{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# What are LightCurve objects?" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "`LightCurve` objects are data objects which encapsulate the brightness of a star over time. They provide a series of common operations, for example folding, binning, plotting, etc. There are a range of subclasses of `LightCurve` objects specific to telescopes, including `KeplerLightCurve` for Kepler and K2 data and `TessLightCurve` for TESS data.\n", "\n", "Although *lightkurve* was designed with Kepler, K2 and TESS in mind, these objects can be used for a range of astronomy data.\n", "\n", "You can create a `LightCurve` object from a `TargetPixelFile` object using Simple Aperture Photometry (see our tutorial for more information on Target Pixel Files [here](http://lightkurve.keplerscience.org/tutorials/1.02-target-pixel-files.html). Aperture Photometry is the simple act of summing up the values of all the pixels in a pre-defined aperture, as a function of time. By carefully choosing the shape of the aperture mask, you can avoid nearby contaminants or improve the strength of the specific signal you are trying to measure relative to the background.\n", "\n", "To demonstrate, lets create a `KeplerLightCurve` from a `KeplerTargetPixelFile`." ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "from lightkurve import search_targetpixelfile\n", "# First we open a Target Pixel File from MAST, this one is already cached from our previous tutorial!\n", "tpf = search_targetpixelfile(6922244, quarter=4).download()\n", "\n", "# Then we convert the target pixel file into a light curve using the pipeline-defined aperture mask.\n", "lc = tpf.to_lightcurve(aperture_mask=tpf.pipeline_mask)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We've built a new `KeplerLightCurve` object called `lc`. Note in this case we've passed an **aperture_mask** to the `to_lightcurve` method. The default is to use the *Kepler* pipeline aperture. (You can pass your own aperture, which is a boolean `numpy` array.) By summing all the pixels in the aperture we have created a Simple Aperture Photometry (SAP) lightcurve.\n", "\n", "`KeplerLightCurve` has many useful functions that you can use. As with Target Pixel Files you can access the meta data very simply:" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "'Kepler'" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "lc.mission" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "4" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "lc.quarter" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "And you still have access to time and flux attributes. In a light curve, there is only one flux point for every time stamp:" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(array([352.37632485, 352.39675805, 352.43762445, ..., 442.16263546,\n", " 442.18306983, 442.2035041 ]),\n", " array([43689.15 , 43698.08 , 43694.105, ..., 43155.8 , 43148.465,\n", " 43151.562], dtype=float32))" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "lc.time, lc.flux" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "You can also check the \"CDPP\" noise metric of the lightcurve using the built in method:" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "406.81792796620886" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "lc.estimate_cdpp()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now we can use the built in `plot` function on the `KeplerLightCurve` object to plot the time series. You can pass `plot` any keywords you would normally pass to `matplotlib.pyplot.plot`." ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 368, "width": 755 } }, "output_type": "display_data" } ], "source": [ "%matplotlib inline\n", "lc.plot();" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "There are a set of useful functions in `LightCurve` objects which you can use to work with the data. These include:\n", "* `flatten()`: Remove long term trends using a [Savitzky–Golay filter](https://en.wikipedia.org/wiki/Savitzky%E2%80%93Golay_filter)\n", "* `remove_outliers()`: Remove outliers using simple sigma clipping\n", "* `remove_nans()`: Remove infinite or NaN values (these can occur during thruster firings)\n", "* `fold()`: Fold the data at a particular period\n", "* `bin()`: Reduce the time resolution of the array, taking the average value in each bin.\n", "\n", "We can use these simply on a light curve object" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 368, "width": 755 } }, "output_type": "display_data" } ], "source": [ "flat_lc = lc.flatten(window_length=401)\n", "flat_lc.plot();" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 368, "width": 755 } }, "output_type": "display_data" } ], "source": [ "folded_lc = flat_lc.fold(period=3.5225)\n", "folded_lc.plot();" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAABecAAALhCAYAAADVZR9WAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAAewgAAHsIBbtB1PgAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDMuMC4xLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvDW2N/gAAIABJREFUeJzs3XlcTun/P/BXMpgZgzFm+YxlfJkxY3ZO3a3aKEnKliSiKUuoMEkJkZKxhlSWFElZJvsykn1QljT2IVEhFaWi9b7fvz963OfndrfSMmbez8fD46Fzn+s6133us1znfS1HhYgIjDHGGGOMMcYYY4wxxhhrME0auwCMMcYYY4wxxhhjjDHG2H8NB+cZY4wxxhhjjDHGGGOMsQbGwXnGGGOMMcYYY4wxxhhjrIFxcJ4xxhhjjDHGGGOMMcYYa2AcnGeMMcYYY4wxxhhjjDHGGhgH5xljjDHGGGOMMcYYY4yxBsbBecYYY4wxxhhjjDHGGGOsgXFwnjHGGGOMMcYYY4wxxhhrYBycZ4wxxhhjjDHGGGOMMcYaGAfnGWOMMcYYY4wxxhhjjLEGxsF5xhhjjDHGGGOMMcYYY6yBcXCeMcYYY4wxxhhjjDHGGGtgHJxnjDHGGGOMMcYYY4wxxhoYB+cZY4wxxhhjjDHGGGOMsQbGwXnGGGOMMcYYY4wxxhhjrIFxcJ4xxhhjjDHGGGOMMcYYa2BNG7sAjL2OkpIS3Lt3DwDQunVrqKqqNm6BGGOMMcYYY4wxxhhj/1pSqRTPnj0DAHTu3BnNmjV74zw5OM/eSvfu3cOvv/7a2MVgjDHGGGOMMcYYY4z9xyxduhTdunV743x4WhvGGGOMMcYYY4wxxhhjrIFxz3n2VmrdurX4/6VLl6Jt27aNWBrGGGOMMcYYY4wxxti/2dOnT8WZPF6OTb4JDs6zt9LLc8y3bdsW7dq1a8TSMMYYY4wxxhhjjDHG/ivq6v2XPK0NY4wxxhhjjDHGGGOMMdbAODjPGGOMMcYYY4wxxhhjjDUwDs4zxhhjjDHGGGOMMcYYYw2Mg/OMMcYYY4wxxhhjjDHGWAPj4DxjjDHGGGOMMcYYY4wx1sA4OM8YY4wxxhhjjDHGGGOMNTAOzjPGGGOMMcYYY4wxxhhjDYyD84wxxhhjjDHGGGOMMcZYA2va2AVg7E3NnDkTTZtWfygHBQU1QGkYY4wxxhhjjDHGGGOsetxznjHGGGOMMcYYY4wxxhhrYNxznr31FixYgHbt2jV2MRhjjDHGGGOMMcYYY6zGuOc8Y4wxxhhjjDHGGGOMMdbAODjPGGOMMcYYY4wxxhhjjDUwDs4zxhhjjDHGGGOMMcYYYw2Mg/OMMcYYY4wxxhhjjDHGWAPj4DxjjDHGGGOMMcYYY4wx1sA4OM8YY4wxxhhjjDHGGGOMNTAOzjPGGGOMMcYYY4wxxhhjDYyD84wxxhhjjDHGGGOMMcZYA+PgPGOMMcYYY4wxxhhjjDHWwDg4zxhjjDHGGGOMMcYYY4w1MA7OM8YYY4wxxhhjjDHGGGMNjIPzjDHGGGOMMcYYY4wxxlgD4+A8Y4wxxhhjjLFGQ0SQyWSNXQzGGGOMsQbHwXnGGGOMMcZeAxE1dhEY+1dYtmwZJk+e3NjFYIwxxhhrcBycZ4wxxth/1p49e7Bw4cLGLgZ7S3l6esLLywtlZWWNXRTG3lplZWXYv38/EhISkJmZ2djFYYwxxhhrUE0buwBvG6lUitTUVNy+fRt37tzB7du3ce/ePfGh7Pvvv4e/v3+9lqG0tBSnTp3CyZMnkZqaitzcXLRs2RKffvoptLS00Lt3b7Ru3fofkW99lZUxxhirC5s3b8aDBw/g5uaGpk25WsRqrqCgAMeOHYNUKkXz5s0xe/ZsqKioNHaxGHvrJCQkIC8vDyoqKjh27Bisra0bu0iMMcYYYw2Gn0Jr4ezZs1i6dCmKi4sbrQxpaWlYsmQJ7t69q7A8JycHOTk5uHnzJnbu3AlXV1eoqak1ar71VVbGGGMVe/ToEXx8fDB16lR069atsYvzj5eSkiLeo5KTk/H11183conY2+TChQuQSqWYMGECQkJC8OGHH8LZ2bmxi8VYnZHJZAgPD8cnn3wCc3PzettObGwsOnXqhPbt2+Po0aONHpy/cuUKvvzyS7z77rvisqtXr6K0tBQ9evRotHJJpVJs3LgRpqam+Pzzz6tdv7i4GE2bNoWqqmoDlI4xxhhjr4untamF58+fN2pgPjs7G7NmzRIDCSoqKvj+++9hbGwMiUSCZs2aAQByc3Ph5+eHpKSkRsu3vsrK2Nvi5s2b+OOPPxq7GOw/JCcnB5MmTcL58+dx6NChBttmdHT0Wzvv9pEjR/Dee++hSZMmuHHjRmMXh71l4uPj0bFjRzg6OmLq1KnYuHEjoqKiGrtYlXpbz1PWOEpKSuDl5YWgoCCsWrWq3qZuKi0txfHjx2FsbAwjIyMkJiYiJyenVnlkZ2dXWL7k5GSUlJQoLCMiSKXSSvO6f/8+7O3tMXz4cJw/fx6FhYVYsmQJ7O3tMWHCBMTGxtaqbHXp4MGDCAoKwqJFi6pcj4iwd+9emJqaVrtuXTp37hzy8/Mr/fzSpUvw8/PjaxFj7K2Ql5eH1atXo7S0tLGLwv4DODj/Gtq0aQN1dXWMGDEC3t7esLCwaJDtLlmyBE+fPgUAfPLJJ1ixYgX8/f3h4uKC2bNnY8OGDfjpp58AlM/d+Ntvv6GgoKBR8q2vsjL2NiAi+Pj4YNasWTVqeCIiLFiwAMePH6//wrF/pefPn8PFxQXPnz9Hjx49cOnSpQbZbkREBJYsWYJbt27Vab6JiYlKAZX6cOTIEejr66Nz5864fv16vW+P/bucPXsWmpqaAABbW1vY2Nhg5cqVSiMG/wnS0tLQr18/BAcHKwUmc3NzG6lU7GWxsbG4fPlyYxcDAJCfnw9nZ2ecOHECY8eOxZMnT3D+/Pl62VZ8fDzy8/NhbGwMfX19AMCJEyeqTXfr1i0sXLgQgwcPhqmpqdK7Q65fvw4bGxtER0crLF+7di309fXh6emJuLg4pXvNhQsXoKqqik8//RROTk6wsLDAzp07MWXKFJiYmMDLy6vCBvCHDx/Czs6uRnPmFxQUICQkBDNmzMD48eMxcuRIXL16tco0RUVFCA4ORvv27XH69GlcuHChwvWysrLg4uKCefPm4X//+x927tyJlJSUasskR0RYvHhxrY/F3NxcODs7w9PTEzKZrMJ19u3bh507d+LatWu1yruqbVbV0MJYTdy+ffsf3bDOGs+RI0cQFhZWb/c/xl7GwflaEAQBoaGhiIiIwJw5c2BjYwM1NTW8//779b7tCxcuiBWZpk2bYvbs2fi///s/hXVat26NWbNm4bPPPgNQXrGOiYlp8Hzrq6yMvS2SkpLw999/46OPPsL8+fOrHXFz9uxZxMTEwNvbGxkZGQ1UytohIsTHx1caMCUipKSkIDExsYFLVv9evHiBgQMH4s8//3zjvE6fPo3du3dX+uD6OkpLS+Hm5obU1FSsXLkSffv2xY0bN/DixYs620ZF5C/wA8q/V105fPgwxo4di7Vr19ZZnhW5d+8ekpOT0bt3b3z33Xf/uZ7zDdH48W+Wnp6O9PR0aGhoiMsmT56Mzz//HD4+PgoBo9u3b1caSGsoAQEBKC4uRlhYGCZNmoTs7GxcvnwZzs7O6NOnDw4ePFin2ysuLv5PdLp48uQJNmzYgKKiojfKh4jw22+/wd3dvc4aSzIyMhAWFoaLFy/WOoC5evVq3Lp1C0FBQRg3bhy++OKLOj9G5I4cOYLOnTuja9euaNu2LX7++WccPXq0yjQFBQVwcXHBqVOnIJFIMGLECOzatQsJCQkAyu9Pvr6+kMlkCoH0srIyxMTEoFu3bkhNTcWMGTOwYMEChbwvXryI7t27IyQkBJ6enlBTU0N0dDRsbW0xd+5cmJmZYc6cOUpljIiIwPXr13H27NlKy01EOHz4MIYOHYrIyEg8f/4cH3/8MXJzc7FhwwaFdZOSkhAUFCTey7ds2YInT54gMDAQ3333HVauXFlhD/Rly5bh1q1bCAgIQHh4OD777DMEBQVVuT9f9scff2Dr1q3YuXNnjdMA5c9/8rripk2bKlxH3mFl165dCsuJqMre9JGRkXB1dVVYVlZWBisrK6xbt65W5WTsVTt27EBAQAD3jmZKLl68CAB18gzIWHU4OF8LH374IT755JNG2bY8AAIAvXv3RufOnStcr0WLFrC1tRX/PnToUJUV8vrIt77Kylh9kclkuHz5cq0CplUN7966dSs6deqEwMBApKenY/369VXmtWHDBnzzzTdo2bIlfHx8alWOjIwM7Nu3r96HCG/YsAGTJk1CeHi4wvLHjx9j+vTp6NOnD6ysrDB27Ni3Nsj56NEj9O/fH+fOnVNYfvHiRaSnp2P16tVvFFR//vw5vL29MX/+fDg6OiI5OflNiwygPDB+/vx5LF26FF9//TUEQYBUKsVff/1VJ/lXtd0nT56gS5cudRacz8jIgL+/P1q3bo3o6GhxBNabkslkOHz4sMLoFPmUNpqamujevTtu377dYAHroqIi5OXl1Wjd7OxsDB48uE5HJ8THx8PQ0BBpaWl1lud/zblz56Cqqqrwzhz5S2GvXbsmTvcUHR2NUaNGYeLEiTh8+HCttxMVFYWpU6e+Uf0oPj4eJ06cgIeHB4KCgpCSkgJLS0s4OjoiMzMTP/74I1atWvXGAeaXzZo1C2ZmZoiMjKy36VAqQkQ4d+5cg0xDWVRUhF9//RVBQUHYtm3bG+V1//595ObmIjc3F0uWLKl1OZYvX47jx4+L96jY2FgMHz4cISEhGD9+PPr164dFixbV6DeWyWQ4fvw4LC0t8fPPP0NFRQX9+vXD8ePH6/QYAcobCeVT2shfpmxkZISEhIQqp0cJCwtDQUEBQkND4eHhgSlTpkAQBPj5+aGwsBBRUVG4c+cO7O3t8ffff+PevXsAys+FJ0+eYPr06YiMjISDgwOOHz8uHqNEhEuXLqFnz55o0qQJhgwZAn9/f3Ts2BEAoKqqijlz5kBXV1fhPWQ5OTnYs2cPAFR6733+/Dnc3d0xc+ZM/PDDD9i+fTsCAwPh6+sLBwcHnDp1Cg8fPgRQ3ug+d+5cbNiwAba2tjh9+jQ2btwIKysrdOzYES4uLrh+/TqOHDmisI3S0lKcOXMGw4YNg66uLpo1a4bx48fj2LFj1fbMB8qPpVWrVkFVVRXnz5+vVd3y4sWL6NSpE+zt7REcHKzU8z43Nxf3799Hly5dcPjwYbHRobS0FCNGjIC5uTn8/f3x559/KmyXiPD777/jzz//xKNHj8Tlly9fFqfW+y80BL7tCgsL/7HP+VevXoVUKhWvE4wB//9+oKqqitOnT/N0XKzecXD+LVBYWKgwNUafPn2qXF9HR0d8gVF+fn6llbH6yLe+ysr+eer6Aa2xFBUVwcvLC46Ojti6dWuN0mzZsgWWlpYVBtcyMzNx9OhRDBs2DF9++SUcHR2xadOmSgPWiYmJuHz5MsaNG4c5c+YgISGhxg/5RITZs2dj7ty5Sr2QKnPkyBFERkbizz//xIMHD2pU0di/fz+Cg4PRoUMHREdH4/nz5+Jny5YtQ1JSEoYNG4bAwEC0b9++0h5TjaGmFSmpVApvb288fvxYaT7Zc+fO4d1338Xff/+NkydPvnZZduzYgefPn8PPzw/Pnj2Dra0twsLCXjs/ufj4eHTq1EkMEnbu3Blt27YVe3vUhUuXLildn3fv3o3u3btj1KhRuHbtmkIg/enTp1i8eHGt5g2WSqWYM2cO3nvvPWzcuBGqqqpKjUFyRUVF2LdvX42uQ1euXMEvv/yCmTNnwt3dXQzQHzlyBL169UKLFi3w7bffoqysDHfu3Klxed+En58fzMzMsGnTpmoDl7t27UJqamqF5/j+/fuVGpNqYvPmzSguLhaDSQ1BKpUiLi4O06dPVwoo1VRubq5CcKYxxcfH44cffkDLli0Vlv/8888YNmwYgoKCMHXqVCxZsgRWVlbo27cvZs+eXavpyx48eIBVq1bh1KlTNb7Gv6qsrAxLly7FTz/9BBMTE6ipqWHLli2wtrbGkiVLEBUVBR8fH+Tk5GDz5s2vtY1X3bx5E8eOHcO3336LgIAAjBo1qkHqd0VFRZg5cyYmT56MkJCQCtfJzc3F1q1bMXHixDe6RspkMsydOxe3b9+GpqYmwsPDqwwmVycpKQkqKir49ddfcejQoRpN6yL3+++/IzIyEm5ubhg6dCimT58OT09PaGlpITY2FuHh4ejfvz92796N1atXV5vfzZs3kZ2djV69eonLTE1N8eLFC7FcRITY2NhaBbMqatyOj49HQUGBwvOCoaEhysrKKr3fpqenY8uWLRg9erQ4ArdJkyaYNWsWsrOz4evri5CQEFhbW8PR0RHvv/+++A6gffv2oWvXrvjmm28AALq6uigoKBBH/KampiI7OxuCIFT6PZo0aQIXFxdkZWWJvcu3bdsGFRUVGBsbVzidYXp6Ouzt7ZGQkIDFixdj8eLFYtkBoF+/fmjZsiW2b98OoPw3ffDgARYvXoxWrVphypQpUFFRgYODA4Dy0dy9evVCYGCgQm/fS5cu4fnz59DT0xOXmZqaomvXrli1alW1daLNmzfjyZMnmDZtGjIzM5Gamlrl+i87f/48BEHAuHHj8MMPP8DLy0thFIi80WLGjBkoLCwU7wNRUVG4e/cutLW1ER8fD1dXVxw4cEBMd+fOHbEcL58Xp0+fRuvWrVFUVFTrXv6sYZWVlWHYsGF1do+pS0VFRWLdr646zbB/h7S0NGRlZWHQoEF48OAB7t+/39hFahT379/nBtAGwsH5t8CNGzfEileLFi3w1VdfVbn+O++8g6+//lr8u7IeHPWRb32Vlf2zFBQUwMTEpE6nsmgMT548wYQJE3Dy5En8/PPPWL9+fbW9WaVSKSIjI/H48WOsWbNG6fOYmBg0b94c5ubmAIAxY8aga9euGDVqFExNTeHg4IDw8HAxILdhwwZ8+eWX0NXVhYaGBqytrbFq1Srs3r272sDj/v37kZiYiJ49e2Lx4sW4efNmletnZWVh1qxZWLFiBVxdXWFpaYl58+ZV2Rs8ISEBPj4+sLS0REhICF68eIEdO3YAKO+1FBcXB1dXV4wfPx6ampoYOXIk4uLikJ6eXmVZGsLNmzdhampao+vK5s2bkZiYiB49euDs2bMKD7Dnzp1Dv379oKamhrVr19Yo4F9YWKiwX4uKihAZGYkBAwagb9++iIqKwsiRI7F69Wpxf76uhIQESCQS8W8VFRX07NlTIfCUnZ2N/v37v9awzKdPn2Lq1KlwdXUVA/DZ2dk4c+YMLC0toa2tDSLCmTNnxDShoaHYunUrPDw8lILPRITs7GwkJCRgz549uHLlCoqLixEREYHExETMmzcPHTp0wMiRI7Fjxw6l+XsfP36McePGYe7cuZg9e3aFPbFyc3Oxb98+TJs2Dfb29igpKUFISAgMDAzg5eWFffv24c6dO2JA6KuvvoKqqmqDzDufl5eHI0eOoEuXLggMDIStrS2CgoIQERGBXbt24cmTJ+K6UqkUu3fvRrNmzXD48GGFfZmXlwc/Pz9MnTpVnMqhJu7du4ezZ8/if//7H/bv31/rnmwPHz5EYGAggoKCsG7dOmzYsAFr167F6tWrsXr16gqn5Dhw4ACsrKwwY8YM3LlzBx4eHli+fHmtelSXlZVh4sSJGDp06Gv1QH9T6enpePz4sViWhIQEcb75V02aNAlt27ZFUlISlixZgl9//RXe3t4wNDSEp6dnhdNe7Nu3D4sWLVLYJwEBAWjTpg2MjY0RFBSEZ8+e1brc8vmm3dzcxJ7JH330EVxcXGBgYIAmTZqgQ4cOsLa2xsaNG5GdnV3rbbxq/fr16NixIwIDA7Fp0yY0bdoUTk5OSvNeh4aGwtLSEtHR0TXu6V7ZMZORkQFHR0ecOnUKenp6iI6OVrgPyXsi9+3bF8uWLcP9+/fh4eEh/qa1FRISgri4OPj5+cHb21u8hsmlp6dj5syZNb4XXr58GV999ZXY49nf3x/37t3DhQsXEBMTgz///LPCkT2FhYXYuHEjLC0tERYWhm7duuHatWvw9vbGggUL0KpVK3z//fdwdXXFpEmTEBUVVW2jxKlTp/DBBx/g559/Fpd16NABP/zwgzhFzLp16+Dp6QlbW1ts37692vvi8ePH0b9/f6X9ERUVhW7duqFr167isk8//RTff/894uLiKsxrxYoVaNu2Lezs7BSWd+zYEePHj8cff/yBDz/8EE5OTmjevDkMDQ1x+PBh5OXl4cSJEzA3NxfPhW+//RatWrUSGzkvXbqEJk2aiO/Fqkznzp3Rv39/hIWFIScnB9u2bcOgQYPQq1cv3Lt3T+E6mJSUhNGjR6O0tBTh4eEwNDRUyq9FixawtLTE7t27kZ2djXXr1sHc3ByGhoYIDQ2Fq6srvL290aZNGzGNs7MzHjx4oDBtz+nTp/Hpp58qPH+pqqpi8uTJuHjxIpYsWYLCwsIKv1NmZibCw8NhY2MDc3Nzsfd8TWRlZeHevXtQV1dH06ZN4efnh4KCAoV5vJOSkvDxxx+jZ8+ekEgk2L17NzIzM7F+/XpYWVnBy8sLO3fuhK6uLiIiIsRjKi4uDi1btoREIlFo3Dx16hQMDAzQr18/bNmyhack+Qe7dOkSHj169I+cGuTmzZuQSqVQVVVtsA4a7O0gvx84OjqiWbNm/8jjt76VlZXhl19+wapVqxq7KP8JHJx/C7xckf3iiy+gqqpabZqXK7mVDVuvj3zrq6zsn+Xu3bt48eLFP+7lKERUbbCHiHD16lUsW7YMNjY2yMjIwLp167Bw4UKUlJQozfn56gPn2bNn8fjxY5iYmGDHjh0KFbmSkhLExMSgf//+Ym/Kpk2bIigoCHPnzsWgQYPwySefiHO4xsXF4ezZs7C3t0eTJuWXY2dnZ2hpacHX1xf9+/dHQEAAjh8/jrS0NIUgWl5eHlauXAljY2OsWrUKXbp0gYeHB3Jzc3Hu3DksXLhQ6eVG27ZtQ/PmzREXF4c9e/bA3d0d+/fvx4oVKyp8sM7IyIC7uzskEgk8PT3x2WefYcCAAdiyZQuKioqwbNkydO/eHf369RPTDBgwAK1bt0ZkZGSVvwNQPj9paGhoteu9rKSkBBcuXMCaNWuqbYzYvXs3njx5grlz51bZ0HHr1i0EBwdj1KhRcHBwQGZmpth75tGjR7h//z40NTUxduxY/P3339X2aDx37hzMzMxgb28v9vaKiYnBs2fPMHr0aABAs2bNMHnyZAwbNgyLFy+u9Fy6ceMG1q1bh+DgYAQGBir1OH706BFSU1MV5r0GgJ49e+L69evi9167di0eP36sEDySy8vLqzKwsmbNGvH4XL58OYDyQGLTpk3Rt29ffPTRR/juu+/ExrrHjx8jJiYGRkZGuHz5MlasWAGgvIK3efNmmJiYwNTUFBMnToSPjw/s7e2hp6eH4OBg2NnZiSMAbGxs8O6774qjC4qKinD+/HnY2dnhyZMnmDJlCk6cOKFQYbx+/TrGjRsHY2NjzJs3D0+fPsXs2bMREREBNTU1+Pj44JtvvsHcuXPx3nvvQUtLC0D5dCRffvlltcH5goICbNiwQSlISkQ1nqbm8OHDkMlkWL58OTZt2oR27drh4MGDCA0Nha+vL6ZMmSI27MTHx+PRo0dwd3fHs2fPFIK68qngfvjhB7i5udV4Oqno6GjxfRiZmZmIj4+vcL07d+7g1KlTSstXrFiB6OhoHDx4EL///juioqKwc+dO/PHHH9i8ebPSMZaUlIQ5c+agc+fOCA8PR0xMDNzc3BAdHY2JEyfWOBgcHh6O5ORkqKurY+bMmQgMDHyjIfLZ2dkVHvfPnz9Xul5IpVJMmDABVlZW2LdvH65evYrnz59XGpx/7733EBYWhh07dsDAwABA+b3A19cXEokEM2fOVHi/SHp6Ovz9/bFt2zbMmTMHUqkU8fHxOHbsGFxdXeHm5oaysrJKe4MXFRUhNjZW6f737NkzhISEwNzcHN27d69yfzg4OKBZs2YIDg6u8POMjAzExMRgzpw5sLKygqenJ44dO6a0r27duoXjx4/DwcEBTZs2Rffu3bFmzRp89tlncHd3F6ey+P333xEcHIxPPvkEy5Ytg6WlZaVB3uLiYhw+fBguLi7Q0dFRGn2QnZ2N0aNHIzc3F6GhoViwYAE+/PBD8dpARJg/fz4OHToEZ2dnHDx4EJGRkWjWrBk8PT2rDOpVVJ4LFy5gw4YNYgPHxx9/jOHDhyMqKgpPnjzB5cuXMXr0aBw+fFipEZ+IEBcXpzACDSg/T3766SeoqKhg5syZKCwsxNChQzFhwgT4+/vD1dUVffr0wYwZMxR6d27btg3Pnj2Dg4MDfvjhByxcuBAHDhzAgAEDxAC03PDhw9GjRw/4+PhU+U6SEydOQEdHB02bNlVYbmpqijNnzmDFihVYu3YtJkyYAAsLC/z2229wdXWt9J05hYWFWLx4MbKyshR67ickJCAhIQHjxo1TSmNubo6TJ09i3759CsvPnz+PY8eOwdnZGS1atFBKN2LECAwZMgQ+Pj547733AAAmJia4f/8+Vq1aBalUqlBnUVVVhUQiEa+tFy9eFKcZrM7YsWPx7NkzTJw4EQUFBRgxYgR+/PFHABBHihARFi1ahA4dOmDjxo1K7+B62dChQ5Gfnw8nJycUFxdjwoQJAMqvHaNGjVIK6nfp0gVaWlpiAz8R4eTJk+jVq5fSb6+rq4tff/0Vu3btwvDhwyt8B0ZwcDDeffddODg44P3338d3331X43q+PD/5iINPP/0Upqam2LNnj3hdSkpKwo8//ggVFRUMHDgQSUlJ8PLyQvPmzTF+/HgA5Z0LRo4ciTt37oj3pri4OOjr66NPnz5ITExEbm4u0tPTcf/+fejq6sLOzg5ZWVn19k4E9ubkDepXrlz5x428vnbtGpo3bw41NTUOzjMF8vtBu3btIAjCfzI4f/HiRTx79gxxcXGVxljOnTvH746sK8TeWGRkJJmbm5O5uTl5eHjUef6rV6/7YFxsAAAgAElEQVQW8//tt99qlGbfvn1iGicnpwbLt77K+qqsrCwxTVZWVo3SsLqzc+dOEgSBfvnll8Yuiujhw4c0evRoMjc3p8uXL4vLCwsLKSwsjKZMmUKjRo0iExMTEgSBTExMaNGiRZSRkSGuu27dOtLU1KS0tDQqLCykZcuWkYmJCd29e1dcZ8qUKTRixAgqKSmhQYMG0fjx40kmk9HTp09p0aJFJAgCpaSkVFnWxMREGjBgAAmCQAMHDqSysjKlddLS0mj58uXUu3dvEgSBBEGgXr16kb+/PyUnJ9PChQupV69e9PjxY3F9fX19kkgkJAgCGRkZkbq6Ot26dYuIiF68eEGGhoa0bNkyhe1ER0eTIAgUHh6usFwmk5GzszP169eP8vPzFcolkUjIycmJBEGgixcvKpV93bp1pK2tTU+ePCGi8uNl1KhR4t/y/EeMGEGCINCNGzcq3E9SqZTmz59PgwcPJltbWxozZgzp