW4D7gQOAc4G9gd+s63fC1jTtc+ajrqp2ixNsqSqNkxw3NOA98zwNCRJkrSdzVoSm+RpwF8By6tq40RtquojHU+vTXIX8NUk+1bVrUMM7yzgnI7nuwF3DPF4kiRJ6sFsTic4DNgT+G6SR5M8ChwF/FH7fP4E+1zZPu7XPq4GlnW1WdZRN1WbdZOMwlJVY1W1bnwD1s/4rCRJkjR0s5nEfhU4GDi0Y7uK5iKvQ6tq8wT7HNo+3tU+rgQOTrJnR5vlwDrgho42x3T1s7wtlyRJ0giatekEVbUeuK6zLMlDwL1VdV2SfYHXAl8G7qWZE3sucEVVjS/FdSlNsnphklNp5r+eCZxfVWNtmwuANyd5H/A3wAuBVwEvH+b5SZIkaXjmwuoEk9kEvIgmUb0J+ABwEfCK8QbtaO2xwGaakdW/o1kn9vSONqtoEtblwPeBU4A3uEasJEnS6JoTNzsYV1VHd/z/dpo5stPtcxvwsmnaXA48exvDkyRJ0hwxl0diJUmSpAmZxEqSJGnkmMRKkiRp5JjESpIkaeSYxEqSJGnkmMRKkiRp5JjESpIkaeSYxEqSJGnkmMRKkiRp5JjESpIkaeSYxEqSJGnkmMRKkiRp5JjESpIkaeSYxEqSJGnkmMRKkiRp5JjESpIkaeSYxEqSJGnkmMRKkiRp5JjESpIkaeSYxEqSJGnkmMRKkiRp5JjESpIkaeQs6HWHJPsALwD+M7AzcA/wPWBlVW0cbHiSJEnS4804iU1yHHAS8IvAGuBOYAPwRGBfYGOSTwNnV9VtQ4hVkiRJAmaYxCb5HrAJ+ATwX6vq9q76RcDhwGuAq5K8qar+3wHHKkmSJAEzH4l9R1WtmKyyqsaAy4HLk7wLePq2hyZJkiRNbEZJ7FQJ7ARt7wXu7TsiSZIkaRo9r06Q5BeSHNzx/NeSfD7JnydZONjwJEmSpMfrZ4mtvwb+C0CSZwCfBR4Gfht4X7+BJHlHkkpyXkfZ4iTnJ7k3yYNJLkqyrGu/vZNcnOThJHcneX+SBV1tjk7y3SRjSW5Jcny/cUqSJGn29ZPE/hfg6vb/vw1cUVWvBY4H/ms/QSR5DvB/Add0VZ0LvKI9zlHAzwKf69hvPnAxsBA4Avi9No73drTZp23zdeBQ4DzgY0le0k+skiRJmn39JLHp2O9FwJfb/98O/EzPnSW7Ap8G/gC4v6N8d+D1wNuq6mtV9R3gdcARSZ7XNnsxcADwu1V1dVVdArwbOLFjasMJwKqqOqWqbqyqDwH/AJzca6ySJEmaG/pJYq8C/iTJf6MZHb24Ld+HZv3YXp0PXFxVl3WVHwbsBDxWXlU3AT+mWc6L9vHaquo87gpgKXBgR5vuvld09PE4SRYlWTq+Abv1dkqSJEkapn6S2LcCvwB8CPifVXVLW/5bwL/20lGS17R9nTZB9V7Apqp6oKt8TVs33qY7cV7TUTdVm6VJlkwS2mnA2o7tjilOQ5IkSdtZL3fsekZV/bCqrgEOnqDJ24HNPfT3NOCvgOVz8Ha1ZwHndDzfDRNZSZKkOaOXkdhrklzXLqX13O7KqtpYVY/00N9hwJ7Ad5M8muRRmukJf9T+fw2wMMkeXfstA1a3/1/dPu+uZwZt1lXVhokCq6qxqlo3vgHrezgvSZIkDVkvSezP0HzMvifwT0nuSvLRJK9IsriPY3+VZkT30I7tKpqLvMb//whwzPgOSfYH9gZWtkUrgYOT7NnR73JgHXBDR5tj2Nryjj4kSZI0YmY8naD9yP+LwBeThObCqFcCZwN/n+Qy4J+AL1bVPTPobz1wXWdZkoeAe6vquvb5x4FzktxHk5h+EFhZVd9qd7mUJlm9MMmpNPNfzwTOb2+FC3AB8OYk7wP+Bngh8Crg5TM9d0mSJM0t/VzYRTX+tareUVUHAM8GvkGzRusdSU4cUHwnA18CLgKuoJka8JsdcWwGjqWZi7sS+DvgU8DpHW1W0SSsy4HvA6cAb+jlVrqSJEmaW2Y8EjsuyZHAv1bVo+NlVfWDJH8FfBu4HnhiP8FU1dFdzzcCJ7bbZPvcBrxsmn4vp0m0JUmStAPoOYmlufPVk4G7u8p3B75eVfOBe7c1MEmSJGky/d6xqyYofxLw0LaFI0mSJE2vl3ViP9f+t4BPJBnrqJ4PHEKPNzuQJEmS+tHLdIK17WNo1k3tXGN1E/At4KMDikuSJEmaVC9LbL0OIMmPgL+sKqcOSJIkaVb0fGFXVf3pMAKRJEmSZqrnC7uSLEtyYZI729vFbu7chhGkJEmS1KmfJbY+QXPr1z8D7mLilQokSZKkoekniX0+8IKqunrQwUiSJEkz0c86sbfTrFAgSZIkzYp+kti3An+R5OmDDUWSJEmamX6mE/w/wM7ArUkeBh7prKyqJw4iMEmSJGky/SSxbx14FJIkSVIP+lkn9pPDCESSJEmaqZ6T2CR7T1VfVT/uPxxJkiRpev1MJ/gRU68NO7+/UCRJkqSZ6SeJfXbX853asrcB79rmiCRJkqRp9DMn9vsTFF+V5E7g7cDntjkqSZIkaQr9rBM7mZuB5wywP0mSJGlC/VzYtbS7CHgycAbwgwHEJEmSJE2pnzmxD/D4C7tCczva12xzRJIkSdI0+klif6Xr+RbgHuCWqnp020OSJEmSptbPhV3/ZxiBSJJm5uEHH2T92gcG2mdVsfmRMRYv2olFuz6BefMGecmEJA1ePyOxJNmX5vazP9cW3QD8VVXdOqjAJEkT+8KfHseWgV6XC1DsOu8h5iX83oU/YMnSJw24f0karH4u7HoJ8E/A1cC/tMW/DFyf5BVV9c8DjE+SBMyfPx/m7US2bGLXeQ8P4QjFPIoquO/O23iKSaykOa6fkdi/AM6tqnd0Fib5C+BswCRWkobgyc/4OR4Z20Bt2TLwvrds2cIDd60iFLVl88D7l6RB6yeJ/TngVROU/w3NFANJ0pDstGjJUPrdvHkzBYSQZCjHkKRB6mdS1T3AoROUHwrcvW3hSJIkSdPrZyT2o8BHkjwD+Ne27JeBPwbOGVRgkiRJ0mT6GYn9M+C9wFuA/9Nub6a5Y9eZvXSU5I1Jrkmyrt1WJvnVjvrLk1TXdkFXH3snuTjJw0nuTvL+JAu62hyd5LtJxpLckuT4Ps5bkiRJc0Q/68QWcC5wbpLd2rL1fR7/DuAdNLerDfB7wBeSPLuqrm/bfBQ4vWOfxy7LTTIfuBhYDRxBc/vbTwGPAO9s2+zTtrkAOA44BvhYkruqakWfcUuSJGkW9bPE1j7Agqr6QWfymuSZwCNV9aOZ9lVVX+wqeleSNwLPA8aT2IeravUkXbwYOAB4UVWtAa5O8m7g7CRnVNUm4ARgVVWd0u5zY5LnAycDJrGSJEkjqJ/pBJ+gGfXs9kttXV+SzE/yGmAXYGVH1XFJfpLkuiRnJdm5o+5w4No2gR23AlgKHNjR5rKuw61oyyeLZVGSpeMbsFufpyVJkqQh6OfCrmfzHzc56PQt4EO9dpbkYJqkdTHwIPAbVXVDW/0Z4DbgTuAQmnVo9wd+s63fC1jD1tZ01E3VZmmSJVW1YYKwTgPe0+u5SJIkafvoJ4ktJh6Z3B2Y30d/N9Msz7U78FvAJ5McVVU3VNVHOtpdm+Qu4KtJ9h3yLW7PYuuVFnajmb8rSZKkOaCf6QRXAKe1F1UBj11gdRrwzV47q6pNVXVLVX2nqk4Dvg+cNEnzK9vH/drH1cCyrjbLOuqmarNuklFYqmqsqtaNb0C/F65JkiRpCPoZif1jmkT25iTfaMteQDMP9YUDiGkesGiSuvGbLNzVPq6kuRhsz6oav9HCcmAdcENHm5d19bOcrefdSpIkaYT0PBLbzlc9BPjfwJ40H7V/CnhWVV3XS1/thVpHJnl6koOTnAUcDXw6yb5J3p3ksLb+le1xrqiqa9ouLqVJVi9M8vNJXkKzVu35VTXWtrkAeEaS9yV5VpI30dw299xez12SJElzQz8jsVTVnbTrsG6jPWkS0ycDa4FrgJdU1T8neRrwIuCtNCsW3A5cRMcNFapqc5JjgQ/TjKw+BHySjnVlq2pVkpfTJK0n0cxtfYNrxEqSJI2uGSWxSfauqh/PtNMkT6mqf5+uXVW9foq624GjZtDHbTx+ukB3m8tpVlWQJEnSDmCm0wm+neSvkzxnsgZJdk/yB0muA/7rYMKTJEmSHm+m0wkOAN4F/HOSjcB3aNZu3Qg8oa0/EPgucGpVfXkIsUqSJEnADEdiq+reqnobzdzVNwM/AH4GeGbb5NPAYVV1uAmsJEmShq2nC7vadVX/od0kSZKkWdHPzQ4kSZKkWWUSK0mSpJFjEitJkqSRYxIrSZKkkWMSK0mSpJHTVxKb5L8l+Zckdyb5z23ZW5P82mDDkyRJkh6v5yQ2yRuBc4AvA3sA89uqB4C3Di40SZIkaWI9rRPbegvwB1X1+STv6Ci/CvjLwYQlaS6pKjZu3DT04yxevJAkQz+OJGn09ZPE7gN8b4LyMWCXbQtH0lxTVZxw0tlce/2tQz/WIQftx4fPO9VEVpI0rX7mxK4CDp2g/KXAjdsWjqS5ZuPGTdslgQW45rpbtsuIryRp9PUzEnsOcH6SxUCA5yb5HeA04A2DDE7S3PKlf/gASxYvGni/GzaOcexvnTLwfiVJO66ek9iq+liSDcCZwM7AZ4A7gZOq6rMDjk/SHLJk8SKWLBl8EitJUq/6GYmlqj4NfDrJzsCuVXX3YMOSJEmSJtfPEltfS7IHQFU9PJ7AJlma5GuDDlCSJEnq1s+FXUcDCycoXwy8YJuikSRJkmZgxtMJkhzS8fSAJHt1PJ9PszrBvw8qMEmSJGkyvcyJvRqodpto2sAGmhshSJIkSUPVSxK7D82SWj8Engvc01G3Cbi7qjYPMDZJkiRpQjNOYqvqtva//cyjlSRJkgamryW2AJIcAOxN10VeVfVP2xqUJEmSNJWek9gkzwD+ETiYZn7s+E3Oq32cP5jQJEmSpIn1MzXgr4BVwJ7Aw8CBwJHAVTTLb0mSJElD1c90gsOBF1bVT5JsAbZU1TeTnAb8L+DZA41QkiRJ6tLPSOx8YH37/58AP9v+/zZg/0EEJUmSJE2lnyT2OuDn2/9fCZya5JeB02mW35qxJG9Mck2Sde22MsmvdtQvTnJ+knuTPJjkoiTLuvrYO8nFSR5OcneS9ydZ0NXm6CTfTTKW5JYkx/dx3pIkSZoj+kliz+zY73Sa9WO/AbwMOKnHvu4A3gEcBvwizU0UvpDkwLb+XOAVwG8DR9GM+n5ufOck84GLaVZIOAL4PeB44L0dbfZp23wdOBQ4D/hYkpf0GKskSZLmiJ7nxFbVio7/3wI8K8kTgfurqibfc8K+vthV9K4kbwSel+QO4PXAa6vqawBJXgfcmOR5VfUt4MXAAcCLqmoNcHWSdwNnJzmjqjYBJwCrquqU9hg3Jnk+cDKwAkmSJI2cgdy4oKruA/ZK8qF++0gyP8lrgF2AlTSjszsBl3Uc5ybgxzQXl9E+XtsmsONWAEtpVk0Yb3MZW1vR0cdEsSxKsnR8A3br97wkSZI0eD0lsUkOTPLmJH+YZI+27GeSnEczH/ZXeg0gycFJHgTGgAuA36iqG4C9gE1V9UDXLmvaOtrHNRPUM4M2S5MsmSSs04C1HdsdMz8jSZIkDduMk9gkrwS+R7OM1gXAVUl+BbgReBZN8nngFF1M5maauaq/BHwY+GR7N7DZdBawe8f21NkNR5IkSZ16GYn9E+B8mo/q3wY8gyahfVlVvbSqvtJPAFW1qapuqarvVNVpwPdpLhBbDSwcH/HtsKyto31cNkE9M2izrqo2TBLTWFWtG9/4jyXFJEmSNAf0ksTuD5xfVQ8CHwS2ACdX1beHENMi4DvAI8Ax4xVJ9gf2ppkzS/t4cJI9O/ZfDqwDbuhocwxbW97RhyRJkkZML6sT7EaTHFJVm5NsoMd1YbslOQu4hOZird2A19LcuvYlVbU2yceBc5Lc1x77g8DKdmUCgEtpktULk5xKM//1TJpke6xtcwHw5iTvA/4GeCHwKuDl2xK7JEmSZk+vS2y9JMna9v/zgGOSHNTZoKr+qYf+9gQ+BTyZ5gKqa2gS2H9u60+mGfG9iGZ0dgXwpo5jbU5yLM1c2pXAQ8AnadavHW+zKsnLadacPYnmIq03dC4VJkmSpNHSaxL7ya7nf931vGhuSzsjVfX6aeo3Aie222RtbqO50cJU/VwOPHumcUmSJGlum3ESW1UDWVNWkiRJ2lYmppIkSRo5JrGSJEkaOSaxkiRJGjkmsZIkSRo5JrGSJEkaOT0nsUl+mORJE5TvkWSbbn4gSZIkzUQ/I7FPZ+K1YBcBT9mmaCRJkqQZmPE6sUle2fG0885d0CS1xwA/GlBckiRJ0qR6uWPX59vH4vF37nqEJoE9ZQAxSZIkSVPq+Y5dSVYBz6mqnwwtKkmSJGkKvYzEAlBV+wwjEEmSJGmmek5iAZIcQzMHdk+6Lg6rqt8fQFySJEnSpHpOYpO8BzgduAq4i2aOrCRJkrTd9DMSewJwfFVdOOhgJEmSpJnoZ53YhcC/DjoQSZIkaab6SWI/Brx20IFIkiRJM9XPdILFwB8meRFwDc0asY+pqrcNIjBJkiRpMv0ksYcAV7f/P6irzou8JEmSNHT9rBP7K8MIRJIkSZqpfubESpIkSbOqn3Viv84U0waq6oXbFJEkSZI0jX7mxF7d9Xwn4FCa+bGf3OaIJEmSpGn0Myf25InKk5wB7LqtAUmSJEnTGeSc2L8Dfn+A/UmSJEkTGmQSeziwcYD9SZIkSRPq58Kuz3UXAU8GfhH4s0EEJUmSJE2lnwu71nY93wLcDJxeVZdue0iSJEnS1Pq5sOt1wwhEkiRJmqm+58QmOSzJ77bbs/vs47Qk306yPsndST6fZP+uNpcnqa7tgq42eye5OMnDbT/vT7Kgq83RSb6bZCzJLUmO7ydmSZIkzb5+5sTuCXwWOBp4oC3eo70Jwmuq6p4eujsKOB/4dhvLnwOXJjmgqh7qaPdR4PSO5w93xDMfuBhYDRxBMz/3U8AjwDvbNvu0bS4AjgOOAT6W5K6qWtFDvJIkSZoD+pkT+0FgN+DAqroRIMkBNDc6+F/A78y0o6p6aefzdnT0buAw4IqOqoeravUk3bwYOAB4UVWtAa5O8m7g7CRnVNUm4ARgVVWd0u5zY5LnAycDj0tikywCFnUU7TbTc5IkSdLw9TOd4KXAm8YTWICqugE4EfjVbYxn9/bxvq7y45L8JMl1Sc5KsnNH3eHAtW0CO24FsBQ4sKPNZV19rmjLJ3IazQVs49sdvZ2GJEmShqmfkdh5NB/Vd3uEbZtjOw84D/iXqrquo+ozwG3AncAhwNnA/sBvtvV7AZ0JLB3P95qmzdIkS6pqQ1fdWcA5Hc93w0RWkiRpzugnif0a8FdJfqeq7gRI8hTgXOCr2xDL+cBBwPM7C6vqIx1Pr01yF/DVJPtW1a3bcLxJVdUYMDb+PMkwDiNJkqQ+9TNy+maaj+p/lOTWJLcCq9qyt/QTRJIPAccCv1JV0414Xtk+7tc+rgaWdbVZ1lE3VZt1E4zCSpIkaY7rZ53Y25P8AvAi4Flt8Y1V1T3ndFpphjg/CPwGcHRVrZrBboe2j3e1jyuBdyXZs6rubsuWA+uAGzravKyrn+VtuSRJkkZMP9MJqKoC/rndtsX5wGuBXwPWJxmfw7q2qjYk2bet/zJwL82c2HOBK6rqmrbtpTTJ6oVJTqWZ/3omcH47LQCapbXenOR9wN8ALwReBbx8G+OXJEnSLJjxdIIkL0xyQ5KlE9TtnuT6JC/o8QmYMDQAABpbSURBVPhvpFmR4HKakdXx7dVt/SaaEd9LgZuADwAXAa8Y76CqNtNMRdhMM7L6dzTrxJ7e0WYVTcK6HPg+cArwBteIlSRJGk29jMS+FfhoVa3rrqiqtUn+Gngb8I2ZdlhVU14xVVW309wQYbp+buPx0wW621wO9HVnMUmSJM0tvVzY9fPAV6aov5TmJgWSJEnSUPWSxC5j4vVhxz0K/KdtC0eSJEmaXi9J7L/TrOM6mUP4jxUDJEmSpKHpJYn9MvBnSRZ3VyRZAvwp8KVBBSZJkiRNppcLu86kudXrv7U3J7i5LX8WcCIwH/ifgw1P0kxUFRs3bhpK3xs2jk3fSJKk7WzGSWxVrUlyBPBh4CxgfGWBAlYAJ1bVmsGHKGkqVcUJJ53NtdcP5S7MkiTNST3d7GB8KaskT6C57WuAH1TV/cMITtL0Nm7ctF0S2EMO2o/FixcO/TiSJM1Ev3fsuh/49oBjkbSNvvQPH2DJ4kVD6Xvx4oU0d4qWJGn29ZXESpqblixexJIlw0liJUmaS3pZnUCSJEmaE0xiJUmSNHJMYiVJkjRyTGIlSZI0ckxiJUmSNHJMYiVJkjRyTGIlSZI0ckxiJUmSNHJMYiVJkjRyTGIlSZI0ckxiJUmSNHJMYiVJkjRyTGIlSZI0ckxiJUmSNHJMYiVJkjRyTGIlSZI0ckxiJUmSNHJMYiVJkjRyTGIlSZI0cmY1iU1yWpJvJ1mf5O4kn0+yf1ebxUnOT3JvkgeTXJRkWVebvZNcnOThtp/3J1nQ1eboJN9NMpbkliTHb4dTlCRJ0hDM9kjsUcD5wPOA5cBOwKVJdulocy7wCuC32/Y/C3xuvDLJfOBiYCFwBPB7wPHAezva7NO2+TpwKHAe8LEkLxnSeUmSJGmIFkzfZHiq6qWdz9vR0buBw4ArkuwOvB54bVV9rW3zOuDGJM+rqm8BLwYOAF5UVWuAq5O8Gzg7yRlVtQk4AVhVVae0h7oxyfOBk4EVQz9RSZIkDdRsj8R22719vK99PIxmdPay8QZVdRPwY+Dwtuhw4No2gR23AlgKHNjR5jK2tqKjj60kWZRk6fgG7Nbf6UiSJGkY5kwSm2Qezcf8/1JV17XFewGbquqBruZr2rrxNmsmqGcGbZYmWTJBOKcBazu2O3o4FUmSJA3ZnEliaebGHgS8ZrYDAc6iGRUe3546u+FIkiSp06zOiR2X5EPAscCRVdU56rkaWJhkj67R2GVt3Xib53Z1uayjbvxx2QRt1lXVhu54qmoMGOuIr4ezkSRJ0rDN9hJbaRPY3wBeWFWrupp8B3gEOKZjn/2BvYGVbdFK4OAke3bstxxYB9zQ0eYYtra8ow9JkiSNkNkeiT0feC3wa8D6JONzWNdW1YaqWpvk48A5Se6jSUw/CKxsVyYAuJQmWb0wyak081/PBM5vR1QBLgDenOR9wN8ALwReBbx8+KcoSZKkQZvtObFvpJlzejlwV8f26o42JwNfAi4CrqCZGvCb45VVtZlmKsJmmpHVvwM+BZze0WYVTcK6HPg+cArwhqpyeS1JkqQRNNvrxE472bSqNgIntttkbW4DXjZNP5cDz+4xREmSJM1Bsz0SK0mSJPXMJFaSJEkjxyRWkiRJI8ckVpIkSSPHJFaSJEkjxyRWkiRJI8ckVpIkSSPHJFaSJEkjxyRWkiRJI8ckVpIkSSPHJFaSJEkjxyRWkiRJI8ckVpIkSSPHJFaSJEkjxyRWkiRJI2fBbAcgSZpbxsY2sWHD2ND6X7x4IUmG1r+knw4msZKkrbzlf5zD/fWEofV/yEH78eHzTjWRlbRNnE4gSWLevDBvOyWV11x3Cxs3btoux5K043IkVpIEwMKdFlC1hY988B088ekHD7z/DRvHOPa3Thl4v5J+OpnESpK2smjRQpYsWTTbYUjSlJxOIEmSpJFjEitJkqSRYxIrSZKkkWMSK0mSpJHjhV2S5pQNG11kX5I0PZNYSXPKMJdgcpF9SdpxOJ1A0qxbvHghhxy039CP4yL7krTjcCRW0qxLwofPO3VoCaaL7EvSjmdWR2KTHJnki0nuTFJJfr2r/hNteef2la42T0zy6STrkjyQ5ONJdu1qc0iSbyTZmOT2JKduj/OTNHNJWLJk0XC2xS7cL0k7mtmeTrAL8H3gxCnafAV4csf2O131nwYOBJYDxwJHAh8Zr0yyFLgUuA04DHg7cEaSPxzMKUiSJGl7m9XpBFV1CXAJMNWFFmNVtXqiiiQ/B7wUeE5VXdWWvQX4cpL/UVV3AscBC4Hfr6pNwPVJDgXeRkeyK2nHtWXLFhbSrHqwfu0DPLppsCOzD61bO9D+JEnTG4U5sUcnuRu4H/ga8CdVdW9bdzjwwHgC27oM2AL8EvCPbZsr2gR23Argj5M8oaru7z5gkkVA52+53QZ2NpK2u00Pr+VVu3wJKD7xhq8Bg1+dYB5bBt6nJGlycz2J/QrwOWAVsC/w58AlSQ6vqs3AXsDdnTtU1aNJ7mvraB9XdfW7pqPucUkscBrwnoGcgaRZt3jRTswLpLawdN6DDCOJheYTpfkLdhpK35Kkrc3pJLaqPtvx9Nok1wC3AkcDXx3ioc8Czul4vhtwxxCPJ2mIFixcwpOesi/rVq9i5yc9mXkLhnOh1/wFOzF/p4VD6VuStLU5ncR2q6ofJvkJsB9NErsa2LOzTZIFwBPbOtrHZV1dLeuom+g4Y8Bjtw1yYXRptCWBefMgsGDhYhYs2nm2Q5IkbaPZXp2gJ0meCjwJuKstWgnskeSwjmYvpDmvKzvaHJmk8zO+5cDNE82HlSRJ0tw32+vE7prk0Ha1AIB92ud7t3XvT/K8JE9PcgzwBeAWmguzqKobaebNfjTJc5P8MvAh4LPtygQAnwE2AR9PcmCSVwMnsfV0AUmSJI2Q2R6J/UXge+0GTWL5PeC9wGbgEOCfgH8DPg58B3hB+3H/uOOAm2imF3wZ+Cbw2BqwVbUWeDGwT7v/B4D3VpXLa0mSJI2o2V4n9nKmvkz4JTPo4z7gtdO0uQZ4QU/BSZIkac6a7ZFYSZIkqWcmsZIkSRo5JrGSJEkaOSaxkiRJGjkjdbMDSdKOYcPGsekb9Wnx4oXepEb6KWASq596VcXGjZuGegx/qUpbO/a3Thla34cctB8fPu9U33PSDs4kVj/VqooTTjqba6+/dajH8Zeq1Pwxd8hB+3HNdbcM9TjXXHcLGzduYsmSRUM9jqTZZRKrn2obN24aegIL/lKVAJLw4fNOHdonHxs2jg11hFfS3GISK7W+9A8fYMniwSaZ/lKVtpbEP+YkDYRJrNRasniRv1wlSRoRJrGa04Z90dUwr5CWJEnDYxKrOWt7XXQlSZJGjzc70Jy1vS66gmb1gMWLF26XY0mSpG3nSKxGwjAuuurkOq6SZsq1paW5wSRWI2FHuOhqWPNvndcrbT+uLS3NHSax0nbiUlvS6HNtaWnuMImVhmh73aEInNcrddoen3wMe23pUf+UZdSnRDhtZHr9fI02bBjc97VJrDREw75DUadR/2EoDdL2+ORj2NOcRv3Tm1GeEuG0ken1+zV69NHB/T40iZWGzDsUSdvHjvDJx/Y8h2G75rpbuP+B9UO7KHeYf7jvKNNGhjmavGHj2KwvgWkSK0naIewIn3xsz3MYls4pEcMcTd5eo5ijOm2kKN741vfxg1tuH0r/nXr5Gq1bt4699vrUQI5rEjtDr+bVfOG1X2CnBTttXdH13pn2zZSux4madPSRiRpOtO8EcVQVW7bUxG0ywW49/iAYj3P+/HmPK5suvpmc/+bNmznohicA8OU//BILFkzy7TrTsDOD16e7vwm//Jn5MZnkmN2v14QvyDRxTPG1nvD7ZqI+p/t27T7GIOKYwffvtLFMdshJvtZbHn2UNSv3Z+zBPdmwanfmdb+PpzwwQE3fZMqC8fKp++nZNN82vR2v2Lh2F6qKqz58M7s8Ye2EnT/2Nd6W90AmKe+qn6psfN9pv8dmEudE36uThTZv+g5n/DWa4e+PmfwMGS+b9L3f+faZSXyT/ezrLpvg61FVPHf+07n9jrs7S5t/B5Bvjn9Xr1n973zvU1ez06IFk34fTPs9NslrsGnsEfa8ezEAP17xIxYtnORnxgy/V7vjGBt7hP90z2IKOP6od82s38fM7H093upJTJNcZooeZ/Az5BlPfwr3f+ceHpjgPMf77/TQQw9N2+dMpWrAP1R3QEmWvpN3rt15yc6zHUpPNm16lKotQz9O5s1j4U7D+XtobKwZjVi0aIqP7Qb8R/iMEkDNXRO9fAWPbtoAVT3/sTYrZivELc3Pi/mLlpDswPfCGcDX158T06sZJlv9GL84aMmSxcN5Sxc8vGEjADsvWTyU9+TGjZvYsmX4v6PnzZs35y76fef6dwLsXlXrtqUfR2Jn6Hqu5zWvfA077TTVN0L7l+Zk79sJyufNz1Y/DB970/fQR1GPK9+8eQtfvfzb04U6rZm+b49+wWHMnzfDX3pTHLvzj6rNm7dwxb98D4AXHPGsrUZ8p+yrtu6nV4/t29sgVvtQE5ZP2H+vx5isj2mON1H5RN8z0/XR89d0ht+rk+7e6+sw2WsA1JYt/OTW77N50wbmL1xCur9XH9tlG39T9fp69jAs1fO3Sh8v1+axjUCxx9OexU6Ldt76azldf4P4vpnse6bHY077vpsujAF8r8/k69/T17ejXV8/36Z4f8zk+BMes8efIVs36f133fh+tQXW3r0BgCc8cfHk79oZn+oEJQVrH3kYgEV7LJr5lIUevocXLV20Tb+rJjve47Qj9AP5vp606cy/r6oK1vcWymQciZ2BJEuBtc858r+zYMFg/5p55n5Pa+b0DPjPvM75NsO621XnMb76pQ8NfGL6hg1jHHPsm4fWv356PDq2gX885WjW3XUrS/fahwWLRutTle2hagsP3H4zVVv4tfd/jZ95xiGzHZI0oc7fDduDv38Ga926dey+++7gSOzo+8Ett/OiY98y1GNsj7tdDWNi+qivkShJGrwdYRUKDYZJbA+++L//kqVLlw6kr+111eD2egOO+nqGkqTRsCOsQqHBMIntwZIlgx3R/MQF7x7pu4Fsr7+G/UtYktTJ9bcFJrGzatTfhNvrr2H/EpYkSd1MYrVNRj0RlyRJo2lWFwJMcmSSLya5M0kl+fWu+iR5b5K7kmxIclmSZ3a1eWKSTydZl+SBJB9PsmtXm0OSfCPJxiS3Jzl1e5yfJEmShmO2V7PeBfg+cOIk9acCfwScAPwS8BCwIsnijjafBg4ElgPHAkcCHxmvbJfHuhS4DTgMeDtwRpI/HOiZSJIkabuZ1ekEVXUJcAk8/tZwaQreCpxZVV9oy/47sAb4deCzSX4OeCnwnKq6qm3zFuDLSf5HVd0JHAcsBH6/qjYB1yc5FHgbHcmuJEmSRsdcnhO7D7AXcNl4QVWtTXIlcDjw2fbxgfEEtnUZsIVm5PYf2zZXtAnsuBXAHyd5QlXd333gJItgq5sN7wbNAr2SRs+jYxvYuGkzVbB5S5Etm2c7pDmnthRbqrmj2oMPPshCf95JGoJB5lJzOYndq31c01W+pqNuL+DuzsqqejTJfV1tVk3Qx3jd45JY4DTgPd2FT3va02YUuKS5Z69d53HS83bmjvtv4pHh3658JO00DxYvCIf/8gtY/aBfJElD9UTAO3YNwVnAOR3PdwPuAJ7KwO74qznE13fH9dhru/rBLetPu+zB2Y5Hg+P7dsfm67vjGn9t79vWjuZyEru6fVwG3NVRvgy4uqPNnp07JVlAk92v7mizrKvvZR11j1NVY8Bj9zztmK+7flvv86u5x9d3x+Vru+Pytd2x+fruuAa57vtsr04wlVU0SeYx4wXtSgO/BKxsi1YCeyQ5rGO/F9Kc15UdbY5MslNHm+XAzRPNh5UkSdLcN9vrxO6a5NB2tQCAfdrne1dVAecBf5LklUkOBj4F3Al8HqCqbgS+Anw0yXOT/DLwIeCz7coEAJ8BNgEfT3JgklcDJ7H1dAFJkiSNkNmeTvCLwNc7no8nlp8EjgfeR7OW7EeAPYBvAi+tqo0d+xxHk7h+lWZVgoto1pYFHlvR4MXA+cB3gJ8A762qXpbXGgP+lI4pBtqh+PruuHxtd1y+tjs2X98d18Be2zQDnpIkSdLomMtzYiVJkqQJmcRKkiRp5JjESpIkaeSYxEqSJGnkmMT2IcmPklTX9o7Zjku9S3Ji+3puTHJlkufOdkzadknOmOA9etNsx6XeJTkyyReT3Nm+jr/eVZ8k701yV5INSS5L8szZile9mcHr+4kJ3stfma14NTNJTkvy7STrk9yd5PNJ9u9qszjJ+UnuTfJgkouSdN+cakomsf07HXhyx/bB2Q1HvWrXDD6HZqmPXwC+D6xIsueUO2pUXM/W79Hnz2446tMuNO/NEyepP5VmWcUTaG6G8xDN+3jx9glP22i61xea9eA738u/sx3i0rY5imZp0+fR3GBqJ+DSJLt0tDkXeAXw2237nwU+18tBZnud2FG2vqomvG2tRsbbgI9W1d8CJDkBeDnw+8BfzGZgGohHfY+Ovqq6BLgEHn+7yjQFbwXOrKovtGX/HVgD/Drw2e0arHo21evbYcz38mipqpd2Pk9yPHA3cBhwRZLdgdcDr62qr7VtXgfcmOR5VfWtmRzHkdj+vaMdAv9ekrcn8Q+CEZJkIc2b6bLxsqra0j4/fLbi0kA9s/2I8odJPp1k79kOSAO3D7AXW7+P19Lcdtz38Y7j6PYj6ZuTfDjJk2Y7IPVs9/bxvvbxMJrR2c737k3Aj+nhvWvi1Z//BXyX5sU4AjiL5iOOt81mUOrJzwDzaUZsOq0BnrX9w9GAXUlz17+bad6b7wG+keSgqlo/m4FpoPZqHyd6H++FdgRfofmIeRWwL/DnwCVJDq+qzbMamWYkyTzgPOBfquq6tngvYFNVPdDVvKf3rklsK8lfAH88TbOfq6qbquqcjrJrkmwC/jrJaVXlLfKkWdZ+RDnumiRXArcBrwI+PjtRSepVVXVOCbk2yTXArcDRNLeb19x3PnAQQ7guwST2P3wA+MQ0bX44SfmVNF/Lp9OM/Gju+wmwGei+EnIZ4NyrHUxVPZDk34D9ZjsWDdT4e3UZcFdH+TLg6u0fjoatqn6Y5Cc072WT2DkuyYeAY4Ejq+qOjqrVwMIke3SNxvb0O9g5sa2quqcdZZ1q2zTJ7ocCW2gmLWsEtK/ld4BjxsvajzyOAVbOVlwajiS70nwUedd0bTVSVtH8wut8Hy+lWaXA9/EOKMlTgSfhe3lOa5e++xDwG8ALq2pVV5PvAI+w9Xt3f2BvenjvOhLboySH0/yA/DqwnmYC8rnA31XV/bMZm3p2DvDJJFcB/x/NVc67AH87q1FpmyX5S+CLNFMIfpZmGbXNwN/PZlzqXfsHSOcI+j5JDgXuq6ofJzkP+JMkP6BJav8MuBP4/PaPVr2a6vVtt/cAF9H8sbIv8D7gFmDFdg5VvTkfeC3wa8D6JOPzXNdW1YaqWpvk48A5Se4D1tEsVbpypisTAKSqBh34Di3JLwD/N83FP4tofmheCJzjfNjRk+TNwNtpJpJfDfxRVV05u1FpWyX5LHAkzYjNPcA3gXdV1a2zGph6luRomkGDbp+squPbZbb+FPhDYA+a1/pNVfVv2y9K9Wuq1xd4I80fI8+meW3vBC4F3l1V3RfzaQ5JMlly+bqq+kTbZjHNVM7focmnVtC8d2c8ncAkVpIkSSPHObGSJEkaOSaxkiRJGjkmsZIkSRo5JrGSJEkaOSaxkiRJGjkmsZIkSRo5JrGSJEkaOSaxkiRJGjkmsZI0y5J8Isms3SY1yYVJ3jnDtp9NcsqwY5Kk6XjHLkkaoiluvzjuT4FzaX4eP7AdQtpKkp8Hvgb856p6cAbtDwKuAPapqrXDjk+SJmMSK0lDlGSvjqevBt4L7N9R9uBMksdhSfIx4NGqOqGHfb4NfKKqzh9eZJI0NacTSNIQVdXq8Q1Y2xT9R1lVPdg9nSDJ5Uk+mOS8JPcnWZPkD5LskuRvk6xPckuSX+08VpKDklyS5MF2nwv///buJ1SqMg7j+PfHBf8hJCXZSgWphUVJmJtqUYty0aIiKBEKWlVkSxctXITQVoxoYbsWQbazlbVOCPFmEhlGKIRR3kBI0TB9XLxn4Dg1lyv3qvdcvx84vHPeOe+c885i5uHlN2eqau2ka6uqKeAV4NBY/ztVdaqqLnev8+XY0EPAa/N9byRpPgyxkrQ4vQHMANuAj4BPgIPAt8DjwGHgs6paBVBVa2hlAdPAVmA7sA74YpZzPArcAxwddVTVVmA/sIe2YrydVj7Q9x2wraqWz2uGkjQPhlhJWpyOJ9mb5BTwIXAZmElyoOv7ALiPFkQB3gWmk7yf5GSSaeBN4JmqemjCOTYAV4E/e33rgYvAV0nOJJlOsn9s3FlgGfAAknSHGGIlaXH6YfQgyVXgL+BE7/k/uvb+rn2MFlgvjDbgZPfcpgnnWAn8kxt/HPE1cAb4tStH2Dla7e251LXj/ZJ02xhiJWlxujK2n35fL3iOPsdX02pVt4xtD/LfcoCRGWBVVS3rve7ftHKFHcDvtBXf4125wsi9XXvu5qYkSQvHECtJS8Mx4GHgdJJfxraLE8Z837Wb+51J/k3yTZLdtHKFjcCzvUMeAX5LMrOwU5CkuTPEStLS8DFthfTzqnqiqjZV1fPd3Qym/m9AknO08PvUqK+qXqiq96pqS1VtAF6nfVf83Bv6NO2HZZJ0xxhiJWkJSHIWeBKYogXME8A+4DxwbZahnwI7e/vngZdpdzr4CXgL2JHkR4CqWgG8CBxY4ClI0k3xzw4k6S5WVStpq6yvJjkyh+PfBl5K8twtvzhJmoUrsZJ0F0tyiVYyMPFPEcZcAXbduiuSpLlxJVaSJEmD40qsJEmSBscQK0mSpMExxEqSJGlwDLGSJEkaHEOsJEmSBscQK0mSpMExxEqSJGlwDLGSJEkaHEOsJEmSBuc6w+8cYshbfVoAAAAASUVORK5CYII=\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "lcplot = Lightcurve(data=lc_data, background=lc_bkgd)\n", "lcplot.add_selection(src_lc)\n", "lcplot.xlim = (-5.0, 20.0)\n", "lcplot.ylim = (1000.0, 5500.)\n", "\n", "lcplot.errorbars.hide()\n", "lcplot.background.color='purple'\n", "lcplot.selections[0].alpha=0.8" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This is particularly elegant in ipython because you can perform these commands interactively without having to remake the whole plot. Plotting the spectrum is similar:" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "from gbm.plot import Spectrum\n", "\n", "# our spectral data\n", "spec_data = phaii.to_spectrum(time_range=src_time)\n", "spec_bkgd = bkgd.integrate_time(*src_time)\n", "spec_selection = phaii.to_spectrum(time_range=src_time, energy_range=erange)\n", "\n", "specplot = Spectrum(data=spec_data, background=spec_bkgd)\n", "specplot.add_selection(spec_selection)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "You can set the scale in the plot much the same way you set the view ranges. Plot the spectrum y-axis in linear scale (not sure why you would want to do this though):" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "specplot = Spectrum(data=spec_data, background=spec_bkgd)\n", "specplot.add_selection(spec_selection)\n", "specplot.yscale = 'linear'" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "---\n", "## Sky Maps\n", "\n", "Sky map plots are usually used to show the GBM detector pointings and Earth occultation at a given time, or to show the GBM localization of an event on the sky. They have more general functionality however, and you can use various plot elements to add to and customize your sky map plot.\n", "\n", "Here's an example of how you might show the detector pointing for a single detector over the course of a day:" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import numpy as np\n", "\n", "from gbm.data import PosHist\n", "from gbm.plot import SkyPlot\n", "from gbm.plot.gbmplot import SkyPoints # plot element for plotting a single point or many points on the sky\n", "\n", "# generate an array of times covering the poshist with frequency 1/minute \n", "poshist = PosHist.open(test_data_dir+'/glg_poshist_all_170101_v00.fit')\n", "times = np.linspace(*poshist.time_range, 14400)\n", "\n", "# detector RA, Dec pointings for each of our times\n", "n0_ra, n0_dec = poshist.detector_pointing('n0', times)\n", "\n", "s = SkyPlot() # initialize\n", "# plot the points as green dots with marker size 5\n", "pts = SkyPoints(n0_ra, n0_dec, s.ax, color='green', s=5)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Instead, we could plot the detector pointing as a continuous line. Don't worry, the meridian clipping is already handled for you." ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "scrolled": false }, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAyYAAAGaCAYAAAD6oFcVAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAAPYQAAD2EBqD+naQAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4yLjEsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+j8jraAAAgAElEQVR4nOzdd3yUVbrA8d+kt0mb1EklCUkIkNCLUlakrIt9rWCvqyIooKtee1l1dVevWLCsZVHvgroqiAVEARGkl1AS0nudzGRapr/3jxgMZKKIZOYdPN/PZz4zzHuSeSZMOc97znmOQpIkCUEQBEEQBEEQBC/y83YAgiAIgiAIgiAIIjERBEEQBEEQBMHrRGIiCIIgCIIgCILXicREEARBEARBEASvE4mJIAiCIAiCIAheJxITQRAEQRAEQRC8TiQmgiAIgiAIgiB4nUhMBEEQBEEQBEHwOpGYCIIgCIIgCILgdSIxEYRTkNVqZd68edx+++1YrVZvhyMIgiAIgvCLRGIiCDKRmZmJQqHoc7ntttsAePjhh/scy8/Pd/u73n//faZPn86MGTNYtmyZJ5+GIAiCIAjCCQnwdgCCIHTbvn07TqfzyL/379/PjBkzuPjii4/cN3ToUL7++usj/w4IcP8WdrlcuFwu/Pz8kCRp4IIWBEEQBEE4SURiIggyER8ff9S/n3rqKbKzs5k6deqR+wICAkhKSvrF3zV37lwWL16MQqHgmWeeOemxCoIgCIIgnGwiMREEGbLZbLz77rssXLgQhUJx5P6ysjLUajUhISFMnDiRJ598kvT09D4/HxISwosvvujJkAVBEARBEH4ThSTmeQiC7KxYsYI5c+ZQW1uLWq0G4IsvvsBoNJKXl0dTUxOPPPIIDQ0N7N+/H6VS6eWIBV9nt9sxGAwYjUaMRiMWiwWr1YrNZsNms7m93d9xi8XSfdtqxW63IUkSksSP1xKS1D3VsOffPfqusfLrdRsCAgIJDAoiODiY4OBggn683fu6v9vH3hceHk5ERARKpZLQ0NCjTgAIgiAI3iESE0GQoVmzZhEUFMSqVav6baPT6cjIyOCf//wn119/vQejE+RCkiQ6OzvRaDRoNBq0Wi1GoxGDwXDkYjQa0ev1GA0GjMaj7zcYjBiMBoxG05HqbQqFgvDwMEJDQggKCiQoMKj7OujH68BAgoODCAoMIDAokOCgIIICAwkKCiT4x+O92wcGBByVXCgUCvz8jk44FCiQODZ56X3pvt/hdGCz2bHZ7dhtdqw2+5F/99y22+1Ybbaf7rfasNu7j/Xcb7XZMJnM2O12APz8/IiICEepVKKMiDiSsCiVSiIiIohQRhIZGdnnfqVSSVRUFLGxsahUKlQqFYGBgd58SQiCIPg0MZVLEGSmpqaGr7/+mv/+978/2y46Oprc3FzKy8s9FJkwkOx2+5EEw92lvb0dTXvbT/d1dNDRocXpdBIQEIAqNoaY6KjuDnZEGOFhYSh/vB0RHoYqORJlRDLK8HDCI8JQhoejjAgnIjzsx5/pvh0WFoqf3++jYKPVasNoMmEwmjEYTZh63TaazBiNpp9u65ppbehpZz7STm8w0KHVYTSaAIiMVKKKVaFS/ZSsxKriiIuLQ6VSHbnufQkPDxcjNoIgCIjERBBk56233iIhIYHZs2f/bDuj0UhFRQVXXnmlhyITfi1JktDr9TQ2NtLY2EhTU9NPtxsbaWxsoKmpmbb2NvR6AwDh4WGoYmOIjYlGFRONKjYaVUwUalU0w3MKiY3tdX9sDKrYaJQRomN7IoKDgwgODkIVG/Obf5fVakOj1aHp0NFxzLWmQ0tFSQPbtDo6Ojp/vF9Lh1aHJEkEBQURF6ciKTERtVpNUrKalJQU1Go1ycnJR64TEhL6rcQnCIJwKhBTuQRBRlwuF4MGDeLyyy/nqaeeOurY4sWLOeecc8jIyKCxsZGHHnqIPXv2cPDgwT4VvYSBp9fraWhoOCrZ6E44Gn5KQpqa6erqIjQ0BHVSIslJCSQlxqNOjCMpMZ7kpASSE+OJj1P9mIBEExwc5O2nJniI0+lE16nvTmg0Oppb22hqbqOppfvS3NJGY3MbzS2ttGs68PPzIzExgeSkpO5kRd2dvPROYNRqNYmJib+bUS9BEE4tIjERBBlZs2YNs2bNorS0lNzc3KOOXXbZZWzcuBGNRkN8fDyTJk3iiSeeIDs720vRntr0ej3V1dVHLuXl5ewvK6a8qpzWhlasRhuKQAVEghQhQQSg/PHS+7YSCAaOGdDwQ0F4YBjzC6/koQkLPPvkBJ9js9lobm2nqbm1O3Fpbu1OWo4kM+00NbfQrukgKCiI9LQ0MjMzyMgcRFZWFpmZmUcuSUlJInERBEGWRGIiCMLvksFgoKamhqqqKqqrqzlcfpiNezdQWV2Jqc2MZJYgCIgBovu5hNAn4ThRP1z0AaMSh52cXyb8blmtNuobm6mpa6CmtoGq2npq6pqoqWukpq6exqYWAgMDyUhP605UBmUxaNCgoxIXMeIiCIK3iMREEIRTltlspqysjNLSUkpLS/l8y+fsObAHS7sFzHQnHu4Sjp5k5FckHgq6q0sp6C5z66dQ4K/wR6HoXmvikiRckgsJCYfk7PPzEYFhdNy082Q8bUHol9Vqo7a+sTtxqWuguraRmrpGqmu7/93U3EJwcDAZ6WmkDUpj6JDhDC0YSl5eHnl5eSQmJor1TIIgDBiRmAiC4NNcLhd1dXVHko+SkhIOl5ZQWnqYuvp6/EP9ccY4QQXE0X0dS3fiEcpRiYe/wo9Av0CUgeEkhcVTEJvD5OQxTEweSW5MJsEBwSctbofLQeLrEzA4uqs5hQaE0Hnz7pP2+wXhRFgsVmobGimtqOSGD+5D26AHDdAO6IFgUKqVTCyawOTRU44kLIMHDyY0NNTL0QuC4OtEYiIIgk8wGo0cPHiQw4cPdychJSWUlpZQVl6BzWZjUEYauTmDyM3O+PE6k7TMZN6rX8mu9v0E+wczLDaXM1MnMjKh4KQmGb9Wk6mV3HemY5XsR+77z8znuHDwH70WkyAcyyW5+LhiLfdv+ScV+lqw0Z2k9CQqva9tkKROZNiQoeTlDyE/P5+8vDzy8/NJTU0VoyyCIBwXkZgIgiArTqeTyspK9u3b133Zu4d9+4qprKpCFRtDbk4WuTkZ5GZndicgOYPIzkwjKMg3qlkt3fs+8zc9dtR91w25iKXTHuvnJwRBHko6Kln03d/4pn4LTlw/HZAAI0eSFIVGQbw5lhBdCPV1TURGKikcPpzhhUUUFRVRWFjI0KFDiYiI8NIzEQRBrkRiIgiC12g0GoqLi9m3bx979+6leN9eDhw8hMPhoCB/MMMLchk2pPt6eEEeiQlx3g75hBmsRsYuv5BKQ91R999ZdC1PT7rbS1EJwokxWI08vfM1lha/j/7H6Yhu2SHeGMufQqcSqVVyoKScfftLaNd0kJ2VRWHhcAqLRlBYWEhhYSFZWVli4b0g/I6JxEQQhAFnt9spKSk5MgpSvG8v+4qLaWhoJD0thWEFuQwfksuwgsEML8hjcFYGgYGB3g77pHl9/wpu2/DQUfcpUPDJ2a9wVsZUL0UlCCeHJEl8Wvk1929+jsP6qp9tG+ofwmW5s7kz+1rqq5opPnj4yOVQaTkBAQEMG1pw1OjK8OHDiY2N9dCzEQTBm0RiIgjCSeV0OiktLWX79u1s27aNHdu3sXdfMYGBAQwbksfwgsE/joLkMawgl+ioSG+HPGBaze2ctuISak1NR92foVSz9ZKPiA2J9lJkgjBwynU1/M/mZ1lVvR6H5Oi3nZ/CjwmJI3j29HsYkzQcu93O4Ypq9h86TPGBw+w/VEbxwVLq6hsZlJnJ2LFjGTtuHGPHjmXUqFEolUoPPitBEDxBJCaCIJwwSZKorq4+KgnZuWs3TqeDkYVDGTNiKKNHDmfMiGFkD0r/3UzRkCSJB7c8z9O7X+tz7MGx87h/3G1eiEoQPM9kM/PSvmU8t/ttNDbdz7ZNj1Dz0Lh5zMk7F38//yP3d2h17Np7gB2797NjzwF27immsamFIfl5jB077kiyUlRURHCw94paCILw24nERBCE49bc3Mz27du7L9u2smPnTnS6ToYPzWfMiKGMGTGM0SOHU5CXTUBAgLfD9Yr97Yc546O5dDqMR90fFxLDlotWkBGV6qXIBMG7XJKLb2q38Nfv/06x9vDPto0NjmLhyGtZUHSN2wp6Tc2t7Niznx27i9m55wA7dhdjMJooHD6MMWPHMe7HZKWgoAB/f383jyAIghyJxEQQBLesVis7duxg06ZNbP1hC9u376ChsZG8wVmMHjGMMSOGMWbkMIqGDSEkRJyltDvtXL32r3xY8UWfYwtHXMeTpy0WJVMFoZcybTV3f/80X9ZsPLrK1zEiAsP4y7DLuW/MLUQEhbttI0kSldV17NhTzM4fR1Z27zuAJMGokSMYO248p59+OpMmTSIxMXGgnpIgCL+RSEwEQQBAp9OxZcsWNm7cyPebvmPb9h1EKiM4bfwoxo8uZMzI4YwqGkqkUpT4PNaX1Rv58+e3YT9mPn1CqIqNF75PVnS6lyITBN/Qbu7gga3P896hlVgka7/tQgNCuCL3PB4eP5/4sJ9fEO90Ojl0uIKdu/ezfXcxm7ft4cChUnKyszh90mSmTJnCpEmTyMnJEScNBEEmRGIiCL9TDQ0NbNq06Ugisq94P1mZ6Zw+YTSnjxvJ6RNHMzgr86R9YZu6bLRqTehNFgpzkga0I2DqstHQpic0KIC0pIFbYN5pNXDWJ9ezo724z7F7Rt/MI+MXnNTnaTBbaWjVk58Zf9J+Z3/atCZckkRi7KmTiDpdLg7XtJOfGT/gHdFWrZEui530pOgBf6yS6jailSEkxkYM6GNZbA5KqttIiY8kLjpswB7LYDXy8Pev8Gbpckyu/ksRh/gHc2X++TwxcSHRwcdXREOr62TLtt1s+mEnm7ftZsfuYmJiopl0+iQm/5ioFBUV/W6nogqCt4nERBB+ByRJoqSkhE2bNvHdxo1s2rSJmtpaCocNYdL4UZw2fhSqpDSUyqiT95iA3eHEZnPicLrw91cQFBhAUKA/A9GdcUkSVpsDq92Jn0JBaHAAgQEDN7d8Re0nPF/xUp/744JULB31POrQpJP6eF1WB1a7g8jwYPwGuKPrkiQ6jVailSED8n/ljsFsRRk28FMCTV02/P39CAka+I6n2WLH7nSiDBvY/zMJ6LLYsdqdhAYHDOhzc7okLDYHNruTQH8/QoIDCPAfmKIWDqcLg7WLj+o/YUXDhxgx9ts21C+EP6ecx7WZcwkNCD3ux7BabVRUltNUV833W3exedsuXC6JiRPGM3nKVCZNmsT48eMJCws7GU9JEIRfIBITQTgFSZLEwYMHWbt2Leu//YZN33+PyWRm/JgRnDZuBKePH82EsSNO+rQsq81Bm85Em9aEw+kiNjKU+JgIlGFBA3J21SVJtGtNNLTpcbkkkuOUJMZG4D9AHSWAAy1VnLXqWpqtLX2OPThuHv8z5taT+lztDicHK1sJDw0iOzXWI1NO9pU1kZYYTUzk8XfwfqsdB+sZUzDwhQFcLokdh+opHJzskeREZ+iitKad3PS4Af97Op0uapt1tGpNpCZEkRyvHLCESJIk9CYr9a2dmLpsxMeEo46LJHiA/qY2u5MGjY6X9vybt6veR+/qP0mJCY7i7lE3Mq/oSoL9g37V4zidTvYfKmPz1p1s+mEX32/dSWubhtGjRjJ5ylRmzJjBpEmTRKIiCANEJCaCcIpoaGhg3bp1rF2zhq/XfU1nZydTThvH1NPHMnniGEYWFhAU9Ou+pH+JJEkYu2y0aIxo9V0EBvoRHx1BfEw4QYEDN1phNFupbenEaLYSFx2OOj5ywDuZnaYu5q97gv+r+6jPsbSIZL698F3SleqT+ph6o4VD1W0MTlcRG+mZjlCLxojW0OWR6WK9eSoxge7RmbLadkbmqT2S6NkdTg5UtBAZHsKglJgBf0yn00VdayctGiOpCZGo4yMH9DFdLok2rYnGdj2SJKGOjyQhJgI/v4F5TJck0djRwT92vsVbZf+HGXO/bdVhCTw8fgFX5p93VAni4yVJEjV1jWz6YQcbN2/nmw0/0NzaxumnTWTGzFlMnz6dUaNGicpfgnCSiMREEHyUXq9nw4YNrFmzhnVfr6X0cBljRhUybfJ4zpx6GhPGjCA4+OQmIvDTmdJmjYFOo4WI0CASVUpiIkMHdLqK0+WiRWPsXjsSHEBaYjRRESED9ng9uqx2Pi3+nlu3L8Z4zHx3BQoem3AHd4268aR3/Brb9DS2GyjMSRrQJK83h8PFzpIGxhSk4O/hPWc8mZgAlNW1ExEaTHKcZzbpkySJmiYdOqOFYdmJAzb9qTeny0VdcyctHUYGpcQQHx0+4EmRze6ksU1PS4eRGGUoaUlRhAYHDuhjNnZqeHjLEt6r+C927P22K1TlsWTqQ0xMHnnCjyVJEuWVNXyzcQvrNv7A+k1bAZh2xjRmzJzJ9OnTyc7OFovpBeEEicREEHyE3W5n69atRxKRrdu2kz0og2mTJzBt6gT+MGn8gO2iLkkSOoOFZo0BvclKVEQwSSolUREhA/4FbOqyUdeiQ2+ykqRSoo6LJCBg4Dt1doeTAzVN3L3jEda3b+pzPEOZwjcXLCNNmXxSH1eSJEpr2pEkibzM+AFfT9LboapW4mLCiY92X5J1IHk6MXG6XOw42MCofPWArkU6lkZnprxew/CcJMJCBrbD3sPucFLVqEVvtJCTpiJaOfBT9CRJQqvvoralE5fLRUpCFAkxA58YVeuaWPDNE3zZ9A0S7rs3/gp/zs+azj8m3Ys64reVDnY6nezae4B1G7awbuMWtmzbTXJyEtOnz2DGjBlMmzaN+HjPjj4Kgi8TiYngdVarlUWLFqFQKHj22WfFzr0/6lmwvmbNGtauWcOGjRsJDQnmjMkTmD51ImdMmUBGWsqAPn5HZxfNGgPGLhsxylCSVBEow4MHvHPhckm0dHSPjgQF+JOeFOWRJAi6O6w1TTr+W/YVDx/4GzaOLgGsQMGj4xdw9+ibTno8doeTfeXNJMZGkJpw8goRHA+90UJVo5ai3JObaB0vTycm0J0ktHQYKMjy7L4WZoud4vJmclJVqKI9t1bBanNQVqfB7nAyOD2OiNCTP6Lq9nHtDhpa9LTpTKiiwkhNjPLI+p4fGvYyf/1j7NEd6LdNZFAEC0dcx8KR1xHiZiPHX8tkMvP91l2s27CZdRt/YP/BUgqHD2P6jJnMmDGDKVOmEBIy8CO9guCrRGIinLCGhgb++te/8sUXX2A2m8nJyeGtt95izJgxALz00ks888wzNDc3U1RUxJIlSxg3blyf3/PWW28RExODn58fra2t3HDDDZ5+KrJhs9nYuHEjq1at4rNVq2hsamLKaWOZNmUCZ049jeEFufgN4BQbSZLoNFpobDNgMFtRRYWRpIogwgPVkqB7Gkhdi452nZnE2AhSEiI9djZbkrqToeKaWh48/Ag7NX1LAGco1aw9/x0yI09+B7rLYmdfeTN5GXEeOaPdmyRJ7DjUwPCcJI90GN3xRmICsPdwE4NSYogM92xn0eF0UVzeTHx0OKmJnk1CTV02Dte2ExIUQE6ayqPvMU2nmbrmTvz8FGSqYzwyHdPpcvKfktXcu/lZmq1t/bbLj8nixakPMSWl7/fUiWpt0/Dtph9Yt2ELX6/fjFanZ8b0Mznn3POYPXu22OxREI4hEhPhhGi1WkaOHMkZZ5zBLbfcQnx8PGVlZWRnZ5Odnc3y5cu56qqrWLp0KePHj+f555/ngw8+oLS0lISEhKN+17/+9S9iYmIICAigpaWFG2+80UvPyjva29v5/PPPWbVyJV+tWUNEeCh/mvEHZs/6A9MmTyAsbOA7qcYuG41terT6LqIiQlDHRxIZ7rmRK2OXjepGLRarnbSkaI9M+Tjq8c1WSmvaWaf5mgf3Po3rmCkgChQ8OG4e9425ZUDi6jRaKKlu8+j0nt6a2g2YLTayU1Uef+we3kpMuqx2DlS2MjrfMwvhe5MkiUNVbQQG+pGTqvL447frTFTUd5CSEEnKAC+QP5bZYqO6UYfJYiMtMWrA92DpYbAaeWTrEpYW/wcbNrdtAv0CuDr/Qp48bTFRwSdvDZIkSew7UMrna9azes0Gdu4pZvSokZx9zrmcc845FBUVibUpwu+eSEyEE3LPPffw/fff891337k9Pn78eMaOHcuLL74IgMvlIi0tjdtvv5177rnnqLYWi4XFixejUCh45plnTvlhbkmSOHDgAJ999hmrVn7K1m3bKRpewOyZU5k98w+MLCzwyJeTxeqgqb17ekVYSCDq+EhilKEe+2LsOXta06wj0N+fTHW0x89a2x1Oyus0NBra+OuB+9nXUdKnTXqEmi/Pe5Oc6IwBiaFNa6K6SUvR4GSPLXLvrWethTcWvPfmrcQE4HBNO1E/blDoDVUNHRi7bAzNTvTomiLonjZZ06SlXWcmNyPOIyMYvdkdTupaOmnTmkiIjSAtIcoja8gAittL+cu6B9nevq/fNpnKFP45+T5mZ55x0j8bW1rb+fLrjXy2Zj1fr/+e2JhYZp99Nueccw7Tpk075b8LBcEdkZgIJ6SgoIBZs2ZRX1/Phg0bSElJ4dZbb+XGG2/EZrMRFhbGhx9+yPnnn3/kZ66++mp0Oh2ffvqpFyP3DqvVyoYNG45M0WppbeHMqacze+YUzprxB9RJCb/8S04Cp9NFs8ZAk8ZIgL+C5LhI4qPDB6yspzsuSaKpzUBDWyfRylAykqIHbO+D/kiSRGO7gbpmHRtMX/PAzmf6tFEA9465hQfHzcNPMTAdpYbWTlq1JgoHJ3ktKaio1xAWEkhy3MAUTjhe3kxMHE4XOw81MHZoqscTgx5N7Qaa2vUUDU4e0H14+mO1OSitacfPD/Iy4j1aEAC6PxdaNEbqWzuJCA1ikDqWkGDPfC7YnXZeP7Cch7a8QKfD4LZNgMKfi3PO4plJ95AQdvJHFq1WGxu+33ZkNKVN08H0M6cdmfKVnOydtV+C4GkiMRFOSM+ZnIULF3LxxRezfft2FixYwNKlS5kxYwYpKSls3ryZiRMnHvmZu+++mw0bNrB161Zvhe1RnZ2drFy5kk8/+YSv1qwhOkrJn2ZM5U8zpnLG5AmEhnrmbFjPupG6lk4sNgdJKiXJKqXHzkr2cLpcNLTqaWo3kKTqXtztjQ6Y2WLnUFUrFn8Df9m+iFJdZZ82KeGJfHneW+TFDBqwOGqadOhN3aVjvTV9w+5wsru0kbEFqV6fQuLNxASgtlmHQgFpidFei6FdZ6K6UcuIXLXH3589OvRmymo1pCdFk6TyzPSqY2n1XVQ1dhAUGEBWSgxhIZ5ZpA9Q0VnLHRuf4Kvajf22yYhIYckfHmRW+uQB+ftIksSBkjJWf7Wez9duZNvOPYwcUcQ5557HxRdfzJAhQ076YwqCXIjERDghQUFBjBkzhs2bNx+5b/78+Wzfvp2PPvrod5uY9CQjH6xYzldr1pKfm80FZ09n9swzKBqW79EveavNQUObnjatiaiIEFITozxWhac3x4+7UbdpTaQkRKKOi/ToCE0PSZKobtTSrjPxlWE1j+78X7ftFo28nscn3HlCm7Edr8qGDixWB0MGxXs1ISitaSM2Moz4GM+XBz6WtxMTl0ti+8F6r09p69CbqajrYERessdHLXo4XS4q6zswmG0MGRQ/4PuQ9EdvslDZ0IFCoSArJRalh4pwQPeC+bcOfsj/bHkOra3TbZsgv0DmFV7Bg+NuJyxw4NYCtrV38MXXG1n15Td8te47srMGcfEll3LJJZeIJEU45YjERDghGRkZzJgxgzfeeOPIfa+88gqPP/44VVVVv6upXO6SkYvOncWfz53F4OxMj8bikrp3YG5o1aNQQEp8JHEx4V6ZnmJ3OKlu0qLVd5GW6L2zr9DdwSmpbsMRoufaTXdQZazv0yYxNI4vzvsXw1S5AxaHJEmU12twuSRy0+O8mpRYbQ72lTczZkiK10dLwPuJCUBDqx67w0mmOsarcXQaLZTWtDEiN5mgQO9USQMwmK2UVLeREBNOelK0114nxi4blfUdOF0uslJiPb4OplRbxa3fPsR3Tdv7bTMhcQQvn/HIgH5+ABiMJj5fu54PP/1KJCnCKUkkJsIJmTNnDnV1dUctfr/zzjvZunUrmzdvZvz48YwbN44lS5YA3Yvf09PTmTdvXp/F775ITskIgMVqp7alE62+i4SYcNQJkQR7qUNjdzipbtSiM1jIVMcQFx3mtQ6NyyVRUa9Bb7bwqeZDntrzqtt2twybw7OT7iHQf2DPDJfVtqNQKMhJ8171qx6HqlpJVEUQG+m5fTR+jhwSE0mS2HagnjFDUrwyzbA3vcnKoapWRuapvVIUoYckSdQ262jVmhialeDRaVXH6rLaqWzowGpzkJ2q8niC0uWw8M9db/L0ztewuKxu26iCo3l84p1cM+TPAzrqCiJJEU5NIjERTsj27ds57bTTeOSRR7jkkkvYtm0bN954I6+99hpz585l+fLlXH311bz66quMGzeO559/nhUrVlBSUuKzddvllowc2ROgpRMFkJYUTWyk56pqHcvhdFHTpEXTaSZTHUN8tGdL/h7LaLZxsKoFS4iWa79bQJ2puU8bVUg0q85+jTGJwwc8nop6Dc4fR0q8zWZ3sK+s2euJQG9ySEwAGtv02OzeHzWBn0b6RuZ5dnd6d8wWGwcqW4+sD/Pme7vLaqe8ToPD6WJwmspj+yz1kCSJ9fU/cNv6hynX17ptE6Dw5+ohF/L30+9GGTTw1d5EkiKcKkRiIpywzz77jHvvvZeysjIGDRrEwoULj9qD5MUXXzyyweKIESN44YUXGD9+vBcj/vVMJhMff/wxK5b/RxbJCHSPSNS36mntMBIbFUpaYrTXNsWD7vnodc2dtHQYyUiO9th+BP2RJImaJh2tOiOfdHzAs3tfd9vu6vwLeOkPDxPkP/BngKsaO7DanORleHf6Vo/DNe3ERoUSF+39tSU95JKY9IyajC1I9cpaqGP1TOuSQ3IiSRJVDVp0xi6GZnPJvWsAACAASURBVCV6vJresUxdNsrrNQDkpKoI98IaumZTG/M3PsYnlWv7bTNFPZbXpj1OVlS6R2LqL0mZM2cOgwcP9kgMgnCiRGIiCMdwuVxs2LCBd95+mw8/+ojM9FQuveAsryYjAHqjhZpmHTa7k5SESBJiI7xW2hS617PUt3TS1G4gNTEKdZzS653uLqudAxUtmAI6uPGHhVQbGvq0UQaG88nspUxOGeORmGqadJi6bF5f6N7D7nCy53CTbNaW9JBLYgJQ19KJJEmkJ3mvQldvWkMX5XUaRuapCfDyFDP4aZpZRnI0SaqTtwHhiTKYrZTXaQjw9yMnTeWVxfpWp41nd73B0ztexeJyv3FjpjKVF6c+xIz00z323utJUj745Cu+/HoDY0aP4qqrr+HSSy8lOloer29B6E0kJoLwo8OHD/POO+/w7rvL6DKbuezC2Vxx6XmMGD7Eax04SZJo1Zqoa9YRGhJIRlIMEWHem+PdO6bqRi3JcUpSE6JkcWa5pcNIZYOGNYbPeGL3i27bnJUxlfdm/oOIIM+MFDS162nXmb1aEvhYFfUaIkKDSVR5ZzPB/sgpMemp0DVuqPfLKPfQdJqpbtIyMlcti/ebyyVxuLYNh1NiyKB4r1Yy69FptFBepyEiLIjsFJVXSi5LksSqqm+Yv/5RGrta3bZRBobz8Lj53FI4hwA/z406aTq0fPDJFyxbvpJ9B0o479xzufqaa5g5cyYBAd4d/RKEHiIxEX7XtFoty5cv59/vvM3OXbuZPesMrrz0PGZNm0RgoHdKZEL3eo2G1k6aNUbiosNIT4r2+jQO6P7iL6ttJzIihKyUWFmcvXW5JEpq2mg0NXHHnns43Fndp02QXyBvTX+aiwef5bG4NDozNc1aRuSpvTqy1ZscO9w95JSYAFTWdxAeGkiiDEYEejS1G2jTmhieI59Et1VrpKpBy9CsBI+v9XBHkiTadWYqGzq6T5wkRnnt/VfcXsrN397Pjtb9bo8HKAK4ZfjlPD5xIaEBnl3If+hwBe8u/5T3P1yFw+lizpy5XHPNNRQWFno0DkE4lkhMhN8dh8PBV199xTtvv83KVasoGjaEKy89l4vPP4vYGO8ObVusdmqadXQaLaQmRJGkUsri7GiX1c7h2nb8FAoGp8V5bEfmX2LqsrG/opm1nV/w2J7/RaLvx9mo+KF8evZSEsM8t+hcb7RQWtPOqHy116s79dbQ2onTJZ8pSr3JLTHpmfI2VkYxAdQ0abHYHORlxHs7lCMsVjvFFS1HRlDlwCVJNLR00thuYJA6hvgY7xXjaDN3cPv6R/hv1Rq3xxUouDjnLF6Y8gCxoZ59bzqdTtZv2sqy5Z/yyeq1DM7J4eprrmXOnDk+W6hG8G0iMRF+N/bu3cvbb7/N+++/R1BgAHMuOocrLj2P/MFZ3g4NvclKVWMHTqdEZnI0MV6srtWbw+miol6D0WxjcLqKyHDPntX7OU3tBnbXVnB/yUPs1x7uc9xP4cdTpy1mQdE1Hv1bmi12isubvV7m9ViS1D1aMjrf+6Vw3ZFbYgJwsKoVdZySaOXAbZ53Ig7XtBMU5E9msvcrh/WQJImyOg0Wq4OhWQmyeY05nC4qGzrQm6zkevkzzGzv4oGtz/Py3ndx4nLb5szUibw67XHSlWoPR9e9HuXjVWtYtuJTNm/dxcwZM7j6mms455xzCAmRz2e/cGoTiYlwSjMYDLz33nu8uvQVDpeVccHZM7ny0vOYevo4/P2932nUGrqoauggMMCfrJRYr1SVcUeSJJo1RmqbdQxSx5AQK5/1CJIkUVLdxgfVn/K3g8/jcvMFn6lMYfW5bzA4OtOjsdkdTnaVNDI8J4mwEO9NBXSno9NMm84kqzPtvckxMTFbbJTVaSganOztUI4iSRL7yptJjlOSECOf9yZAu85ERX0Hw3MSvbrnybEsVjulNe0EBvgxOD3Oq1Nj7U47z+/9N49ufQFrPwvlR8YV8Pq0JyiMz/dwdN2qaxt474NPeW/FKto7tFxxxZXceuutovSwMOBEYiKckoqLi3n55Zd57733yMnK4OarL+HiC/6EMsL75VF79h+pbtQSHhrEIHUMIV6oItMfg9lKaXUb0cpQBqXEyGJRaw+b3cmGg4e478BD7NUedNvm9sIreeq0uwZ8s8