6OiI+2PKlCmV7uOSkhIyMjIiNzc30tbWpiVLllS4Xn5+PllZWZGNjQ0VFxdTUVERaWtr06ZNm4iIKCYmhtTV1SkvL4+IiMaNG0cjRowgmUymlJdMJqOIiAhSV1eniRMn0sCBA0lHR4e2bdtGpqam5O3trZSmtLSUJk2aRIaGhgrHTUlJCQUFBZG6ujoZGRlR//79ycTEhLS1tenZs2fiejt37iR1dXWFZUREt2/fJkEQKD4+nu7evUsSiYTGjh1LgiBQcnKyuF5ycjJpamrSkCFDKDo6WuG3luejrq5Omzdvpr1795IgCPTnn3/SwIEDadasWeJ6a9euJT09PSopKSF/f38yMjKigoIC2rp1KwmCQMHBwWRjY0Nqamrk5+dHcXFxlJKSQoWFhXT9+nXatm0bhYSEUElJicL2w8LCSF1dnXR1dcXffezYseKxFBUVRYIg0ObNm2np0qWkrq5ONjY2tHv3bsrOzq7wN8/NzaVhw4aRr6+vwnJfX18aPnx4hWnk5s2bR4Ig0MiRI8VjQiqV0rx580hDQ4MOHz5cZXoiIjs7u0qP3cuXL5MgCLRr1y4iInJzcyMbGxuSyWRkbW2tUMewtbWlqVOn0osXL2j06NHUp08funfvnkJ+RUVF5OnpKeaXl5dHOjo6FBISQjKZjKysrJTqLVeuXKEpU6aI+/vl4zI5OZnU1NRo586dFZZ/6dKlZGRkRIWFheKyGTNm0KBBg0gqlSqsm5iYSCYmJtS3b19KTEyscp/Jj9PAwECSyWS0adMmUldXp5kzZ1aaRiqVUn5+Pr148UJh+YsXL+i3334jQRBo9uzZVFpaqlCm3r17k5ubm0Ka48ePkyAI5OLiQoIgkJmZGRkYGFR47a5Obm4u9evXj8aPH09SqZRkMhk5OTmRubk57d27lyQSCc2ZM4esrKzI0dFRvNZs3ryZ1NXV6ebNmwr5lZaWir9XSEiIwme+vr6kp6dX43pSdHQ0qampKW0jKytLvL+MHDmSfH19ycbGRrwvhYWFib+vm5sbWVpaKuxXIqK7d++Srq4uzZw5k44dO0bq6ur022+/kUwmo/v379OcOXNIEATy8PBQOH5iY2PJyMiIBEEge3t7GjlyJA0cOFDhWuHj40NGRkYK33Pfvn0kCAIlJibSqlWrSBAEOnTokEKZrly5QhoaGrR48eIK98epU6fIwMBAoZ5AROTt7U2DBw9WuA88e/aM9PX1ycHBgTQ1NWns2LG0bt06UldXp7S0NHE9+XU0MDBQXJadna1Uvhs3btCxY8coJSWFSkpK6Pbt2xQaGkqDBg0iQ0NDSkpKooKCAjIyMiI/P78Ky1+R1NRU0tHRoYULF1b4+aNHjyrcV0RET548EesY69atU9hPJiYmpKWlRcuXL6ecnByFdKtXryYtLS0KCgoiQRDoypUrJJPJyM7OjkaPHl3p/dTX15ckEgkdP36ciMqPBT09PXJwcKgwTWVKS0vFupSrq6vS5/L7qPzcDAgIqHHe/v7+JAiCeD+UyWRkYmIi/r7Xrl0jQRDo1KlTNcpPfi4HBwfXaP1jx46J9ai7d+9Wu6379+/T2LFjSU1NjZKSksTlDx48IIlEQpGRkeKy4OBgMjIyUrp2V8THx4esrKwUlt24cYMEQaATJ05QcXExaWlpifkXFxeL5/Xu3bsV0slkMrK1taWJEyfSnTt3SBAEOnnyJGVlZZEgCLR3716KiooiTU1NKigoICKiqVOn0pAhQ/iZ8B+otLSUjIyMyNXVlQRBoPPnzzd2kRR4enqSvb09rVixgvr379/YxSGi8vpLYGAg3b9/v7GL8p8lk8nIzMxMvB9ERUWRhoaGeM2pSykpKWRjY0O3b9+u87zf1MKFC8VnsLNnzyp9XlRU9EZ14rdZfcQjOThfB+o7OL9w4UIx/zVr1tQozZ9//immGTVqVIPlW19lfdXLJ8OtW7coKyurTv/928hkMoWHwze1ZMkSEgSBtLW1lR7AG8PJkyfJ0NCQzM3NacyYMSSRSGj9+vV04MABMjMzIw0NDXJ2dqb58+dTcHAwnTt3rsJyFxYWkqmpKY0bN44GDx5MWlpaZGpqSnZ2dlRaWkqPHj0idXV12rFjBxGVH7uCIJCzszNpaWmRtrZ2jY/7/Px8Wrp0aYU3upfJZDLKzMyks2fPUlBQkNi4IA9Ivuz8+fMUEhJCN27coJKSEho6dKj4ELt161aSSCT08OFDpW2EhISIAXr5Q5g8gHDy5Eml9WfNmkWCICgFsORycnJIR0eHAgICxGCmRCJRCEYkJiaSIAikq6tL7u7uFeYjD7z6+fnRggULyNvbm8LDw+nWrVsUGRlJGhoaSkFpOXkw7fbt2xQREUGCINCFCxcU1rly5QpZWFiQnp6eQoXIxcVFbCh0d3cne3t78bMLFy6QIAg0Z84cyszMFJffvXuXPD09SRAEWrlyJZWVldHz58/J19eXBEEgdXV1pcCpXF5eHg0ePJjU1NTI2tqaFixYQLa2tiSRSGjdunXisZqVlUUSiYSioqLEtB4eHmRnZ6eUp1QqJSMjIwoODqapU6fSgAEDqKCggExMTMSgjDwoaGFhQR4eHiSRSKhXr160bds2kslk4ueDBg2ikpIS8W99fX2l/Sl/CN+9ezdpaGiIjT0ymYzmzp0rBrSvXbtW4T6oTGFhIW3YsIEiIiJo//79FZ678kYxeaNKTa5JUqlUab3ff/+dJBIJFRYWUl5eHs2dO5d27NghBoHk5/vy5cvJ0NCQ7OzsKD8/n/z9/UlNTU0MeGzbtq3S7SYnJ5MgCBQXF1fpOl5eXmRsbEwpKSkkkUjE/MLDw0lbW5vy8/Pp5s2bJAiCGLTKycmhIUOG0NChQxWC0QsXLiQ1NTUxmBYREUEaGhrifS4iIoI0NTUpNzeXSktLycfHhwRBoCFDhtDu3bvJ1NSU5s2bJ+Y3a9YsMjMzU2pEkUtNTSU1NTUx2PLo0SOSSCS0devWCtfPysoiR0dH8biuKOBWVlZGo0ePpiFDhlBRUZG4/MCBA2Lg52Xr1q0jAwMD8XtraWmRl5cXnT9/nhITE2ngwIGkra1NCxcuJA0NDZo0aRIVFBTQ3r17SVNTk/r37y9eO+ScnZ3F+snhw4fJwMBAoXGqts6fP09qamq0ceNGMYh8+vRpIiI6ePAgqampKQXiS0tLycrKiiwtLSk2NpakUilJpVLy9vYmiURCbm5uJJFI6MqVK0T0/xt6qjoeXyXfxujRoxUesmbPnk29e/dWaGAlKn+glNcHXF1d6fz58xUG2+QOHTokXg/d3d2VHuSOHDlCOjo6NGrUKHrw4IHYiOLh4SE2EskbDOXXwRs3bpCamhpFR0cr5CWVSmnkyJFkbGxc4f1STt6AePDgQYXlxcXFZGlpqRSILi4uJj09PaWGECKi0NBQEgSBvL29qaSkhAoLC8nY2FhsCHz8+DHp6+uTrq4umZiYiNego0ePkiAI9OjRowrL+LL8/HxydHQkHR0dcnNzI01NzRqle5m8Ud7V1VUpGLB9+3aSSCRi4+OrVq9eLTZev6ygoEBspNXT06OIiAgqLS2ltLQ00tTUpODgYCorKyNra2tycHAQg8oJCQmVlrOsrIymT59OWlpa5OHhQYIg0IwZM5QakWtiwYIFJAgCxcbGKn0mb5AICwurVSCdiCgzM5OcnJwUGjHd3Nxo7NixRFTeQGZmZlbjoMW1a9doypQpNQ4AlZaWkpmZGc2fP1+8R7zcuFURqVRK1tbWNH78eHGZv78/9e7dW+H+IT+fX22sq4iFhQUtWrRIabmtrS1NmTKF/vrrLxIEga5evSp+Fh4eTlOmTKkw+H/w4EESBIGmT59Oenp6VFxcTEREY8aMITc3N5o0aRJNnDhRXF/e0CZvPJ07d67C/eKfpKioSPw+/wWnT58WG5CMjIwqvHY2JgsLC1q6dCnt37+fBEFQuL4kJycrdNBqKCdPnlRqxGUNKy0tTeF+kJqaSoIg0LFjx2qUPisri0JDQ+n48ePV3rPc3d3FeMI/iVQqJVNTU1qyZAlZWFjQ/PnzldaRP6tX1dnu34qD8/9Q9R2cnzt3rph/WFhYjdKcP39eTPNqT4b6zLe+yvqql0+G+vj3tsrJyVF6wCQiOnv2rNhbqS44OTlR37596/VCXFpaSqdOnaKVK1fSsWPHKn3YkAc2pkyZIgaYVq9eLQZm3NzcKDU1tcbb3bNnDwmCQKNGjaK7d+/SX3/9Rerq6hQWFkYhISHUq1cvhYcmd3d3MjExodDQUKXeYvWhuLiYDhw4QAEBAdUGIc+dOyf2MrK0tKz0+iSTyWjlypUkCAI5ODjQpUuXyNDQsNLg071798jR0bHKBp+XG3D27NlDy5cvJ319fbGC4u7uToMGDaLff/+d1NTUlCq/ycnJpK2tXekInMzMTFJTUxN7BL9qxowZZGNjQ0TlD/iOjo5iD4gNGzZQQEAASSQSGj16tNL3kPfIys/PJwMDA6UHiZiYGOrdu7fYACEfRWBsbFzh+Xf69OlKg1VyOTk5tGfPHpo/fz4NGTKERo4cSdevX1dab/r06TRs2DCSyWQklUqpd+/etHr16grzdHNzE89TebmCgoJIT0+PCgoKxICQvOL5+PFjsRfgnDlzKDY2Vin4mZqaStra2jRw4ECFQKpMJqO+ffuStrY29enTR+EBv6SkhM6ePVtvPSrKyspo+/btb9wAKW9g2LlzpzjqQd4jMjMzk8zMzGjSpEkkk8noxo0bZGBgIAb+du7cSVKpVDzuV65cSbdv31Y6R1esWEFGRkaVBreJiDIyMkhHR4fMzMxIR0dHPGcePXpEampqtHfvXlq0aJFCcI+ovIFIR0dHrDzLf79t27bRunXrSBAE0tTUpNmzZ4tpsrOzSSKR0ObNm8nd3Z0kEon4XYiINm7cSBoaGpSZmUlpaWmkrq6uFAR9lYuLizi6ZMWKFaSvr0/Pnz+vdP3S0lJaunQpCYJAkyZNEkf7EBHdunWLvLy8SE1NTWFEFFH5MTdx4kSysLAQ7w9nzpwhQRDI19eXYmJiKDY2ljZu3EiDBg0SHx7GjBkjNpQlJCSQnp4emZmZkSAI5OPjQy9evKD+/fuL1z/5A9rL53B+fn61AbDqBAQEkIaGBhkaGiqNADh69Cj9/vvvSmlSUlJo0qRJJAgC2djYiA2lBw8epNLSUrKzs6NBgwZRfn4+WVtb06hRo2p93skbTuUNKvK/KxstQVTec9rQ0JAEQSALC4sq702rV68mNze3SgNnN27cIDMzM1JXVydNTU3avn27UqPNvHnzyMjIiPLz82ns2LE0dOjQCrd58eJFEgRBacTYy2QyGc2aNYu0tbUVAodhYWEkkUho3LhxZGFhIZ4T8qByRQGb0tJSSkxMVChvWFgYaWpqUkZGBrm4uJCJiQldunRJIVC8bNmyWvXYLCwsFHtY13SU6qvf+fDhw2RpaUlqamo0d+5cMRjv7OysELStradPn9LChQtJXV2dhg0bRg4ODtS/f3/xfJHXRw0MDGo0Wra4uJicnJxIS0urwmOhpm7fvl3lcTd06FAyMDAgdXX11wr+vywiIoK0tbUpNzeXdHV1a9xp43WtW7eOdHR0yMbGhqZOnVqjNC83jmRlZZGWlhaFhoYqrCMfSRgREVFlXg8ePCBBEOjo0aNKn23fvp3U1dVp6dKlterQI290eHlUAlH5+aSjo0Oampq0ZcsWhTSZmZl05MgR8dpa09EH9eXGjRs0a9YspWuwk5NTjX+nygQEBFB8fPwb5dFQ5syZI440cnNzI0dHx8Yukujp06fiSKFbt26RIAgKdQ0bGxsaM2ZMpellMhmdPXv2ta9LlZGPdH25cxCrPZlMRlevXn2t549du3Yp3Q8GDRqkNOq2Ijk5OWRlZSWONJNIJBWOnib6/88ebm5uSg3Wt2/fbtTz/MqVKyQI5aPkV61aRUZGRgrX8MLCQjIxMSFPT0+FkVH/FRyc/4eq7+D8zJkzxfyrqyDJXb58WUxjYWHRYPnWV1lfxcH5igUGBpIgCEpBKnnArbIbA1H5Po2KiqpRxblv3760bNkykkgkYi/yuiIP1MiHu8qHIuvq6pKXl5fCTfLFixdkYmJCHh4eShWjpKSkaqdKqIhMJqPExESF/bBixQrS1NSkPn36KN2U5dMS/FO5u7uTlpZWjRpnLl68KPYUNDY2fqPGhszMTPLw8BB7XGVmZpKmpiaFhYUp9KYtLi6mfv36KQQMS0pKaMSIETRkyJAqA2Bjx46lSZMmKS3Pz88nLS0thd596enpNGHCBBo0aBAZGRmRjo4OBQYGVni8379/nwRBEIfgvxoUJCrv7R4QEECamppkb29PBw8ebJCeUPLARlJSklihq2yIsLw3w6hRo8TAknz0R0REBA0YMIBcXFyU0h04cIC0tbVJEARycnJSOr7Pnj1b4bk1f/58EgShxtf+f5qSkhLS1NQkQRDI2tqa0tLS6NChQ6Srq0va2tqkp6en0EP16tWr1L9/f9q+fbu4TCaTiVPxCIJAGhoaNH78eDFQ37dv3wp7F75KHkx/udc6Ufm0So6OjmRoaEgrVqxQSiefciwsLIz09PQUro07d+4kQ0NDpV6Q06ZNIzU1NdLU1FTqEZSfn096enoUEBBAPj4+ZGJiUm1QWj7C4Ny5c2RoaEjLly+v9vsSlY92GTRoEKmpqZGnpyeNHj2aBEEgU1NThX38spSUFNLQ0KA1a9bQkydPyMTEhJydnZV6YspkMrp06RIdPHhQ6SHt5s2bZG1tTREREeK+ioqKIolEQunp6RQQEECGhoZvHIx/VXFxMdnY2JChoWGlUzBV5tKlSzRu3DgSBEFhJM29e/fExjN1dfXXbjyXT4fz6NEjsrGxUbiGVObhw4c0ZcoUcTTHm8jKyiJ/f/8KGyiJyhsStbW1yd7engShfKqtymRkZFR7jy4qKiJ7e3vq27cvZWRkUFZWFvXq1YuWLFkiNk7IH5g9PT2rnf7qZfJGXmtra4XGzl9++UUMTtvZ2ZGXl1eN8yQqryvt2rWr0h7uNVFSUkJbt24lPT09GjBgACUkJJCWllalowxq48aNG2RnZ1dhb3V5A1NNO4yUlpbW+6hWecPqyJEj3zgveS/x+fPnk7q6eq1HNtSWfFSdIAgUExNTozTyaYXGjBlDAQEBpKenV+Gx5OTkpDQVUG5uLk2dOpVsbGzo6NGjtGvXLlJTU6Pc3Fyl9Pn5+aSjoyNOrVcbmzZtUuqpmpKSIja0VtXxJjg4mDQ0NOjOnTu12mZGRkad1eUWLlyoMCqKiMRpeipr4KuJzMxMEgSBPD0966Sc9amoqEhhpJG880t199PS0tIaTaf0pk6dOiU+NxcXFys818obnSqaOlJO3iGgLu57cvKAqJOTE0kkEqWp+f6LcnNzadCgQVV2EqiI/DnI3t6+1h14Zs+erXQ/WLp0KZmamlZ5bBYUFJCdnR317t2bUlJSKC0tTYzPVHTOOzs70+DBg6m0tJTGjBlDI0eOJKlUSpcuXSI9PT3S1NSsdrpcovLRRhMnTqzTjoIrV66kPn36UFlZmThi9+X61qZNm0gikVBaWhqNGzeOpk2bVmfbfhvUR3C+afWz0rPG1qxZM/H/1b3sUu7ll1s1b968wfKtr7JWZenSpWjbtm2t0/0byV9Uefz4cYwcORJA+QuiTp8+jQ8++ACxsbGYNm0aWrVqpZDu0aNHcHJyQnp6Opo0aYJhw4ZVuo28vDxkZ2fj22+/xZdffomrV69iyJAhdfYd1q5di61bt2LEiBHo168fvvrqK9y/fx/Hjx/Hhg0b8O6778LLywsAEBkZiby8PDg7Oyu9/Er+Uq7aUlFRwc8//6ywbPz48Th16hRSUlKUvqv8RZn/VFOnTsXp06fx888/4/vvv69y3Z49eyI6OhoRERHo0aMH2rRp89rb/fjjj+Hv76/wt7m5ObZs2YInT56gRYsW6N+/P5o1awY7OzssX74c48aNQ05ODiIjI3Hnzh2Eh4dX+MI3ORMTEyxevBg5OTn48MMPxeVxcXEoLS1F3759xWXt27ev9EWHr+rYsSPat2+PzZs3iy9Fe9UHH3wAV1dXODs7N+gxIJFI8PnnnyMmJgZdunRBixYtKj3WNTU10bx5c0ydOlUs42effQZ9fX2sWrUKKioqCi9TlevXrx++/PJLBAUFwcXFRencquwlmAMGDMCDBw8wdOjQN/yWjeOdd95Bnz59AACenp5477330KFDB3z11VdYsGABhg4dis8++0xc/7vvvlN6WaGKigrGjBmDIUOG4M6dO/j777+xY8cO2NraQl9fH9nZ2TA3N6+2LCNHjkRmZqZ4HZfr168ffH19AQAWFhZK6SwtLREfH4/AwEB06NABXl5e4u83cOBAWFhYKB2v1tbWSEpKgq+vr9Jv27JlSwwdOhTbt29HcXExJk+eXOU5CZQfH506dYKXlxcKCgqqvJ+8TF9fHzo6Oti1axciIiLQqVMnLFmyBLq6ukovppTr3LkzRo4ciY0bN+L8+fMgInh7eyt9RxUVFfTo0aPCPL7++mtER0crLBs4cCBCQ0Oxfv16nDx5Eubm5tV+79pq1qwZQkJCkJeXh48++qhWaXv06IE1a9YgOzsb7dq1E5d/8cUXmDp1KhYuXIjhw4fjm2++ea2yOTs748SJE+ILssPDw6u9zv3vf/8TXxj9ptq1awcPD49KP//kk09ga2uLDRs2QFtbG9ra2pWu++mnn1a7vebNm2Px4sUYPXo0pk2bhk6dOuGdd97B2LFj8cEHH+CLL77A7t278f333+PkyZNwcHCo8Xdp2bIlrK2tsX79epiZmUFPTw8AMGTIEMyZMwd///03bt68iQEDBtQ4T6D8JaGWlpa1SvOqd955B8OGDYOOjg68vLzg5OQEAGIZ38Q333yDsLAw3Lt3D126dFH4zNvbG1euXKm2TiLXtGlTheO8PmhpaSEqKgo9e/Z847y+/vprNGvWDLt27UKvXr0U7hv1oV27djAwMEBcXBx0dXVrlEZFRQVOTk6YPHkyrl+/Djs7O3zwwQdK66mrq4u/Y/v27ZGcnIwZM2agoKAAXbt2xfTp09GsWTN8/fXXaN26tVL6li1bwtjYGHv37sVPP/1Uq+9lZWWFd955R+E7de7cGZ07d4ZMJkPHjh0rTWtvb4/Y2Fj4+flh/fr1NaqnZWdnY9iwYdDT08P8+fOrXX/BggVo0aIFpkyZUmH+8hfa7tq1Czo6OgCAmJgYtG3bFioqKoiKisLMmTOr3c6r5C+lvHz5MohIqY72Op4/f47333//jfN51dmzZ/H8+XOYmJgAANTU1FBaWoorV65AXV290nTTp09HcnIyXFxc0Lt371p/R6lUir1796JPnz5Vvtz52rVraNOmDdq3bw8VFRV06tRJfCnsyZMnoaqqCqlUioSEBLF++LIzZ84AAPbs2QN9ff1albEymzZtQseOHTFt2jQMHz4cf/31FzQ0NOok77fV0aNHkZqaCj8/P7z//vswNjYGAJSUlODFixcVPq9evXoVAQEBMDY2xvXr1zFixAhMnz69RvdaIsKlS5fQu3dvheW9e/fGli1bcO7cuQrrHenp6Zg/fz7u3buHkJAQdO7cGQDg6OiIbdu2ITY2VuEF6JcvX8aZM2fg7++Ppk2bwtnZGePGjcPSpUuxa9cu/PDDD3j8+DH8/PywZs2aSq9j2dnZWLhwIQoKCjB58mQEBwdXeD2vDSLCsWPHoKenB1VVVXTr1g2dOnVCbGwstLW1kZubi40bN8LCwgIdOnRAz549sW3bNshksn98bOSfjPfcW+DlB8KSkpIapXl5vcoeKOsj3/oqa1Xatm2Ldu3a1em/t1Fqairu3r2L1q1b4+jRo+Ly5ORkZGRk4Ndff0VZWRkOHDiglM7R0RFEBD09PaxZswb5+fmVbufu3bsAgK5du+L777/HtWvXKlwvOTkZjx49qrLMeXl5kEql4t8JCQkICwvDhAkT4Orqim7dukFFRQWdO3fGmDFj4OLigp07dyI+Ph5Pnz7Fpk2bYGVlhc8//7za/fMmmjdvjkWLFmHatGmvHexoLJ999hnWrFkjBvSq06JFC4wdOxZqamp1XpbRo0cjNzcXUVFRsLS0FB8EBg4ciFatWsHa2hr29vZITEyEp6cnunfvXmV+8kpTXFycwvIDBw5AXV0dn3zyyWuVU0VFBdra2iguLoZEIqk0MAg0fONMkyZNMHDgQMTGxiIuLg49e/ZUaBR9WefOnXH8+HGloKSVlRWkUilsbGzwxRdfVJj2q6++wvLly/F///d/NS7bTz/9hODg4DoPYjak+fPnY/78+XjvvffEZV26dMH69ethampa43w++OAD9OjRA9bW1oiMjMQvv/yCkydPomvXrjW6hrRo0QIzZ85Ep06dFJb37t0bzZo1w08//SRW+rXLaJIAACAASURBVF+moqICLy8v9O/fH4sWLVJ6KK3oeJVIJIiNja200cXGxgalpaVo2bJljRpimzRpAisrK+Tm5kJfX79W1+emTZti6NCh2L17N1atWgUDA4Mqzz8AcHBwQJs2bZCYmIg5c+bUOtBdkRYtWmD48OHYu3cvnj17VqcN0C9r1aoVOnTo8NrpK6qvDBkyBAEBAZg8efIblWvatGl4/PgxLC0tK2ygbGx2dnawtLTE9OnT6yS/jz76CMuXL0daWhpiY2MxceJEtGrVCioqKrCwsMDRo0exf/9+FBUViYGBmrK1tYWDgwPc3NzEZb1790br1q3h5+cHqVSq1CmgIbVv3x7r16+Hvb09+vbtW2XQszaaNGmiFJgHyhvrjYyM6mQbdaVnz57o3r27UjDmdTRr1gzffvstAGDQoEFvnF9NTJo0CTNmzMDHH39c4zQaGhro2bMnmjZtChsbmwrX0dHRwYsXLzB06FDo6Ohg9OjRaNWqFSIiIrB27VqEhISgZ8+eGDhwYKXbGTx4MABAEIRafSf5dfjVe4C7uzvc3