RjSZLErtJGstSxxETK6ww7wJ7SRvIy471Sseh4yDExAdhV0iCL0rjHcrpc7DrUSP6geJQyWNvRW5fFTnFFM4PUscTHeP8ztzdNp5nyOg3q+EhSEyK9OjLtklz8+9DHLN70FHq70W2bwVGZvDn9KcYnFXk4um6SJLFl225ee2c5H638ignjx3PLrbdywQUXEBQkn8RTOHWIxEQ4ZVitVj788ENeefkldu3ezSUX/Imbr7mMMSMHfvO84yFJEi0d3aMQ0cpQMpNjZDXVx+5wUl6nwWJzkC/DDmyn0cILW5fzZMkzOHD2OR4THMkns5cyMXmkF6Lr3kk9MjyElIRIrzz+z7FYHRyq7t5FXK7kmpi0aU10mizkpKq8HUofVpuDPYebGJGXTHCgzBInp4sDlS2EhwaRlRIri6mpPVySRG2TjjatidyMOI/vIH8sSZJYWbWO2759iFZLh9s2mcpU3p7xFKclj/ZwdD9p12h55//+yxv//gCjuYvrrruem2++mYyMDK/FJJx6RGIi+LzKykqWLl3KW2+9iSomihuvuoQrLzufmGh5LMKUJImmdgN1LZ3Ex4STnhjtlTKW/ekdX3ZqrKw23etR2tjITevvZYt2m9vj52fN4M0zn/RYGeBj1TXrMFvtsp0mVVbbTkykvDZUPJZcE5OeDRflWMkMwGCyUlLTxuj8FFkUyuhNkiRqmnVo9V0U5iTJZt1JD6vNQWlNO35+CvIyvDu9q8e62s1cv+5eGs3uSw1nKNX868wnmZIyzsOR/cTlcrFuwxZefXs5X6xdz6yZM7jl1tuYNWuWLKZIC75NJCaCT3I4HKxevZpXXn6Jb9dv4Ow/TuPmay7lD5PGy6bz0HudRkJsBOlJUbKaFgXdUy4OVrcSFd5d/lduHZv2Li2fHfiBO3b8D2ZnV5/jwf5BvD39af6c80cvRNdNZ+iisqGDkXlq2bz2epN7x7qHXBMT6C4dHBEWJKu1Vr01awxoOs0MzZJnFSWNzkxFg4bCnGTZVPTrrUNvpqxWQ3pSNEmqCFm8T9bXb+WGr++l1tTk9nh6hJrXz3yCM1IneDiyo9U3NvOvZR/w5rsfEhwcyk0338z1119PQkKCV+MSfJdITASf0tTUxOuvv87rr7+GAonrr7iIa+f+meQk+XwI9kzZqmnSER8TTkZStOzOFEqSRHWTlnadmSGDEoiQyaL73j4t/5o5X92JHYfb46Pjh/HJ2a94tAzwsXqm0ozKV8vibKs7rR1GjGYbWamx3g7lZ8k5MbHaHBysbGVkvnynwpXWtBERGkSKTMr1HsvYZeNARQtDBsXLqrpfD6fLRUV9ByazjSGD4mWz7m9Dw1au//o+ao2Nbo+nRSTx6rTHmZ52uocjO5rdbmfVl9/y2tvL+X7rTi684AL+csstTJ48WRaJnuA7RGIi+ITdu3fzj2ef5YMPP+SMyRP446yZjB49hgCZdQatdiddFjuBgf6EhQQix49jh9OF0WwjOMhfdutIACxOC48ffJZv2je4Pa5AwV+yruOK9Eu9+oUn0b3uJSI0SBYbTfan02hBGR4sm00e+6MzWoj28lz/n9NpsqAMk/ffUWe0EB4aRKBMX48uSUJvshIaHEiwjNbX9eZwujB22QgOlNfn446O3Tx+6BlabW1ujycFJ/BQwT0URXt/TWVtXT2rVn/O51+sJS0tjUWLF3PZZZeJxfLCcRGJiSBbkiTx5Zdf8uwzf+eHrVu5+rILuP3mq8jJkt9Cu3adicqGDmIiuxe1y/HsudPlorxOQ5fVzpDMBNlVGQLY2VrM7JU30WHVuT2eFBbH6nPeYHhcnocj66ukuo3I8GDU8fJb7N7DanNwsErei957yHnEBLoXwetNFrJluAi+h83uYHepvEfwnC4XBypaiAwPIVMtn31YepMkidpmHa1ak+xGlL+p28y1X99LUz9rUPKis3h35rMUxXu/rG9Xl4X3PljJ/y59B4Opi/nzF3DzzTcTHS2/DV4F+RCJiSA7VquV999/n388+yxtba3cev0cbr72MlSx8vsS05uslNW2Ex4aSHaqSradAb3RwqHqNjKSo0lSKb0dTh9Ol5MHfnieZ3e/0W+bywefzdJpjxEa4P2z6m1aEy0dRoZly3NOf4/Khg7CQ4NIlOnaiN7knpj4ylodnaGLqkYtI3KTZRunJEmU1WpwSRJ5GXGyjbPLaudgZSuxUWFkJkfLKs5PK7/m5nX302HrdHt8dPww/j3z7wyOHuThyPpyuVx8vnYDz738Nrv3HeT666/nzjvvFNW8BLdEYiLIhlar5ZVXXmHJkheIjozgjr9czZyLzyUkRF41+qH7C6usth2Awelxshry780lSVTWd2AwWykYJM9RkqrOemavup7yzlq3x0P8g/j3jGc4P3umhyNzz2J1sLesiTFD5LmDem/bDtQxZkiq7IoauCP3xAS6R8mSVBGy2wn+WJX1Hfj7+5GRLO8z09VNWvRGK8NyEmU7Ra579KSTNq2RgqxEWW2cKkkS75Z8woKNj2N0mN22+UPKeN6Y9jfSI+Uxarp91z6ee/ltVn6xjgsvuIDFd93F6NHeK4EsyI9ITASvq6qq4rnnnuPNN99kzMhh3HnLNfxx+hT8ZFbBCrr3+qio78DUZWNwukqWizh7GM1WDla1khIfhTpeKauzfdD9pfrageUs2PCY293bAUbEDeGTs5eiDpdHcQNJkth5qIH8zHgiZLap3bH0Jgv1LXoKsuTxt/slvpCYGMxWapt1sq1+1UOSJHaVNMr+Mwqgqd1AU7ueosHJsk70TV02Dla1khQbQWpilKw+T50uJy/sXcaDPzzX707y52fNYOkZjxIbIo9ktaqmniWv/pu33v+IsWPGsviuuzjrrLNk+b0veJZITASv2bZtG88+8wyfrlzJ+bNncOet1zB6xDBvh+WWyyVR06SlTWciK0Wee330kCSJ6kYtHfouhmYlyKa6TG+dVgMXrL6FTU073R5XAPePvY3/GXsrfgr5fFGV12kIDgogLVGelY96O1TVijo+0uubxx0vX0hMwHdGoXoqxvnCyF67zkRVg5YRecmynQ4L3Z+tVY1atPouhmUnym4E2uq08ejWJTy7+19I9O3a+eHHLYVzeHLiYkIC5HFipUOr4/V3VvDSG+8RExPLosWLmTt3LiEhvvG5JZx8IjERPEqSJNasWcMTjz/G7j17uG7uRcy76Uoy01O8HVq/WrVGqhq0pCZEoo6PlNWZsmNZbQ72V7Sgig4jI0lec6J7fN+4k3M+uwmj3f3Ug7iQGFae/SpjEr1fXaa3TqOFyoYOWc/d7yFJEtsP1jO2QN7rIXrzlcSk6sd1O3Ld06S3Nq2JVq1R9iM80P3+KqluY2ReMkEy28X+WAazlYOVrQxSx8jydWCwmbh9/cO8X/aZ2+PB/kE8MWEh84qulM2JH6vVxvL/rua5l9+mrUPLggV3MG/ePCIj5VtcRBgYIjERPEKSJD7//HMefeQRKirKWfCXq7n52stkszu7O8Yu25G9AbJTVbIuCQvdnZDKhg6GDEogMlweZ8N6c7qcLNr0FC8Xv9tvm/MGnclb05/22g7u/XE6Xew41OATnSaAjk4zmk4zg9O9t8fLr+UriYnFaqe0pp2i3GRvh3Jc9le0kKiKIF7Go7w99CYLh6raGJGbLLvRiGM5nS5KatpQKLp3jZfb5rkAdYYmrl57N5uadrg9HhMcxevTnuDcrDM9HFn/JEniq3Xf8eRzr1JSVskdd9zJ/PnzRSWv3xGRmAgDSpIkVq5cyaOPPEJ9fR0Lb7uWm66+lIgI+X5J2h1Oyus0WGwO8jLiCAuRT6lId1wuidKaNpwuiSGZ8bKctlHVWc/MT6+hxtDg9nigXwCvnvE4V+Sf5+HIjs/BqlbiosJkeXbUnf0VLWSqY2RV5vSX+EpiAt2xjsxTy/K9diyH08XOQw2yLiHcm9Fs5UBlK0WDk2Q5DfVYLRoD1U3d644iwuT5ftvZsp+5axZSqa9zezw7Kp1lM56V1Si1JEms37SVJ/7xCnv3lzB//gLuuOMOYmPlvVGs8NuJxEQYEC6Xi48//pjHHn2U1tZmFt12HTdcdQlhYfKtZiNJEvWtehrb9GSnynsdSQ9Tl40DlS2kJ8mzDLAkSbyy/33u3PiE2znPAHkxWaw6+zUyI+U5nU+jM9Ok0TMsO8nboRwXlySx42A944ameTuUX8WXEpOaJh1Bgf4kx8nvPeeO1tBFbZPOZ0Z5TF029le0UJiTRKiMqmD1x2K1/zgypZTt+jNJkvikci03rrsfvd3gts1k9Rjenv530pTyep1s/H4bf/vnq2zfXcy8efNYtGgRKpV89xMSfhuRmAgnVc8IyUMPPkhbWwt3z7+R6664SJYlf3vTm6yU1rQRHx1OenK0bEtX9tasMVDX3MmwnERZlivusOj48+rb+L55V79t7hhxLX+buJAAP3lO2+g52zx6SIrsp/L1aNeZ6DTKeyNAd3wpMfGljSt7lFS3EaMMJVHlG6N+Zoud4vJmCgcnyfLz7ViSJB0ZaS8YlCDb0TSHy8E/d/2Lh7ctwSE5+xxXoODGoZfw99P/SligvE4kbtm2m8effZkfduxl/vz5LFq0iJgY+e1vJvw2IjERToqeNSQPPvAAjY0N3D3/Bm646hLZJyQOp4vyunYsNgf5GQmEBMuzg9ybS5I4XNOGywX5mfGyrA70RfUGLvvyDrqcFrfHI4Mi+Hj2y0xWj/VwZL/OwapW4qPDiY+R/+hZj/0VLQxSxxDuQ9O4wLcSE/Ct6Vzw0zopX5nSBT+NnBTlJhMi8zUnPXrW+g3LTpT1e1BvM3LL+of4oOxzt8dD/IN5bvJ9XFdwsewKaGzeuotH//4SO/fu5847F3LHHXcQFSXPkSrh1xOJifCb9FTZevCBB6iqquSu+Tdw09WXynrKVo8WjZHqJi1ZKbE+0/G02BwUlzeTEt9dIUxuLA4rt65/kHdLV/bbZop6LCvOekE29fT7ozV0Udeso3CwvKY1/Jyealy+No0LfC8xqW7UEhocQKIMp1D2p6PTTEObnuE5vjEtEcBo7p6uOiIvmWAfKDwB3RvwFpc3k5EULfvXR6m2ksu+vIMDHWVuj6dFJPP+rOcYn1Tk4ch+2cbvt/Hw0y9yoKSMRYsWM3/+fJRKef+9hV8mEhPhhO3YsYPFixZRXLyPRfOu49br5xIeHubtsH5Rl9VOSVUb4aFBZKfG+swZz45OM2V1GoZmJchyc7+9bSWcveoGWro0bo/7oeBvpy3mzhHXyu4M3LGcLhc7DjYwMk9NUKBvnF0G6NCb0eh8qxpXD19LTCxWO6W17RT5UOIKcKCihSSVElW0/D+re/SU5/Wl96PT5aKkug1/Pz9yM+JkPz3444o13Pj1fegdJrfHz0w9jTenP0myTDa77SFJEt9+9wMPP7WEiuo6HnroYW666SYCA+U//U9wzzd6ZL8zVquVefPmcfvtt2O1Wr0dTh/V1dXMnTOHKVOmMH5kPqU71nDX/Btln5RIUvcmifsrWhicriI3I85nkpKaJi01zTpGD0mRXVLiklw8vv1lxq64oN+kJDFUxZZLPmThyOtkn5QAVDVoSUuM8plOUI8WjdFn1hD4upDgQGw2Jy6Xb53by82Io7xeg9Pl8nYox00ZFsyQzHj2HG7E4fSNuP39/BialYgyLJjdJY3YHX3Xc8jJBdkzabxhM3ePuhEFfT+j19VvZtA7Z3D393/H4pBPv0ShUDBtykQ2rH6Ppf98hCX/+0+GDR3KJ598gjjv7pt8o1fmY5566ikUCgV33HHHkfsefvhhFArFUZf8/Hy3P//+++8zffp0ZsyYwbJlyzwV9i/SarUsXryYgoIC/CUL+7es5vH77yQqUv5Dp6YuGzsPdZeqHSPDzn1/XC6J/RUt2B0uRuQmy24Bdr2xmXH/uZBHty3pt825g87k4BVfMTK+wIORnTizxUan0eIzFZd6SJKEwWxF6SOv7VNBTFQoWn2Xt8P4VQID/ElPiqaqQevtUH6VyIgQclJV7D3c5FPJYEpCJNmpKnaVNGI0y6dD706QfxCPT1xI9TXr+UPqhD7HXZKL5/e8Reqbk/ikYq0XIuyfQqHgnD9OY9eGT7j9xsu5+aYbmTplClu3bvV2aMKvJK9ezilg+/btvPrqqxQWFvY5NnToUJqamo5cNm3a5PZ3uFwuXD+ezZJDxm+z2XjuuefIyclm9/YtbFj9Hv9a8jfSUuQ/hUGSJKoaOiipbqMgK5GM5BifOGMPYLU72FnSQFx0GDlpKtnF/WH5F+Qvm8m+jlK3x/0V/rx6xmN8+KcXUcpsw8T+SJJESXUb+Znxsvt7/xJTl42I0CCfi9uXJcZG0KI1ejuMXy1JFUGn0YLZYvN2KL9KbFQYqQlRFJc3y+K78XhFK0Moyk3mUFUbrT7wekkOT2DNeW/xzQXLiAvuW/VKbzdyyZfzmbDiIqo6670QYf8CAwO5+drLObTtSyaNG8a0aWdw2aWXUlVV5e3QhOMkEpOTyGg0MnfuXF5//XW3JewCAgJISko6comLcz8PfO7cuXzzzTesXbuWK6+8cqDD7pckSXzwwQcUFAzhX6+/ytsvPcUXH77BiOFDvBbTr2E0W9lxsIGAAD9G5asJ84F6+D30Jgt7SpvIy4iT3f4kXQ4LV61ZzJyvFmJz2d22SQ5JYteln3JtwUUeju63ae0wEhEaLOtqOv1p6TD6zAaQp4qI0CCMZqtPdZKh++xyfmY8JdVtPhd7oiqC2KgwDlX5VuwhQQGMGqKmud1AZUOHT8Q+ST2G2us28sDY29xO79rVdoD8d2ey6LsnZTW9C0AZEc4j9y5g/5bPCQlwUFBQwMKFC+no6PB2aMIvEInJSXTbbbcxe/Zspk+f7vZ4WVkZarWarKws5s6dS21trdt2ISEhvPjiiyxZsoSQkJCBDLlfmzdv5vTTTmPB/HncPe9adnz7EX+cPsUnzsZKkkRlQwelte0My0kkLTHaJ+Lu0dphpLSmnRF5yUSGe+f/vz8HNGUULPsj/ylb3W+bPybOYP/c1QxRZXswst/O6XRR3aQjO9U3dxbu0HcRGynvdV6nGoVCQURoMMYu3xp5AAgPDSIiLJjWDveLneUsLTGK4CB/Kht8q5Pp7+d3pCJacXmLT0xJC/AL4IFx86i6Zj2Tk8f0OS4hsWTfv0l7azKrKr/xQoQ/L1WdxOv/+wTfffF/7N+znZycbP7xj3/Icv2u0E0kJifJf/7zH3bt2sWTTz7p9vj48eN5++23+fLLL3nllVeoqqpi8uTJGAzud2D1lrKyMv584YXMmjWTGVPHcPCHL7j2iovw9/eNRcBdVjs7DzUQ4O/HqDy1T2zM1VtNk46mdgOj8tWyKo0pSRIv7XuX0f85nwZzi9s2wX5BPFpwPyvO+SfKEN/rIFc1aslIjvaZggi92exOAvz9ZLmnzakuPiacNq3vde4BslNiqW7S+tRC+B5ZKbF0WR00tcvrO/SXKBQKslJiSYwNZ1ep/BfF91CHJ7DuwmV8MnspkYF9R/E7bQb+/MVtTP7wMmr0DV6I8OcVDctn9YrXWbb0Gd5+83WG5OezfPlynxi5+r3xvW9gGaqrq2PBggW89957/Y5wnHXWWVx88cUUFhYya9YsPv/8c3Q6HStWrPBwtO6ZzWbuu+8+ioqKiFUGcfCHL7h/8W2yr7TVQ5IkGlr1FJc3M2RQAulJvjVK0rO2wWKzUzg4CX8/+bw1tZZOzlp5PXd+9wQu3Hdg8mOyeX/8m9w67s8+sUnlsSxWBzpDF4k+OhWqXWciLto31vGcamKjQunwsQXwPfz9/UhNjKKmSeftUH41hUJBQVYCjW16nytAAJCoUpKTGsuukka6rO6nxMrRnzKnUn/dd9w67Aq3x7e27CVv2Qzu3fwsNqf8RhJnTpvE9m8+4r47b2ThnQuYOmUK+/fv93ZYQi/y6f34sJ07d9La2sqoUaMICAggICCADRs28MILLxAQEIDT2feMSHR0NLm5uZSXl3sh4qOtWrWKgoIhfLP2Szasfo+X//EwSYnx3g7ruNkdTvaWNWO22BhTkOpz6wOcLhd7y5oJCwkkL0Nei66/b9xJ3rIZfFO/pd82tw2/grdGvcL4zDzZTT07Xodr28hNj5PV3/7XaNOZiBeJiVf4+/mhUOAzZWyPpY5TotGZsdoc3g7lV/NTKCgcnMTh2nafW8gPEK0MZVh2IvvKmtGbLN4O57iFBATz/NT/4cCcL8iNGtTnuAuJf+z+F4PeOYMtjbu8EOHP8/f35+o5F7J/82rGFuUyduxY7rrrLoxG+Rcm+D0QiclJcOaZZ1JcXMyePXuOXMaMGcPcuXPZs2eP22lQRqORiooKkpO9V9mqpqaG8849l6uvuop7FlzPhtXv+szC9h7tOhO7ShrJTI5mcLr8N7E6lt3hZFdJI+p4JelJ8tkJ3ely8sCW5zjj4yvQ2dxPlQgPCOWzc17nlsybiYuK8NmF1zpDFwqFgsgI30yqJEnCanP45EjVqUIVFYZG55vTuRQKBYPTVZTVtXs7lBMSGOBP4eAkistbfGZaVG/hoUGMzFNTWtNOm4+9hgbHZFI8dzXPT3oAfzfdybauDqZ+PJer196N2S6/Ua2IiHCeevguvv9qOVs2rWfIkHz++9//iuldXiYSk5NAqVQybNiwoy7h4eGoVCqGDRsGwOLFi9mwYQPV1dVs3ryZCy64AH9/fy6//HKPx2uz2XjyyScZOnQosZFB7N+ymuuvvAQ/WJtj9AAAIABJREFUGU0f+iWSJHG4tp3GNgOjh6QQrQz1dki/msXmYFdJI7npcSTEyKdT32hqZcKKi3h612v9thkRN4SDV3zJ8LAi7A4nGcl9q9D5AkmSKK/TkOuDO6X3MJisPjtSdaqIjw6nTWf2dhgnLFoZitMpyX6fjf6EBgeSlxHHPh8rI9wjKNCfUflq6po7fXLNzK1Fc6i5diMTE/oujgf4v8OrSHtrMl/VfOfh6I7P8IJcvln5bx6++zZuvulGZv/pT1RUVHg7rN8t3+mJ+rj6+nouv/xy8vLyuOSSS1CpVPzwww/Ex3t2ytS3335LUWEh77/7DquXv8Zrzz9OfJxvVSGyWB3sPNRAeEgghYOTZLfp4PEwW2zsPdzE0KwEomR0pv7Lmo0MWTaLvZqSftvcOeJatlz8AeFEUd/ayZDMBA9GeHK168xEhocQHOS7ow3tOjNx0b6xFuxUFRYS6JNTiXrrHjXReDuMExatDCUxNoLDtb458uPv58eIvGTatCZqm31vzU9CmIoNFy/jvTOfJ8Sv73eawW7inM9u4rzP/oLOqvdChD9PoVBw1eUXsH/LalIToygsLOTRRx/FYvGdKXanCoXki6cXhF+tubmZxYsW8enKT3nw7nncdsNcAgN9q2IVQJvWRGVDB0OzEnxm9/ZjGUxWDla1Ujg4STZVwxwuB4s2PcUrxe/12yY8IJTlf3yBmRmTsNmd7C5tZEResqyqh/0akiSx7UA9o/LVBAb4RtU5d3YcamBkXrKsCiaciB0H6xlTkOrtME5YcXkzOakqQn1ov6RjHahsQR0fSYwPjkD3OFjZSkxkCMlxkd4O5YRIksShqjaCg/zJTlV5O5wT0mkxcsXqu/mq+Vu3x0P8g3lj2hNckjvbw5Edv2079zLv7scwma28+NJLzJw509sh/W749jeZ8IucTidLliwh///ZO88wKcqsDd/VuXu6e3ImzAxIzoiIgJIFQQVRkaS7pjWArqzZNaxiWDFhIhhAUURdFUniuuY1I6DkOAOTc+ocqr4fzfjp0gMDdJiumvu6+DNVXXWK7pl+z3ue55xuXXHZa/n1m3X89fo/xVxSIoqBrlXlNTZO754ds0lJXaOTnfkV9OuS2WqSkiJbGaevmnLMpKR/Sg92zNrIuI7DECWJbfvL6JaTGrNJCUBJZQPpSeaYTkqa2rzGelIiB1IS4qiKMY/A/9K5XTL7C6tjUg7VRLecVIorGmLKTP57BEGge24q4pFOjbH4XsQbzKyd+iL/GrUEi+ZombLL72bWJ7cy4v2ZlDtaZ4XrjIF9+fbjVdxw5TQuueRipl16KcXFra8Nshxp+zaTMTt37mTImWfy7DNP8ebSJ3nr5adol5UR7bBOGLfHx8+7i7HG6enVKT0m50wA1NQ72FdYHZhR0kqkQ+vyP6fHinPZWdt8d7ib+/6Jby55m6y4gGRr76EqMlIsrUqCdqKIokRRRQPtM+KjHcopUdvgJNESu++DnEiON1FVH7s+EwC9TkO82RBzJuzfo1IFOnXtyq+MSTM8HGlI0D4Fg07DzoMVMZmcAFzQ/WwOzP6CyZmTgh7/tnQzea+NZPG2la3yGTUaDTdeM4tt36xDJTrp3r07S5cubZWxyonYXOG1cUz8fj+PP/44gwYNYviZfdn85WrGjRoW7bBOitoGJ1v3ltI9J5Ws1NgszQNU1zs4UFxD/66tQzbk9XuZ++U/uGjDDbjE4Np4k8bIhxMXs2DYHWhUgUSqvMaG3y+SHcPvBUBRRT1ZqZaYrzTU1DtJjm/zl7QGdFo1Pp8Y84uW3KxECkpqY/o5dFoNXTumsH1/eUw/R05WIpY4PTtiODlJMMWxavLjvDlkCYm6ozeCvKKPm756iIGrLmyVgxkBMjPSeH3xAt56+Ske/Mf9TBg/nqKiomiHJVti+1u5jaPYt28fZw8fzstLF/PRuy/z2P23YjDEnuxJkiQOldZRUFLLgG5ZMSvdAqiuc5B/JClpDUb9w40lDFw1mSXbVzV7Tu/krmyfuYEJOef89jOny8uh0lq65cbOjJtgiKJEaVUj2amxXS0BqLe7YrbNsRyJM+qwO2PbBK/VqEm0GmN2mn0TCRYjiVYjBSW10Q7llOiQkYA1Ts/2A7GbZKlUApcMOJvvJq1ncmZwX8n2mn10fWMcj21ajCi1zplA40YNY8tXH5KebKZXr54sX748Zt+T1kz0V0lthARRFFm4cCH9+/dnQK/O/PTZeww5o3+0wzop/KLI9gOBnvT9uma2igrDyVJVZye/pPUkJWsOfkrPNyawu+5gs+fc2Hsm31/yLu3M/y/7E0WJbQfKAlK6GK8yFFXUk51qRaWKrZk3/4vPL6JSCTE3u0fOJMebqI5xORdATmYiBaWxXTUB6JiZQJ3NFZOT4X9Ph4wEEiyGmE5OAPIyk1k6dj5L+j1Lkv7ouV2iJHLfDwvp8cZ4dtW0zna9CfFWXn72YZa98Bh33XkHF15wAWVlZdEOS1bE9gqjDQDy8/MZPWoUC59+kg/ffJGnHrkbkyk2u6o43V5+3lVMerKZzu2TY3YSNwSSkoLSOvp3zYq6L8bj9zDn8we4+KM5uJuRbhnVBt4/7wWePvvvaNV/NObvLqikQ0YCJoMuEuGGDb8oUlrVSFZabEvRAGobnTHdPUmOJMUbqYnxRTAEqiZJVhMVNbFdNREEgV6d0tlzqBKPNzb9Jk20T08gwWJkW4zL0xIsBmacMZIPzlzJpTnnBz3nYEMh/d46nzu+WYDX741whC1j0rkj2fLVakw66NmzB6tWrYrp96U10dYuOIaRJImlS5dy2223Mn7sKP5yzdUxm5AAeH0iNqcHa5wedYzvZnt9fuwuL/FmA9F+klJnGbdsvZvDrsJmz8k1deTJvo+QYTh6Jonb68fj9WGJYTldE063FxAwymBKus3pQa/VoNXIY3+pzuYiQQayNLk8hyRBvc1FggyaK3j9Ig6nJ6YbdjThdPvw+f0x//dYAmwODzsad/LAngdp8AcfLJmsS+afvf9BD2vXyAZ4Anz+5dc8+fSzjBo1mhcXLYr4fDq50ZaYxCiFhYVcfdVV7Ny5naXPPMSYEUOjHdIpUVrVSHFlA31Py4hp6RYEvsz3HKpkQLfsqMu31uZ/yoyN85qtkgD8pedlPDX87qOqJBDoiLZ1bymnd8+OetXnVGmaWzKoR7uYl3FBYO7HgO7ZspFyxfockyZ2HCwnJzOROGNsVxch0IEvKd5ISkJctEM5ZQ4UVaPTqGmfcbSEKNYoKKnF5fHRtWNKTKsKAA6V1lJW18CiwhdZuW9Ns+f9ufvFPHP2PRg1rTO5rKisZs7tD/LND5tZsmQpU6ZMiXZIMUtsrzQUyooVK+jduxeZqRa2fPVhTCclkiSxv7Ca6noHA1pJx6pTodHhZndBZdQ9JT7Rxy1fP8LUDc1Lt3QqLW+PX8hzI+4PmpRIksT2g+V0z02N+aQEAslvepJZFkmJXxRBaPOXtEaSrCZZyLkAcrISKCiNvSnkwcjLTqKsxoYtxpsTQKBbl0at4kBRTbRDOWU6ZiaSl5HCDdlz2DDxFRJ0lqDnLdv1L3KXj+Czwu8iHGHLSEtN5u1Xn+GJh+7gqiuvZNbMmdTX10c7rJgk9lcbCsJut/OnK65g3i1/ZfmLj/HSwoeJtwb/JY4F/KLIr/vL0KhV9MxLi/kFo93pYefBwPDEaCZYpfYKznznYl74dUWz5+RZ2/PLjHVM6dT8NNtDZXUkWY1Y41rnDtWJIEkSheX1tE+P/U5cAA02N/FxsS3lkCuJViO1DbFvgIdA212TXktdY+wnWk1+k50HyxHF2BeKdGqXhM8vkh/jXccAUhPj6J6bhsXWnm2X/pupeecGPa/GXc/4NVcyfeMt1LuDS7+iiSAITJ86iS1ff0hlWSEDBvTn559/jnZYMUdbYhIj7NixgzMGDeLg/l389Pn7TBw3MtohnRJen5/Nu0vITLaQk5UY8+Vol8fH9gPl9DktI6rDE78o+oEeK8bza/WeZs+57LSJbJm+hk7xHZo9x+ZwU13nICczMRxhRpzKOjvJ8SZZVH7gyGBFa+z6yeSMQafB7Ylto/Xvyc1OlMXiF8Co19I+PYF9ha1z2viJIAgCXTum4HB5KKqI/Z15i0lP/66ZHC628eyZD/P+eS9iUgffFHvvwEY6vTaKtQc/jXCULSMrI401by3myhlTOPvss3nuuefajPEngDy+pWXO8uXLGTx4MBeMP4eP33uV7Mz0aId0SjjdXjbvLqFLhxTSkszRDueU8fr8/LK3lJ556Rj1R0uiIoEoiTz4w/OM+/BP2P3BdzfVgpolIx/i9XFPHFOnK0kSO/Mr6JGXFvMJYxOHy+rpIANteRN1NicJbR25Wi06rRq31xftMEKCUa9FJQgxP5+licwUC063j7pGV7RDOWUEQaBHbhqVtfaYnzsDgQrdgG5ZFFXU0z9uAAf/9DkjsgcHPbfBa2PqR3OYuv5GalytT26oUqm4/eZrWLdqCf987BEuufjiNmlXC2lLTFoxTdKt2279G2+/+gwP3n0zGk1sdxNqdLj5dV8ZvTuny6JDiihK/LKvjC4dUzCbomN2rXHVMWb1Fczf9EKz52SYUvnh0vf4c4+Lj3u9g8U1ZKZYo5ZkhZoGuwuDToNOG9v+pSYkScIvSlFvrNBG8yRYDLJY+DaRkxWYayIXeuSmsudQZcCrFeMIgkCf0zIoKK2l3hb7nzm1SkW/LpnUNbqoqxbZeMGrLB31MFoh+NpnbcFndH59DKsPfBLhSFvGsCGn8+On72Grr2qTdrWQtm+2Vsr/SrfGjRoW7ZBOmZp6B7vyAx6MWJ+HAYEF4rYDZbRPi4/aPImfK7bT443x/LdkU7PnjG0/lG0z1tMn5fjtFm0ON3U2F+1kMOejiYKSOnKy5CFJg0DFUS5Jo1xJsBhl4ctoIt5swOny4vXJQ6Km02romJnA/sLqaIcSEpoW87sLKnG4Yr+yJQgCPfLSEEWJ3YequKLbFHbP/jd9krsFPd/mtXPpxpu4aP0NVDlbXwKdmpLEhysXtUm7WkhbYtIKkZt0C6CsupH8kloGdMuOqgcjlOw5VEWixUh6cuTlaJIk8fyvKzjr3UupcQcvDwsIPDLkb6w7/yXi9cdvkiAekXD1zJWPhMvtCfT8N8ugdWsTtY3ymC0hZyxxehrt7miHEVLaZyRwuKz1SWZOloxkCy63TzYJpFajps9pGWzbX45HBjJCQRDo3D4Zi0nPL/vKyI7L4Mdp7/HQmbcgNDMdbF3B53RdMbZVVk/apF0tpy0xaUU0Sbduv+1W3lm2UBbSLYCiinrKq21Rb6EbSgrL6hAEouJbsHnsTN1wI/O+fgSJ4Lsu8ToLn01Zwa0Drm5xknGotJbMFAsGGe3GHy6rk5W3BKC+sc1f0tppauMsp13RtMQ4quociDJ6pu65aew5VCWLLl0Q8AN1z03ll31lspCpAbRPjyczxcKWvSVIItwx8Fp+mvYBHcyZQc9vPFI9mfnxPBo8tghHe3zapF3HRx6rRBmwf/9+zjjj/6VbY0fG7myS33O4rI7aBid9TsuI+XbATVTXO6iqd9ClQ0rE772zZj+9V05iXcHnzZ4zKK03O2Z+xNCsgS2+rtPtparOQbs0ebTThYD/p6bBSXK8KdqhhBS7y0ucQT7Jo1wxm3SymJnRhCAIpCbGUVHT+hZ7J4tOq6ZdmpUCmXQdA7DGGeiQkcCOAxWySYzTk8x0zEhgy54SfH6RPild2T7zI67ucWmzr3l3/0d0WzHumDLnaPG/0q6lS5dGO6RWRVti0gr44osvGDz4DMadM5iP33uVrIy0aIcUEvKLa7A5PPTqlC4baZDd6WF/YTW9O2dE/Jne3LOGgW9Npthe1uw5t/T7M19NfYs0U3KLrytJErvyK+mekyqb9wmgvMZGerJZVs8kihKCIMjqmeRKvNkoKwM8BHaviyoaoh1GSMlKtVLT6JSFN6OJ9CQzZpNONm2eAVIS4shrl8SW3SV4fX4MGj0vjvwHayctxaKNC/qaKlctoz6YzbyvHsbtb13vb5O0a83KRdx915389a9/xe+Xh4frVGlLTKLMSy+9xMSJE3n03nk8/uAdspBuNU1z9/j8dM+Vz2LX6/P/NqskkpI0j9/DNZ/ew5//cwd+gv/hMqr1fDhxMf8cejtq1Yl1nyqvsWE26TCb5DWwr7iinuxU+Zj4IdDVzhKl7m9tnBjxZoMsuiT9Hq1GjV6rxuZoXYu8U0EQBLrnpLIrv1I2FQaA3KxE7E4P5TKqcCVZTZzWIZnNu0t+89Gc23E4e2Z/wuh2Q5p93fPb3qDPyolsq94bqVBbzNlDz+C/G1fx743rOX/SJBoa5JX4nwxtiUmU8Pv9/PWvf+WuO+9gzcpF/HnW8du4xgKSJLH3cGB4VdeO8klKJEni131ldO2YEtGOSCVHpri/tvv9Zs/pkpDDrzPWMyHnnBO+vs8ncqi0jk7tkk4lzFZHo8ONQa9Fq5FHi+Am6m0uWbTZVgJGvQan2xvtMEJOB5mZ4AHijDrizQbKqlvfNPGTRRAEeualc7isTlaNGBIsRrrnprJlTyluTyA5STEmsuGCV3jhnPvRCMH/5uc3FDHo7Sn88+el+MXWVZnolNuBrzasxO+xM2TImRw8eDDaIUWVtsQkCjQ0NHD+pEn8e+N6/rtxFWcPPSPaIYWMfYXVqNUqOrdvuZQoFth7uIr0ZHNETcdfF/9ErzcmsL1mX7PnzOx6AT9f9iEdrdkndY/9RdXktUtCrZLXn4LCsno6ZMjHL9NEW2ISOwiCgEoQZGOsbiLebMDmdMvGXN1EbnYih8vq8fnl81wqlUCfzhnszK+QTatnCPhoeuSlsXVv6W+VE0EQuKbXZWydsZYuCTlBXydKIvd+/zRD/zWNQw3FEYz4+MRbLax+80VGDxvEGWcM4quvvop2SFFDXquRGODgwYMMGXImfo+drzaspFNuh2iHFDL2F1YjAJ3bySspKa+24fWJETOGS5LEk5tfYfTqy7H5HEHPUQsqlox8iGVj/olefXLSHpvTg9PlJTUhuD43VvGLIjanG2uc/BbwLo8Pg0zabSsBs0mHzSGf3eomMpItlFfLRyIEgVkguVmJHCiSx2yTJvQ6DV06prBtf7mspGoWk57uuWls2VOKx/v/SVeXhFx+vuxDbuw9q9nXbq7cQc83J/DKjndb1f+JRqPhyYfv4sG7bmLChAksW7Ys2iFFhbbEJIJ8/fXXDB58BqOHDWL1my8Sbz3+bIlY4UBRNX5RlF2lxO70cLisjh65kWlI4PA6mbphDnd990Sz56QYEvn2kndbNMX9WOw5VEnXnMh3Fgs35dU2MpLl87vVRJvxPfawxhmot8vLZwKQmWKhpFJ+Wvi0JDM2pwe7jLqpASRajCTHmzhQXBPtUEKKNU5Pt5xUtu4t+UNFSK/W8fTZ97Du/JewaoPPGfOIXq7/4j76r7qAg/WFkQq5RVxzxTQ+eOMF/jbvFm699VbFmeLbEpMIsWzZMsaPH88/7pzLkw/fJQuTexP5JTV4fSJdOqTIatHk84tsP1BOr87pEWl1fLC+kL4rz2ddwWfNnnNWxgC2zVxP/9Qep3SvihobFqMek0F+RuqSqkYyU+SXmNjajO8xR7xZT71NfhUTrUaNTquR3QIeoFvHVPYcqop2GCGnQ0Y8DqeXyjp7tEMJKfFmA106pLBlT8lRcrVxHYaxc9ZGRmQ1L5ffWbOf7m+cy6Ub5lJsKw93uC1m5PAz+e/GVaz98H0mX3ghjY3y8T8dj7bEJMxIksTdd9/N3+bN44M3XuCaK6ZFO6SQcrisDqfLR9eO8kpKAHYeLKdTu6SImN0/KviSvisnccjWvO51Xr8r+XTK6yQbEk/pXqIokV9SS57MDO8ADpcHnUYlO9M7QL1dnvI0OWPUa2VpgIem1sHym1wdZ9RhMmipktkCPmCGT+NgUQ0umX0mEyxGTuuQwta9pfj/xyOUZkpm4+RlPD70dlTNTIyXkFid/x/yXhvJ+NV/ZlfNgUiEfVxO65TD1x+9hdNWy7ChQyktLY12SBGhLTEJI6IocsMNN7Di9eV8ueFNRg4/M9ohhZTSqkbqGl2yagncRFFFPUa9lpQw+y9ESeT+HxZy4frrcIvBdx/1ah3vTniOx4bedsKtgINxuLyO7DRrRFseR4riygayZTQk8vc02l1Y4+TV0lnuCDKcAN9EgsVAXaNLls/WqV0SB4pqZPdsarWKnnnpbDsgL78JBORquVmJ/LKvFPF/nk0lqPhrvz/z/aXv0b6ZifEQSFA+K/6evm9NYvA7U/m2JPpT2RMT4lm7agl9enRi+PBhFBQURDuksCO/lUkrwev1cvns2Xz6ycd8vnYF3U7Li3ZIIaWqzk5pVYOshic2YXN6KK1qDLtfpt7dyPgPr+LRTYubPaeDOZOfL1vNhXljQnJPr89PebVNdvM9ILD4q6l3kmSNXOe0SOJweTG1TXyPOeIMWhwuee1QQyDpSrIaqWlwRjuUkKPVqElPMsvSR2M26chMsbC/UF4mfwgMYcxMsbK9GaN/v9Tu/DpjHbO6Xnjca22p3MmID2bR441zWZv/WVQTOY1Gw8vPPsz4kWcxbNhQdu3aFbVYIoHiEhO3282cOXOYO3cubnd4tL8ul4upF13Er79s5rM1r9Ox/cm1cm2t1Ntc5BfX0ve0zIh4LyKJXxTZebA87AnXjup99H7zPL4o/r7ZcyZ0PIet09fSJSE3ZPc9WFxDXnaS7JJJgDqbiwSLQZbPJkkSEsjy2eSOJc5Ag4zmSPye7DQrxTKbBN9Eh4wEiioaZNcWGSA71YrD7aWmPnjXx1gmM8VCvFnfrE8oTmvi1TGPsXLc0xjVx69A768/zNQNN9Jx+Tks3/le1GagqFQqnnrkbq64bDLDhw9j06ZNUYkjEsREYrJo0SL69OmD1WrFarUyZMgQPvrooz+c88ILL5CTk4PBYGDw4MH8+OOPQa+1cuVKxowZw9ixY1mxYkXIY21sbOS8CROoLC/mP6uXk54mr65HdqeH3QWV9OuaiVqGUqA9h6romJEQVl/Ju/s+YtDbF1HmDP6HUwAePnMeqycuwqwLnZTM5fZic3hITZRXe+AmiisaZFkJgrY2wbGMxaSX1YC732My6HB7fUfp+uWASiXQISOBgpLaaIcScgRBoGduOvsKq//QalcudMxMRK0SOHiMLmQXnzaebTM3cHpa7xZds8xRybWf/53MV87i6S2v4vJF/ndaEAQeuHMud9x8DaNHj+LLL7+MeAyRICZWlu3ateOxxx7j559/ZtOmTYwaNYoLL7yQHTt2APD2228zb9487r//fjZv3kzfvn0599xzqaioOOpaoigiHtkBCXVprrq6mtGjRqHGy0fvvkxigry07m6vj237y+h7WoYszcWVtXYkSSI9TK1mRUnkzm8XMPPf8/BJvqDnxGlN/PvC17ht4DUh3x3fV1gtu3bOTYiihMPlwWySpwej0e7G0uYviUksJh2NTnkmJgDpSWbKa+Q106SJjGQz1fUOWQ0nbEKjUdG1Yyo7D8rPbwLQuX0yDpf3mHK8DpYsvpq6krtOv67F163zNHDHtwvIeOVM/v7dUzR4Iv/Z/+v1f2LBP25n4sSJrF+/PuL3DzeCFKOfyKSkJBYsWMBVV13F4MGDGTRoEM8//zwQSD7at2/P3LlzufPOO//wOpfLxa233oogCCxYsACDITRdbkpKShg3biyn5bZjxeIF6PXyauvpF0U27y6ha8dUWRpwvT4/m3eXcHr37LBUgho8Nqauv5EvS4JX8gC6JuTy0YWv0s6cEfL7O1we9hyqon/XrJBfuzVQUWvD5vCQly2/TmMQmBOUaDGSFG+KdihhY9POIk7v0S7aYYSFn3YWMUimz+bx+thxoIL+3eT5t6Wy1k5tg5MuHeWlfmhi3+Eq4ow6smRYbRYliS27S8jLTiLxON7Dzwq/40//uZ0yRxUC0NKFsVal4fJuF/HgmTeTaozs98+/PtzI1TfdwyuvvMJll10W0XuHk5iomPwev9/PqlWrsNvtDBkyBI/Hw88//8yYMf9vDlapVIwZM4bvvvvuqNcbDAaef/55nnvuuZAlJQcPHmTYsKEM7NONlS89KbukRJIktu8vp2NmgiyTEoCd+RV06ZASlqRkX10Bfd6cdMyk5OJO4/lp2gdhSUoA9hfWyLZaAoEOcXKcXdKEzSHfapASUKsEWcqdAHRaDaIkybKqAJCSYKLe7pKl5AmgU7tkiirqcbmDV/FjGZUg0Oe0DPYersLhOvbMnVHth7Bp2momdDy7xUkJgFf08crOd+iwbDhXfHI75Y7IzcC5+MLxvP3qM1x99VUsXtx8E51YI2YSk23btmE2m9Hr9Vx33XV88MEH9OjRg6qqKvx+P+np6X84Pz09nbKysrDHtXfvXoYNG8qksWez9JmHZDU4sYn9hdXEWwykJQafoBrrlFU3otdqjrujcjJsPPQV/d+6gBJH8MFNAgJPDL2TN899CoMmPAtPm8ODJElYZLqw9YsiHq8/IvNmooXH50enlZ98UimYjXpsMhxG2ERakpkKmcq5BEEgLzvpmH6FWEalEuiem8YOmUq6tBo1fU7LYNv+8uMmz2mmZFZPXMynU15nXIdhJ3QfvyTy1t61dFx+DrP//TdK7UdbCcLBuaOHs27VUu688w6eeuqpiNwz3MRMYtK1a1e2bt3KDz/8wPXXX88VV1zBzp07oxrT4cOHGTNmNNOnTuSJ+XeiUsXMf2eLKa5swOsTyck8taF+rRW318eh0jpO6xDaaoIkSTzy0yIuWPcXPGLwVqFxGiP/vnA5N/W7Iqzdlg4UVdNJxtWSqlo7qWGeNxNNJElqZixYG7GCJU5Ho0O+PpOMZDNlMk1MAJLjTdgcbtwe+VWMTK1pAAAgAElEQVQVINCgIdFqpLBcfgMzITDotGvHFH7dV4YoHjv5EgSB4VmDWHf+S3x3ybtMzhv7x+PH+WssSiJv79tA7vKRzPj4FkoikKAMPXMgH7/3Kg8++A+WLFkS9vuFm5hZSet0Ojp37szAgQN59NFH6du3LwsXLiQlJQW1Wk15+R93pMvLy8nICI8sBqCsrIzRo0dx3pjhPHrf32TZxrPe5qKsqpHuuanRDiVs7M6vpFtOKuoQJpVOn4upG+bwwI/PNnvOafEd+WXGOs5pd0bI7hsMm9MDApiN8pIX/p6yahsZyfKs5kHb/BI5YDbqsTnkWzFpaoYiVzkXQF67JPJl2KGridysRMqrbbKbCt9EgsVIVqqV3YcqW/yagWm9eGfCs2ydvpZZXS9ELaiRjgi9VMKx1wwiIv/av5Hc5SOYtvHmsCcoA/r2ZPUbL3LrrX/jrbfeCuu9wk3MJCb/iyiKuN1udDodAwcO5NNPP/3DsU8//ZQhQ4aE5d41NTWMGzuWwQN6sfCxv8syKXF7fewuqKR35wxZPh8EDNN6nZp4c2i8RgCFjaUMfGsy6wo+a/acC3PH8NO0D+hgCb9ZNL+4hk4yNYRDoBuXx+vHIGMZl83pIc4oTxmeUjAZtdhlLOUCSEuMo7LWHu0wwkaS1USjwy3b5EsQBLrlprKroOUL91gjM8WCShAoPsHBmT2SOvPqmMfYNetjrus1Hb1ahygFPGNq4dgSWwmJDw78m7zlI7jik9uodoUvuR165kDefnUhV199NWvWrAnbfcKN+oEHHngg2kEcj7vuugudTockSRQWFvLMM8/w5ptv8vjjj9OpUyesViv33nsv7du3R6/Xc++997J161ZeeeUVzObQ7qQ2NjZy7rhxdMhO5bVF/0Stlp/uW5QkftlTSrecVEwGee60+/wiOw9W0LtTRsiGRH5T8jNnvze92fkkAA8PmcfTw+9Bpw7/Qtrp9lJRa6ejTGV4AFX1DlQqgSSrfLtVVVTbsJr1sq+alFQ2yLIzEPDbYkiuc3YADHoNBSW1sm5CodWoqKixy7Y7nl6rodHuxuv3y7bZRlK8iX2HqzEbdehPcDZUgt7KhJxzuLL7xQiCwLbqPbj9gQ2H31dTgiEB26v3snDrcsodVQzLOh29OvTrq065HejWJY/Lr7qBwYMHk5eXF/J7hJuYqJhUVFRw+eWX07VrV0aPHs1PP/3Exx9/zNixAe3ftGnTeOKJJ7jvvvvo168fW7duZePGjUcZ4k8Vp9PJBeefjzVOxxtLnpCl0R1gT0ElWalWrHGhqyS0NvYdriIvOylkXbiWbnuLUR/MxuYLPknXqDGw4fyXuW1A6OeTNEd+cQ25WfJNSgDKq21khGnuTGvB5vTIWoqnFFSCIMsp4k3otRr8flHWz5iaEEdNgwOfTDusAXRqn8Sh0jrZVoZUgkCfzhnsKqg86U5rGXGpPHbWbey//FPuHTSHRH08filwLfVxJF4+yc/i7W+R9cpZ3Pf9Qpw+10nFcCwmTxzLc4/fy5Qpk4N2p23txOwck0jj8Xi4aMoUaqvLWf/2UuLi5LljUlrVQF2ji+65adEOJWzU21wUlNbS97TMU76WT/Rx05cP8fLOd5o9p6Mlm48vXEZefPtTvl9LcXt9bN9fzsDu2RG7Z6SRJImfdhZxRs/I/b9Gg592FnF692zZSiqbkPMcE4DdBRVkp8bLelBmfkktJoOW9CT5er5KqxpxebzkZslXIltd76C0qpFenUK7uduaqLe52F9YzYBuWaf8t7XRY2fJ9rdYuPU1yo8oJlSC6je517GI0xi594w5zO0zG22IlRSLX13JfY8+y+eff0G/fv1Ceu1wEhMVk2jj9/uZPWsWJcWH+HDlItkmJXanh6KKBrrmyNfsLkkSew5V0q3jqT9jvbuRMR9cfsykZFyHYWy57MOIJiUAh0vr6JiZENF7Rpp6myuk/qDWjNyTEiUQZ9RjP84shVgnXcZtg5vISDZTUWNHlPGebnK8CVGUqLeFfje/tRBvNpCWZOZA0am3gbbo4rh1wNXsvfwTnhn+d9qbM39LSlTHWWbbfU7u/HYB2a8O4+Ud77YomWkp1105g9vmXsW4cWPZs2dPyK4bbtoSk+MgSRLXXnst237dwrpVS4m3ylM24hdFdhwsp1endFQyXgQVVzSQlmg+YW3p/3Kg/jB9V57Pt2Vbmj3nroHXsXbSUsy6yLay9YsiNQ1OkmWqg26iotYu29k6TXi8fnQa+fnYlEicQf4GeJNBi9PtleU8jCYEQSA9yUx5tbwTsK4dU9h7uErW72W7NCt2p4eahuAS7BPFqDFwQ5+Z7Jq1kaUj59M5viMiLUtQ6jwN3PDFfeQuH8lHBV+GJB6A2266hitnTmXMmNEcOnQoZNcNJ21SruPwyCOP8Pxzz7L4+WdITU2Jdjhho9HhQadVodfK0zcDAVN/vc1NgsVwSnMhNtdsZd6vd+ORgrdV1Ahq/tHjHkamDT+Fu5w8ziMTfI16+b6XAHWNLhIs8q6YeH0iHp+fOJkb3wHqbC4SZFwBEyUJm8ODVcZSLgh4ovQ6DdoQ+fdaI5IE9XZ5f14h0KpcpRIwnOJGXmumaV0Qb9aHfFPWJ/r5pOIzlhW8QZGzBAjMQTmWSb6JznF5PNDjTvLMuacchyRJPPnM8+zeu4/vv/8Bi6V1b7C3JSbHYPXq1cyePYvP175B317doh1O2CivsVFdZ6dHnnz1pAA78ytITzSTnHDylYQl21Yy96uHmj2ebEhg44XL6JsSnc+LJEn8uKOI03tkh3Q2S2vD5fGxp6CSvl1O3SfUmimqqEetEshMkW83pybk7jGRJIlNu4oZJONnBKipd1DT4KSzjIe6AuzKryAzxUKCxRjtUMKGKAZ8fAO7ZaPRyPf7pK7RxcHiGvp3zQyLbNYn+li5Zy2PbFrEwYZCAFQIiC1IUCbljGDRyIdIN53axrjP5+P8y/6CyZLEB6tXt+qOsvL9pJ0iv/zyC7Nnz+bV5x+VdVLicns5VFora18JgM3hxuPxnXRS4hf93PD5/cdMSvqkdOOX6euilpRAwLSYaDXKOikBqKy1k5oo32nvTdidHtm27FYaSvEJJViN1DY6ox1G2MnJTKSgVL4DFwFUKoG8dknsL6qOdihhJcFiINFq4FBZXViur1FpuLz7FLbNWM/SkfPJsWT/lpSojqPfWFfwBTnLR/C3rx/F4T353yuNRsPKl59i967t3HPPPSd9nUgg79XLSVJRUcEFF5zPbXOvYvLEsdEOJ2xIksSOgxX0yE2T/UJ27+EqunQ8uR2HBo+NsauvOKbJ/dLO5/HNxW+TZoruLmFheT0dMuRtegeoqrOTkiD/xMTh8hLXlpjIBo1ahc8n31azEGjHqlGrTroVa6xgNGiRRHB7fNEOJaykJsThcHlwuuQ5Eb6JnMxEqusc2Bzh84Fp1Vr+1GMq22du4MUR/yA7Lv23BEU4RoLil/w89+vrtFs2jJe2v3PSvp/EhHjef+NFlixZzBtvvHFS14gE8l6NngRut5uLpkzhzIF9uPOWv0Q7nLBSWF5PktUo20FKTdTUOzDotSe183ywvpB+Kyfx39Kfmz3nkSF/Y8W4J8IyLOlEcB3xlshZDwyBhNrnE9FpW28pOlT4/KKsJRRKw2TQ4pB5Zy4IdHWqrg+Nobg10y49nsLy+miHEXZO65DC3sLmBwfLAUEQ6JGXxs788rB3XNOpdVzd81J2ztrIY2fdRqI+/jffybHqJzavgxu/vJ9ub4zj54rtJ3Xvrp1zeXPpk1x33XV8//33J3WNcNP2jfc7JEniuuuuw+Vs5KWF82Vdene4PJTX2MiR+QA+SZLYX1RN53YnXsn4b8km+r91AUX28qDH9WodH05czK0Drm4Vn5XC8jrap8dHO4ywU29zYTXLO5luQ56YDDocbnnvPAOkJMRRVWePdhhhJyUhkIDJ3aprMQWM4Q0ybh8MYNRryUq1crD41FsIt+h+GgPz+l/Jntn/5vYB12LUGFrgOoH8hiKGvHsJF62/gWrXicsJx44cykN338zkyRdSWFh44oGHmbbE5Hc89dRT/Pvjj3jv9ecxGuXbbaNJwtUzL61VLKjDSVm1jeR40wnvrr++6wNGf3A5Tn/wP8TpxhR+vPR9JuScE4owTxlRkhTRIhigqs5BqgJkXF6fX9adjZSIyaDF4ZR/YqKEtsEQ2GVPTYijolb+SVjn9snsK5S31wQgO9VKg81Ngz1ySViC3sr8Ibewa9bHXNNzGmqhZeuVdQWf03HZOTy2aTF+8cSkkzdeM4tJ40Zw4QUXYLe3rs9v27feETZs2MD999/Hv157jqwM+U49BygorSMt0Sx7U60oShwuqyMns+VVIUmSuOfbp7j6s7ubbel3elovts5YQ/ekTqEK9ZSprAmYweWeaALUNTpl3QmnCYfLK/vfUaVhMmhlP2SxiTiDDofMfQkA7dKtFFXIX85l1Gsxm3RUyrwSJggCPfPS2JVfiShGNrHOikvjhREP8MuMtUztNL5Fr/GIXu77YSE5y0fwWeG3Lb6XIAgsfOwezCYtV1x+OaLYerxvbYkJcODAAWbMmM7ipx/k9P69ox1OWHG6vFTV2emQIX/JT3FlA5kpFtQt3HV2+z1c8tFcFmx5qdlzZnebzJcXrSTZ0LokcMWVDbRLk39LWb9fRBAEVCr5J2AOlxejAuaXKAmDTiN7s3QTyQnK8JnotBrUgvCbx0/O5GUnUVBcK/tKmF6noV1aPPklkZF0/S9dEnJ5a/zTfHfJu4zMPvO3nx/LIF/urGL8mqsY/cFsSu0VLbqPTqfj7VcX8vOmH3n00UdPOe5QofjExOv1MmP6dGZdcgHTpkyMdjhhRZIkdhVU0D1H/hIuUZQoqWygXVrLErAaVx1D372UNfmfBj0uAE8Mu4tXRj+KVt26Fotujw+BwBek3FHCUMUmnG4vprbERFbI/e/u70mymqhRQGICkJ0WT3Gl/KsmWo2aeIuBqjr5v69ZqRbqGl1RbVYxMK0XGy98lQ8mvkiXhNwWDWb8umQTnV4bxUM/Pt8ieVdKciKrXn2Ghx9+uNWY4RWfmDzwwAPYbfU8ev+t0Q4l7JRV27CY9JhN8peHNFVLWrKzvr/uEH1WTuLX6j1BjxvUejZc8Ao39b081GGGhJKqBrIUUC0BqG5wKMJHA4HExKhvS0zkiNx3nAF0WjVen6iIZ01JMFFVJ38TPEBuViIFJfKvmgiCQLecVHblV0b1WQVBYGLOSLZc9iFPDbubRP3xN1t9kp+HfnqB014fw6bybcc9f0Dfntx3+43MnDmDhoaGUIR9Sig6Mfnyyy955pmnWbFkAQaDvLv8eH1+DpfVkdcuKdqhhJ0TqZZ8XfwTA966gApncFNfpimNzZd9yOj2Z4U6zJAgSVJg2KACzODQ1JFLGRUTl9uHQS//KpjS0Os0sp/x0UScUYtdAT4TQRCINxuol3nXKlBW1STOqCPebKC0qjHaoaBVa5nTdza7Zm1kbp/ZaFTH/24ospdx1r8uZdbHf8PmObY36JYb/kxOu0zmzpkTqpBPGsUmJrW1tcyaNZNH7/sbvbp3iXY4YWff4So6t0+W/SBFgJIWVkte2/U+o1dfjksMXqodnN6XX2aspXNCx3CEGRIa7G7MJr0iPBd+v4hKEFApRA4jSZJinlVJGPVaRZjCAZLilSPnapdmpagi+rvNkUApVRMI+GoKy+vx+lrHZkKSIYEnh9/NlsvWcF7OiN9+fqxvinf2b6D9suGs2ruu2XNUKhWvPP8I69ev46233gpdwCeB/FepQZAkiWuvuYY+Pbtw3ZUzoh1O2Gl0uPH6REVIYCRJoriygexjSJskSeKObx7nms/uafacP3efyucXvUGCvnVLpEqrGshObd0xhop6m4t4hVRL2pAvRr0Gl0cZiUmixUhtgzPaYUQEs0mPw+WJeCenaKDVqLHE6RXx3qpUAp3bJbO/lbVK7pqYy+qJi/hw4mI6WTsc131i9zm5/JPbGPHeTCodwU392ZnpLHnmIa6//joKCgpCHnNLUWRismzZMr7++iuWPv2Q7M2IkiSx91AVXTqmRDuUiFBRayclwdRsZcjlc3P+2mt5euuyoMcFBBYO/ztLRs1vUak0mkiSRL3NjTVO3jLEJmobnSRa5d8mGALSS03bDBNZYtBrcSqggxMoS7YGkBIfp4hOZAA5WYkUlJ74cL9YJDnBhMvtw+5sfa2+J+Scw5bpa3hg8E0Y1MdfC3xbtpnc10bw8vZ3gla8LpgwmksnT2DmjBn4fNH5O6W4b769e/dy880388pzj5CWeuLTwGONilo7lji9Yky0h8vq6JCREPRYmb2SfivP59+F/w163KDW8/GFy7i+z8xwhhgy6hpdJFqMsk+um6hrdJGgkIpJwF+ijN9ZpWHUa3ApYPp7EzqdWjEtkjNTLJRWKUPOZdBp0GrUNDrc0Q4lInTpmMKeQ5XRDiMoBo2eu0+/nl9nrOeC3NHHPd8jernhy/sZ8u4llNjKjzq+4ME7qKmuYP78+eEI97goKjHxeDzMmD6dq2ZNZdyoYdEOJ+yIokRBSS152fI3vAPUNjgxG3VoNUdPTf22dDPdVozjYGNh0NdmxqWxdfpaRrQbHO4wQ0ZJVQOZqZZohxERJElClKQWz6SJdQIduVp3xa6Nk0Ov0+BUyEIdAnKuGgVIfgCMBi1urx9/KxpWF05ysxLJL1ZG1STOqMNkaN0DJnOs2fzrvOdZM2kJnawdjnv+5soddF4xhmd/ef0P1ROTycjrixewYMECvvnmm3CGHBRlfMsf4Z///Cdul535f58X7VAiwqHSWtqlxStGElJQWktO1tGDD5/c/Aoj3p+Jwx+8Y8qZGf3YNmM9efHtwx1iyJAkCbvTg8WkDBmX3ekhTkFT0F2etoqJXFGrVIrwITSRaDVS16iMxAQgNSGOqtrWu3gNJWaTHp9fxKWQRLtTuyQOFtW0etP/+I5n/ybvMmqOrTLwiT5u/e+jnL5qMsW/q570692d+++Yw5//9Cfc7shWxZSxYgXy8/N57LHHWPTkA+j18l/geH1+KuvsZClkR93p9iIIwh8kax6fh/Ef/pm7vnui2ddd1eMSPp/yBladORJhhozaRieJFmX4LQDqbMoZrAhHpFy6toqJXFGG+DKA2ajD1gq1+eEiPdlMWY0t2mFEjA4Z8RSW1UU7jIig1ahJTzZTXNn65XpN8q6t09cyrsPxFULbavbSZcUYXtrx9m8/m3vtbOJMeh5//PFwhnoUiklMbpo7h8sumsjg0/tFO5SIUFBSS05momL8BwFvyf/PLdlbm0/OayP4rCj4JFMBgWfPvpdFIx9ErTpa+tXaKa+2kZ4cW8nUqVDfqKyOXC5PW2IiZwRBUEzVRBAEBEBs5bvMocKo1+L2+BTzvMnxJmoanIr5PHdIT6C4oiFmnjfX2o61k5by2tgFpBqPLev3ij5u/OIBRr8/mzp3AxqNhuf++Xcee+wx8vPzIxSxQhKTNWvW8N133/HwvbdEO5SI4PH6qbO5SE1UxtA9vyj+ZgQHeHnH2/ReeR5VruDaV4NazyeTX+O63rHZKlqSJBrsbsXIuAAcbi8mg3KkTR6fH5029hLmNlqGXqfG7VWG/AUCkh+bQkzSAElWE7X1ypCvCYJAepKZcoVUiVQqgexUK4XlsVMlEgSB6V0m8euMdVzR7aLjnv916SZylo9gff4XDD69H9OnTmLunDkRk7DJPjGx2+3cdNNcHrl3HslJR/sP5MjB4mryspMUUy0pq7KRmWJBkiQu3jCHG754oNme3h0t2fwyYx1nZw+KaIyhxOYIeEuU8v6KohTYdVXI8wIgScp6XoVh0GkV06kKIMFioL5R/lPRm0hPNlNeE/1p4ZEiO81KcUV9tMOIGFlpVsqqbfj9sdXkINmQyEujH+bjC5fROf7Y5niHz8mUDdcz6+N5/P3OG/j+++9Ys2ZNROKUfWIyf/58MtOSuWLG8bNEOeD2+LA7vYoYpthESVUD6jgvp60Yw5r8T5s975LOE9gxcwO51nYRjC70lNcoS8bVYHdjVVB1qA35o9dpFGMYBog3G6izKScxMRt1NDo8rd4kHSq0GjUGvVYxrYNVgkCHjAQOxai3ZmS7M9k0bTU3973iuOe+s/8jBq2dwjU3X8pNN83Fbg9/YwdZJya7d+9m4cKFPPvPe1E1M3BPbuSX1JKbrYzKEIDN4Wa7bRtdVoyi0FYa9By1oGLJyPm8ee5T6NSx3/hASYMGARrsLqxm5SQmflFEULVVS+SMXkGzPSAw80JJiZggCFhMekWZ/tunx1NUrpyqSUaymcpae8y2hjZpjSwYdiefT3njuNWTKlctj4tLSUg2R2S2iWxX65IkceMN13P17Evo17t7tMOJCF6fn0aHmySrcqol937zHH/5aR5eKfiXXqoxia2XreXPPaZGOLLw4PEGJoKrFCTzabC7scYpx/ju8frRa9uM73JGr9Xg9ihnInqTFFMphnCA1MQ4KhXSNhjAGqen0eGOGVP4qSIIwhEJW+vv0HUshmYNZNO01dzU9/JjnicKEgeGFbBw4TPs2rUrrDHJNjFZtWoVO3fu4L475kQ7lIhxqLSOjs1MPZcbPtHHeWuu5oW9rzR7zoSO51BwxRd0TcqLYGThparOTkqCchJPUN6wQbfHh17XZnyXMwadRlHmdwCzUYtdQRWEpHgjNfWOaIcRMQRBIDUhrlUPIAw1WSlWSqsaYz7hNmmNPDHsLj6bsuKY1RN3ioeRF5zJjTfcEFaZoiwTE4/Hw99un4d7hBurRRlafL9fpLreoYhOXPWuBrq/cS7/KQw+kVSFiufPuZ8PJy1Gq5ZXJ6fKOjupCfJ/j5uQJAkBFGUEd3vaKiZyR6dV4/Eqp2ICYIkz0GBThgcBAoM0BUHAF2MG6VMhK9VKSYxXEE4ElSrQkaysSh6NDoZlnc6maau5sfesoMd9kp8NuV/w05Yf2bhxY9jiaHWJidvtZs6cOcydO/ekp02+9tprVLorqe3awK7aAyGOsHVSWFFPu7R42S/g9tcdIu/1URxqLAl6PF5nYdNlH3Btr8siHFn4kSQJt8ImgttdXkwKmvgO4Pb62hITmSMIgmKM0U1Y4/Q02JVjgIfAjI9qBVVN9DoNEhIeBVUD26fHU1RRL5vfZ5PWyNNn38PaSUtJN6YcfYIB7Gc4uefvd4ftmUOSmHz11Vecf/75ZGVlIQgCq1ev/sPxBx544DeNadO/bt26Bb3WypUrGTNmDGPHjmXFihUnHIvH42H+/IfwDfeDCv5zOPiuupyQJIny6kDLXDnzZfGP9HlzIo3e4KXifindOfSnL+mV3CXCkUUGm9ODWWHdqRrtbixxynpmj9ffJuVqQ3bEGXXYXd5ohxFRUhJMVNcpJzEByEyxUFatjJkmAGq1igSzkdoGec2tObfjcDZP/5BJOaOOOiYNkth3cB8fffRRWO4dksTEbrfTt29fXnjhhWbP6dmzJ6Wlpb/9++9//xv0PFEUEY90OTiZbGz58uV4BDfq3oFHe+/Axyd8jVijqt5BcrwJlYw7+by2633Grr4CH8HlD1f1uIQfLn0Pk1a+3aqq6x0kK6ixAQS6rllMyquYtA1XVAZy2WVtCSoFVonijDpsTuXI1wBSE81UKGTYYhMdMuJjtnXwsUg1JvHeec/zwjkPYFD/boNQB7ZBdm6/+7aw/E6HJDGZMGEC8+fPZ8qUKc2eo9FoyMjI+O1fSkqQEhEwc+ZMPvvsMz755BNmz559QnEEqiUPUj6oEr8QSG42VWzD45e34a6wrI726fHRDiNs3Pf9M1zz2T1Bj6kQWDzyIRaNfFD2MrbaBidJ8fJNvIJhc3owG5VXMdG1Sblkj1qtwq+QDkZNaNQqvD7leGsEQUCrUZafSKNWoVarlNUO+4i82uWWX0VQEASu6TWNn6Z9wIDUnv9/YBDsPrCb9evXh/yeEfOY7Nu3j6ysLPLy8pg5cyaHDx8Oep7BYOD555/nueeew2A4sRahy5YtQ6fXIPX4/z/2XtHHd2VbTyn21ozD5UWtUqHXyXMhc/3n9/HYz0uCHjOo9Xx98Squ7HFxhKOKPJIk4fOLaDXK2kn3+UU0mlZnhQsrfr+IRq2sZ1Yieq1GUVp8IDDbwyHvjcL/JTneRE2DsuRcGckWyqrlYQhvKR0yEjhcJt85Ll0Tc/lq6kpuH3AtAAOye+I/S+TOv98R8qpJRL79Bg8ezPLly9m4cSOLFi0iPz+f4cOH09gYug+u2+3m4YfnM2fuLMz6P8pdVu5ZG7L7tDYOl9XRIVN+LYIlSWLGx7fwys53gx5P1Sex9/L/MCi9T4Qjiw42hwezUVmSJlGUFDWvpQ1lodOqcStoJx3AbNJhU8h08CaSFGaAB0hT2AwXgCSrkdpGp6znuOjUOuYPuYVN01bz3SXv8s69z1JeXMa6detCep+IJCYTJkzgkksuoU+fPpx77rls2LCBuro63nnnnZDd49VXX6VRauBB2/PYvH/8I/DRoS9Ddp/WhChJNNhdJJjlNXxOkiQmrbmGf+0P3o6ui7kTu2d+QoYpuBxQjtQ0OElS0LR3CFQDTQbldCBrQ1kosWWw2ahT1DR0gDiDFodTfhKfY6E+IudS0udbEAKtgytq5e+v6ZPSFUEQmNxtLLffdA0P3H9/SKsmUdELJCQk0KVLF/bv3x+S67ndbu5/8D7qzmygwXf0h6LMUUmRrSwk92pNVNXaSUmIk5W3wi/6Ofu96XxSFLyb2qSckbx6+iIsRmWZwOsanSRYlJWY2F0e4hRWJVKaOVjJaDVqRfktAEwGHQ6FdeYSBAG1WlnzTABSFVg1yUq1UFKpLAnbtVdMo7i4iDVr1oTsmlFJTGw2GwcOHCAzMzMk13vvvfdQawXoAWZt8AXre1U5TocAACAASURBVPvl152ruLKB7FRrtMMIGR6fh0HvXMQP5b8EPX5j71ksHbqA5HhlJSUAHp9ftj6i5rA7lZeY+P0S6jZ/iSLQKcwUDYGBdEpMvuPNBuptyprhkpoQR6UCqge/R6fVIBDorKgUTCYjN193Oc88/XTIrhmSb0CbzcbWrVvZujVgMs/Pz2fr1q2/GdxvvfVWvvzySwoKCvj222+ZMmUKarWa6dOnh+L2LF2ymGuumIZWo6XeEzxbXbbzXyG5V2vB4/UjSpJsFqs+0cegdy5ie/XeoMfnn3kLT599DxU1dtKSzBGOLrq4vT50CjO9w5HERGHDFT0+f1urYIWg1SqrQ1UTgiDIWocfjERLwH+gJPQ6DV6/qLj3WolVkyumX8R333/P3r3B128nSkgSk02bNtG/f3/69+8PwLx58+jfvz/33XcfAEVFRUyfPp2uXbty6aWXkpyczPfff09qauop33v37t18/8OPXD9rBhd1GgeAXn30YmZn7X4qHNWnfL/WQmlVA1kp8qiW+EU/g9+5mF21B446JgBLR83n9oGBThA2p1txJvC6BhcJFnn5iFqC2+NT3KBBr8+vuM5rSkWJFRMAo16LQ4ZtVY9FvNlAfaOyKiZwJCGT2eDB45GaaFZcpSg1JYkLzxvDkiXBO6ieKIIU43XVefPmsXvnNu69+w621e/kL5tvRoUKkaP1nDd1+guXdZBHa9k6m4t4s4FYd5f4JT9Xb5rLHtu+o44JCDzS8z7OSRsWOFeUcLg8WBQ2/dzm9KDXatAqrG1unU1+jR2Oh8fnx+cXMemVZ/pX2vstAQ1H/o4rCYfbi0alUlxlUGmfbwCvX8Tt8SluM7HR4cao16FRx/oKreX8vHkr9z/0CCUlpej1p7ZGi+nExOVy0a5dNqteeZpzhp6BJEkMefcSNlfuCHp+t8Q8fp0R+mEwkcbt8bGroIJ+XbKiHcopIUoiw9+bzk/lvx51TC2oWH/+y4xqP+S3nxWW1aHRqMlMsUQyzKjz865i+nXNRK1STmLiF0W27i1lYLfsaIcSUUqrGhFFkew0+Q5MbY5NO4s4vUe7aIcRUZT4zBU1NpxuLx0zE6MdSkT5dV8ZXTqmYJCJ/LolSJLEpl3FDFLYZ7yqzk5do4vO7ZOjHUrEkCSJXkMm8uD8R7jssstO6VoxvdJ5//33SU5M4OyzBgEB7eoNfWYBoFUd/cu/u/Yg5Y6qiMYYDsqqbaQnxfbiXJIkRr0/O2hSohHUfDZlxR+SEoDqeocije+iJCkqKQFwun0YFVg18Pr8aNqkXG3IGJNBq7jOXADxZj0NCjPAC4KARqU8L1WSAodqCoLAVbMvZsnixad8rZhe7SxdsoSrZl/8h3a5l3aeQIohEa8YvCvCm3s+jFR4YaOyzk5qYly0wzglJq65mm/LNh/1c42g5supKxmSOeAPP5ckCa9PVFz53+XxoVfYMwM4XV5FypkCHpOY/rPcRhvHxKjX4lSYxwTAGmeg3q6sxAQgKd5ITb2yfCYqQQh4qVzKmtkze9rkkJjgY/YbMGB6/4HZ0yb/4ecGjZ6re14KgEo4+vFe3hG6oY7RwOP1oxYENDHcUvSqT+/iP0XfHvVzrUrDfy9eFXSau83hwWxSlk4VAhp0q8J0yaDc4Ypen9hmfm9D1qjVKsV1agKwxOlptCtr6j1Acnwc1fXKmmcCkJ5spqy6zQR/MsTs6nbp0qVMnjiWlOSjdapX9rgECHgY/pf99YcpbCwNe3zhorLWTmpS7FZL7v9hISt2rz7q502VkgFpvYK+rqbBQZJVeTKuRocbq8LM/gBOt1eRUi6f3x/Tmw5tnDgxbPNs4wTQqFX4FZiQxRm12BU2+R4gJT6OmnplybkArr78El57bTlu98kn4TH5DShJEqtWvcXll00OejzHms2knFHNvn7xtpXhCi3sVNUFpr3HIi/teJtHNx2tPxQQWHv+Uk5P693sa+saldkyt9HhwazAxMTl8WLQK8ck2oTPJ6JVt1VMlIJSqwcqlQq/wiahA6hVguKeWxCUOflepRIQVAI+n7Ke+5yhZ2CJi+M///nPSV8jJhOTLVu2YLfbOWfooGbPuWPgNc0ee2nnOzG5SyVJEm6vLya7enxy+Btu/OKBo34uAG+PX8jo9mcd8/Uer/Imn0PAc6A0Xw0EFuhKrBz4RAm1glpMKh2NWqW4BRuAQa/B5VHOdOwmzEY9NqeyfAdwZI6Lwoz/AMnxJqoVVjURBIGJ485hzZo1J32NmPzmX7NmDWNHDkOna95zMDijHyOyBwc9Vudu4ONDX4crvLDRaHdjjYu93fPdNQe5YO21QY+9PPoRJncae8zXu70+tApcnEuSFPNzak6F3ze1UAySpMznVigatQqvEhMTnUaRBnizSYfNoTyfSaLFqLjJ9wCpCXFU1inPXzPx3BGsX7/upAsAMZmYrF+3lvPGnn3c824/UjUJ9jX/4E/Phziq8FMZgzKuamctQ965GH+QgZcLht7J7G5TjnsNpcq4nG4vRgUawGOxmtlGGyeDRq3Cp7BWqhDozKXIiolJT6NDeRUTq0IrJoHW2Mp7v4cPGUR9fT1bt249qdfHXGJSWlrKlq2/MH708ROT0e3O4vS03gRb5myq2EaJvSL0AYaR2kYXiVZjtMNoMR6fh9NXTcbuP3qn5I4B13JzvytadJ36RhcJ5th57lBhc3gUNzEXjrTMVWCFrA3loVgpl06Dy628xCTOqMWuwIWqRqFeKuFI22Cnwub26PU6xowYytq1a0/q9TGXmKxfv54zBvYjNSXpuOcKgsC9g25s9vijmxaFMrSwIkkSUowN2puw9mqKHUcnf9NPm8RDQ25p8XUaHW4sccpboAda5irvud0eP3qt8vxEbSgPjVqF36+8BZtep8bjVV5iolapkBS4QAfQadW4FVglS7QaqVGgjG3SuBGsX6eQxGTd2jUtknE1Mb7j2QxO7xv02Irdq/H6YyOTbbS7scRQd6Y7v3mcr0t+OurnwzIHsnzs4yd0LSVOPgewuzyKnOXh9vrQ69oqJm3IH7VahU9UXsVEp9Xg9ipPwtaEEuWq1jg9DQqc45JoMVLboLzE5NzRw/l58xbKyspO+LUxtdpzuVx88p9POW/ciBa/RhAEHhh8U9BjDp+Ll2Jk4GJtozNmZFzvH/iYp7YuO+rnedYOfDL5tRMy93p9frQK7M4E4HL7FOkxUWrFRJIkaDO+Kwq1WpltczUKfW4AvU6D26O8pMxqMihywKTJoDwpF0B6WgoD+/Vmw4YNJ/zamFrxff7556QmJ9Gr+2kn9LpR7YYwLHNg0GOPbFoUE7sXtY1OEi2tPzHZW5vPjI1Hy7TidRZ+mvYeatWJ7YQ32N1YYrATWSiQJAmVAheqbq9PkYmJX5RQq5T3fisZjULneSgZpRqiLXF6GhzKM8AH5rioFDfPBGDiuHNYu+bDE35dTCUmn3zyCeNGDT3hdprHqppUOKvZUPBFCKILL16f2OrnWTi9Loa+Ow3xf9oNaFUafrz0PSw68wlfM+AvUV5iEgvJcrjweP3oFCjl8vtFRUoWlYz6/9g77+goqi+Of2dmazab3gm9h9CrKE1ARDpWsAAKKEVFilgQ/AEqUmyIiIBUlaqAgCIgIEjvvUMgpGx6tu9O+f2xZmFJ2yRbsvP2c07O2Xkz8+bezM7su+++ey9DEbmUi2QCFDIYCEyVLJMysBI4OAeAELUCuTrylnM92bUDdv+9B3wZ33E+9St44vgxtGnRpFzndqzSBl3jHyly3/uH5lZELLdjZTmfKDb3xOahyLNqC7Vv7vU9agZXLVefeiOZmaksVg4yAr0GwH+6Swg0THgeEn9xRaJgaDKzFQG2CUMSJ2CUcjIzkgG20g0k3nNS42sSE+rBYrHg2rVrZTqv8o92/4PneZw6fQbNmiSUu49P208ssv1yzk2czLhY7n7djS94DT49thBH0s8Uap/Z7h10q/Zoufs1mlko5OTFWZgsLBRyMg0TK8tBSqRhIoD2e0yIgmEoIrNyAYBEQsNKYA0XUotLArb4GhLr16hVciLja6RSKRo3qo8TJ06U6Tyf+RW8du0aLBYLEurXLncfzSMT8FL9fkXuG7v343L3627y9WYEVeKMXMfTz+Pjo98Uau9bsyvebVl0xXdnITXOwmS2Qikj0zARBAE0gbEWHOePMSENmqbBEbqUSyZhYLGSp7tcJoGF0IxkKqUMeiN58TVyqQQWAo1wAGjRJAHHjx8v0zk+Y5icOHECTRIbQCqt2Oz5/9q+DTldeGnQcc05nM28UqG+3YW2EgeAm1gzemwqXCixujoOa5/8ukJ98zyZRgkAGC1keopIhuf9MSakwdAUOEKXckmlDJEeE1KXsAEFhgmZ3iKaoohcttmiSQJOnRSpx+T48eNoUYFlXAVUVcdiXPNhRe4bvWdqhft3ByYLC0UZZs/NZgvenjwD496bCbPZvbMTT25+FVrW4NAmZ2Q4+My6MmfgehiDyVrmdLme1N2dmMws5JX0nlc2xKI7xwugyxhjIhbdy4MYdKdpqlweEzHoLpMw5ZpFFoPuziBGPVVOZiQTpe5KGXROeIvEpnvzpo1w8tSpMgXA+4xhcvKEawwTAJjUYjgiFKGF2o9qzuJ8VtmCdJxh0bJf0KJTP4TXbIXwmq3QoecL+HPXP07vB2yzLAuX/oS6LbpCHd8Uj/Z4HsdOni3yems2bsXjnR5B187t8dO6sqdqc5YvTy3DwbSThdo39VqIyIBwAM7pVpxeJosVyv+8BpVN99L4/Ksf8Ej3ZxFWoyWqNHwUT78yFleu37Lvr9uiK2SRDQv9vfXudAC2AHC5lPE5vYHSdX+Q2V8vhiyyISZ8+GmhfWLUff/BY+j/4ihUT+wIWWRDbN6+y76P5wUw/3kIfVH3knQDAI7jMO2zr1GvZTcEVW2GBq2fwCfzvis0eyxG3afP/rbQs574yFOgKcqhErgYdS/umZAwNNgHUiX7ou4Po9XpMeHDT1Gn+eMIqtoMHZ8ahOOnzjkcs3DpTxj4/Es+rWdx3EtNx5BR7yKmXjsEVW2G5h374sTp8/b9y39ajyf7Pic63Z0Z5/y6aTOate8pOt1Lo1GDOjCZzLhx44bT5/iEYcLzPE6eOl2hwPcHCZIFYka7cUXuG7XnI5dc40GqxMXgkynjcXjXBhzatR6dH2uHp18ZiwuXr5W6v6DA4LrftmPS1M8xZeIYHNm9EU0a1Uev50ZAk5FV6Ho8z9utUwHucR0m5afgvYOFK7iPazYUXau2d1r3kvQymW2eosqmuzPsP3gMo14djP1/rsH29UvBWq3o9exr0Ott3qWDf63HnfP/2P/+2LAUAPB0vycB2ALAN237y+f0BkrXvYDjp85hycq1aNyovr2NFwRQFOWT9xwoXXe9wYgmjerj688Lv2f4/2JrfFX3knQDgDnfLMEPy9fgq8+m4Oy/2/DJRxMwb/5SLFi82n6MWHUHgIQGdRye+b1bf3JIfS9W3Yt7Jixms722g6/q/jCvj5uCXfsOYtmCz3Fy32Z06/wonnz6VdxLTQdwX8+Rrw7BgT/X+ayeRZGTm4fOvQZDKpHg9zU/4MyBrZj9v8kICQ4CYNP9vY9nY9iQl3z6HheFM+OcT2d/g1Ejh4lO99KQyWRITChbADwl+MBix2vXriExMRHZt45BJnNN6lhe4PHYhhdwXHOu0L5Dz65Hy6hEl1ynOKLrtsOsaRMx7KVnStw/sH9vpGfpMGzkGLRqlmh/+fM8j1pNu2D08Jfw7tsjHM41mcyYPG02KIrCrI8nQaFwbXyKIAiov7I7buvuObQ3Dq+P48//VmqdmQd1f7TH88XqNXDgQESEBKDXM0Mrje7lJSMzG1UaPordm1eiQ/vWhfZP+PBTbP9rHy4e/RMUReH4xWS8/c4En9cbKFp3nU6PNl2fxvzZU/HZF9+jaWIDzPvkA1hZDhdvajD6zXGi1b0AWWRDrF8xH/2e6gYAuKfJA01TeObFET6v+8O6AUD/wW8gKjIcP3z9ib3tuaFvQalUYMXC2aL5zhel+/TZ32LL9t04vve3Qscfv5iMVgnxJb4LfVn3hyl4Jn77ZTEaNGiI2vHhotDdaDQhrGYrbFz5LZ56orO9vW3Xp9GjawdM/2CcXc9Ro95AlcggqJRSn9OzOD6YPg+Hjp7Cnq2ri9xfoPvLQ4ahVUK8T97jsvDwOKdZ4wS88cbraFwnRvS6P8zoCdMQHFkVc+c6V5rDJ9L+nD59GokJ9V1mlAAATdH4puNHaL/huUL7hu2ajLODt7nsWg/CcRw2bPkTeoMBbVs3K3W/wWSBhAFOnrng8AWmaRqPd3wEh4+fLtSHQiEvceauonxw6ItCRomCkePvAatKNEoe1s1isZSoV89efUCjculeXvLybfVdQkODC+2zWCz4ecPvePuNofb/n9VqFYXeQNG6vzV5Bp7q3gldO7XHZ198b29nWR6CwIla9+LgBQG8VTy6P0y71s2xdNU6XL1xC/Vq18SZ85dx8OhJzJ4+GYC4vvNFcf1WEqondoRCIUfbVs0wc8o7qBYfBwClvgsfxtd0f5CCZyIiLAQsx4tGd5bjwHFcoYGkUqHAwSMnHfSUSRlYrBzUKrnP6VkcW3fswRNdHsULr47D/kPHEBcTjTdefQGvvfyc4z3+L/jfF++xMxQ3zpn01nCY/0uVLFbdi6N5kwT89sc/pR/4Hz5hmNy9exfVq8a5vN9W0Y3xWsKzWHpxvUP75Zyb2H57L56q0dll1zp38So69hwEk9mMQFUA1i+fj4T6dUrdfyM5C2ajHhzHIToy3KHPqKjwYtfuu4vzmVcw79SSQu3re85HsFxd5DnF6ZaSpilRL7OVg1aXX2l0Ly88z2PilM/Qvk0LJDasV2j/5u27kZunxSuDBtjbcvPyfF5voGjd1/62DafOXcShv9YXOt7K8dBqtaLVveTjBeSJ5L4Xxbtvj0C+VofGj/QCwzDgOA7TPxiHwc/0ASCe73xRtGnRBEu++RT16tREWnoGZs5dgMf7vIRT+38HAGRm54pW9wd58JlonFAft1KyRaO7OlCFdq2b4dN5C9GgXm1ER4Zjza/bcPj4adSuWc1BT7mUgYW1DVJ9Tc/iuJV0F4uWr8HbbwzF5HEjceL0ebzzwaeQSmXo1rm9g+5mCweFXCIa3YHSxzkxUREOC7PEpHtpVK9aBcnJyU4f7xOGyb179xAbFeGWvme0ewcbr+9AriXfoX3Unqm4PXRfqcuSnKV+nRo4tudX5Gt12LhlB157833s2rzSbpwUt1+QqqGQVo5ic4IgoNeWEYXaX6jbGz2qdyj2vOJ0K1h7WsIFXfb/9yZvTZ6OC5evYc/Wn4rcv/ynjejRtQPiYqIA/FcZVwR6A4V1v3svFRM+/Azb1y8t0kUtppS5pd33h+FFXrNn/eY/sGbjVqxcNAcJ9evizPlLmDjlM8TGROGVF/p7Wzy38mS3jvbPTRrVR5uWTVCneVds2PQHGrdo50XJPMuDzwRDFxSXFM93ftmCzzHy7Q9Ro3EnMAyD5k0S8PzAXjh55oLDcRIJY589Fws8L6Bls0aYOeUdALZZ8guXrmHxijXo1vl+3KnsP6NMbAWEnRnnULD9vothXFMWYqIjkZKa6vTxPjECSEtNQex/gzZXE6EMxYxHCgfCpxoysOTCWpddRyaToU6t6mjRtBE++Wg8mjSqj29/WFXqfrOFQ1x0BBiGQfpDgVIaTRai3WSwFcW0I98g1Zjh0BapDMOybrNKPK843SLCQkrVy5ljKjNvT56B7X/tw1+/rUB8XEyh/Ul372H3P4fw6gOxRizH+7zeQNG6nzxzAZqMLLTt+jSUMYlQxiTin4PH8O3i1VDGJMJiYREuUt1LQxCA8LBQn9e9ON7/eC4mvTUczw/ohcYJ9fDSc/3w1utDMPvrHwAAIcHBotX9YUKCg1C3dg1cv3UHgO+/55zh4WeCYWzFJcWke+2a1bB7yyrk3D6Bm6f/xsG/1sFqtaJW9XgHPR/MSOaLehZFbHQEGtZzLIDdoF4t3E1OddBdKmFgtYpLd8C5cY4Y77szxMVEIT9fC71e79TxPmGYpKSkIDY60m39D094Dm2imhRqn/zvHFg49+SR5nmhxBzVBft5nodSqUCLpo2w55/DD+znsWf/YbRrVThOxR3c06Xh8xPfO7RRAHb0W1bmeiUFuslkslL1cuaYyoggCHh78gxs3r4LO35dhprV44s8bsUvvyEqIgxPde9kb2M5HkqF9+95eSlJ98c7PoKT/2zGsT2/2v9aNkvEoGd649ieXwGKgkIuF6XupcELAhRy3/y+O4PBaAT9kDeMYRh7BhqpVCpa3R9Gp9Pj5u279t81X33POUNxzwRD2wrOiVF3lSoAsTFRyMnNw849/6JPz64OehYMUH1dzwd5pE0LXL1+26Ht2o3bqFY1zkF3m8eEE5XuRVHUOEcuk8BsFb/uDxMeFgKpVIpUJ70mPuFLS01NRYwbDROGZrDo8ZlotWYAONwv+KRjDZhwYBbmd6pY4cUPZ3yBJ7t2QNX4OGh1eqzZuBX7/j2KbesWO7UfAN5+Ywhee/N9tGiWiNYtGmP+opXQG4wY8kBcgjvpvWVEocR1bzcbisTwktfOl6ZbcXq9/EJ/pGRbSjzGU7qXh7cmT8eajduwceW3UAeqkJZu8zQFB6mhVCoA2H58V/7yK156vj8kkvuPIsvxkDC0T+oNlKy7OlBVKN5CFaBEeGgIEhvWQ2qmFgxDiVJ3pVIBnU5vnyUHgNt3knH63CWEhQZDEGSgKN/8vgMoUbdq8XHo9UQXzPpyEapWiUVCg7o4fe4ivv5+OYYMHmg/R6y6T542G72e6IxqVasgNU2D6bPng2FoPD+wF5I0tlTSYtW9pGeiICmor+r+MH/9fQCCIKBenZq4cSsJ7308F/Xr1rTrUaBnYkIDxFSphq++nu+TehbF228MQcenBmPWl4vwTL8ncezUOSxZtR7fzfufff9rb76POnXrIKFhA8zY+JtodHd2nFO1Wg082rY5Vv68TjS6OwNFUYiJjkRqairq1KlT6vG+YZikpbltKVcBjcLr4oPWozDj2LcO7T+cX4PJLUYgXh1b7r4zMrPw6tj3kJqegeAgNRon1MO2dYvRrfOjpe4/ftEWMPTcgKeQmZWD6Z9/gzRNJpomNsTWtT94xBW49MI6XMi57tBWRRWNz9u/W+q5pelenF7hYaHQ5GeUeExldoMuWrYGANCt/xCH9iXffGoPct+97xDuJKdi6IsDHY5hWZth4ot6A87pXhy2GBNKtLqfOHMB3R/YN+mjzwEALz/fH5MnTQBF+a7uJem29NvP8NWsKfj4s6/x1uTp0GRmIy4mCsNfeQ5TJo62nyNW3ZNT0vDy6xORlZOLyPAwtG/bAvv/WIPIiDC7YSJW3Ut6JhKa2lJo+6ruD5OXr8VHn3yJ5JQ0hIUEY0DvJzD9w3GQSm2Fggv0/OyL75CmyUSzxr6pZ1G0at4Y61d8gykzv8Qn875DjWrxmDfzPXtyiwLd536zCOkZWaLS3dlxzuxvlmDazCw0FZHuzhIbE+W0x6TS1zHR6/UIDAxEyuWDiAgvXK3dlVg4C1qtHYDLOTcd2ttENcGBZ10Xb+IsgiDgxOUUtGpYxePXLsDMmhH+Q2tYBKtD+5lBv6NhWOmWb3kxmCy4lZKDRrWi3XaNykpmrh5avRk1q4R5WxSPczctFzIpg+jwojO8iZkrSRmIjQhCkMr389aXh4J6HqRBqt4AubqzHI9z19PQvL7rs41WdvL1ZqRm5qN+dfetgqmspGfpYLGyqBoT4m1RPM4zQ95Cl+5PYdy4ooubP4jHY0zMZjPGjh2LN998E2azudTjU1NTIZVKER7m/hspY2RY/PgnhdqPas5iR5LzOZhdBccLYGjvZm8Y+feUQkbJyEYvuNUoAQp094kQKJdTUAGcRHgBxGUsKUBEydj8+PFTAvR/8TUkcj8bG3kwDAX2v5g60oj7bymXM7h05LdgwQLUqFEDCoUCbdu2xdGjRwsd8/PPP6Nbt27o3r07Vq1aVUQvjqSmpiI2Jspjg5W2Mc3wZpOXC7UP2TkZHM8VcYb74Djvpk69lXcXv1zb6tAWKg/CN53cX/yHrwRGmbfgeaFQkDApkJhK8T6CiBKn+vHjpzhoiioUs0kKDG3LxkYiEoYm1iiLiY5Ayr17pR8IFxoma9euxfjx4zFt2jScPHkSTZs2RY8ePaDRaByO43nenoXFmVVkWq0WQWrPLuuY3m4cagQ6Lp/KNufi3X9ne1SOgiBob/Hs9jcLta3rOR805X6ZvG2UeROeF3c9i5IQey2PkhAE+F0mfvz4ETUMQ7C36IF0waQRHKSGTqd16liXjfy++OILjBgxAsOGDUNCQgK+//57BAQE4Mcff3Q47sUXX8Tff/+NnTt34uWXC3smHoZlWUgkni0wqJIGYHWPeaAemr/89uwqXM9N8pgcHM+DYbwzUNl2ay/OZl9xaOsa/wg6VWnjketzvADaS7p7G5KXcgmCAA/YvZUScZWa8+PHj5/C0DRFrseEZG+RhAHLOldU1CVDAIvFghMnTqBbt273O6ZpdOvWDYcOHXI4VqFQ4Ntvv8X8+fOhUChK7dtqtTqkUvUUbWKa4oNWoxzaBAjou/V1pzw9roDn4ZXZY0EQ8OquyQ5tDMVg7ZNfe1QGkmfOCVUdAApNCBADmZOIfvyQSeXOO+Q2aIoCoQ4TUATHFkkkDKxWa+kHwkWGSWZmJjiOQ3S0Ywal6OhopKWlVahvlmUh9YJhAgAftHoDTcIbOLRdz0vCN2dWekUeTzH/zCrkWPId2j5sNQpBcvIyJfnx48ePHz8uh+TZJ0Ih+Y5LJVLPekzcCcuyYLwUZyFlpFjdYx6klKNh9N7BOcgy5nhFJnfDCzw+8yqK6gAAIABJREFUOvyFQ1u4IgQfth5dzBl+/Pjx48ePHz9+/BQNzdBOGyYucUVERESAYRikp6c7tKenpyMmJqZCfTMMA4PRbC806HlkeLPO6/ji2gJ7Cydw6LxuCJa1/s6tV7ayPCxWFnk6k1uv8yCLbi6DkXNM4/xhvXdx4pJz2RRchdnKged5aLJ1Hr1uZcBoZkHTQHJ6nrdF8Th6kxWabD2kkko/Z+JytAYLtAYzsdnocnUmL77nvQepegN+3f26kwUvCNAZLETqfjM5y2kvoUsME5lMhpYtW2L37t3o378/AFv2rd27d2Ps2LEV6lsikYBhKK8WYWrZcAwums/hzzv3a5lc0V3Dce4fvNF4sNuum6s1ISNHh7rVPFMd1Mya8dNex0KSTcIbYGyHkqt1uwNNtg4mC4tqBBYiupueB6mERgyBRQZvJGchLCgAoUFKb4vicS7e1KB6bAhUSpm3RfEKpBbbI1VvgHDdL93zavFkb1EZCkd7C7OFxdU7mWhcp2IT9r7I2RNqyGXO/ba5bFpy/PjxWLx4MVasWIFLly5h1KhR0Ov1GDZsWIX6lUqlYFnP1g95GIqisLz754hUOFaeH7f/E6ToNcWc5YrrejY+bvLBOWAFx//12p6eC3h/EIqiPJZkoLJB5nz5fQR/FLgfP37EDqG/b4JA7m8cLwjEhhaxHAepVOrUsS4zTJ5//nnMnTsXU6dORbNmzXD69Gn8+eefhQLiy4pEIvG6YQIAYYoQbOy1wKGNF3h0++0Vtw2gGcZzqeWsnBU/nFvj0NajWgfUDq7mkes/jC2lIJkvbpKrAtsMUm9L4R0oyp+Yy48fYiB0hMrxPLHLVUmuz8aynNMZdl36Hxo7diySkpJgNptx5MgRtG3btsJ9KhQKGAwGF0hXcdrFNMfMduMd2q7nJeGz4wvdcj0J7bliPP87Oh8s7huAFCgs7/a5R65dFAzBg3OSDROaZE8ZBWJnUf348UMGPC94LaGRt+F4watFs72JwWiEQuHcEu1K/x+KiYlBmibD22LYmdjiNXSMa+3Q9r+j83El+6bLr8UwnilExAs8vjq93KFtUL0+CFeGFn2CB6AJLkRky/NO5gCVokCs7gDl95j48UMAgiAQu5yJ43liCwizHE+sUZaWnoFoJ5NhVfr/UFxcHPR6A7Q6vbdFAQDQFI1fnvwKofJge5sAoMPGQWB551KhOYuEocFx7h+qzD25BBb+fuEbmqKxoNM0t1+3JBia8ojulRGSl7FRFAWBTHvU4zFlfvz48Q48T24BYY4XiF3OxHE8sR6T1PRMVKniXMKDSv8fCgkJgVwuR2q6+4LMy0qkMgzb+y5xaMu15OPp7RXLQPYwnggAFwQBnx5zXIo2pMEAqGQBbr1uaUg8GF9T2bAt5SJYd0JH5xT8lokfPyTA8QKxXgNbnAWZuhPtMdFkIjY21qljK/1/iKIoxMbEIDWt8iznAoCWUYlY1GWGQ9sfSfuw+vJmL0lUPtZe2wYDd79OCg0aX3b40IsS2ZBIaFgqQdIDbyBhPBdbVNlgCDbKbMvYvC2FHz9+3A3H8ZAQWKsJsNVnk0oZb4vhFcxWDnJCdU9N04jHMAGAuLhYpKZXLsMEAIYlPIOX6vdzaHtt9/u4q031kkRl58ND8xy2X6zfBwFS79eQYGgaAqGjNAnDEGuY2GKLyLzvJKfI9kMeJH/XrQQv6bGwHGQSMgfnZgsLudQl5QN9CkEQkJquQVxcnFPH+8STERsbi9S0yrOU60G+7zId9UNq2bcFCGi3/hnwLlooT1Huy9B0Iesa7urS7l8LFL7u+JFbruXHeUj3mJBqmJCckcwPefAExxqwHEesYWK1cpASaphYrCxkMvJ01+r00OsN4vKYxMZVQVol9JgAgIyRYUf/ZVDQ9ytaZhizMXDbaNf0L2Vgsbo2qL6AMXs/dtjuV6srAmUqt1zLj/NIGBosS6phQhO+lMtvmPghA44XQDPkxhqQaphYWA4yQpczWVieSG9RanoGFAoFQkJCnDreJ56MuLg4pFSyGJMHiVNFYdeAlQ5t25P24bszqyvct1wmgcni+lgLrVmHg2knHdoWdP6fy69TUUicQaZpcmfOSc7GRtHkFpf0Qx62Qns+MQRxOSzLQ8KQN0AFACtLrsdEEARQBGZjS03TIDYmxmndfeKtEBcXh3up6d4Wo0TaxDTFim5zHNrGHfgEZzIvV6jfAIUURrOlQn0UxbQj3zhst4lugkhlmMuvUxGkUgZWQj0HpMIQvIyNduOyTT9+Kht+rwGZg3OThYWcwOVMpE42AkByShri4pxbxgX4iGGSmJiIcxevVPobO6h+b0xo9qpDW/v1z0FnKX8NlgCFFHqTtfQDy8iPlzY4bH9XCb0lCpkEJovrdfdTeZFICDZMCE6V7Ic8iDZMLOQaJgKhsUVWgoP+z1+8ikaJjZ0+3ie+HYmJiTAYjLh5+663RSmVT9tPxONV2tm3rbwVzdf0LbdRFaCQwWB07eB8f8pxGFijfTs+MAZNIhq49BquQCGTwmh2T3yNL1DZDXF3YAv8JzNNtM1jQqZR5oc8WJbclLkWliXXMPG2AF7CYLIiQCH1thhe4eTZS2jVqpXTx/vEW0Eul6NxYiOcPHPB26KUCkVR2NxnEaqqYuxtSdoUPPvHm+XqT+6G4Pd3989y2J796Lsu7d9VKOQSmAg1TKQSMlMG24Lfyfzp8ntMyIPEyYcCiPaYWMn0mJBc8V5vsiJAKSv9QJEhCAJOnb2Ali1bOn2Oz7wVWrRshZNnK79hAgByRobDz29EACO3t225tRufn/ihzH1RFOXSGQYza8aJzPv/RwUjw9O1n3ThFVyHkuClXDIpA7Mbkh74qbyQbJSRiiCAyGBYgGzDhNRUybb4EvLqeACAwWiBikCPyY1bd2AwGJGYmOj0OT7zZLRq1Qqnzl7ythhOE6kMw/EXHKvAf3T4S+xI+qfMfUkYGlYXVUGfc3KJw/aIRi9U2h/GAIUMBjfE1/gCcpkEZguZ3iJSoQmu4UIqtgFq5Xz/uhuS19yTisFkIXY5k85gQaBSXvqBIuPkmQtonNgIMpnz3iKfMUxatmyJU2cu+pTru05IdRx4eo1DW5+tryMp/16Z+glSyaHVm10i03fnfnLY/l/bt1zSrzsgORBaKSfXW0QqDO3PykUaHM+DJnDmHLAtZyIxbawvjWFcjd5ogYrA5UwAwPJkxlSdPHsBLVo6H18C+JBh0rhxY+j0ety+U7ZBvbdpE9MU63vOd2hLWP0kDFZjMWcURq2SI98FhkmGMRuZphz7dvOIBJ8oqEjii1whk8JIqseE0AroNE2D8we/EwXHC2AILTJoZTlICYyzIFVvwBZnQaJhwnI8sZ7R0+culynwHfAhw0QulyOxUYJPBMA/TL9a3TCn/Xv2bavAosbyzuAF5wYhQQEKlxgmM444Gkhfdviwwn26G7lUAouVvFgLogP/GZrI+jUkF5ckFZ7gIoMWQpdymcwslDIylzMZTVYEyMnTXWcwQx1A3jIuQRBw6szFMgW+Az5kmABA8xYtceL0eW+LUS7ebj4EoxIH27dzLflIWNXDqXPlMgZmF2TmWnHpN/tnBSNH+7gWFe7T3aiUUuiMri8wWdmRS8mNMbEV1iTPGGX8HhPi4HgBNKEzqQKhuhstLBRyMgPAeYHMe56vN0OtIs8wuZWUDK1Oh8aNna9hAviYYdK5c2f8vf+It8UoN193+gj9a3a3b9/UJqPThsElnGGDoijQFAWuAvEWt/OTYeTve11eS3i23H15EnWAHDqDa+JrfAmaJnM5E2BLke0KQ9zXYBh/8DtpcARnpiIVo8kKJYFeA47g5Uy5WiNCApXeFsPj7N53EO3atoFcXjajzKfeiD179sSZcxeRkqbxtijlZm3Pr9ExtrV9+1D6Kby8Y2Kp5wUHKpCnM5X7utMfWsY1vd3b5e7Lk7gqvsZXIdE4kRG6fI9h6ApNPvjxPViCl3KRCqmZqbQGCwIJXM4EAGYLR6SXbNtfe9Gnb78yn+dTb8SIiAi0a9sGf+zc621Ryg1FUdg5YAUah9azt629vg0fH/qqxPNCg5TI0TofMP8wG6/vsH+OV8VALQssd1+eRCGTwETokia5TAIzgQN0uYwhchkbTWjQP8lwnAAJgcHvPC+AInT23GhmifSYaPUmBBG4nMliZYlMdmAwGPH3P4fRu3fvMp/rU4YJAPTu0xfb/ip7LZDKBEVRODboN9QIrGJv+/TkIiw5v67Yc0ICFcjVls9jkm3MdVjGNb3tuHL14w0oigIFMj0HAQopDKTG1xBokPkhD5bjwRC4lMtsZSEncLAG2H7LiIyzIDQAPCffhFC1wttieJw9Bw4jLjYWDRs2LPO5PvdG7NOnD3bv+xdGY/mXNVUGaIrGxZf/RKQ81N42et80rL2ytcjjGcZWFbo8A/TZJxc7bA9u0KfMfXiTAIUMeiN5NT0CFDLoCSwwKZeS6THxQx62dfc+9zNcYcwWDjIpeUtbBEEAKmlBY3djMFmJXMKWozUiNIi8+JJtO/ahV+/e5Srg7XNvxISEBERHRWPvAd8Ngi9AQktwa9heBEvvL6t6edckbL35d5HHlzfeYumF9fbPiWH1QFO+ddtt8TXlX8bmq6iUMugJ9JjIZGTGmPghD5Yjs+ia2cJCISPPMDGarVASGGvA/zehWp5Bqq+TrzcR5ykSBAHbd+5Fnz7lmwT3uTciRVHo1bs3tu/c521RXIKMkSHltYNQS+4XOhz4xxjsu1vY8IoICUBmrr5M/bMcizyr1r79xWMflF9YLxGiLv8yNl9GpZQSaZj4Yy38kAJLaFYuk8VKZDCw1mBBoJKsQSpAbh0Ps5WFTMIQZ5CdPncJ+Vo9OnXqVK7zffKN2LdvX2zfuU80gxcpI0Xa8EMIlATY27pvGYqjaWccjgsNUiInv2yegweD3ikAnau2rZCs3iBAIYXBTN6SJoam7TNNfshBLO81P6VDqmFiNLNQEFhk0DZAJ6/yOalxFlm5BkSEqEo/UGRs+2sPejzxBGSy8n3XffKN2KlTJ2Tn5OHM+cveFsVlSBkpNCOOQCW5vxbxsY0v4Kzmvo4MTYOiKbBlSCn6YHxJo7B6JRxZeaEoCnQZ9RYLtmrg5OlNE6o3Q9tiyfyQActyRBomJgtL5JImHaEpc3O1RoSoyYuzyMjVE2qY/IM+ffuW+3yffCPK5XL06d0bazYWHSjuq0hoCTJGHEXAA8ZJq/UDcDbzvnESHhSArDyD032ey75i/zzvsfddI6gXCA5UIL8CdVx8lUClnMjK9wqZlMg00RIJTaQBTiosLxBpmJBqkFlYDjICs5FZrBzkhMUUCYJgi6UizAC/cv0Wzl+8gl69epW7D599M4x8/XWsXLMJZrO4Bm0SWoKsEceglNx3e7ZaOwDnMm0GRmSoCppsnVN96a2OBkzneN9bxlVAmFqJ7DIuYxMDgQEyaAksMKmUS2AkcPmehKFhZf2GCTEIAnHrzwsgTW9eEECWxjbMFpZIYyxfb0aQirzla0tXrsPAAQMQERFR7j581jDp3LkzQkJCsWn7Tm+L4nIYmkHOyBNQMfe/1C3X9se5zCtQKWUwmq1OrUNffG6t/XOkIsynfwhC1ErkVqDApK8SHKhAvp48T5FSIYWRwFTJUgkDK+fPSOZHvPCEGmN6gwWBBMaXZOUZEB4cUPqBIiMtS4uYcN8oZO0qTCYzVq3djJGvv16hfiqdYWI2mzF27Fi8+eabMJuLnymmKAojX38dS1auL/YYX4amaGS/ftIhW1fLtf1xKu0CQtXOBcF/cWqZ/fP7rSr2RfE2NE2BosiLOwhQSImsZUJqwgOphAbr95j4ETEmM3nLWwBb2lgSZ9Cz8gwIDyHLMBEEAblaE4IDybrfm7bvQnh4RLmzcRXgEsPkn3/+QZ8+fRAXFweKorBp0yaH/R9//LGtgvcDfw0aNCiyr59//hndunVD9+7dsWrVqhKvO3ToUBw6egpXb9xyhRqVDoqikDnyGELlQfa2thufwRndCaRlaUs400aaKcP++fXEQW6R0ZOEqBXIIcxrUjCzSFqmpgC5DAYCDTKJhIGV9XtM/IgXg8kCpZy8jFx5OjOCCBuoAgW1W8i63zqDBeoAOXGewSUr12Pk669XWG+XGCZ6vR5NmzbFggULij2mUaNGSE1Ntf8dOHCgyON4ngfP22YMSxuMRUZGYkD//vhx1YbyC1/JoSgK6cOPIFIRZm8bvGccll1ZX+L/h+XuBw7ToCBlfP/FEBGiKlPgv1hQEVgBXiKhifOOATaPid8wIQOeF0DRZA1cANtAlcQK4HqTBSrC9DaYyDNKADKXcV25fgtHjp/GkCFDKtwXJbh4KpaiKPz222/o37+/ve3jjz/Gpk2bcPr06VLPN5lMmDhxIiiKwpw5c6BQlDzDsGfPHjzz9ED8uu6ncudM9hVeODwMd4zJ9u1nYwfgnQajizx2w51N+OKGzVCsH1gXy1p/5xEZ3U2u1oQQwvKhF2SnIq1Scq7OhBDCZhitLA8LyxE3gAHIu9+8IEBnsCBIRVb6WJ3RAoVMQlxWLtK+34DNCKUoirjfrhwteXVb5n+3CDxorFmztvSDS8Fj35Zr164hLi4OCoUCjzzyCD777DNUq1at0HEKhQLffvut0/127twZYWHhuHvrEp4fUP70ZL7A9YSd6PbrK/gn9RgAYH3qb7AqdVjX85tCx/b+d7X98/o+X6JBWLzH5HQnZ66mon6NSKJedHqjBbdTc9CoVrS3RfEop6+moFGtaEgl5GR00RstSErLRULNKG+L4nGOX0xGqwRxvKecQWcwI1mThwY1yLrXJy+noEndGKIMk3y9CSkZWjSoEeltUTzKicv30KRODFHv8FytEWlZOqLutclkxl87d2PDxl9d0p9H3gxt27bF8uXL8eeff2LhwoW4desWOnToAK229DiJ0hB7EPzD7Bq4Ei/Xu1+4ZtPNnXhs/XOFjsu25Nk/Nwir7RHZPEFkqAoZTqZLFgsBCimR8RYqpQx6wmq4SCUMrFb/Ui4SsLAcUQO2AnievGr3JFY+5zgeAi8Q9x1P1uQjPiqo9ANFxG/bdrok6L2AMr0dfvrpJwQGBtr/9u/f79R5PXv2xLPPPosmTZqgR48e2L59O3Jzc7Fu3bpyCf0ww4YNw7GT53D81DmX9FfZWdr9c0xtPda+fVRzDtV+7FDksQwlrh+AyFAVMnL13hbDo1AUBYYmr/K9SkGiYULDSth9JhWrlYOMsEEbaUk8CiCx8rktGxdZVc85nofRZEVgADnLMwVBwBcLlmH0mDEuC/Yv06i1b9++OH36tP2vVatW5bpoSEgI6tWrh+vXr5fr/IeJiIjAqFGjMGNO8cH3YmNKmzFY2nmWfTvNmAn1wiYAgCtZN+ztLSMTPS6bO5FKGPC8AI4na/AWHKhAno6seiY2jwlZniKKogBCB2+kYWF5SAkrPGeysFAQGAxNYuVzTY4OUaFkGSaabD2iwsjSecsfu5GekYWRI0e6rM8yPSlqtRpqtbrCF9XpdLhx4wZefvnlCvdVwLvvvotatWrh6IkzaNOyqcv6rcy83KgfVMYovHDkVQCAmbdCtqAh6qlr2I/5raf4jLXwkABk5hoQHUZO1otQta3yPUmFqkhcyuWHHKxW8pIc6IwWqJRk6Uxi5XNBEGAwWaFSijsh0cOkZOSjcZ0Yb4vhMXiex4w53+G9996HUuk6j6BL1vnodDq7FwUAbt26hdOnT+POnTsAgIkTJ2Lfvn24ffs2Dh48iAEDBoBhGAwa5LraGlFRURg9ejRmzl3osj59gS71muFItx140IF2VXvb/jkyMMLjMrmbmHC1U3VcxESwWoFcwmq4SBgaLGGeMT/kYLaSN2DVGcxQE7TMBQCy8w0II2hCCQByCFy6pjdaIJUwRD3TW/7YjYysHJd6SwAXGSbHjx9H8+bN0bx5cwDA+PHj0bx5c0ydOhUAkJycjEGDBqF+/fp47rnnEB4ejsOHDyMy0rVZCyZNmoT9h47jyPHS0xKLhRC1AlaWguGNC5DTZLzwlXIpLFaOqOVcDG17VEnSGQBoigLPk7W0iaLJ05lELCwHmZSs5T06g4Wo9ffAf7EWwWQN0lMztYiNqPjqGl8iKTUX1WNDvC2Gxyjwlrz//gcu9ZYALkoX3Llz5xKD2tasWeOKy5RKZGQkxowZgxlzvsPWtT945JrehqIoxEYEITVTC+2o06j+Y0ekGjNKP9HHiQxRITPHgGiCihiFqJXI05qImn0rWM6lJqjWg1zKwGIlcy0+SVhZHlKJuJKTlIbJwkJO0IwyYCsyGKAgZ0mTIAi2dzZBBijL8dCbLAgmqE7Npm27kJWThxEjRri8b9G9FSdNmoSDR0/h8LFT3hbFY8RFqJGSmQ9BEPB03Scd9u1OOuglqdxLTHggccu5woKVyMozeFsMjxIYIIPWYPa2GB5FJpHA7E8ZLH4EwWVZbHyBgslLknQ2mVnigt6z840IDSLLQ5SSkY+4CHJSBPM8j5lzbd6S0oqglwfRPTEREREYO3YsZsz5DtvWLfa2OB6BYWgEqRTI0Rqx4qJjgZveW0fAOOaClyRzHwq5FBaWA8uRkxM/JFCJG8nZ3hbDo6gD5EjPIqtujUzGwOIFw4TlWaToNUjWpSHDmI1sUy4yTTnQGLKRqtcgy5QDPWuEwWqEgTXBzFlg5QuyplGg8F9qa4qBgpFDJVVCJQlAkFyFcEUIqgTGoIY6HtXUcYgOiECVwCiEyUOIGqiSjMnCElUYFyhYxkWOhxsAUjPzUSM2zNtieAxBEJCaqUWrhCreFsVj/LZ1J3LytBg+fLhb+hflW2LixImoUeNbHDxyEu3btvC2OB6hRmwoLt5Kh5Z1rPHBgce+u0fQqWpbL0nmPmLC1UjP0qJKVLC3RfEINE2BpilYCSrMFhggw/W7ZHlM5FIJzFbWLX3rLHpcyb2FSzk3cCXnFm7l3cX1vCTc1aYg05QLAZ6NbaFBIVQRgqqBMYih4/AU9ygejWuJhqG1IKFF+fMEgMx6Hvl6M4JU5Cx1AYDMXD3qE1QBnON4GM0sAgPIWbqmydEjIiTAHgcqdjiOw8y5C/HBBx+6xVsCiNQwCQ8Px4QJEzBx6ufYv/1nMIz4B3EKuQRmoeg6F0/+/hqMo897WCL3ExuuxumrKcQYJgAQERyArDwDYsLJCCxkaBo8YYM4uYxBTn7F0iSzPIvLOTdxMuMizmZewvnMqziffQ0aY5aLpHQNPARkmXKQZcoBcAl/anbb9wVKA5AQWgc9qnfA03WeRMPQ2qLxrtjiS8T/u/Qg+ToTIgmqayEIAsxWsrxE6dk6otL4C4KAO2m5aFYv1tuieIwfV2+AwWjGa6+95rZriPaJmTx5MlauXIGlq9Zj5NAXvC2OR9id+5f9c7QyAjnmPFh4KziBw+brO9GvTncvSud6JBIaUinzX3AhGYHCkaEq3EjOJsYwAQCZxBYMTkoGI7lUArPF+aVcgiDgRt4dHEo7hZOaCziafhZnMi/Bwvt2cUqd1YCjmrM4qjmLGcds9ZiiFGF4qkYXvNn0FSSG1/VZQ8VsJS/2QGswo1YVcpb45OvNRAVDA7ZsXE3qklPHIyffiCCVnJhJhozMbEyZ+RVWrV4Nudx9yQ1E+2ZUKpX49tsFeOnFF9G/V3dERYZ7WyS3s+LaRvvnbvHtMbnlcDRZ0xcA8NyOt2Guc9FbormN+Khg3NPkoW418dVrKYoAhQxGsxUCQYGzapUc+XozIkJE+7pyQC4reSkXx3M4m3UF/6acwP6U49ifchSZplwPSug9NKZsLL+8Ecsv2951VQPjMK7pKxiZ+ALkEt/JAmS2sJDLyBjMFMDxAhhC4gEBICNHj8gQcjxERrMVDEMTM0gHgFspOUisHe1tMTzGBzPmoVOnTujVq5dbryPqX/qnnnoKnTt3xgczvsCSbz7xtjhu56421f75xQb90CC8LoJkgci36CBAwPh/PsMXHd/3ooSuJyxIiet3s4gaqAcq5dARlI4xWKVArs6ICEJ+5CUMDY5zrFdzM+8udt89iJ13/8XfyYeQb6kcCQECJEoEywIRpghBmCIEwbJAW9C7VAW1VIUAiRwURYPjObACB17gYeEsyLPokGvOR75Fh3yLDnkWLTINuTByRrCC896iu7oUTPh3Fib8OwsKSo5hic9gdvtJld5IMVs4yAnxAAKAleWISVJSQI7WSJSH6J4mH1WiyMlMlaczQSGTEOP5/PfwCWzYvAMXLrg/mRIliDwK786dO0hISMDWNYvwaLuW3hbHbeSa8hG19H6Ae+qQIwgPDILJYkLQ4ub2dsuYS94Qz63cSM6COkCOKELWtmblGpCjNaJOVfF7AQHboOb8jXQ0rx/nbVE8xv5z15CtSsLOOwew484BJGnveVwGCcWgmroK6ofWRO3gaqimjkPVwFhUDYxBvDoWUcowlwaoH7+YjFYJ8dBbDUjVZyBFn45zWVdxQnMe57Ku4FZ+stMGmQQM3mz6CmY9OqlSTljcSM5CqFpJTE2izFw98vXkLOUyW1hcuq1Bs3pkvLN4QcCxC8lo0yi+Uj5v7uDEpXtoVCuKiHpTLMuiTddnMPilIXj/ffdPbove1KtWrRqmTJmCse9Ox9HdGyCVivNLtOH6Hw7byal6hNcNgkKmQOPwejiXdRUA0OznPjg9+HdviOg2qkYH49z1dGIMk9BgJW7cywJAhmEilTBgOfFXvE/Va7D99l5sufU3dt75F6zgnsxcD0NTNOoG10Dr6MZIDK+HBqG1UD+0Fqqr47ySGUslDUCdkOqoE1IdHau0cdjH8iyu5tzCnntHsP32XhxLP4tcS+F6Riw4fHlmGb48swxKRoFfey1A16rtPaVCqZgtHDEzrQCQqzUhjKDq56QFgWuydYgKVRFjlGRR+6oHAAAgAElEQVTnGRCgkBJhlADAgiWrwXLAhAkTPHI9It6M48ePx8oVK7BgyU8YN2qot8VxCysvb7J/DmBsPwBagxnqADlOvLAZsgUNAQAXc67jTl4yqgXHe0VOdyCTSiCR0NAbLVApxZ+mkKYoyGUSGM1WKAl5McokjC1gWGTLXy7n3MTmm7uw5eYuHNOcc/v1aFBoGFYH7WNboFlEQzSPTECj8LpQSnwjSFdCS5AQXhcJ4XUxpslLAAALZ8HB1JNYcmE9tt/eCx3rWITUyJnQc4stg0zziEY4+Mxar2dqNFmsRGVrytebUCMu1NtieIyMHD1RQeDJmnw0JURfQRBw4142MfreS03H9NkLsHnzFshknhlfEfFmlMlkWPDdd+jbtw+e7d8TVWLFF6x0Lvuq/XOt4HjUrRqOK0mZ9uUv09u8g6lHvwQA1PupB0yjxVV0sXpMCO6k5aJhzShvi+IRosMCocnWoXosGT/2wWoF8rQmUXjFkvLvYd317VhzZRvOZV9x67WUjBxtY5rhsbhWaB/bHG2imyJI5vv/wweRMTJ0jm+HzvHtAABWzoq117bjw0PzkGrIcDj2VOYFKL9PhIyWYGvvxehctZ03RAZPWCA4xwvExJiwrM27S0oQuM5ghlzKEKNvZq4BwYEKYrJETvroc/Tp3QddunTx2DXJ+M8C6NKlC/r17YfxH36GNUu/FJXLkeM56K33ZwkfjW2FAIUMUgmDXK0RIWol3ms9Ep8cXwAzbwEv8Bi+630s6faZF6V2LSFqJa7eySSmEnxkiAqnrqQQY5iEBCqgydH7rGGSbsjExus7sObqVhxOP+226zAUjTbRTdGt6qPoVrU9Wkc3FnWhwqKQMlK81KAfXmrQDwCw7+4RPP3HWORb78enWHgWT2wZBgAY3vA5fPf4/zwqo6gDOx/CZLaKztNZEpocHVH1WpLSclE9JsTbYngEQRBw8142WjQgI3bor78P4K89B3D5snsn0B5G/CO4B5j3xRc4cPgEVq/b7G1RXMq5LMcvTacqrQEAdauG49qdLHuV4bRhB+3HrLyyCTpj5cjs4yrio4KRnJ7nbTE8AsPQYBgaZotn4hC8TZBKgXxd0QVEKytmzoIN1/9En99Hotqyjhi3f6ZbjJJaQdUwuvGL2PjUAqQPP4J9T/+Mj9qMwSOxzYkzSoqiU9W2yBx5DJYxlzA6cXCh/UsurYNsQUO0X/cczKzZ7fIIggDxTIuVTo7WiNAgguJLsnSICffNCZSyYrFyMJqsCCKkXkuyJg/R4YFEeIcys3Iw4u0PMWfOXMTGeraAJFG/WtHR0Vi2bDkGDXoB7du0QO2a1bwtkkvYcnO3w3bTyAQAtnoI4SEBSMnQokpUEFQKFfpU74Lfk/YAAKKXtYd+9FmPy+suYiLUOHYhGdViQ0CLyCNWHLERaqRmaVGDAK8JTVMQAJ9IC30+6yqWX9qI1Zc3I9vsHkO5bXRT9K3VFX1qdkWD0FpuuYYY+arTR/iq00c4nnoOnTe96FCE8njGOagXNUPd4Br45+mfEa50z3Nlq2FCzk9vTr4J1QiZUbeyHHhBIGaZT1JaDjFeeyvLISVDi9aNxBOfWxyCIOD1dz5Cu3btMWLECI9fnyiPCQD06tULQ4YMxStvvAur1bcrIxewO/mgw3Z19X3rtkZsKJI1efasRht7fweGst12q2DFc3+87TlB3QxNUYgOD0RaZuEsPWIkMlSFjBy9t8XwGOoAObR6989olwe91YAfL67HYxueR4s1/fDNmZUuNUqktBQ9q3fEd53/h6Sh+7D/mTWY1GKE3ygpJ61iG0M36iwuDP4DwVK1w75rebcR+2N7NFzVA+n6jGJ6KD9GC0tM0goA0JssUCnJ0Dc9W4doQrwlHMcjO8+IiBAyUl7fSM5GrfgwIiY9F69YixNnLmLxkiVemQgkzjABgDlz5sBoZjFjznfeFsUlXMq+6bAtY+5nTqBpCjXiQnHzXra97d6Q/fbPm27+hVvZd9wvpIeIjwpGsiYPIi/PAwBgaBoyKQOjWRwGdmmEBimRrTV6WwwHbubdxbsHPkeN5Z3xxp6pOJruOg8kQzHoWb0jlnebjbTXDmFz70UY3ug5xKrISPDgCeqG1kDGyKM48fwmhEodi8PdyL+Dqss7ovXaAcgxuc7INJlZKORkzKizHA+apiq9l9NVpGeRkyY4WZOP+KggIu6t3miBwWRBJAFFfi9dvYHJH8/BypWrEB7unZIERBomCoUCv6xZg28WrcQ//x71tjgVQhAE5D2Qx19GF56ZigpVQas3w2CyDWDDVGEYmfC8fX+DX550v6AeQsLQCFErkZlnKP1gERAboUZqBhkeolC1Ern53jdMeIHHX3cOoP+2UWiw+gl8dWa5wzNYUR6LbYlvO03D7+3XYnPvRRhcvw/UMvH/IHqTxhH1kT7yCLb2/gHSh1Y4n8m8jOil7TBg2ygYrBX//hnNVihlZHgQ8rQmhBASf2C2sqApioj4A14QkJalRWwEGZXeryRlol71SG+L4XbMZgtefn0SRo8eg65du3pNDiINEwBITEzErFmzMHTMe8jJ9d2A6STtPQgP5HgJkhYewFAUhQY1InHptsbuSfi2y8dQSWwBiQIE1FzWyTMCe4AasaG4nZJDhNckIkSFjFw9EbrKpAysLO81XS2cBSsu/Ypmv/RF799HYPvtvS7ru35ILXz6yARcf2U3/h64GiMTX0CILJiI+1qZeKJ6B+hGn8XU1mML7dt2ey9Cf2iJz459X6H7YjRboVSQ4THJyjcgnJDq9ikZWsRFqks/UASkZOQjJlwNmha/tyQtS4vAABkCCaiRNmXmF5DKlJg5c6ZX5SDWMAGAsWPHomnT5hg14WOfHQD8m3LCYTtUUXSQoUopQ7BKgbSs+zO7Ga/d9xbdM2jw9r4Z7hHSw8ikDIJVCiK8JjRFIThQjjxd5Yy9cDUBSin0Js8uXdNa9Pjy1DLUW9kdI/7+EJdzbrikX5VEiaENB2LfwJ9xdvBWTGwxHNXU99NQyqQSWKycS67lx3koisKUNmOQNfwYOsa1dtgnQMC0o18jfHEr/JNcPm+7ycxCQYrHRGdCkIoMj0lGjg6RoeJfxsULAu5p8hEfLX5viZXlkJSai9rxYd4Wxe389fcBLF29ET//8ovHCikWB9GGCUVR+HHZMvx75CRW/Pyrt8UpF/tTjztsR5aQSaZmlVDcScuDlbUNdiQSCf7uv9q+f+H5n3Ep87p7BPUwNeLI8ZpUiQrGPY3vev3KQnhwALI9ZHBmGLMx9fBXqLWiCyYfnI0Ug8Yl/baNbopFXWbgzrD9+OHxT/BIbPMi12kHKKQwEBI/VBlRywOxa8BK7Oq3AgGM4+BaZzWg2+Yh6LhhEPLMZVvGxwsCETPNHMeDpigidM3XmRColBOha4G3hKHFP3y8dicTtePDRK+rJiMLr735Ab766ivUq1fP2+KQbZgAQFRUFFasWInxUz7D2QueLSLjCs5nXXXYLs5jAtiCpQsqwhfwWJWWeL72U/btpmv7gON8f5aWJK+JOkAOg8kKjue9LYrbCQtSut0wyTHlYerhr1B3RTfMOrHIJfEjKokSbyQOwqkXtmD/M2swLOGZUuNGlHIJjB72DvkpTMf4NtCMOIIhDQYU2nc4/TSil7bDonO/ONUXCRMlBeRqTQhRk+EtSSbEg1DgLakaHextUdxOrtYIluMRIfKAd5ZlMWzMe+jQoSNeffVVb4sDwG+YAAB69OiBSZPexdMvj0VGZnbpJ1QikvJTHLbDFSW/MMKCAyAIgsPgbtWT8xAqv39eyA8tXCukl6hZJRS37mUTMRiIClMhPUtcBTOLQiaVwMJybrmn+RYdPjn2HequtBkkBq7igc61gqpi7mPv4fbQffim01Q0Cq/r9LlKv8ek0iBjZFjc9VMcfGY91BLHgQov8Hjzn+lotPpJpOjTS+zHynKQERAcDQBZeWTEl3A8D53RTMSStXuafMRGiD+2hOcFXEnKRIMa4g94f+/jubiXnoWlP/5YaTKs+Q2T//joo4/Q7pH2eG7Y27BYLN4Wx2lyHqqVEKEovdhRgxqRuHY3y17bBADShx+2fzbzFtRf2d11QnoJqYRBWHAA0ggYsMdFBiElI9/bYngEdYAcOoPrnlEja8K8k0tRb2U3/O/ofORbK/59eaLaY9jUayEuvvQn3mo6BMHysgfFBihkfo9JJaNVdCKSXzuA/rUKvx+v5SWh5vIu+PLUsmINZ4PJigAFIfElehOCCcjIlZalQ0y4+IPeOY5HSkY+4qPE7y25fjcL1WJCRF8o88dV67F6/RZs2fI7goIqj8fPb5j8R0G8icnCY+y7031ill1n0TtULgaAUHnpFXalEga148Nw5bZj8TDNsEP2z7e0yRi0fZxrBPUiNWNDcSctFzxf+e9nRZBKGMhlEugM4g+CL8hEVlEEQcDG6zvQ+Ken8P6huRUuiCihGAxpMBBnBm3F1j6L8VSNzqCp8r9i5VIGZgtbIZn8uB6lRIF1Pb/Bmh5fQUI5DlwECJh8cDZarx2ILGNOoXNthon4s/tYWQ4Smq40M7DuJCUjH3EEpM29nZqD6rEhoveW5GqNMJitiI0Qt7G5/+AxjJ8yCxs2bETt2rW9LY4DfsPkAQICArB5yxbs+PtfzF+00tvilMqN/LuF2gKkzs1QRYSoAAoOA7yQgBD82WepfXvjrR348uSPFRfUizAMjbjIINxNz/W2KG6nWkwI7qSJPwg+LEiJnArWMzmTeRlPbB6KQTvG4Y4utUJ9BUgUeKvpK7jy8k4s7voJGoa55iVPURTEbU77NgPr9MDNIX+jdlD1QvvOZl1GteUdsfnmLod2UjwmWXkGhBNQEVyrN0Mpl0IiEfdQymJlkZ1nFH3xSI7jcSUpEwk1xV3E9lZSMp5/dRzmzZuHLl26eFucQoj7aSoHVapUwaZNmzFt1nzs2L2/9BO8yPXcpEJtRRVYLI761SNxMznbnqULAB6v1h6Tmo+wb08+NAd/3t5XMUG9THxUENKydGBZcQeHBwcqoDdawHHi1pNhaAiCUK5g/3yLDm//MwNt1g7EvnsVK64aJg/GR63H4saQvzH3sfdRVR1bof6KgqYo0Xv7fJkYVSTOvbgVQxsMLLTPyrN49o838dKO8bBwtqWHBpOFCMMkI0ePCAIMkzvpuagWQ8LSpmzUrhomeg/Y1TuZqBkXCplUvHFgWp0eA18eg+dfGIQ33njD2+IUid8wKYI2bdrghx9+wEuvT8Tlaze9LU6xXMounNpXyjj/oydhaNSrFoGLNzUOS9c+aT8eXas8Yt/uu+0NXMlyTe0Gb0BRFGrGheLGvSxvi+J2YiPVSMkUf6xJWFAAssvoNdl+ey+a/twbC8/97FCUtKyEyoMwo907uP7KbnzUZgzCnYjrKi9KhRQGf5xJpUZCS/BD10+wvNts0Cg8cFt3/Q/UX/UEkvLvwWzlRD3oAWxLJI1m8S9ZY1keBpNV9EHveqMFZiuLsCBxG5qZuXqwHI8oEXuFOI7DK2+8i9i4qvjqq6+8LU6x+A2TYhg8eDBGjx6DgS+NQXZO5VwGdLOIpVxl8ZgAQGiQEgFKKe5pHAezf/T/EXWD7y9RaLymNzJ0mQ+f7jNEhQVCZ7TAYPKdxAblITZCjZQMrU/ESFWEyDAVMrKdizPJNObglb8mof+2UbhXStakklBLVZjSegyuvrwLk1uORGAp6X5dgUohg17k31mxMLh+H5wetBVh8sIz6Pf06Wi4ugf2aP4R/ayzzmhBoFLubTHczl1NHhGB4FeSMlC/eoS3xXArZguLG8nZaCjyJVxTP/0aV2/cwbr16yGRVN7Afr9hUgIzZ85Eo8QmGPTa+EqZqetuEWvjZWXwmBRQJz4caVnaQoHTF176E+EPBNNXWdEB+caK13TwFvWrR+LKbd81rpyBoWmEBSlFX78lUCmDzlh6oP/e5CNo8UtfrLm2tdzXCpAoMLHFcFx9ZSemthlbrgxb5UWllEJvrHzvHj9F0yCsFi6+9CcSw+sX2scKHKZcmIGxez8Gx/t+raji0GTrEBUm7toPgiBAk61DdLh4Z9cB271UKWWi9n4JgoDzN9LRsGYkJIx4h8Sr123G4pXr8PvWrQgNdZ+X3xVQgtinVh/CbDZjwoQJoCgKc+fOhVxe8syOTqdDhw6PISIsFNOmvAeGqTxu+BePjsAt/W2Htk8Sp6JLZIcy98XzAvL0ZoSoFYUWI3Te2wsW4f7gaNdjWxAgVZZDYu+jM1ogkzCiXk7BCwLy9WaEiDxVp9ZghlIhg6SILDEsz2HZ7VVYlvRTufunQOGpmCcwstZQRMq9M2PI8QL0RguCVOKfgc7VmUTznbXyVky7+Cn2Zhwocn8DdT1802w2AiXiG8Dn6mxpgsXsFzJbWXCcIOp4IQH3i2SK+V4aTFZQFKCUi/de/nvwMKZO/xSbN29G9+6VvxSETxgmCxcuxMKFC3H79m0AQKNGjTB16lT07NnTfsyCBQswZ84cpKWloWnTppg/fz7atGlTqK9ly5YhNDQUNE1Do9Fg+PDhpV4/IyMDnTp2RNuWjfD9F9NB05XDqq6+rBNSDRqHtp+emIdn6z5VzBklo8nRQZOtR2LtaId2QRCg/r4ZLPx94yRvxEkoZb5nnLAcjxOX7qF1Qryo0x6eu56GmnGhCAwQ74A2I0cPrcGMWlXCHNqzTbkY9Oc72HPvcDFnls5jsS0x97H30SKqUUXFrBCCIODEpXtolRDvVTk8wfGLyaLSUxAETD86H58cX1jk/ghFKPY9/TPqhtTwrGBuxMpyOH89Hc0bxHlbFLdy7GIymtWLhVTExTJvJGdBKZciLlK8qZBztUbcSslBs3qxol1iuffAEQx4aTRWrFiJp59+2tviOEXlGGGXQnx8PGbNmoUTJ07g+PHjePzxx9GvXz9cuHABALB27VqMHz8e06ZNw8mTJ9G0aVP06NEDGo2mUF88z4P/L5uPszZZZGQkdu7ahX0HT2DSR59XmvX7RRWC01nLn0Y1KjQQEoYuVKiPoiho3zgN6QM5+4MXt4DeXPFaEp5GwtCoGh2MmynZ3hbFrdSIC8WtlMJ1FMREWLAS2Q8tWbuScwuPbXi+3EZJdXUVrHnya+wesMrrRgngTxnsy1AUhWlt38LSrrOK3J9p+j975x3mRLm28XvSs5tt2WR774Ve7CIioqCgNFERARUFsYsFznfEo8eGHj0qRcRCEUUEC1iQIggqHXZp29m+KZtsek9mvj/WBZbtu8lmZk5+14WXmZnMPNmUeZ/3fZ771mHIVxOxq6b9VRUmotZZIItg3yrQpehNNgSLBKxOSmx2F3RGG6u9PJwuN0qqNRiQHs3apOTwsQJMvf8xrFixkjFJCcCQxGTixImYMGECMjMzkZWVhddeew0SiQSHDjUPPt59913MmzcPc+fORV5eHj766CMEBQXhs8/aenDMnDkTv/32G3bt2oVZs2Z1O4b4+Hjs3r0HW3/chVeWLffaa+sLdnfbGnuzq2/JQlayDA0aE4wWe6vtBEHAvOAUeMTFH+OIT0ZAb2Oeb0asLAQGk53VtfshQUK43CTsDvYqOnE5HHC5HDhdzSaEJqcFN303C+WGmh6dZ3bOFLxy5ZNYPGI+Cu/Zjinp42h1o+JxOa0kvQMwi1k5d2DbbavBaed26yLduG37PLxfsM4PkXkfdZMZ0SzvL6ms1yE1nt41+n2Boiicq1QjJzWKVr+D3oSkKJwqb+4rYWuCeepsCSbdswCvvfY6Zs+e7e9wegQjEpNL8Xg82LRpEywWC66++mo4nU4cP34cY8eOvXAMh8PB2LFjcfDgwTbPF4lEWL58OT788EOIRD2rZ05LS8OuXbuxeu3XeHeFf40HPaQHHqrtYMXShxUToNk3YVBGNIoqG+F0tT4/QRAwz2+dnER9dhWq9HV9umZ/QxAEclPlKKpU02b1yxekxUfgPMtXTaKkEqj+Vuc6pCyA2qaFgNu9Rs3kkHjsvGMt1tz0Gl4cMR//uvJJWvZOScQCVifR/wvcmjIKq4a9BxGn/dLK5/58E0/v/zejf488HhIeDwkBn75qP33FZHWAx+Owuh9BoTEhTCKCRMzehvfSag1iZSGslXourajEhOkPYdFzz+Hxxx/3dzg9hjGJyenTpyGRSCAUCjF//nx89913yMvLg0ajgcfjQXR0676I6OhoKJVKr8eRl5eHX3/diTfeW41P1m/2+vm7i9Vtb3e7wdl31SwBn4ecFDlOlyvb3Cg5HA4sC063kiXO2ngzjivP9Pm6/UmQSABpWFAbmWQ2ER4ihtXmvLCiwEaiIoLRqGsuaeT8PbvXYmbXGfdl34Hjd3+P0QlX+jQ+bxAsFsAcSEwYDUVRGBiWh7/u2oxQfvtKTitOb8S0Xx6Dy8PMVU6NwQpZOLtXS87XN7XpaWMTTpcHtSoDq1+jQmMCSVGIZ2nvTHVtPcZPewhzH3gQS5Ys8Xc4vYJWicnGjRshkUgu/Dtw4KLzenZ2NgoKCnD48GEsWLAAs2fPxrlz5/wS57Bhw/DTTz/j+aXL8NXW3suQ9oWOSrZUVu/I4YZJRIiOlKC0pu35Wsq6QngXb7BXb52Obef3eOXa/UVKXAQaNEY4nOwduKfERaBKQU8fHm/A53FBUc1mZ90xOgwThOCLcf/BZ2PfRKiAGVKfkiABzNZAYsJkbA4XxEI+BkRm4ciMbyG9RIb9UrZX/oYx382C2cm8/j2V1sRq+Vyr3QmKohDM4pWEkupGZCXJWCsMY7I6UK82ICdZ7u9QfIJS1Yjx0x7C7RPvwBtvvOHvcHoNrRKTSZMmoaCg4MK/ESNGXNgnEAiQkZGB4cOH44033sDgwYPx/vvvQyaTgcvlQqVqbZymUqkQExPjs1ivvfZafPvtd1jwzFJs+6X/B+QdlWw12rzX1J0QFQaPh0J9Y/urCtpHjiJafFFGddovj+HtYx977fq+hkMQyE6W4xyLS7oiw4JgMNlZ3aMgjwiGWmeGTNx5YjIgMguH79qKu3qpWucvgsUBk0WmY7Y6ERzUPKBNC0vEX9M3Q9ZBcnJYVYgrN0/z6m+5ryFJCg6nh9UlThV17F4tadRZwOUQiAilXzmrN3C43Dh3Xo2BGTGsTLyadHqMn/4Qrr7mOixfvpzR/UG0SkxCQkKQkZFx4Z9Y3PEXhCRJOBwOCAQCDB8+HHv27Gm1b8+ePbj66qt9Gu/NN9+MjRs34v75z+O7H3f69FqXY3a1b6CnsXu3pyAnVQ6l1oQmY/vXq33gALLCUi48/sfh9zD1p4VejcGXtNTSNmiYaxzZGQRBICU+ApX17O01iYkMgVJrhqyTFZMp6bdg/5QvkRaW2I+ReQcuhwOSZGfi/L+CyepA6CXS3Wlhifjzrm8g7+AzW2aowlWbp0FhaassSUc0egsiw4P8HYbPsNic8HhI1vYkuNwenK9vQjZLVxI8JIlTpUrkpUZBKGBfD5S6UYtbpj6I7Jx8fPb557SxtOgtjIh+8eLF2L9/P6qqqnD69GksXrwY+/btw8yZMwEAzzzzDNasWYN169ahqKgICxYsgMViwdy5c30e25133olNmzbhgceWYP2m731+vRZsHfSY6OzeVcniEAQGZ8SirEYLaweztmfu+wWj4y56xmyv+g05G8Z5NQ5fkp4QiXq1AXYHO0u6ZGFBMFjsrO01EfC5oCgKXPAg4rZtLr4t5UZ8dct7kAiYW//O5RDweEh/hxGgl5itzjaeQqmhCfhz+jeIEke2+5xaswJXbp6KGlNDf4TYJxRaE6ulZSvqtEhPbP99YgPnKtXISpaBy0Lnc4qicLpchZS4CISw0Ki2pq4BYybNQv6Awdj09dfg8ZifeDHiU6hWq3H//fcjOzsbN910E44ePYpff/31goPljBkz8M477+Cll17CkCFDUFBQgB07drRpiPcVEydOxPbt2/H0ktex/OMN/XJNqgN3A6OzrbdJX+HxOBiUGYPT5aoOS4J2Tl6HRUMevPD4vLEWYR8NhYekfwkRh0MgNzUKZ8+rWFnSRRAE0uKlOM/iVZPoSAnUTWYIuW1LSSYk38DoZW0AkAQJAw3wDMbp9kDAbytLmhIajz+mfQ2pIKzd5ymtGly5eSoqeiiB3Z94SBJOF3vLuMxWByiqWYKdjSi1JogEPESEsLOEq6xWi4gQEeQs9NcprajEjRNn4cabxmHDF1+Az2fHd5ARicmnn36KqqoqOBwOqNVq7N69+0JS0sJjjz2G6upqOBwOHD58GFde2b9qOzfeeCN2796Nf/9nFf79zgqfD3A7Or8vEhMAEAv5yE6WobBU0WFZyevXLsKW8SsuPLZ57BCvGoAaQ71PYvImIUFCRISKUatini9Ld4gMC4LZ5mRto3+0VAKl1gwX2fb1Obqh0kV3QoIEMFnb+hYFoD8URaGztDglNB57p25ECK/9gZPWrsfVm6ehqKnCNwH2kUadBXIWq3GV1zUhg6WrJQ6nG9UKPWtfX73aALebRHIs+3xnCk4X4cbbZ+HembOwatUqxpdvXQp7XgkNuOKKK/D77/uxZv0WPP+SfxzinaQLeodvJHDDQ8RIjA5rV0a4hUlpY1B+3+5W2zK+GItPzvhPWrm7pMZFQN1khpmlA8CMBCnKa7X+DsMn8HlccAgCrnZW6Owe5r+fIUFCmCzMfx3/i1hsLgR1oeSUK03HrsnrIOS0f5zeacL1W+7GWW2ZL0LsEwoNe8u4DGY7uByClUpcFEXhTEWzySCXRYPaFhp1Fqh1FuSmsq9v5q/DJzBuylw8/cyzePPNNxlfEXA57Ps0+pkBAwbgwIE/sO3X3/HI0/+Ex9P/pUyVRt8ZHkZHhkAaFoSiysYOk5OksHhY5p9qVe//6O9LMf77B3wWlzcgCAID0mNw9rwaHpJ99fzhIWK43B7WSs/GyLBYfqoAACAASURBVCRwkW09INiwYhIUMFlkLCarHaHdqG0fFpWPnyatARftO1EbXWaM/nYmSvWV3g6x17jcHpAkxcqGYoqiUFajQWairOuDGUhlgw6y8CBWNvTrTTZUK3QYlBnDukH7rr1/4va7H8brr7+BxYsX+zscnxBITHxAeno6Dhz4A0dOnsO9856Fw+H9AYWgnVr6FioNtV6/3qUkRodBKOCioq5jOUs+lw/j/AIMlGZd2Lan/iBkH4+kdd+JSMhDalwEiqsa/R2KT8hMkqGs1jteN3RD1IGFQjCf+WpBHIIAhY5LOAPQF6PF0e3+hFHxV2Drbcs73G9wmnDD1ntx3se/8d2FzasljXoLQoNFEAnZl3TpTTYYzHYkxbQvWc1kzFYHSqo1GJwVy7qVoK3bfsX0OU/g44/XYMGCBf4Ox2ew612jEfHx8di//wBqGzSYMmshLJb25XZ7SxCv40a1It15r16rPdLipXC5PahRdm7ed/yeH7B42PwLj40uM8SrBuCEir5O8VFSCTgEAaWWfRLCwWIBhHxeh/LPTEbnaL8/SCpix81XyOfB4aJvUh+gfZoVubpfCjQhZTRW3PByh/u1dj1Gbb2HFmpdqiYzoqXsM1WkKAqV9TpW+pa43B6UVGuQnxbNutUEm8OFs+fVGJIVCz6v/ZVHprJ241Y89MQ/8PXXX+Oee+7xdzg+JZCY+JDIyEjs+e03uEguxk15AEqV92bhO5sFPqUp8tp1OoIgCOSkyKEz2aDowgPkX1c/iWPTtrbadtWW6bh/5yJfhtgnspJlqFHqYXO0LQ1iOhmJUlTUNrFu9l3TgSFdpKh9xSOmERoc6DNhIiRF9Xjmdt6AGXhmSMelr2qbFjdsvRcNfvQ5sdqdEPJ5rJSYrVMbERMpAY/HrtdGURTOnVcjMymyXZU4JuNwuXGqTImBGdGsKi2kKApvvPsRFr30Fn788Ufcfvvt/g7J57DrW0dDQkND8cuOHcjOHYBrb70bBae9kzQE8zteMTnT1D8NkgRBYGB6DJRaE1TaztXABkXnwTr/NEL5F2fXNpX9RNvSLi6HgwHp0ThdrmRdv4mAz0NkeBAaGn0jkuAv1B0kJjFB7Gh+DA0WwmBp378oAD1xuNwQ9HLm9vVrnsUdqTd3uL/eosLY7+73undVd6lVGZAQHeqXa/sSl9uDhkYjEllY5lSt1CMkSAhpKPPLWy/F6fKgoESBvNQoBInYI1Rgs9kxe8Hz+HTjtzhw4A+MHj3a3yH1C4HEpB8QiURYv2ED5i9YiDGTZuGHn3d3/aQuCO6klKvG2NBvs+EcDoHBmbGobzRC3dR5csLj8qB5+CjuyZx4YVtLade+usO+DrXHBIkESImNwLnzzHBf7gkpsRGoUxvhdrMn6ao1t1/akhqa0M+R+IbQYBGM5sCKCZMwmh0IlfTO/4JDcLB+3DIMlw/o8JhyQzVu3z6vQ8NdX0FSFPQmOyu9L8prtUhPkILDsjInndEGndGG1Hh2See63B6cLGlAbqqcVQaKSlUjbp48F9X1Ghw5chSDBg3yd0j9RiAx6ScIgsCSJUuwfv0GzF24GMveX9On5EHM61hJw0E6UW9R9frcPYXDITA4Kwa1agMadZYuj183bhkOTm0tHzzuhzkYteVuX4XYa6KkEggFPNb5m3A4zaaL5XXskQ+ubqfmPognRoSQHaVcPB6Hdat3bMdosSOsD6pHYp4I2yd+jLigqA6POao+jRm/PAl3Ox4+vqJRZ4E8Iph1PQpmqwN2pxsylvmyOJxulNZoMCCdXX0lLUlJToqcVepiBaeLcO2tdyMrJx+/7d3bb2bhdCGQmPQzkydPxv79+/HR2q/xwGOLe63YRRAEhNyOlyxPa0p6G2Kv4HI4GJIVi2qlHhp918nJ8JiBsM4/3crx+JCqEKIVeajU08vlODMxEmqdGQYzu8po5BHBsNpdrHEUb68ZODU0gVU3Yh6XA5ebfqWPAdrHaHb0ecAkE0fgh4mrIeB0rMS4o2Y/Fuxd2m8r5fVqI+Ll7CrjoigKJdUa5CSzo/SzBZKkcKpcify0KFY1hLvdJApKFMhKkiFMwp6k5Iefd2PMpFmYv2Ah1m/YAJGIPa+tuwQSEz8wdOhQHDlyFOVVCoybMhfqxt7NWocKOlZD+Utxorfh9Rouh4OhWbGoatB1KznhcXlQzjuEJwfNvbCNBIXsjbfg7l+e9GWoPaKll6a4qpF1zuk5KTKUVHXsScMkqo31bbblSzP9EInvCJOIWJcgsxk3SXqlgXqwLAefjn2j02PWFX+Llw9/0OdrdYXd4QZBgFUNxgCg1JoRGiyEWNRxAshEiqsakRAVBkk3JauZgMvtwcnSBmQkRiKcJeWEFEVh2ftrMHfhYqxfvwFLlixh1aRaTwgkJn4iNjYWe/ftQ0paFq4ZNwOnzvZ8hUMm6rhWdG/9ob6E12u4XA6GZsehWqHvsuekhbevfx6KuX+BT1y8IXx7fieCVg5Eg0npq1B7hIDPRV5aFE6xrBk+SCRAmETUpbIaE6gwtvV2GCjL9kMkviOQmDAHp8sDvhdVnWZk3oanB8/t9Jg3jn+E9UXfee2a7VGj0iMxmh3lkS20SN+nJbBLHrhGqQePx2GV14zT1Vy+lZkYiYhQdiQlDocTDzy2GB+t/Rr79+/H5MmT/R2SXwkkJn5ELBZj45df4qGHH8GNE+/Dj7/u7dHzY4M7rjs+pSkBSflnAM3lcjAkOxb1amO3B7yRQRGwPHoKU1LHXdjmptxIWX8jJm1/2Feh9oiQICGSY8JxtkLFihWGFtLipahVGRhdIqS169Bkb+upkyhI8kM0viMsWARDoAGeERjMdoRJvDtweu2aZzA67opOj3lk7z/xZ8Nxr163BZKkoDPaEBnGLlWn0hoNMhIiWWXIp9FboDVYkZkY6e9QvIbD6W7uKUmWs2alRN2oxbgpc1FW2YAjR45i6NCh/g7J77DnW8hQCILAP//5T3z22ee4f/7zePnND+HxdG+AGC/puCHK7nGgRFfprTB7DJfDweCsWKibzKhXd1+WdtOE91E881dwiYsfzR01ByBckYeTNDBljJJKEBIkxPn6jl3vmQaHQyAzKRIl1cx1hC9uat9UNMIT28+R+JZAAzxzMJjtCPdy7TuPw8NX4/+LmCBZh8d4KA8m/7QAVe2UNvYVVZMJ0ZESVpWY6E02eDwUIsPZk2xZbE6cr2/CoIwY1rxXdocLBaUK5KVFIZQlPSUHj5zEVTdPR3JqJvb9/jtiY9l1v+otgcSEJkybNg0HDx7Etz/uwa3THoRC2bVEbYIkptP9R1SF3gqvV3A4BAZlxqDJaO3SIf5S0sKTYHv0LCanXdTwp0Dhyi3TMeSriX5frUiJi4DV7mKVM7w0NAgU1TwbykSKdRVttoUKJIgPjoLZyo7m/hYEfC7rep3YiMFiR6gP5EsjRRH48pb3QKDjAafeacLt2+fB5Oy6168n1LGs6Z2kKJTWaJCT0nGixzRcbg/OVKgwKCOGNeaXVrsLhWVKDEiPRggLemVIksQ7H36C8dMfwnPPv4gvv/oKYjE7VoC8ATs+tSxhwIABOHrsGBKTMzByzFTs+f2vTo9PDencn2FP7UFvhtcrCILAgPRomG1OlNdpe5RUfD3+AzTM/QtCzkX1sXNN5RCuzMMXxT/4ItxuQRAE8tOiUacyQG9i5kC+PXJS5Cit0TByRv60trTNtqujhyIlLgLVCp0fIvId4RIxqz53bISiKJAk5bOB4XVxI7D0ysc7PaZUX4mZvz7jNQNbo9mOICGfVcpO5+ubEC8PhYDPjkZ+D0mioFSB7GQ5REJ2NPEbLXacLldiUGYMgsXMN0/UaHWYfN+jWLNhK/bt24cnnniCNata3iKQmNAMiUSC9Rs24I0338K02U/g5Tc/6LC0K6UL47jf64/4IsQeQxAEclPk4IDAuUp1j5ITWVAETAsK8eLQ1n0mD+x5ERGrh0Fj8Y8PR7N3SyxKqjWwsERul8/jIiUuAmU1zPM2OaY+3WbbqISRCA0WweZ0w+libv/M5USEiKAzBRrg6YzN4YLYxwPDF4Y9jBviruz0mB01+/GPg+965XqVCh1S4thjzmeyOGA0OxDHkhUgiqJwukyJ5JhwhIewo9RJa7CipEqDodlxPv8+9Qd/HT6BK26aCrFEihMnTmLkyJH+DomWBBITGkIQBB544AEcOnQI3/74W4elXcmh8Z2eR2FVo97cf0aLnUEQBNISpAiXiFBQqujxrPwr1zwN0yMFiBRevDFa3DbErb0Oo7bc7ZfyLj6Pi8GZMThdrmRNaU20VAKHyw0dg2bk3aQbhZriNtuvjmluIkyKDkOtqvulhHRHEiyEyRpogKczOqMdET4eHHI5XKwbtwzSLgxE3y34DOuLv+/TtewONzweihUz1kBzE39RlRp5aVGsma0urmpEZHgwoqQd2wgwCYXGiGqFDsNy4iDgM3uVrqV0a8Jd8/Dc8y9iy9atCA8P93dYtCWQmNCYltKupJRMjBwzFbv3/dlqf6IkBpwu3sLf6vxfznUp8VFhSIgKw4nihh6rQAl5Qige+gtbbl3eqr76kKoQwpV5+O+Jz70dbpeIhHzkp0ejsEwBt4d5JVDtkZcahdJqDTwMeT3FuvNweFqvWnEJDoZHDQDQbCSp0VtBkuxQUuMQzZ9+kkXKcGxDb7L1i2pQXHAU1t38dpfHLdj7Ek6oz/b6OtVKHVJi2TOQainhErHEi+V8fRN4PA5rZJybvdCsGJIdx/g+mUDpVs9h9jv+P4BEIsG69evx5lvLMH3Ok61Ku3gcHuRBzbrrHTVCbju/u99i7S7yiGBkJspworgBNoerx8+flH4T7I+exbTU8a22P39wGYJWDsARRYG3Qu0WIUFCZCRGorBUwYrBb0tJV2kNM1S6TjSea7PtiujBEPOaZ6wJgkCsLAQKTffV4ehOSLAQJktg1YSuWB0uBPWTUd8tydfjmaEPdHqMi3Rh6s8LobH1vN/K7SFhMNtZ4xlhtNhhtNhZU8LV0GiE1e5CRgLzZYEpikJxVSOcLg8GpEeDw/ABfKB0q3cEEhMGQBAE5s6d26q0q17RXKKVFpoIoFm1qj321B30WvOjNwkPEWFgRjROlSl71chLEAS+nPAu9A+fQJTo4g+ym/Lgum/vgezjkf3afyINDUJCdBhOlSlYMZMdLZXA7SGh0XtX1ccX/NWOZ8Ok1JtaPY6Xh6JObfS7opu3iAgVM1ZBje243SS4HE6/zoq+cuWTyJdmdnpMvUWF+3Y+22N/q9q/DRXZMMvr8ZAoqmxEflo0K16PqskMVZOZFSVpbk9z436wmI+sZBmjX4/H48HbH6wJlG71kkBiwiBaSrtS03MwdNQd2PjNNmSGJXf6HLPLiiOqU/0UYc8IEgkwLCcOFXVNvZ7NDuKLUffgH/hrytfgERfrUI0uM+LWXofcDbfA5e75qkxviJZKECWV4Ew5OwwYc1OjUFHXRPvG8d21f7bZdnPSda0ec7kcyMKDoG4y91dYPiUiRMyoPqD/JXQmm8/7Sy5HwBVg7c3LwCU6r8X/re4gVpz6otvn9ZAk1E0WxESywzm8pLoRqXERELKghEujt6BObcDgzFjGryzYHS6cKK5HUkw4EqOZPYCvqKzB2Dvn4LMvv8fvv/8eKN3qBYHEhGFIJBJ8vnYt1q5dhxf/9R+cWF4EdDHW+qGSfuVcLfB5XAzNiUOTwYby2p7JCV/KiNhBsD56Bitu+Fer7RXGGgSvHoRJ2x7pl2QhTh6KiBBRj9XH6AiPy0F2sgxnz9M30WqwqFFjVrTaFiYIwcDIrDbHJsWEo1qpp+1r6Ql8HhduN8mK18I2dEabX8qeBsty8NIVj3V53JKD/+m2+W5DoxFx8hBWDKzUOjMogBXN4U1GKyobdBiSGQsOh9nvjcFsR2GZEvlp0YgMY67JJUmSWPXpRowcMwVDhl+JwsJTGDFihL/DYiSBxISh3HHHHThz5izy4gch6GMx0E5fY0vfyZbyHf0cXc/gEATy06PB43FwqlzZJx+NeQPugnNhER7Mnd5q+47a/RCuzMOcnc/3NdwuSYwJR5CIz2gn9RbCQ8QICRaiTk3P/ozdtW29fqam39LuQIrP4yJMIoLWYO2P0HxOkJgPq71/VgMDdB+jxe43Z+pFQx9Ednhap8c4PE7M3f0C3GTnSoIURaGh0YR4OfMbqh1ONyrrdchJlvs7lD5jMNtRXqvF0CzmN4YrtSaU1WgwLCeOkYpvSksjlhduwHt7P8P4aQ/h3VXr8cMP27B8+XIEBwf7OzzGQlCBKTfGs3nzZiyYPx/WRCvstzjACeaAROvB/aYrP0dSUOe+J3TA6fLAanchJFgIbh9ngjyUBwuOPYUz5rZSsrdF34J/5C3q0/m7wmJ3gaIoSBj4g3s5erMdErEAPJrdCJ879U/8qT3UatsHg9/CCOmwdo8nKQpGiwPhfho4ehO70w2KAsRC5pelAM2fMaa/LxSaB47+fB1Hmo7jqcIXuzzu4dQ5mJMys8P9dqcbJEUhiAX+EXT9/eopbg8Jk9WJMImQ8eVbFpsTJEVBEiTsQLqHnhhdJmxv+AU/KH5GnbUeOAHwd/Nx/z2z8O577yE0lB2iCv4kkJiwBJVKhYfmPYidv++Ec4ILyGm9/7WrnsFzw+f5J7geYrE5caZChYzESK8s7VpcVgz+ciJqzA1t9s3Ln4EVo1/u8zU6orxWC5KkkJkUyehyCLvTjcJSBYbnxtPm5m53OyBfcwUc5EWp4GCeGI3zjoDH6XiwXlzVCHlEMKPLBoDmWeDiqkYMzor1dyhe4di5OozIo//kSWc0GaxoMtqQkehfhaRpPz+GbZV7Oj2GR3Dx1/RvMESe22YfRVE4crYOI3LjGT8rX16rhYDPRVIMs3sXDGY7iqsaMTSb2b4eLrcHp8uVkIcHI5Eh74nFZcVXpT9i5emNOKstbZYaMgLYDsiNMqxfuwG33nqrn6NkD8z+xQlwgejoaGz7YTs+XfEZQn8JBec7DnBJb+xnRVsZU48eLBZgeG48apV6VDbo+hx3MD8I5bP3QPXAIcQFRbfat+bs1xCsyMWcnS/45O+TkRgJDodAaY2GMX//9hAJeEhPkOIcjfpN9tYdapWUAMC9WRM7TUoAIC0+ApX1Tb4MrV8QCnhwujy0eT8CNDtV0yHhXXbtCxBwOl/pcFMezNn9fBsPIABoaDQhWiphfFKiNVhhsTsZ7+/BlqTEZHXgRHED0uKltE9KnB4nvi79CddtmYHINSPx6L6lOKMtBUUBKAT4q/m494p7UFpcFkhKvAyzf3UCtIIgCNx33304d/YcbpCPgmA1H7yK5h+xCkM1CjRFfo6w+/C4HAzOigVFUc19J14w+4sQh6Fq7j40zPkTMWJZq31flm2DcGUeJm1/uMdyml2RkRgJHpeDkmpmJyey8GAEiQSoUxv8HQoAYG3Rt222PTzwni6fJ+DzEBIshFbP/F6TIFGgz4ROGMx2hNGgHC0tLLFLbxMAONdUjlePrGi1jaQo1KkNSIxh9mDe4XSjvFbLeGlgvcmOkupGxjugKzQmFFc1YkhWbL+Yj/YGD+nBL1X7MO77OQhfPRyzdi3CEdWpi2MCE8DdzEXEgQhs+XILNn7xZUAG2AcEEhMa4nA48Nhjj+Hxxx+Hw9FzE7X4+Hjs2fkbVry9EoLvhCC+IwAzsKHoOx9E6zsIgkBavBTx8lAcK6qHxdZ2Zq83yIKlqHngAOrmHGiToOyoOQDRynwM33SnV2WG0xMiIeBxUVzVyOjkJD1BCnWTBUaL3a9xGBwmbL+sVCUrPBWDZTkdPKM1qXFSnG9oYvR7AQDSsCDWNPMzHQ9JAgRBG5WkF4Y/jLigqC6Pe+fEGhxSnrzwuKHRiJhICbgc5g4PSIrC6XIl8tKiaFN62hv0JhtKa5pXSvg8ZiYlJNlsmqgz2jA8J552Us0UReGPhmOY/NOjCP94GO74aQH21R+Gm7pEHIIEcAIQfizElAGTUVpUikmTJvktZrbD3G8sjXnzzTdBEASeeuqpC9tefvllEATR6l9OTvuDqC+//BJjx47FzTffjA0bNvQqBoIg8NBDD6H4XDHGJ90K3kouPtuwBVYn87wPZOHBGJQZg3Pn1V51744KlqHmgQNQPXgIKZL4VvtOa0sQvHoQEj+7Dipzo1eul5YghVjIx5kK+pRD9RSCIDAwIxpFlY1+9TfZWrEDbqr19Z8ZOrfbzxfwmxW6GnX0N5DsjMhAYkIbdMb+9y/pjGB+EN66rmsVQhIU7tu5CEanGR6SRL3aiASGlz6VVDUiTh6KkCChv0PpNRq9BWW1WkYnJTaHC8eL6xEaLEReWhRtknaSIvGX4gTu/fVpRK4ZgTHfzcJPVXvbLWuEEhCuEyDhRDw2rd+EzZu/gUwma3tcAK8RSEy8zNGjR7F69WoMGjSozb78/HwoFIoL//744492z0GSJMi/JXP7OoBNTEzET9t+xg/fbEPkSRnG3H4/ThS2oy1Mc8RCPobnxsNgduBMhcorpV0tRIjCUDp7N7QPHcWQy2bcVTYtEteNgmTVIGyr6LsfTEpcBKShYhSWKkCSzExOBHweclPkfnW5X17Y2iROwOHjrowJPTpHWpzUKz1M/kTAD/iZ0AWN3gpZOL0kQu/KmIDrYod3eVyNqQGzdi5CtUKPhKgwRq+W1KuNIIhmTymmotSaUKPUYxiDkxJVk7l51So1ihbvhYf0YHfNn5j680JIPx6O0d/OxJbyHTC7OpjYcQC8nVwIPhfgqbufRnFxCe68887+Dfp/FOb++tAQs9mMmTNnYs2aNYiIiGizn8fjISYm5sK/jrLumTNn4rfffsOuXbswa9Ysr8Q2YcIElBSVYsJtd+LGibPw1Iv/ht5AT2+KjuBwCOSkyBEtleBYUT3MVu+UdrUQIpTgyIzvYFtwBlPSbmm1z0m6MG3H4xCsyMWDu17s00AwPioMsfJQnCxpgNuLCVZ/EioRIU4eiuIq76wm9YQT6rM401Taatv8gfdCIujZoJDH4yBaKkF9I7O+B5cTEiyE0dLzks8A3sVkcSA0mF4z9ARBYPnol8Ejui6f+aX6d7x6/APEyZnr8m4w26HUmpDNYL+SWpUBKq0ZQxjqU0KSFIoq1dDqLRieG+9XfxKnx4lt53fj1h8eQPjHwzBh+0PYXvkbrO5OSpEpAGeAiDVhuI5/LU6eOIk333wz4EvSjzDvU09jFi5ciNtuuw1jx45td39ZWRni4uKQlpaGmTNnoqampt3jRCIRli9fjg8//BAikfdKA8RiMV599VUUFBSgtEqJgdfcji+3bGfcbKs8IhiDM2NQVKVGvQ8asbkcLjaN/y+cC4vw5lWLwLlMZX1D6Q8QrsxD6trRUJjVvbpGtFSClLgInCxugMvtv5KovhAnDwWHIPq9Gf7ZP95o9ZhLcPD8sN5JYSfFhKNebeyTqae/kYUHQaNndkka03G63ODzOLRsss6TZmDRsAcvPG4vwhYz3o21X+PDwvX9FJl3aZHPHpgRQ8v3oTtU1jfBaLFjUGYMbcqeeoLV7sSxojpEhIqRlxbtl5U3q8uGjSXbcMPWexG+ehim/fI4fqs72H6Z1uVogITvYyH/XYYP3luO3/buQ15enu+DDtCKQGLiJTZt2oQTJ07gjTfeaHf/lVdeibVr12LHjh1YtWoVKisrcf3118NkMvVzpEBWVhZ27tqFDz5cjsWvvItxU+aiqLSi3+PoC6K/S7ssdhcKyxQ+G9w/M/xB2Beew6GpWxDCaz1jUm9RIXndDQhaOQDLjq3p8bkjw4KQlSzDieIG2BzMVFbKTpZBpTVDZ+yf3qX99Ufxp+J4q22LRyxAVFDvfCM4HAKJ0WGobtB7Izy/EBEq7re/f4D20eitiKRZGdel/N/IRzFUlg+geUL4cqhLti768018WbKtnyLzDh6SxKm/y4aYqFxFUc0N4i4PibzUKMYlVhRFoV5twNkKNQakxyAmsn9X3Zrsenx0+ktc+fVUSNeMwNzdL+Cg8mSbPsSOkHMjMPLsQIg/FWHStZNRWlqG++67j3HvA1sIGCz2kI0bN+KRRx658PiXX35BSkoKRowYgV27dl3oLRk9ejSGDBmC//73v+2eR6/XIzk5Ge+++y4efPDBdo/pD4xGI1566SWsXr0ajz88C0uemY/gYP/r8PcEndGG0hoNMhMjIfWxh4DBYcKEHx7A0cYz7e5PkMRg3+QvkBQa3+7+9rDanThdrkJuihyhNJAa7SkutwcnihswMCMaQSLfLds7PE6krR2DRrv2wja5SIrKOXsh4Pb+uhRF4di5egzKjKGdYkx3OV5cj8EZseDxmDvXxGSDxcIyBbKT5BAJ6fv5qTTWYehXk2B1t05iCRCtEhMA4BAcfDthBSakjO7HCHsHRVE4VaZEnDwU8gj6Jocd4SFJnC5XITJUTHtvj/Zwujw4V6lCsFiA9ITIfnGkpygKJfpKrC3aiu8qdqLSWNfjc8hFUkzPHI9Buhws+/caSCPl+Gj1agwf3nVPVgDfEkhMeojJZIJKpbrwOD4+Hr/++ismT54MLvfiTI3H4wFBEOBwOHA4HK32tTBy5EiMHTu2w1WW/qSgoACPLliA+rpavP7SM5h+53hGzRa43SSKqtTg87jITIr0+RIyRVFYWbgRi/56E552ZmUIELg78zZ8fvNb4BBdx+J0eVBYpkBKbAQjb642hwunypQYluO7Zs0X/1yGdws+b7Vt35SNuCZ2WJ/PrTfZUKsyYGBGTJ/P5Q+qFTqIBDxE9/NMpTdhamJCURSOnqvDFfmJ/g6lS74/vwt3/fIEgOaSrpab/6X/3wKfw8POO9bi2jh6D9RKqzUQCrhIjm3b10l3mP67r9FbUFHXhOxkmc+9SVweF/bVH8YnZ7/Bb3UHYXD2vNpELpJiZyxRSAAAIABJREFUWuateHzQ/aC0FJa8+i5+//MI3njjTcybN6/dcVqA/ieQmHgBk8mE6urqVtvmzp2LnJwcvPDCCxgwYECb55jNZiQlJeHll1/GE0880V+hdgpJkli3bh3+7//+gYTYaLz18iJcexW9b0qXo9SaUK3QIy8tqt+kIlUWDW7+fjaK9efb3S/mCrFy9CuYmdO57rmHJHG6TInIsCBGzpwZzHaU1WgwLCfe6/XRJ9TncNU3U1ttuyfzdqwb97bXrlFYpkBqXARCg5m3amW1O1FR18TYxApgbmLCtIbrp/e/hhWnm1XteAS303IXIVeAXyZ9iuviRvRXeD2iTm2AyeJAbmrXfi10g8kr5R4PiZJqDUiKQk6K3GdeMVq7DlvKdmBDyfc40XgObtLd9ZMuQy6SYmrGLXhi8GxkhCdDo9XhtXdW4tMvtmDWrFl49dVXER0d7YPoA/SWQGLiIy4v5Vq0aBEmTpyI5ORkNDQ0YOnSpSgoKMC5c+cgl9PrhmaxWPDuu+9i2bJlGDPqKrz+0jPISk/1d1jdxuF048x5FSJCxEiNi+i3lR+KorD27BY8fuBVOMn2e0akwjB8fev7uCHhyg7PUVLdCIIgkJUkY9SqFQCotCaomiwYmOE9t2WNTYfM9TfBckkJSmyQHCWzdkHE817yaXe4cKZCheG58Yz7uwPAkbO1GJmXwMjYAeYmJuW1WkhDxT4vI/UWDo8T134zA6e0xQAADjgg0bH4g4DDx/aJH+PGhKv6K8RuodFbUKs0YEh2LOM+8zqTDaXVGgzKjIFYyPd3OD3CYLajuKoRqXERiJJKvHpuiqJQ1FSBz4u24Pvzu1Ftqu/VeaJEUkzOGIcnB89BRngyAMBms2P5mg1Y9sEnuO7a6/DWsmXIz8/3ZvgBvEQgMfERlycmd999N/bv3w+tVgu5XI7rrrsOr732GtLT0/0caceoVCosXboU69atw9x7p+D/nlsIuUzq77C6BUVRqFMbodSYkJsqh6SfjbZMDjPm7HoBP1b/1m6zKdA8uN5y64cYGTu4zb5apR6NeisGZcQwrm+gWqGDzeFGTkrfE26Xx4X8jeNRdckNis/hoei+X5EUEtfn819ORZ0WYiGfFrr7PaWoUo34qFBGrvgAzE1Mjp6rw/Dc+H6prfcW5w21GLlpMkzuZjW39vpMLoVHcPHFLe9iSvq4/gqxUwxmO0qrNRiWwzxJ3Tq1AeomMwZmxDDKo8RDkiir0cLhdCMnVQ4h3zv9VDq7ATuq92Nj6Tb8pTjRsa9IFyRJYnFX5gQ8mHcX0sOTLmwnSRJfbf0RL73+PmSyKLzzn/9gzJgxXok9gG8IJCYBuqSoqAgvPP889v2+D88/MQ9PPHI/xGJmDH7sDhfOVaoRKhEhLU7qFwnGSn0tbv/xYZQZqjo8JkYsw8Zx7+H6hIslE01GK8pqtD5vKvcFZTUacLkcpMX3PpG1ux0YuXkKSnQXS+QIENh95zpcHz/SG2G2gSSb+wV82SvjK5oMVmiNVmQmMtOVmImJid3pRklVIwZnxfo7lB7z6ZGf8OjR5zpNSC7ng1EvYf7Ae3wYVddYbE6cqVAx7jvaorxFEASyk5m1Gt4iMJMSG97nPjY36cZhZSE2lmzDrzUHUGtW9Oo8BIA8aSZm5dyJWTl3Qi5ue6/Ze+AQXvzXf6Bp0uP119/AvffeCw6DzUP/VwgkJgG6zb59+7Do2WehUinw8otP4L67JjHiS05RFBoaTahvNCAnRe7XGeVjylOY+vNjUNg6NiYM5onx0sjH8dTQObA73DhVrkRGYiQiGVIqAjT/zc+dVyMsRISEqLAeP9/oMGPwl7ej3qpqtf3niZ9gbNK13gqzXbR6K1RNZuSlMatunaQoHC+qx0iGDe5bYGJiUqPUg8/jIlbGLNEBo9mOygYd/rDvwdMHXuvRc58YfD/euuZ5cDn9nxTYHW4UlikwODMGIgaVQLncHpwqUyImUoL4Xvwe+gu3h0RptQZuD4ncVHmvE8FqYz22lP+CLeW/4pS2GK5e9IoAAI/g4YrogXggbzqmZtyCYH7798RzJeVY8sp/8Meh41i8eAmefPJJiMW+bc4P4D0CiUmAHkGSJDZt2oQlSxYjPFSCN5c+i5tuuMbfYXULh9ONc5Xqv2UNpX4xf2qBoijsrT2I2btfhKqTJIVLcDAq7gosTnsBqfJoJMWEM2amjaIoFJYqECsPRXQPapFPaUpw7ebpcFAX+3QIENhz5wZcF98/YgyFpQqkxEUgjGFNqUyQre0IJiYmx4vrMYhhJTkt8tgDM2Mg5HPx1P5/Y9WZLwF0XdLVwpiEq/D1rR8gTNh/CVmLLHl+ejQkfnQT7ylmqxNnz6v6RbnKm2j1VpTXaZEWL+2xYpjZacGu2j/xRckPONBwDHqHsddxhAtCMTbxWjyYPw2j4kaCz+04IVWqGvHKshX4YvMPeOihh7B06VLIZMxcQf5fJpCYBOgVdrsdH3zwAV5//TVcOXwwlr7wGEYOG+TvsLqFQmNCjVKP9AQpZDQxRStQn8Pdvz6F88baTo+TcIPx/LB5eH7kvG7JEPsbD0mioESB5NjwLv/WFEXhhT+X4b+Fa1ttF3GFOHzXVuRK+68fy+FsnpkdkZfAqN4BpdYEh9PNSOlUpiUmbjeJwjIFhud237OIDlQrdKAApPz9GfGQHkz/5XH8WLUXAMAFB54OmuG5BAceqnlfSkg8frh9db98L11uD06WNCA7Wc6oyQKFxoS6v2XImTJZ4HA1lydyuRxkJcm6lXRbXTb8qTiBrRU7sKf2IGpMDT0qEbycrPAUTEm/BbNzpyA9LKnL43V6A/67ai0+/HgDxt08Dm++9RYyMzN7ff0A/iWQmAToE1qtFm+99RZWrFiBG0ddhZeeW4ihg/L8HVaXuNwelNVo4fJ4kJMsp5WxnsbWhAd2vYidtX+A7OLHXS6WYsnwBVgwkL61sx4PiZMlDUiLl3aoXPR73WFM3P4w7KSz1fZh8nzsnfIFxLz+H4zUqQxwujxIS2CG4APw99+6VIERDBssA8xLTBoajXB7SCQxSNrb9rfy3IjLlOdsbjtu+WEuDikLAHQuI8wjeHBTzaU4Ag4fy29Yitm5U3y2kuv++/cjIzESEQxZcSDJZnVFigJyUuR+6W3sKRRFoU5lgEJrQlaSHOEhHf/mNicix7GlfAf21h9GtbG+T4mIkCPA1bFDMSd3KialjoFE0L0JQ4PRhA9Wr8f7H63DyBEj8Mqr/8Y11zCjgiNAxwQSkwBeQaVS4a233sJHH32EcWOuwz+fW4hB+dn+DqtLDGY7SqobERMZgsToMNqVSbk8Lmwo/h6L/3oHOmfXy+EhvGBMSR+HZdc+jwgxfQZMFwYXCZGICL04uNhd+xdm/PIETC5Lq+MJEFh5w8t4cMBd/R3qBSiKwoniBuSkyBHMoNKRkyUNyE+LhoDPnPIigHmJycmSBuSlRXlNncjXUBSFEyUNyE6SQxLU9vNscJhw8/ezUaApAtA2OblUVlhA8OG8pNRyWsatWDX6Fa+XdnVnUoNu2J1unC5XIiEqFLEyZqj7GS0OlFQ3Qh4RjOR2yoWtLhv+UBzDlvId2Fd3GNV9XBEBgJggOcYnj8JD+XdheNSAHlUAmMwWrFjzBd5buRYDBw7EK6++ihtuuKFP8QSgD4HEJIBXUSgUeOONN7BmzRrcdsuN+L9FC5CfQ+8lVYqiUKPUQ91kQXaKjNZyq3q7ES/++Ta+LN0OO+no8ngCBGSiCExLvxWvXvUUQkX+a9J1u0mcKKlHVLQA8/9Ygr31f7V7axufNAqbJ3wIIdf/yYDV7sLZ821nmOlMQ6MRHpJCYjRzmmwBZiUmLQNmpsQLAPVqI2xOFzISIjs8psmux5jv7se5pjIAbZMTAYd/waOJA6LViq5cLMXqG/+N21Nv9Eq8PSkDpQtagxXltVrkp0X1u0R9b3B7SJTXamB3upGTHHWh3MzoNOOvhhPYUrEDv9cfRo1J0edERMgRYHjUANyVOQFT0schJrjncvJmswUfff4V/rP8M2RnZ+OVV/+NMWPGMOa3OUD3CCQmAXxCXV0dXn/9dXz++ecYf/MNWPLMfAwekOPvsDqlRfqTx+MgM1HGiBnnk9UVePnI+9inPQCbx97t5wk4fCRIYjE1/RY8OnAm4kN853zrIT14+9gn+PD0OjTadR0eNyp2JL4e/z4ixfTqj6hSNMecwpC+jRYFIKb1PjApMWFaL4/d6capMgVG5CZ0WVaktmox9vvZKNZVAAA4BAckdbHnRMQRtCq55HN4rVSWpmXciv9e/3+ICuo4AeoKj4dEQakCSTHhPW689gcURaG8Vgur3YX89GifOaF7C4qioNCYUKsyIDUuAjqiEfvrD+Pn6t9xTH0GKqumz9cgAGSGp+L2lBsxI/M2DJbn9Lov0mgyY+UnG/H+R+uQkZGJf73yCsaNGxdISFhKIDEJ4FPq6+vx1ltv4ZNPPsHY0dfiH8/Ox7DB9HZbbTI2z3pFSSVIigmnffOzxdas+pIYHY7IcCG2lP2MV4+uQqWprlNH547ggAMhV4AIYSjig6ORFZGKEVEDMUyeh7SwRESKI8Dj8EBRFJxuJzQ2Hf5UnsQhxXEcbzyHcmM1DA7ThZnVzuBzeFgyfD5eGPEIeBx6lsRQFIXjxQ3ISW6/BIaONJdzRUHAkDIjgFmJycmSBuSlRtGqN60jWkoSs5JlCOnmLH6TXY/bt8/DMfWZC9ta9ZYQPDipi8nIpSspQLPk+f+NXIiFg+6DiNezlQO3h0RBSQNS4iIYsVLS0rcTKwtBvDyU9oPlel0Ttp39A8fNx1GgL0SJvhIOj7PrJ3aDKHEkboi/Avfl3IHR8Vf2uTdQbzBi+ZoN+HD1F8jLy8XSl/+FsWPH0v5vHKBvBBKTAP2CQqHA22+/jdWrV2P0dVdgyTPzccXwto7ndKHFOb6h0Ugr9a6OIEkKpTUauNwe5KZGtZqx0zuM2F6xG++c/ATlhlq4qN5pyHuLIJ4YD+RMx1TpDGQnRtP+bws0Dz5OlysZo9Kl0JjgcnsY1ZjNlMSEaWpcNUo9PB4SqT00OzU7LZjy00Lsazh8YZuIK4Tdc7GE9PJSr8tXT+KDo/Hmtc9hesb4bs2Wu9weFJQokJ7AjJ6S5lUHPfLTomnZh0ZRFMoN1dhbdwg/nt+Lo6oz0DqbvHZ+MVeIkdGDMCPzNtyRNrZPq2SX0qTT44PV67F8zRcYNnQYXlq6FKNHjw4kJP8jBBKTAP2KWq3GO++8g5UrV2LY4Dw8/ehcTLj5BtoqSrncHpTXamF3upGdLKO9A7tGb0FFXRNyU+QI7UJW0+AwYUf1AXx+9hsUaouhd5rg6UCJp7fwCC6igmR4dOC9eGzgLAQJLja+t5RrJMaEISqi+z4n/qJebYDV4WKEszoTeyCYkpjUNxpBMqSHx2JzoqhSjeG97JGyux1YsPclbCzddmGbhBcEs9t64XEQVwTrJWWkXHBAgmrVk5Aamoh/jFiAu7Nug6CD3jGny4OC0gZkJslor77l8ZAoqlKDx+UgK4keqlse0oNSfRWOq0/jt7pDOKo6hUpjXbdWrrsLn+AhPzILt6feiGkZtyI3It2rycL5qlp8uHo9Pv9yK665+mr886WlGDVqlNfOH4AZBBKTAH5Bp9Pho48+wocffoBQSRCeWjAbM6ffAZGIng2DZpsTpdWNEAv5SE+IpHX/icPlxtkKFcIkIqTFS3t946AoCla3DUaHGZWGOpzWFqHOrILapoPVbYWAK4CEL4ZcHIlroodiWHQ+wkU9G6x5SBKFpUrEyiS0V7BpMYxMiYtghFFaYakCWckyiBnikM2UxIQppookSeFYUR0GpsdALOr9Z4CiKLx78jMsPvjOhW1CjgAu0n2hVJQAAS7BvVDqBTQPYi9fnY0OkuHpIXMxK+dOyMUXV3DsTjcKSxXISaG/T4neZENJtaZXxoPewuFx4lxTGQ4pCrC3/hAKGotRZ1Z0KPHcW4QcAQbJcnB7yo24LfVGDIjM9Il/1pHjhXh35Vr8uOM3TJs6Bc8ueg7Dhg3z+nUCMINAYhLArzgcDmzatAnvvP021GoVFjx4Dx6Zcw9kkfRsKtUarKio00IWFozkuHC/usd3RkspmlJrQl5qFC3LDFogKQpnK1QICRbSvsHc5fbgeFE9hufG035g2qizwGixI70TFSY6wYTExOF041ylGkOz4/wdSpcUVzUiTCJCrMw7Snw/Ve3F7F3Pw+g0X9gm4QfB7Lq4enJ5rwnQPLh1XOZPxCW4mJg6BvPyZ+CKyGEoOt+IAekxtO7hIsm/G9wdLuSlRvXb5FSjrQkluvM40HAMBxqO4Yy2FCqrps8qWe0RzBNjsCwXE1PH4LbUG5Ednuqz8imSJPHjr3vx3sq1KDxTjHnz5uGpp55CUlLXhooB2E0gMQlACyiKws6dO/HO28vw519/YfbdU/DE/PuRkZbs79DaQFEUlFoTapQGxEeF0rrh0fa33K2sA316ukBRzT0yBAhkJkXSNk4A0BltqFboMDgrltZxUhSFI2frcEV+Aq3jbIEJiUllQxOCRAJES+ldetios0CpNWFgRoxXz1tjasDsnc/hT+WJC9tEXCGcHlcroY3Le1GA9ku8AEDCDcbk9HGYnnUrbky4ihYy4ZdjtDhQVKlGUky41xK9SyEpEtWmBpTozuOk+iyOqk+jRHcedWYlbJ6uZeF7S6hAgqGyPNyRNhYTUkYjNdT3vxU2mx1fbP4B73+0HhabHU888SQefvhhhIczpx8ugG8JJCYBaEdBQQH+88472PzNNxh/8w145tG5uPqKof4Oqw0k2ex/omoyIy1eCll4EC0HgBRFoVqph0ZvRX5aFK1Le6oadDBZHchPj6Z1k3lFnRZ8Hpf2zeXFVWrEykJpXx4DMCMxOXK2tluSu/7E4XSjoFSBEbnx4PpAttZDevDWiY/x6pEVrXrSJLxgmN2tjVIv7z9p4VKFr0sRcYW4Pm4kxiVdi1HxV2BQZDa4HP+tTJIUhcr6JhjMDuSn9V2Fzeg0o9JYhxJdBQ4qC1CoKcZ5Qw1UVq3X+/vaI0ESg5FRAzE+eTTGJl2DBIl3E9fOaNQ04aPPv8KqT79EXFw8Fj33HGbMmAGBgH6JaAD/EkhMAtCW2tpavP/++/j444+Rn5OBpx+dg0njbwKXS68SGpfbg8p6HYwWO9ISpJCG0lNNxmJz4lylGlEREiTF0M/lvoWGxuYStEGZsbT1A2iRYM1MiqS1IafJ4kDN36pBdIfuiYnRYkedyoA8Gv8tSYrCiaJ6ZKfIuy0N3FvOasuwcN/L+OuS1RMACOVLYHSZW23jEVx4KLLNagmBZp8UD9W+rHkQT4wh8lxcHTMUg2W5GCLPRWZYcr8kK0aLA8VVasTJu7cqTlEUtHY96sxK1FuUqDTU4WxTGUp0lagxN6DRqvXp6sflhPKDkReZiZsSrsa4pOsxRJ7bZ/ne3lBaUYn3V63DF5u3YdT112HRc8/jpptuou39J4D/CSQmAWiP0WjEmjVr8P77/wWfy8G82Xdh9j1TaNeH4nC6cb6+CVa7C+kJUlo2SLesnjTqLMhNkdPWnbjJYEVZrRaDMmNou8LjdLlxskSBYTlxtO43OXq2DsNy4nwye+5N6J6YNHsFhdE6ES2uakRIkBDxUf0jJEFRFDYUf4/n/3wLTQ5Dq30h/GCYXJY2zxEQfDip9pWiuAS3y5UDLsFFTJAM6WFJyI1IR3p4MmKD5YgSR0IuliJKHIlIUXivkxcPSaK8VguTzY74+CDYKRsMDhOMThO0dj3UVi1qzA2oMSnQYFFBbdWi0dYEg9PUYYLla3gEF6mhibgqZigmpNyAa2OH9cpZ3Vt4PB78uucAPl73Nfb8fhB3z5iBZ559FoMGDfJbTAGYQyAxCcAYXC4XvvvuO6xauRIHDx3ClInj8Micu3H1FUNpNftid7pRUdcsMZyREEnLMhqbw4WiSjVCgoRIS5DSsonfYnPiTIWK1ko9epMdFfVaDMuOo9Vn8FJqlXpwOJx+G6z2FjonJh4PiRPFDRiZT8/4gGZPDZ3R6pcVHZPTguWnNuDtE5/AfFky0l6/SQt8Dh+uTuRsCRC9bvLmc3gQcgUQcoUQcQUQcgXgEBwQBAEOmr+rFAAX6YaLdMHpaf7n8Ljgplyt/FjohkwQicGyHExIHYUbE69CbkS6X0veWlCpNfh841Z8umELXB4P5s17GPPmzUN8PDM8fwLQg0BiEoCRFBUVYdWqlVi3bh2io6Jwx8TbcMu4mxAcRJ8yKg9JwWp3giQpBIsFtCxLsjvdsDnckIj5tJz1JykKRosDYiEPQpq6mNscLnhIChKaKp9RAAxmO8Jpmty1oKdxjHanGxRF0Xb1zu0hYbY5ESYRwZ/psdFlwqbardhS9z3MnrarJSJCCDvVfpJC/P1fX6hNMRU+wUesKAbZIRnIlwxAuigD2eGpkAjpsxpPURQKCk/h+20/4ff9f+D666/Dwscex8SJE8Hj0fM3OwC9CSQmARiN1WrFpk2bsGrlChSXlODeaRPx8Jy7MSg/29+hXcBmd6G8Tgu3h0RqnBThIfQafLncHhRXNQIAspNlENAsASBJCmfPq/72kOm9L4svOVOhhDw8GNGR3lfs8Qany5VIjZPSWo6Vzismx87VYUhWHHg8+k0uuNwenChuwOCsWIj62JztLWxuO74p+wUfnlqPQk1xu8cIOUI4yM57LvqyYsI0IoShyApPxZUxQ3BD/EgMkeUhWiRHtVIPndGG5NgIREUE0+b3T28wYuPmbVizfjOUag3mzJmL+fPnIzMz09+hBWA4gcQkAGs4duwYVq5ciU2bNmHIwFw8PGcGpk68hTamjTaHC+frm2B3uJESFwFpqJg2NxkA0JlsKKvRIFoaQrvmeIpqVkBrMtowMD2GdgNEkqRwvLge2UkyhNJw1t9gtqNeTe/GbbomJiaLA9VKPQak0+9vR/4twpBB0562WpUe+6qOo9B5FN+U/wyFtbHDYztS6mIbEn4QkkLikCfNwNUxQzEyeiAGSLMgEVw0a3Q43aj8W6EwJTaCVoqPJwrPYvXnm/D1dz9h0MCBWPDoQkyfPh1iMf0+fwGYSSAxCcA6dDod1q9fj49WrUJjoxqz75mMebNnID2VHsZNDqcbVQodjBYHkmPCIafRLBhFUahVGaDUmpCZKENEKL1uNjqjDaU1GuSnRdNu9t/pcuNEcQOGZsf1WVbUFxw9V4eh2XG0LCkE6JuYnKlQITk23OcqV73hbIUK0jAxYmX06h8iSQpFVWrwuBxkJclAEARIisQRVSG+r9iNnTUHcKaprFvnIgDGrZnwCB6ixJFICYtHnjQDI6MGYUBkJrLCUxEm7HhV1WpvnrxyON1IjYuANIwepclWqw3ffP8LVq/7GkUlFbj33nvx6KOPYsiQIf4OLQALCSQmAVgLRVHYt28fVq1ciR+2bcPVVwzFrLvuwOSJ4xAiCe76BD7G5fagWqGH1mBFYnQYYmUhtElQnC4PSmsaQZLN5V10GmjbnW6cLlciKTqMdqVTZqsD5/6/vTsNbuu87z3+BRdwAQmAIAgSgLhv2khJtlZLtONFUuJFN0mvnXhJ5Cbx5MbTZep42rSv4lftjDOdTJPMJJ3pKE7r3Gs5Tm3LrsaWnFqSrUiirH3hKu4EQAIEiIXEes59AZEWLTuZKgIOLP0/MxhiIYnDDTy/5/k//2doijuXZ2YPiT/F5HSQRFKh3p6be6/kYjBJJFOc7XPl3HEBDLv8JBIpWuusWh/KErF4knMDbmqrTdT8gb9PX9TP4YluDk2c4ITnHOe9vdftEJ+rdOgw6cuoLrVSV+6gvaKRjsp2Ws0NtJjqqS61/o9ey0NzMa5MzKAoKk1OS040+1BVld+fOM1/7H2TV9/YT+2yWr737LM89dRTGI25FYTFrUWCibgteDwefv3rX/PSL/fQPzDAVx7ewVOP7eIL2zZpvi9KKqUw5pnFMxOm2lLGsmpTzoxqz4aj9I14sZhKaHBU5Ez3LkVRuTw0Rf7VEdlc2vBu2h9hfGqWtTm2M7yiqHRfyt2d4HMxmAxNzlCsL8zIbt9/iqmZMC5viM7Wmpz6Wfpm5xgY87GqyfY/bkWeUlIMzI5yxnuJPv8wg8FRemcGGQlN4o36M3TES+nQUVpQjLnIiLW4ghpDFfXlTprNdTgN1TgMNurKHTgMNgry/rTBGlVVmQnOM+LyU5CfT5MzN9aADY9O8PKrb/Dy3n14Z/x87Wtf5+mnn2bTpk059bsmbl0STMRt5+zZs7z00kv8+tcvU1iQzxP/+xG+8fUv097SqOlxKaqK2xtifGoWo6GYers5J7oAqaqK2xdm1B1gmc2Eoyp3ZnZc3iDjniCrm6spKdb+e7VgfGqW2XCUlY22nPleAQyM+TCWFWGrKNP6UK6Ta8FEUVW6L+ZekPOH5hkc87FuuSNnBgpUVaV/zEc0lmRlk+2mD6zEU3F80QDeaADfvB9v1M9MNMB8Mko0Fb/6NsZ8Ioqiqigo5Ol0KCkdwXCc0oIillVWUl5UiqGghJLCYkoLSjDry6koNmEpMmEpNlNWmPm1HIqi4vIGmZgOYi4roc5u1rxpQSgc4bdvvsN/vPomR4+fYueO7ex++s95+OGHKS7WfvZG3F4kmAjNxWIxvv/976PT6fjRj35EUVF2armTySTvvPMOL/3yl7y5bx+dq5bzja/t4rGvPIilQrtyF1VVCYSiDLv85Ol01NsrcqKTV0pRGHUFmA5EaF5WSWWu1D9H0/ud1NWY/2DpSLYNjvtQVWiprdT6UBbFEynODbhZvyL39hXItWAyOR0knkjR4MidjVwXSgXXtefOpp7RWILzgx7s1nKW2UxaHw4AsUSSgVEfiWS61M2QA62844kUo54AvsAcdms5zipJtS9xAAAdSUlEQVSjpuWeqVSK/z5yjP/Y+yavv32AttZWdj/95zz++ONUV+deowdx+5BgIm7YxMQEf/d3f8f+/fuZm5ujpaWFPXv2sH79egB+9rOf8eKLL+J2u1mzZg0/+clP2Lhx43WfZ8+ePVRUVJCXl8fU1BTf+c53sv2l4Pf72bt3Ly/9cg8fnTrNQzvv5anHdvHF+7soLNRuJH4uGmd4MkAkGqe22kS1pUzz0dt4IsXAeHp0tK3OmhPlB4qi0jsyjaKqLG+oyomRZFVVuTw0TbmhiNrq3Dhhg6s7mNtMOdc9LJeCiaqmy97uWO7MmbLKaCzJ2X4Xa9vsObPma8ofZmjCf0OlW5mQSikMu/zMzM7TUluZE807wvNxhif9RONJ6qpNmjc76em/wr//v9f5v6+9RSKZ4sknn2L37t2yK7vIGRJMxA3x+/2sW7eOe++9l+9973tUVVXR399Pc3Mzzc3NvPLKK3zzm9/k5z//OZs2beLHP/4xr776Kr29vdhstiWf69/+7d+oqKigoKAAj8fDM888o9FXldbf389LL73Ev//7r5ifm+PrX32Ix77yJTbeuUazfyiJZIoxzyzT/giV5lJqbSbNT04i83H6x7zk5+XRsqwyJ0qpPDNhhif9rGiswmjQ/sRbVVXODbixVZTlzDqF9M/Nx9o2u9aHskQuBRNfYA7vbIT2+iqtDwVIzwCc6XWxurk6J0b/UymFnpF069/l9VWaN3pQlI+7CaZnTrUdwFFUlemZMONTQQoL8mlwmDV9PXJ7pvntvnd5+dV9nLvYw//atYvdTz/Njh07ZBNEkXMkmIgb8oMf/IAPP/yQI0eOfOrjmzZtYsOGDfz0pz8FQFEUamtr+cu//Et+8IMfLHnfaDTK888/j06n48UXX8yZmlZFUTh06BC/+tWveP31/6S8zMCfPbKDP9u1U7OQoqoq3sAcY54AeXl51NWYqCjXdj+UYCTKwNgMRYX5NC+rpLhI2390sXiSS1emMJYV0eTUfkNGRVU52+fCUWWk2pIbazvO9rlorq3Mqd3qcymYnLw0TkdrDUU5sNloPJHidO8kK5tsOdGyOBCap3fES5PTQlWFtt0NFVVlciq9XsNZZcRhM5Kn4d97LJ5kzDOLb3YOW4UBp82EvlCbkju3Z5r/fOtdfvPmu/z+xCnu2rKZJ5/6Bo899hhmc2525hMCJJiIG7Ry5Up27tzJ+Pg4hw4dwul08uyzz/LMM88Qj8cpLS3lN7/5DV/+8pcXP2b37t0EAgHeeOMNDY/8xsTjcQ4ePMire/fy+huv50RImY8mGPUECISi1FSW4awyabrxYCA0z+D4DKXFhTQts2h6UqeqKhPTQVzeECsbbZqPMiuKypm+SWqrzZqfzEG6PenQhJ/O1hqtD2VRrgQTf3Aety/EikbbH3/nDEsk06FkeYP2M4CKojIw5mM+lmBlk03TNS6qquLyhhjzzFJTWU5ttUmzznwL3bXG3AFUFZbVmLCatNkQ8dPCyGNf+zpf/epXsdtza4ZUiM8iwUTckIVZjeeee45HH32U7u5u/vqv/5qf//znbN++HafTydGjR9myZcvix/zt3/4thw4d4vjx41od9k2RayFFUVTcvhAT00FKigqpq9Z2/cDM7ByDEzMYDUU0OiyajRhCOrxdvOKhqsJAXY1Z09mTlKJwptdFvd2M1ax9ODndO0l7fRWlOVCCB7kTTD7qmWBVY7XmM3+JZIozvS5a6yo139U9GInRMzx1db8l7fawUFUVz0yYEVcA29W/aa3KyBLJFBPTQTy+MBXlJdTWmDTpoihhRNxqJJiIP+jll1/mu9/97uLt/fv309XVhV6vZ/369Rw9enTxsb/6q7+iu7ub11577ZYOJtfKtZASisQY88wSno9hs5ThsBo1CQaqquKbnWN40o+hRE+jw6LZiZ6qqoy4A0z7I6xoqNJ0kW4qpXCmz0VdjfYzJ8FIlBFXgI6W3Jg1yYVg4g/O4/IGWdmkbVeieCLFmb5JWuusVGgYSlKKwsCYj7loghWNNs3a2iqqims6yPhUEKu5lHp7hSZNCVRVxTs7x8TULKmUulieme3ZGgkj4lamfQGtyGm7du1i06ZNi7edznSbUbvdzsqVK5e874oVK3jttdewWq3k5+fj8XiWPO7xeKipyY2ToJtFr9fz4IMP8uCDD/KLa0LKI4//n8WQ8uWHtrNp/ZqsbORYbihiZZONlKIwNRPh/KCb/DwdTlt2ywt0Oh1WswGr2YA/OM/FIQ9FhelNxEqLs1tWpdPpaLBXUG0p4/LQFOWlRTQvq9Sk9CM/P4+17XbO9blJKYqm7Y2NhmJSikp4Lp4TndVyweC4T/OgFosnOdPnYnlDlaY7gC9sllhvN2vWBCClKExMpUsyayrLWL/CqckMyVw0zvhUEH9wnkpTKe31VVmfHRmbcLFv/+94bd/HYeRrT3yTV37zuoQRcUuRGRNxQ5544gnGxsaWLH7/m7/5G44fP87Ro0fZtGkTGzdu5Cc/+QmQXkheV1fHX/zFX1y3+P1WdO1Myr639oGq8sUH7uahHV9g+71bMRmzd0IajSUYnw7iC8xRYSxhmc2Y9XAAEAxHuTIxgy5PR5PToslC3vRmkSFG3bO01Vk1ayeqKCrnB9xYKww4q7QrjQnPxxkY87K2zaHZMSzQesbEG4jgm53TtBNXNJbgbL9b04XuiWSKnuFpdDod7fVWTdaSJFMKo1dnOZ02Iw6rMesDCamUgtsXxuUNUliYT63NRIUxe41GFEXh5OnzvP3u+7z97iEu9fSz9a4tPPrY12RmRNzSJJiIG9Ld3c1dd93FCy+8wGOPPcaJEyd45pln+Nd//VeefPJJXnnlFXbv3s0vfvELNm7cyI9//GP27t1LT0/Pbbd5UyqV4tixY7z55pu8/dY++voH6LprAw9tv4cHd3yB5sa6rByHqqr4g/OMT80ST6SotpRRYy3P+olHeD7OlfEZkimFersZSxb/2S+IJ1L0jkyj00FbXZVm5W4XBj0YDUXU27XbxO/8gJu6GrOmo/OgbTBZ2LdEy40LI/PpjUK1agmsqiqTV8ulWusqsRizv4FqNJ5k1BUgEJ6ntjr7bX8XFrJPTgeJxpPUZPk1MhyOcPDQUd5+9332HzhMPJHgS1/8Eo/s2sXOnTuxWCxZOQ4htCTBRNywt956i7//+7+nv7+fxsZGnnvuuSV7kPz0pz9d3GBx7dq1/Mu//MuSsrDb1ZUrV3j77bfZ9+YbvH/oMC1N9Xxp+908vONeNm9Ym5W+8smUwtRMGLcvBOiwW8uxVRiyWiYRjSUZcfuZDUdxVhmxazAq6g/O0z/mpdpSRm2NOeutRlVVpX/Uh6KqtNdbNVmcH40nOX91N3gtmwNoGUwmpmaJJVI0ObU58fOH5ukb8bKm1a7JWqzZcJS+US+VplIa7BVZ/zsMhqMMufykUmrWBytUVSUYiTE5HSQ0F8NiLMVuLc9aOBwZm+Dtd97nvw4c4v0PjtPYUM9DDz/Crl272Lp1q+wzIm47EkyE0FAwGOTAgQPse/NN3v6vt1FSKXbe38WDO+5h531dmE2ZL/OJJ1K4vCGm/GH0hfk4rEYqzaVZO0lPpZTF1r6VplLqakzos9hqWFXTm7O5vCFaayuxmLI/UjzqDuAPzrO6pVqTXesHxnyUleo1XfOiVTBJpRROXp5gw8plmqw78vhCjE8F6WytyfpsTTyRom90GkVRaauvyuridlVVmZqJMOYJUFJcSIO9IqszRZH5OC5vCN/sHEZDEY4qI0ZDUcYDUSqVovvUOd56533+68BhevoG6Nq2lYcf2cUjjzxCa2trRp9fiFwnwUSIHJFKpThx4sRiydflnl62bVnPjnu3cv/dW1jTsYK8DJ+0zkcTTHqD+GbnKCvRY7caMZcXZ2X0cmHzyFF3AH1hPg32CsoN2auzTyRT9I16SSQV2uutWV/c6pkJM+YOsKbNnvUT1IWT8/UrnZoEI9AumPSPeik3FGkSyoZdfoLhKKuba7IaitI7pQfwzIRprc3uWqtr2+xWmQ3U1piy9vsejSVx+0JMByIU6wtwVBmzMjvjmfLy3uHfc/D9o7zz3hGSqRQPfunBxRIt2fBQiI9JMBEiRw0PD/PWW29x4N13+O/3D6EvLODers3cf89m7r9nKw11zow+fygSw+UNEQjPYyhJj6ZXGEuyMpMSisQYcQeYjyVwWMupsZZn7YQ5GInRP+rFUFJIk7Myq+tPZsNReoanWdVky3pbY5c3RHg+RmutNavPu0CLYDIXjXN5aJo7ljuyWsamKCqXhjwUFRbQUluZ1bIlty/MqDuAo6qcZTZT1p57Nhxl1B0gFk/itBmptpRnJYzNRRO4femZEX1BPjWVZVgrDBl9PQmHIxz5/Ul+d/j3vHf4OJd6+li3dg33P7Cdhx9+mC1btkiJlhCfQYKJEJ8DiUSC7u5uDhw4wMED73Ls+Anqa53cf88W7rt7C1/YthFLReZG3cJzMdy+MDPBOUqKCqmpLKfSVJrxE4tkSmFyOojbF6K8tIjaGjNlWSr38AXmGJzwLdbdZ2v9TSye5NzVBenVlrKsPCekT1pP9aR3Gddi8XW2g4mqqpzqnWR5fXa/3sWfb7WJ6izO0vhm5xgcz+7vczKl4PKmyzTLS4uorTZnpTV1eC6O2xdafL2qrizDajJk7PUqmUzy0ZkLHDx0lN8dPs6x7tMsczp5YPt2tm/fzn333UdlZWVGnluIW40EEyE+h0KhEIcPH14MKpd7erlj7Wru69rM/fdsYcuGdRQXZ2bEfS4ax+0Lp0cgC/OpsZRhNWd+4XwgFGXMk90R16UjzEaW2YxZGWFeGFEv1hfSvMyStVFtrWYQIPvBxOUNEZ6L0VqXvRmiQChK78h0VtsBByNR+sd8lBYV0rwsOzOAwUiMMXeAuYUZz8ryjL4+qKpK6OrgSSA0j6H46gyvKTMzvKqq0jc4zO8OHeXgoWMc+vA4BQUF3H/f/TywfTsPPPAATU1NN/15hbgdSDAR4hbgcrl47733OPDuuxx87yB+v59tm9dz392bubdrM52r2jNSOjAfS+CZCeP1R8jL01FlNlBVUZbRzkILNepTM2HKSopw2jK/aHWhJt/tC7PMZsJeVZ6VkrYRVwDf7Byrm6uzVlI2MO6jRF+A02bKyvMtyGYwSSRTnOqZzNqamoUGC9OBCJ0t2VnkHpqLMTg+Q55OR2tdZcbXTKWbaASZmolQWlxIbY0ZYwbXiKUUhZnZeab9YcLzccpL0+uEMrUmbsLl4fDRbn53+Pf87vAxpqZ9bNt6F9t37OSBBx5g7dq1WdlEV4hbnQQTIW4xqqrS09PDwYMHOfDuOxw+coRUKsXm9evYunkdWzfdycY7OiktvbkLXhPJFN5AhCl/hFg8ibmsBJvFgKksc4vng5EoE1NBgpEYVWYDjipjRkNRKqUwNjWLxxfGWWXEUZX5FscL606y1TFMUVVOXhqns6WG4iw2AMhmMDnb56LebsZcnvlF34lkiouDHsoNRTQ5Mz/7FQxHGZyYIT8vj+ZlloyWqSmKyrQ/zOR0CBUVu9WIzZK59RvRWJJpf5jpwByKomAxlWKrMGAo0d/U76uqqvT0X+HDYx/x4fFTHD1+ipGxCdau6eT+B7azY8cOtm7dSkmJNhu0CnErk2AixC0ulUpx8eJFjhw5wgdHjnDkgyN4PFPcsXY1WzeuY+vmO7lr4x1YK2/eJn+qqhIIR5meiRAIz1OkL8BWUYbVXJqR0WJFVfEGIkxOB0mlVGqs5dRYyjJWPpJSFCam0rXzdmt6EXEmA0oyqXDxigdDiT4rpV3huRi9I96slnRlK5i4vCGCkWhWdngPhObpHfHSVm+lIsMhKBCKcmViBn1hHk3OSkqLMxMqVVVlNhxlYjpIZD6OraIMu7Wcogy0Gl54rqklryMGrGbDTX0dicfjnDl/mQ+OfcSHx09z9PhHRObm2bxpI1u3dXH33XezefNmjMbMt28X4nYnwUSI24yqqoyMjHDkyJGrYeUwPb19LG9r5q6rQWXrpjtpqLt5G+7NxxJM+yN4AxF0Oh1r2+wZO+FNJFO4vSHcM2FqKsuprc5cSZKiqExMB5mcTu9DkclyGVVVGZ8KEgjN09FSk7HnWXBlYoaSokLs1uws0M5GMEkpCqcuT3LHCkfGS7im/RHGp2ZZ3Vyd8dKtS1emUFWVpmWWjP4ORuNJzva5MJUV46wyZrSd98TULBPTQcxlJVRZDJhv4sxrKBzh+MkzfHDsI46eOM3xk2coKSlh29atbOu6m66uLu644w70+uw3gRDidifBRAiB1+vlww8/5MiRIxw69D5nzpyl0mKhs2MVHatXsmrlClqamygszO7eHn8qFcjGeH+2nifbz5VNoblYVhaEy+/E7UVVVdyeKS5f7uHchUucv3CR3r5+nA4HXXd3cffd99DV1cXy5cszvk+UEOKPk2AihLjO3Nwcx48f54MPPuDI4UN0nzzJ3Nw8nauXs37NatavW82d61azvLVJFnwKIXLG1LSPk6fPc/LMBT46c5GTp88z4w+wetVK7tq6ja6uLrZt20Ztba3WhyqE+BQSTIQQf5SqqgwMDNDd3c2JEyc42X2CU6fPkJ+fx7rOVWxYt5o7165m/bqOm1oCJoQQnyUYCnPqbDp8dJ++wEdnLjA6NkFbaysbNmxgw8aNbNiwgbVr11JamvnGEUKIP50EEyHEDUkmk1y6dGlJWDl3/gImYznr13Vw59pVrF/Xwfq1q6mpzvxCYyHErSsajXH2wmVOnr6wOBvS2z/IMqeTDRvWs2HjJjZs2MCdd96J2Zy5zWaFEJklwUQIcdNEo1HOnj1Ld3c33SdO0N19gp7ePpyOGtZ0rKBjRSsdK9tZvbKN1qb6jOytIoT4fJua9nH+Ui/nL/Vx/lIf5y72cvFyH2aziQ3rPw4hGzZsoLq6WuvDFULcRBJMhBAZFQwGOXXqFGfPnuXs2bOcP3eWi5cuoygKK5e30rGyjY6Vraxe0UbHynZsVZVaH7IQIgui0RiX+wY5f6mPC5d6OX+pn/OXepma9tLU2EhnZweda9bS0dHB+vXrqa+vlzJRIW5xEkyEEFmXSqUYHBzk3Llz6cvZM5w7d56h4WGqbVV0rGxPh5WVbaxe0caKtmaKizPfsUkIcfOpqsrYhCs9C3IxPQty4XIffQNDlJUZ6OzooKNzDWvWrKGzs5NVq1ZRXp6dNtVCiNwiwUQIkTNCoRAXLlzg3Llzi7Mr586fJxKZo721iRXtLbQ119PW0kh7SyNtLY0Yy8u0PmwhBOl1Z0Mj4/QNDtE3MEzfwBA9/UNcuNxHOByhva2Vzs41dK5ZQ0dHB52dndTW1sosiBBikQQTIUROU1WV0dFRzp07x8WLF+nt7aWvt4fevj58vhlqqm20tTQuBpa25gbaWhppqHPKGhYhbjJVVfH6/PQNDKUvV4bpGxihf3CYwaERdDodLc1NtLe309a+nBUrVtDZ2cmKFSsoLi7W+vCFEDlOgokQ4nPL5/PR29tLb28vPT096cDS28vA4BUAWprqaW1upLW5jvbm9AxLW0sjlRazjNIK8QfEYnEGhkauBpBh+gavXvqH8AcCOBx22tvaaGtfzvLly2lra6O9vZ2GhgbZ20gIccMkmAhxC4rFYnz/+99Hp9Pxox/9iKKi22t9RjKZZHh4eDG0XDvL4nK5MRrLqa9dRkOdk4ZaO/W1TurrnNTXOmmoc2I2GbX+EoTIqHg8ztiEm5GxCUZGJxgaHWdkzMXI2CQjY+NMujyUlJTQ1tpCe/ty2pcvp729PT0T0tYma0CEEBkhwUSIHNHQ0MDIyMh19z/77LP87Gc/44c//CEvvPDCksfa29vp6em57mP27NlDRUUFeXl5TE1N8Z3vfCdjx/15EwwGGR4eXrxcuXKFkeGh9O2REQKBWcxmUzqs1H4cXBrqly0GF1nXInJdIpFgfNLD8Og4I6MTDI9NXA0dkwyPjjMx6aagoIC62loaGxuob2iksbGRhoaGxYvdbicvL0/rL0UIcRuRAmwhckR3dzepVGrx9oULF9i+fTuPPvro4n2rVq3i4MGDi7c/aw2FoigoikJeXh4y9rCU0Wiks7OTzs7OT308EAgwMjLC8PAwQ0NDDA0NcfjEBX619y2GhocJBkNUmM3U1zlx2G04qquoqa7CUWNb8tZmtcgaF3HTqapKMBRm0j2F2zPNpHsK18J1jxe3Z5rR8UnGJ1zk5eVRV7ssHTQam1jesZ4vPrI0eEjZlRAil8h/TSFyRFXV0t3R/+mf/onm5mbuueeexfsKCgqoqan5o5/rySef5Pnnn0en0/Hiiy/e9GO9lZnNZsxmM2vWrPnUxwOBwGJomZycxOVyMT4xQffZD3C5XEy6XHi9PvLy8qi2pUOLvaYKu82KvcaGvbpqyVsJMALSgWM2GFoSONyeaVzuKVxTvo/Dh9vD/HyUkpISnA4HdnsNDoeTGrudjXetxm63U19fT0NDAw6HQ4KHEOJzRUq5hMhB8Xgch8PBc889xz/8wz8A8MMf/pAXX3wRk8lEcXExW7Zs4R//8R+pq6vT+GjFJ8Xjcdxu92JwmZycXLy4JieuCzCWCjOVlgosFWYsFhOVFWYqK0xYKsxYK83pxyvMWCzpt5UWM3q9XusvU3wGRVGYDYbwzQSY8Qfw+vz4/Onr6ftm8fln8c0s3PbjmwkQjaYDh8Nux+GwLwYOp9OJ3W7H4XDgcDiw2+0YjUZp4CCEuOVIMBEiB+3du5cnnniC0dFRHA4HAPv37yccDtPe3o7L5eKFF15gYmKCCxcuyELUz6mFADM9PY3P58Pr9eLz+Ravz/h8+HwL983gm5khFAoBUF5eRmVFxWJYsVSYqDCVU1ZmoLzMQJmhNP32E9evfay4uEhObj8hmUwSCkcIR+bSb6+5/snb4XCEYDiCb2Z2MYT4ZvzM+AMoikJhYSGVlRYqLRYqKyvTF2sVVqv149vXXCRwCCFudxJMhMiyl19+me9+97uLt/fv309XV9eS99m5cyd6vZ59+/Z95ucJBALU19fzz//8z3z729/O2PGK3BKPxxfDyycvfr+fUChEOBQiFAqmr4fDhEIhQqEw4UiYUChMMpkEID8/fzGslJcZMBgMlJeVUmZIhxZ9YQH6wkL0+kKK9IUU6gvRFxZSpNejX7hepEdfmH7sU+8vLECn0y255Ol08In7VFVdvKCqqLDkPlVVSaUUYvE48XiCeCJBLBYnnkiQiCc+9f54PEH82vvj6fti8Thzc/OEwnOEI3OEwxFC4TDhyBzRaHTxe11WVnb1+1NGeXk5ZVfflpcbMVy9bjKZloSLa0NHWVmZhAwhhPgfkMJmIbJs165dbNq0afG20+lc8vjIyAgHDx7kt7/97R/8PGazmba2NgYGBjJynCI36fV67HY7drv9hj5eVVVisdg1gSX0qddjsRixWOzqiX2cWCzGfCzG7HyceCxy9b7oksc/eT0Wi5NIJq4LGKqqoijKktufDC+fdsnPz6dIr6eoqAi9Xo/+muufvK9Qv3C/EUNZEZZrHtfr9VdDx0LQKL/uusFgkI5UQgiRZRJMhMiyhZOfz7Jnzx5sNhsPPfTQH/w84XCYwcFBvvGNb9zsQxS3MJ1OR3FxMcXFxVitVq0PRwghhFgkw0FC5BBFUdizZw+7d+++rlPT888/z6FDhxgeHubo0aN85StfIT8/n8cff1yjoxVCCCGEuHlkxkSIHHLw4EFGR0f51re+dd1j4+PjPP744/h8Pqqqqti2bRvHjh27rs2wEEIIIcTnkSx+F0IIIYQQQmhOSrmEEEIIIYQQmpNgIoQQQgghhNCcBBMhhBBCCCGE5iSYCCGEEEIIITQnwUQIIYQQQgihOQkmQgghhBBCCM1JMBFCCCGEEEJoToKJEEIIIYQQQnMSTIQQQgghhBCak2AihBBCCCGE0JwEEyGEEEIIIYTmJJgIIYQQQgghNPf/AYDdhR4kKb9gAAAAAElFTkSuQmCC\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from gbm.plot.gbmplot import SkyLine # plot element for plotting a line on the sky\n", "s = SkyPlot()\n", "line = SkyLine(n0_ra, n0_dec, s.ax, color='green')\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Similarly, you can plot circles on the sky of whatever size you want. The Earth and detector pointing circles are special cases of the `SkyCircle` class." ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from gbm.plot.gbmplot import SkyCircle # plot element for plotting a (shaded) circle on the sky\n", "\n", "ras = np.array([244.7, 289.6, 145.4, 104.27, 222.7, 101.6, 26.4, 44.1, 314.5, 91.0])\n", "decs = np.array([-49., -74.0 , -14.3, 80.2, 36.9, -24.5 , 8.6, 59.6, 15.4, 12.3])\n", "radii = np.random.uniform(1.0, 60.0, size=10)\n", "colors = np.random.random(size=(10,4))\n", "\n", "s = SkyPlot()\n", "circles = [SkyCircle(ras[i], decs[i], radii[i], s.ax, color=colors[i,:]) for i in range(10)]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "You can also plot polygons on the sky. These are most useful for plotting confidence regions." ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from gbm.plot.gbmplot import SkyPolygon # plot element for plotting a (shaded) polygon on the sky\n", "\n", "ra_pts = np.array([270.0, 180.0, 90.0])\n", "dec_pts = np.array([15.0, 60.0, 15.0])\n", "\n", "s = SkyPlot()\n", "poly = SkyPolygon(ra_pts, dec_pts, s.ax, color='red', alpha=0.6)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Another thing you can do is plot a heatmap on the sky. This is essentially a color gradient that maps a parameter onto the sky, such as localization posterior density." ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from gbm.data import GbmHealPix\n", "from gbm.plot.gbmplot import SkyHeatmap\n", "\n", "loc = GbmHealPix.open(test_data_dir+'/glg_healpix_all_bn190915240_v00.fit')\n", "\n", "# converts the healpix grid to grid on the sky for plotting\n", "prob, ra_grid, dec_grid = loc.prob_array(numpts_ra=720, numpts_dec=180)\n", "\n", "s = SkyPlot()\n", "heatmap = SkyHeatmap(ra_grid, dec_grid, prob, s.ax)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "You can change the color of the heatmap, but this means you need to choose a *colormap* instead of just a color. Advanced users can create their own. Additionally, you can add a normalization to the colormap that will change how the gradient is distributed. Finally, you can adjust the alpha \"gradient\" of the map. That is, lower heatmap values will become more transparent than higher heatmap values. The default is to make this gradient go from 0 to 1, but that can be changed." ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from matplotlib.colors import PowerNorm # power-law normalization for colormaps\n", "\n", "# \"plasma colormap with 0.3 power-law normalization\"\n", "s = SkyPlot()\n", "heatmap = SkyHeatmap(ra_grid, dec_grid, prob, s.ax, color='plasma', norm=PowerNorm(0.3))" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# and now defining alpha_min=1 (no alpha gradient)\n", "s = SkyPlot()\n", "heatmap = SkyHeatmap(ra_grid, dec_grid, prob, s.ax, color='plasma', norm=PowerNorm(0.3), alpha_min=1.0)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Ok, you should be getting the gist of it now. For all the plot classes, you can add various plot elements or change their plotting properties, like color, alpha, plot symbols, etc. For any of the plot classes, you can hide/show each plot element if you have its reference and modify various properties. While we can demo this here, you should try this in ipython because you can see the plots update dynamically as you enter commands!" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.7.9" } }, "nbformat": 4, "nbformat_minor": 2 }