d2rTNu8eXPMmjULf/31F0JDQxU6ggHlwVuZTKawbPXq1Xjx4gUOHTokBmgrc//+fcTExGDLli2YN2+eUoe0hw8fIjU1Ferq6jh58iSys7NRWFiI/fv3w9LSElZWVti/fz9yc3Or2w1KTp06hebNmyMzM7Pa56yaiIqKgoGBAZycnLBv3z4UFha+cZ5yhw8fxldffSXWJbt06YI2bdrg4sWLlabJyMjA6dOn0aJFC3h4eMDR0RG//fYbvL29MWvWLGRnZ1e73fXr18PX1xfr16+vcr1r167hu+++E4P/X375JZKTkwGUd3STSCTo3Lmz2NDyqjNnzqB169Y4ffp0jcpVEZlMhtTUVBQVFSEtLQ3Hjh2Dra0tunbtijZt2uDSpUuvle+/yR9//AGJRAJTU1PMnj0b+/btQ2BgIMzMzDB06FAUFxcrrP/s2TN4eHige/fu8PHxwZYtW2BkZIR58+YhKSmp2u2lpKQgIyND6Zr1448/olu3bti+fbvC8vT0dHh7e2PIkCFISUnB8uXLFZ5hmzdvDn19fcTGxoKIAJQHvwMDA9GtWzfxvtOzZ0/06tULW7duhZqaGgICAjBz5kwkJiZiz549lZZ3xYoVUFVVRUhICB4+fAhXV1e8ePFCaT35tmsiJSUFqampMDQ0BFD+fGFsbIyjR4/C2dkZpqamKC4uFjsrCIKAZ8+eiecPez0cnH8LvNzyVdObeE5Ojvj/ylqM6yPf+iorq96JEyfQvHlzTJgwAVeuXBErCfIKjrGxMQwMDBATEyNenJOTkzF27Fi8++67WLduHWbOnImSkhKEhoZWup07d+5AVVUVnTp1wnfffYeUlBQUFBQorFNUVISJEyeKPdxf9uzZM/w/9u48Lqp6/+P4exgGQZDFcCn3NFfEcgtLb4prXjW01Mxs8ZrZvSYqpkmSZqlZmEtmtKi3RcuuVmpGppbmkmu5plbummUuoLIIM8zvD34zMSECCgwHXs/Ho0czcM53PpJnYt7ncz5nyZIleuKJJxQeHq4HH3xQK1eu1NmzZxUTE6MWLVro0Ucfvepr9+rVSy1atNCLL77o7PwdOHDg9f7I8qVWrVp66KGHiuS1ClpISEihd27lRdWqVdWhQweZTCaXblpvb2+NGTNG3bt3V1xcnL788strftBzCAoKUosWLbRq1Srn137//Xft2LFDXbt2vaFaHR0RxbFbpUePHrJardq3b59atmx5zW0tFku2r7Vo0UKzZ8/WkCFDCqtEZOHl5aUnn3xSixcv1vTp02+oy61cuXKKjo7W8OHDc9zGz89PL7zwgurWrZvnda9VU3BwsEaMGKHRo0e7nLS4lu7duys0NFSPP/54nmu4Xj4+Ps4P7nntGs2LPn36yNfXVy1btszxJFZxZDKZ1Lp16xs+Sda5c2fFxsZqxIgRBVRZwfLz81NMTEyBBclS5knJV155Rb169XL5f9A///lP2Ww2zZw5U40aNcr3CZVy5crpqaeecrlqsUyZMurWrZv27dsnPz+/q4bYRcnT01P/+c9/NGnSJLfW4S7e3t764IMPrvuqy79r2bKlqlSpcs2rOgpS9erV1bt373ztYzKZNHnyZL311ls5XoFct25dffXVV4qLi1N0dLRGjhypd99913nStXnz5po9e/Y1r5hr3LixFi1aVGC/T7Vs2TLHk8lZ3XHHHRowYIDeeustdevWTW+++abi4+MVExOjTp06qXv37s4gad++fVq+fLmioqJ0yy23KC4u7pprL1myRAEBAZowYYK++uorxcTEuAT0W7ZskYeHh8aNGyez2awvvvhCX3/9tZKSktSzZ0/nz2vJkiX5+rNfuXJFW7ZsUd++fSVJP/74Y772/7ujR49q9uzZatOmjTIyMjRhwgTdf//9+u67725oXUm6dOmS1q1b53IVq4eHh5o2bart27fnuN+KFStUpkwZzZ8/X7Nnz5bJZNKuXbt06tQprV27VosWLbrm627fvl1z585V9erVtXjxYp0/f97l+3/++afsmaOdneG8Q+3atXXo0CElJibqxx9/1D333KOwsDBt3rw5W7D522+/6dixY3r66adlNptdmt/27NnjvJo9N+PHj1evXr3UunVr9evXT4GBgerWrZtMJpOaNm1a6sP5s2fPaseOHercubPGjx+vVq1aacKECVq8eLHatGmjhIQEff/99y77vPTSS0pJSdGUKVNksVjk6+urmJgYNWjQQLGxsS6NgX+3c+dOPfXUU7r55puzhfOOz68bNmzQqVOnJEnnzp3Tv/71L23dulXDhw/XsmXLrnoFVqdOnXTkyBHne87KlSu1c+dODRs2zKVxZsyYMRo6dKhiY2Pl7e2tFi1aqHv37po5c6ZOnjyZbd3t27crPj5ew4YNU/PmzfX666/r0KFDGjVqlMt7Ulpamp544gmNHDnyqsG9Y5tt27Zp9+7dWrp0qcqWLetyhcu9994rKXPqxfDhw7VkyRJnvhASEiKLxXLNE2/IHeG8AWT9EHDmzJk87fPnn39edf/CXrewaoWrnTt3av369S5fW7t2rcLCwtSxY0d5eHho7dq1kjLD+ZYtW6pMmTK6//77dfjwYe3atUsHDhzQ4MGDVb58eb399tuqWLGigoOD9eijj+rjjz/WyZMnlZqaqi+++ELbtm1zvs7hw4dVrVo1eXl5KSQkRHa7Xfv373ep5fPPP9e5c+e0e/duHThwwPn133//XREREZo6daqzI+Lmm2/Wc889p/vuu08ZGRmaOHFijt3IHh4eiomJ0cWLF7V8+XI99thjNzR6BUVv5MiRmjZtWrZjvUOHDnr22WfVvHlzmc3mPK/XsWNH/fDDD/r999915MgRvffeeypTpozatm17Q3W2bNlSDz/8cL47JItCcHCwc+zA9XzYNZlMzpE3KDpVq1YtkKt8unXrpsaNGxdARXnXp08flw/YufHz89O8efOc3aOFLSQkJN9jQXJTrlw5zZo167rGDpQEJpNJbdu2LZRRB8VZWFiYoqOjXf4/FBwcrNatWyslJaVA/5/g6KoODQ3lMvASZuDAgVq4cGGuV/64W3BwcK7jhYKDg9W8eXNFRESob9++1/W7Q+3atQtk/Ep+RUZG6n//+5/at2+vjz/+WDExMTp06JB69eolf39/DR48WPv27VNsbKxuu+029e7dW4MHD9batWv1008/XXXN1NRULV++XPfdd5+6deuml19+Wd9++60++OAD5zZbtmxRSEiIqlSpovbt22vp0qVasmSJ7rrrLt1yyy0KDAxU165d9b///S9bV/+17NixQ6mpqerWrZtuvfVW7dy5M8/7Jicn65lnntHnn38uKfPqgRdeeEGVKlVynqT57LPPVKdOHY0cOVJjx451+YyeXytWrJDVas02yq9Zs2bau3evUlNTs+1jt9u1YsUKhYeHy9fXV2FhYXr33Xe1cOFCvfvuu+rRo4eWLVuW4+jcCxcuaNy4cbrjjjs0d+5ceXh4aMGCBc7vf/DBB7r33nv14IMPas6cOUpMTHT5+1+nTh0lJibq888/l81mc4bzp0+f1rFjx1xe6/vvv5fZbFb79u0VHh6uZcuWyW636+jRoxo6dKjGjRunpKSka/6M1q5dq/j4eA0dOlQTJkzQgAED9MILLzhPrjdt2jTHn1VpsXr1apnNZoWHh8vT01Mvv/yyXnvtNcXHx2v8+PGqU6eOvv76a+f2Bw4c0LfffqtnnnnGpTHNbDZr1KhR2r9/v5YvX57tdaxWqxYtWqQhQ4aoRo0aeu+99676+0+XLl3k5+enxYsXy2azKSYmRlLm361+/frl2Bhx5513yt/fX19//bUuX76sGTNmKDw8PNuJxsqVK+uxxx5zaa6KjIyUl5eXIiIi1LNnT73wwguaO3eulixZoilTpqhJkybO34EbNWqkadOmaceOHS7jXGfOnKl9+/Zp+/bteuqpp7I10drtdkVHR+upp57SwIEDtWDBArVp08bl/b5mzZpat26d4uLi9OCDD7pcoe7t7a2QkBDC+RtUvH9jgCTXwPrYsWOy2Wy5hldZLynJqauoMNYtrFqR6fTp05o1a5ZWrVols9msuXPnKiQkxBmEx8TEKDAwUE2bNtXatWvVsWNH7d69W2PHjpWU2eFSrVo151nVGjVqaNasWS5zIh9++GF99tlnGjFihM6ePatLly6pQoUKWr58uTw9PXX48GFnh1fNmjXl6+urvXv3Os+sXrlyRe+9957uvfde/fDDD1q0aJHGjx8vSZozZ448PT21YsUK56W3DzzwgPbs2aOPPvpIvXr1ynWs0C233KIxY8ZoyZIlOV6Gi+Ira7BcENq1a6cpU6aoe/fuzq6Wfv363fBVOGXKlLlmd7K7/etf/5Kfn5/q1Knj7lKAEiu/M5JRcvXp00fbtm0r0HC+Zs2a6t+/P3/PSiBPT89iH8yXFrVq1dLo0aM1dOhQpaSkOEefDRgwQJGRkRo4cKBsNpvi4uJkNpvVpUsX/fe//9Xs2bM1YsQIJSUlyWKxODusHeGaY1xPu3bt1L17dy1atEgPP/ywPDw8tHXrVmd3e0REhOLj4yVJr732mrOufv366bPPPtPKlSvzdC8aKXOkzS233KJatWrp9ttvv2rnfGpqqnNE6ejRo+Xl5SW73a4pU6bou+++07fffqu9e/eqcuXK2rt3r9555x1noFitWjXNnDlTK1euVGxsrCIiItS7d289+uijLvd2kqTLly/r119/VZMmTbKdeLHb7fr00091zz33ZPtc16xZM1mtVu3atStbg8mePXt0/PjxHO850qtXL33yySdat27dVUdQTZ06VVarVS+99JKCgoLUp08fLVq0SAMGDNDu3bs1a9Ysde/eXSkpKfrwww9lNptdmggcv1MvWLBAjRo1UoUKFeTn5ydPT09t3rzZZZzg999/r8aNG6tcuXLq0aOHvvrqK33//feKjY1V+fLldfLkSa1atSrHK4ETEhI0ZcoUtWnTRo8++uhVT141a9ZM6enp2rt3b6GMGzWClStX6q677nJOZyhTpozL58hOnTpp3rx5SklJkY+Pj95//31VqVLlqvcIaNKkibp27arZs2crPDxc/v7+zkbEDz74QKdOnVLv3r0VFRWV4/u3t7e38ySRxWLRtm3b9MYbb+SaX1gsFrVt21arVq1SWlqaLl26pJEjR+bpZxAYGKhFixZp69at2rlzp3bt2qUNGzYoMTFRvr6+mjp1qssJ/ubNm2vo0KGaOXOmQkNDnSceRo8erdDQUA0bNkwDBw7U7NmznU1Dq1ev1tq1a/X888+rYcOGSkpKUu3atfNUn0PTpk21ZMkS5s7fAH5qBtCgQQPn2bPU1FT98ssv19w+PT1dBw8edD7P6RLNwli3sGpFZjf6Aw88oB9//FHjx49X/fr19fzzzys1NVXr16+XyWRSmzZtJGX+orht2zZ9/fXXysjIcN6IyMPDQz179tSuXbtUt25dvfHGG9lu4OTt7a2oqCilpqaqV69eeuWVV/Tnn386Lxk7fPiw883aw8NDDRs2dJk77+iaf+KJJ9S7d2+tXLlSFy5c0P79+/Xll1/qySefzDYTs3Hjxpo8eXKef/H45z//qXnz5hl6tjUKhr+/vyZOnKhRo0YpLi5Oq1atUlRUlLvLKnT169fX+PHj3dKJBgClzZ133qlvvvkmTzeYzY8RI0YUu/nrQElUtmxZl3uS+Pv764033lDr1q3Vs2dP52cQs9msIUOGaOvWrerXr58GDRqkRx99VJMmTVJaWpoWL16sVq1auTSk9evXT2fPntXXX3+tAwcO6OLFi87guWnTpqpWrZoqVark/DwmZc5fv/vuu/X++++7zL8/cuSI+vXr5/L5WMoMvDds2KDWrVs7b3J+5MgRlw7YH3/8UQ8++KA++eQTffnllxo1apRSU1P16aefKj4+Xi+88IKef/55ffnll4qLi9NDDz2U7X4XJpNJXbp00eeff65HHnlEn332me677z6XsahHjx7VI488okGDBumhhx5SfHy8Szf7rl27dPjw4aver6V27dq66aabXK7Kdvjiiy9UqVKlHD8P1qlTR6Ghofr000+zfc9qtWr9+vUaMGCA83Nm//79ZbfbNXXqVI0bN0733HOPYmJi9PLLLys+Pl7vv/++yxXYt9xyi3x8fHT+/HnnDV59fHx0++23a/PmzS6vtW3bNrVq1UpSZhh68803a9SoUbpw4YJmzpypVq1aaenSpVf9c0jStGnTlJaWpueeey7H3+Vr166tgICAUtuNfOrUKe3Zs+eaV2526tRJqamp2rBhg3777TetWbNGDz30UI7h+tNPP620tDQNHTpUAwYMUPv27fXKK6+oYcOG+vDDDzVmzJhcT6w+8MADunjxoubNm6dBgwblOmI0a60nTpxw3osqPyNnAwMD1alTJ40ePVoLFizQqlWrtHnzZn399ddXbdR6+OGH1a5dO40fP14TJ05U+/bt1bt3b9WvX1/z5s1TRkaGBg4cqF9++UUJCQl65ZVXFB4erh49eqhOnTpq0qRJvhvdmjVrpoSEBOf9CZF/hPMG4OPj49JV8/ebH/7dpk2bnDdz8fPzy/FyxcJYt7BqReY8yYceekhLlixR9+7d9cILL+iPP/7Q66+/rnXr1un22293djW0bdvW2QVSr149l8uOHnjgAT3zzDOaNWtWjm+64eHhWr58uZ5++mmFh4erXr16+vzzz5WQkKDz58+7nEkNCQnRzp07tXr1ap0+fVrvvfeeOnfurOrVqzu7BT7//HNNnz5dt956a55miQP50alTJ/Xt21fNmzfP1tkDAEBBoBMaKFnKli2radOmZbtHVnh4uObNm6f//ve/Wrx4scaNG6cVK1aof//++umnn7LN2L/11lvVqlUrLVy4UJs3b5avr6/zM63JZNLEiRM1adKkbFeTP/744zp8+LBzxrvdbterr76qX375RTNmzHCZc37o0CGdPn3a2YjlCNUdo22++uorDR48WDfddJMWLlyoGTNm6IcfftCQIUMUGxurBx54QF26dFGPHj00d+5c9evXT0899VSOPxs/Pz89+eSTWrp0qTp37qzJkycrOjpaa9as0WOPPSaz2ayXX35ZFSpUUExMjPr376/ffvtNUuYs/apVq7rMq3YwmUxq2bKlS9gtZV55vWrVKnXt2vWaXbe9evXSli1bss3f/vXXX3XlyhWXHCIoKEi9e/fWqlWrVLVqVZfRqYGBgapXr57LGllvYp11PGZYWJi2b9+utLQ0SdLu3buVlJTkvKeEh4eH7rvvPlmtVk2aNEnVq1fXfffdpz179lz15sJfffWV4uPjNWrUqGt2XHt4eOiOO+4otXPnV61aJW9v72tecV21alU1bNhQX3/9tRYuXCg/Pz/16NEjx+0rVKigkSNHymw267bbbtNTTz3lHA9Tv379PNVVrVo1derUSXfffbcGDRqU5z9P8+bNFRAQoKpVq2rAgAF53i8nHh4eV723mJR5nI0fP15BQUEKDAxUTEyM8yRQ1apVNXfuXAUHB2vQoEEaM2aMbDZbrjfazk1oaKg8PT1L7d/XgkA4bxBZb264evXqbHPPHFJTU11mq3Xp0uWaY2UKY93CqrW0a9q0qf7zn/8455/VrFlTTz/9tBYtWqRNmzY5z/BLUsWKFdWoUSMlJiZmu0Fe2bJl1bdv33x1nUdERGjDhg3aunWrJLncuKxdu3by9fXVs88+q+7du+vs2bPOO3cHBgaqc+fOevfdd/XDDz8oMjKSD7cAAAAAiiWTyaTQ0FCFhISoZs2aioiI0DvvvKPk5GRVqVLFpQPeoX///jp48KAWLVqk5s2bu3zeady4cbYOdSkzYG/WrJnmzp0ru92uNWvWaOvWrerdu7e2bdumTZs2ObfdsGGDfHx8nDebvPnmm1WpUiXt3LlTP/30k1588UV16dJFb7/9tmrUqKGWLVtq9uzZOnLkiHOOvEODBg0UFRWVp8+CgYGBeu655zRlyhRt2rRJY8aM0e2336758+erQ4cOmjVrlj788EOlpqbq8ccf1+bNm7VmzRr17Nkzx5A9LCxMBw4c0IULF5xfW79+vS5duqR//vOf16ynQ4cOKleunHN2vsPevXtlNpuzBayPPPKIIiIi9Nprr+XppvYNGzZUzZo1VatWLZd6U1NTtXv3bkmZI22CgoJcwv3HHntMn3zyiTOw/8c//qGgoKBs3fP79u3Tiy++qHvvvdclM8lJ06ZNtWfPHl25ciXXbUuSjIwMffHFF2rTpo18fHyuuW2nTp20ceNGLV26VH369Ml1+4iICM2fP1/PP/+8Hn744esaq/ziiy9qxowZ+cquPD09NXXqVL366qvy8vLK92vml5+fn95//329//772Royb7rpJr311ltq1KiRduzYoZEjR+Y6mic3jpE//v7+N7ROaUY472arV69W9+7dnf/kpEWLFs5Zd1arVRMnTtTRo0ddtrl48aImTZqk06dPS8q8mdnVLicr7HULq1Zk16dPH7Vo0cJ505qs2rVrJ0nZwvnr0aVLF3l6ejpnxlevXt35vYYNG2rp0qWKj4/Xyy+/rKlTp7rM5Ovbt6+uXLmiO++80/kLCwAAAAAYQaNGjbRo0SLNmzfvqoHcnXfeqVtvvVXnz5/PdpPHaxk4cKD279+vb7/9VtOnT1ebNm00evRoNW3aVLNmzZLNZtM333yj+fPnq3Xr1i43aLz99tu1ceNGjRo1SnXq1NG4ceNcarv99tu1ePFixcXF3XAY2LFjRy1YsEAxMTGaNm2aS9hXv359zZ8/XzfffLOGDh2qjIyMa+YajpE/W7ZscX5t8eLFCg0NdfkMeTXe3t7q2rWrli9f7jJKZ/fu3apXr162Ew5BQUEaN25cnkeIDB06VHFxcS6jZurWravy5ctr+PDh6ty5sxYuXKiwsDCXkw+enp4utVssFnXr1k1ffvmls+P+zJkzioqK0m233aZx48blaTRl06ZNlZaWpj179uSp/pLi22+/1dGjR9W/f/9ct+3YsaPS0tKUkZGhPn36FEF1mV3r1zNatHnz5kV6v7By5cplG2Hs4Ovrq5kzZ+rdd9/N9aRYXkVHR6tLly4FslZpRAtrPk2YMEHnz593+VrWs76//vqrhg0blm2/8ePHu8y5ux6jRo1SVFSUzp8/rzNnzigyMlIhISGqVKmSLl68qJ07dzrPqprNZo0ZMyZPs6IKY93CqhWuPDw8NHnyZO3atctl9qGUedlf1hsY3Yhy5copPDxc8fHxuvXWW6/a/V6hQoWr3nylfv36mjBhgpo3b858bAAAAACG4+fnl+PnVZPJpP79++ull15yziLPi5YtWyokJETjxo2TJEVFRclkMmnYsGF67LHH9PTTT2vr1q1q3769cxuHO+64QytXrlRwcLBiY2NdgnuHv9/n60ZUrVo12+dNh/LlyysuLk4vv/yyypcvr/Lly+e4TnBwsOrUqaMtW7aoS5cuOnTokLZv366XXnopT3V07dpVixYt0s6dO53z6ffu3Zuvn3tOfH19nVepO3h4eGjKlCnas2eP0tPTlZ6enqeu9/vuu08ffPCBnnjiCZUpU0anTp2S2WzO8b/V1dx2222qXr26FixYUGpuCmu32zVv3jznsZGbSpUq6Z577lH16tUZb5pPFovlqlf1wD0I5/PpxIkTOnPmTI7fT01N1ZEjR7J9PeuZ3esVHBysl156SbGxsTp8+LAyMjKcl1dlFRAQoMjISJeZa0W9bmHViuyCgoJc5uI5+Pv75+lsc15FREQoPj4+33fulqRu3boVWB0AAAAAUJz06NFDoaGhOQbYV2MymTRw4ECNHDlS//rXv5z7hoSEqFOnTlq9erWGDRumAQMGZGtyat26terXr69nn322QEP46+Xt7a0JEybkaduwsDCtXLlSdrtd//vf/3TTTTepffv2edq3YcOGqly5stasWaPmzZsrISFBx48f1+DBg2+g+mtr1qyZmjVrlq99atasqUGDBuno0aOyWCyqUaOGHnzwwXyNDzGbzRo8eLDGjRunPXv2qHHjxvkt3XA2btyogwcPKi4uLs/7TJs2rRArAooG4bzBVKtWTbGxsVq/fr3WrVun48ePKyEhQX5+fqpUqZJatWqlDh065Hj5SlGuW1i1wj2aNm2qJk2a5PmO5AAAAABQGphMJpdZ5XnVpk0bvfnmm9k6WGNiYjR48OAcR71UrlxZH3744fWU6nZhYWH68MMPtXv3bq1YsUIPP/xwjje3/DuTyaT27dvrq6++0qhRo7R3715JylOXdVEbMmTIDa/RsWNHzZs3T2+++abmzJlTAFUVX46u+dDQ0HyfDAGMzmTPehtwwCDOnj2rxx9/XJI0f/78Y1IpHwAAIABJREFUG76BBQAAAAAAKFypqakKDw9XlSpVdPz4cX3xxRf56v7fvXu3Bg4cqLfffltbt27Vp59+qpUrV5bYEarffPONRo8erbi4uBI93mb79u0aMmSIZsyYUSD3zQMKS2HkkdwQFgAAAAAAAIXO29tbd9xxh44cOaLw8PB8j+UJCQlRxYoVtWbNGu3evVshISElNpiXpHbt2ql+/fp688033V1Kofr0009Vu3Zt3X333e4uBShyhPMAAAAAAAAoEmFhYZKkvn375ntfDw8PhYeH65tvvtG+fftK/Cx2k8mkxx57TLt27dLJkyfdXU6hOX/+vGrXrl2iT7QAOSGcBwAAAAAAQJGIiIjQhAkT1KRJk+vav3379vrzzz+VlJRU4sN5KfNkhtls1ubNm12+fubMGe3cudNNVRWs5ORk+fr6ursMwC0I5wEAAAAAAFAkypUrp27dul13l3RoaKhuuukmeXh4qGHDhgVcXfHj5+enxo0bZwvnX331VY0fP95NVRWspKQkwnmUWoTzAAAAAAAAMASz2ayuXbuqcePGKlu2rLvLKRJhYWHatm2brFarJOnChQv67rvvlJCQ4ObKCkZycnKp+W8J/B3hPAAAAAAAAAxj6NCheuutt9xdRpFp1aqVkpKStGfPHknSl19+KZvNpqSkJGdgb2RJSUmE8yi1COcBAAAAAABgGGazWZ6enu4uo8jUr19fAQEB+v7772W327V06VIFBARIki5evOjm6m5MRkYGM+dRqhHOAwAAAAAAAMWU2WzWnXfeqc2bN2vfvn06fPiwHnjgAUnGD+dTUlIkiXAepRbhPAAAAAAAAFCMtWrVSvv379f777+vSpUqqWPHjpKkxMREN1d2Y5KTkyWJsTYotQjnAQAAAAAAgGIsLCxMdrtd33zzjbp166bAwEBJxu+cT0pKkkTnPEovwnkAAAAAAACgGKtQoYLq1KkjSerevbv8/f0lGb9z3hHO0zmP0qr03D0DAAAAAAAAMKiIiAgdOHBAVatWlST5+PgYvnPeMdaGznmUVoTzAAAAAAAAQDH34IMPujz39/c3fDjPWBuUdoTzMLzo6Gh5eub+V3nOnDlFUA0AAAAAAEDhCwgIYKwNYHDMnAcAAAAAAAAMpiR0zicnJ8vT01NeXl7uLgVwCzrnYXiTJ09WcHCwu8sAAAAAAAAoMiUhnE9KSpKvr69MJpO7SwHcgs55AAAAAAAAwGBKylgbRtqgNCOcBwAAAAAAAAzG39/f8OF8cnIy4TxKNcJ5AAAAAAAAwGBKwlib5ORk+fr6ursMwG0I5wEAAAAAAACDCQgI0KVLl2Sz2dxdynVzzJwHSivCeQAAAAAAAMBgAgICJEmXLl1ycyXXj5nzKO0I5wEAAAAAAACD8ff3lyRDj7Zh5jxKO8J5AAAAAAAAwGAcnfNGDueTkpLk5+fn7jIAtyGcBwAAAAAAAAzG0TmfmJjo5kquH53zKO0I5wEAAAAAAACDKQljbZg5j9KOcB4AAAAAAAAwGG9vb5UpU8awnfN2u13Jycny9fV1dymA2xDOAwAAAAAAAAbk7+9v2M75K1euyGazEc6jVCOcBwAAAAAAAAzIyOF8cnKyJDHWBqUa4TwAAAAAAABgQAEBAYYda5OUlCRJdM6jVCOcBwAAAAAAAAzIyJ3zjnCeznmUZoTzAAAAAAAAgAEZOZx3jLWhcx6lGeE8AAAAAAAAYEBGHmtDOA8QzgMAAAAAAACGZOTO+cuXL0tirA1KN8J5AAAAAAAAwIAc4XxGRoa7S8m35ORkmUwm+fj4uLsUwG0I5wEAAAAAAAADCggIUEZGhvPmqkaSnJyssmXLymQyubsUwG0I5wEAAAAAAAAD8vf3lyRDzp1PSkpi3jxKPcJ5AAAAAAAAwIAc4bwR584nJSUxbx6lHuE8AAAAAAAAYEABAQGSjBnOJycn0zmPUo9wHgAAAAAAADAgRzjPWBvAmAjnAQAAAAAAAAPy8fGRp6enITvnGWsDEM4DAAAAAAAAhmQymRQQEGDIzvnk5GTCeZR6hPMAAAAAAACAQfn7+xuyc56Z84Dk6e4CgBsVHR0tT8/c/yrPmTOnCKoBAAAAAAAoOkYN55k5D9A5DwAAAAAAABiWv7+/IcfaMHMeoHMeJcDkyZMVHBzs7jIAAAAAAACKXEBAgE6cOOHuMvKNmfMAnfMAAAAAAACAYZUtW1bJycnuLiNfrFar0tLS5Ofn5+5SALcinAcAAAAAAAAMymKxKD093d1l5EtSUpIk0TmPUo9wHgAAAAAAADAoLy8vwnnAoAjnAQAAAAAAAIPy9PQ0XDjvGMPj6+vr5koA9yKcBwAAAAAAAAzKyGNtCOdR2hHOAwAAAAAAAAbl5eWltLQ0d5eRL47OecbaoLQjnAcAAAAAAAAMytPTU1ar1d1l5Aud80AmwnkAAAAAAADAoIw41iYlJUWS5OPj4+ZKAPcinAcAAAAAAAAMysvLSxkZGYbqnnfUajab3VwJ4F6E8wAAAAAAAIBBWSwWSTJcOO/p6SmTyeTuUgC3IpwHAAAAAAAADMrT01OSDDXaxhHOA6Ud4TwAAAAAAABgUF5eXpKktLQ0N1eSd+np6YTzgAjnAQAAAAAAAMNyjLUxWue8o26gNCOcBwAAAAAAAAzKyDPngdKOcB4AAAAAAAAwKEc4b6SxNoTzQCbCeQAAAAAAAMCgjDrWhnAeIJwHAAAAAAAADMtxQ1jCecB4COcBAAAAAAAAg3KE3ITzgPEQzgMAAAAAAAAGxVgbwLgI5wEAAAAAAACDMuJYm/T0dMJ5QITzAAAAAAAAgGEZtXPeUTdQmhHOAwAAAAAAAAbFzHnAuAjnAQAAAAAAAINyjLVJS0tzcyV5RzgPZCKcBwAAAAAAAAzKqJ3zZrPZ3WUAbkc4DwAAAAAAABiUh4eHzGazrFaru0vJM5vNRuc8IMJ5AAAAAAAAwNC8vLwYawMYEEcBDC86OjpPb+hz5swpgmoAAAAAAACKlsViMdxYG8J5gM55AAAAAAAAwNAI5wFj4iiA4U2ePFnBwcHuLgMAAAAAAMAtjBbOp6enE84DonMeAAAAAAAAMDSjhfNWq1UWi8XdZQBuRzgPAAAAAAAAGJgRw3k65wHCeQAAAAAAAMDQCOcBYyKcBwAAAAAAAAyMcB4wJsJ5AAAAAAAAwMAI5wFjIpwHAAAAAAAADIxwHjAmwnkAAAAAAADAwAjnAWMinAcAAAAAAAAMzGjhfHp6OuE8IDeE84mJiQW+Znx8fIGvCQAAAAAAABiB0cJ5OueBTEUezg8fPlwHDhwokLWuXLmiadOmKS4urkDWAwAAAAAAAIzGSOG83W6X1WqVxWJxdymA2xV5OH/u3DmNHTtWy5Ytu6F1Tp06paioKK1bt66AKgMAAAAAAACMx8vLS2lpae4uI09sNpsk0TkPyE0z5202m+bOnaupU6cqJSUl3/tv2LBBI0eO1IkTJwqhOgAAAAAAAMA4jNQ5b7VaJRHOA5LklqPAZDLJbrdr06ZNOnbsmJ599llVr1491/1sNpvmzZunL774Qna7XSaTSZIUGBhY2CUDAAAAAAAAxZKnp6cz9C7uCOeBvxR55/ygQYPk4eHhDNZPnjypUaNGae3atdfc79y5c3r22Wddgnm73a6GDRtqxowZRVA5AAAAAAAAUPwYaawN4TzwlyIP53v06KEpU6aofPnyzpA9NTVV06dPV1xc3FXP8v3444+KjIzUzz//7BLM9+zZU5MmTVJQUFBR/zEAAAAAAACAYoGxNoAxuWXmfP369TVjxgyFhoa6hO3x8fF69tlndfbsWee2H330kV544QVdvHjR+TUfHx9FR0fr8ccfl9lsdscfAQAAAAAAACgWGGsDGJPbjoKAgAC9+OKL+vDDD7V48WJnQP/zzz9r+PDhevLJJ7V69Wrt3LnTJcCvVauWxo4dq8qVK7urdKf09HStX79e3333nY4fP66EhAT5+fmpUqVKatWqldq3b6+AgIBCee29e/dq7dq12rdvny5cuKD09HQFBQWpZs2aatOmjVq3bn1dJy4KY90DBw7o22+/1YEDB3TmzBmlpKTIy8tLgYGBuvXWWxUWFqa7775bFosl3/UCAAAAAACUdoy1AYzJrUeByWTSgAEDVL9+fU2fPl2XL1+WJF28eFGxsbGSJLvd7vx3x44dNWTIkGIR4p44cUKxsbE6fPiwy9cvXLigCxcu6MCBA/rss88UGRmp5s2bF9jrXr58Wa+99pq2bduW7Xt//PGH/vjjD23ZskWff/65Ro4cqWrVqrlt3cuXL2vWrFn6/vvvs30vJSVFKSkpOn36tDZu3KiFCxdqxIgRatCgQZ7qBQAAAAAAQCYjjrUpDvke4G5uGWvzdy1atND06dNVu3ZtSXJ2yTuC+TJlyigyMlJPP/10sThwz549q3HjxjmDeZPJpJCQEHXs2FEtW7aUl5eXJCkhIUGTJk3Srl27CuR1L1++rGeeecYlQK9cubLatm2rTp06KTQ01HnW8ddff1V0dLT++OMPt6x75coVxcTEuATzAQEBuuOOO5w/p6xXP5w+fVoxMTE6ePBg3n4YAAAAAAAAkGTMcJ7OecDNnfNZBQUFqUqVKjp06JCkvwJ6k8mkRo0aqU2bNm6u8C+xsbE6f/68JKlixYoaN26catWq5fx+YmKiXn31Ve3atUtWq1VTp07V22+/LT8/vxt63ddff10nT56UlHm50tChQ9WuXTuXbf744w9NmzZN+/fvV0JCgqZMmaLp06fLZDIV6bqffvqpfv31V0mSh4eHHnroIUVERKhMmTLObex2u9avX685c+YoKSlJV65c0ezZs/X666/n/4cDAAAAAABQSlksFtlsNmVkZMjDo1j04uaIcB74S7E4Wn/77TdFRUVp/fr1zrDXEcxL0o8//qioqCj99ttv7ixTkrR9+3bt27dPUuabSExMjEswL2V2iI8bN87ZGX7p0iV9+umnN/S6hw4d0qZNm5zPhw8fni1Al6RKlSppwoQJztc+dOiQ1q1bV+Trrl692vm4W7du6tu3r0swL2WegPnHP/6hp59+2vm1o0eP6ujRozmuCwAAAAAAAFeOSRNG6J4nnAf+4vZwfuPGjRo5cqSOHz/uHGXj4eGhe+65xyWoP3bsmEaOHKmNGze6td4VK1Y4H7dv3141a9a86nbe3t7q37+/8/lXX30lm8123a+7YcMG5+NatWpd80qCsmXLqk+fPs7ny5YtK9J1k5OTdebMGefze+65J8c1JSksLMwluD916tQ1twcAAAAAAMBfCOcBY3JbOG+z2fTuu+/qlVdeUXJysvPr5cuX1+TJkxUVFaUXX3xRgYGBkjK7rJOTk/XKK69o7ty5NxR0X6+UlBSX+fEdOnS45vZ33323fHx8JGV2z+/du/e6XzvrLPZmzZrlun3Wm9D+8ssvLmF5Ya+bkpLi8tzX1/eaa5rNZpUtW9b53HGvAQAAAAAAAOSOcB4wJreE8+fOndPYsWO1fPly5/gau92uxo0ba8aMGWrQoIEkOZ83bNjQZbtly5Zp7NixzrnvRWX//v3ONzlvb2/ddttt19zeYrGoXr16zue7d+++7tdOSEhwPq5YsWKu2wcFBbncPDen1y6MdQMCApw3xZWk48ePX3PNhIQEJSYmOp//fUwQAAAAAAAAckY4DxhTkYfzu3bt0vDhw3Xw4EGXufL333+/S6e8Q1BQkCZPnqyePXtK+utGsQcOHFBkZKRLJ3thc9w0VZJq1Kghs9mc6z61a9d2Pj5x4sR1v/b1dJNn3SengLww1vX09HTpwv/444+Vmpqa43rvvfeeMjIyJElNmjRRlSpV8l0TAAAAAABAaeUI59PS0txcSe4I54G/FPlR8Pzzz7s8L1u2rEaMGKGWLVvmuI+Hh4cef/xxNWjQQDNnznSOwUlMTNT48ePVr18/9e3bt1DrllzD+bx0mUtShQoVrrp/fgUEBDj3z2lETVYXLlxwvtlJOZ8YKKx1BwwYoJ07dyolJUWHDx/WsGHD1LdvXzVo0EDBwcFKTEzU0aNHtXjxYv3000+SpGrVqikyMjLXGv6uMK6gCA4OLvA1AQAAAAAACoNjgkHWzKa4cnT3E84Dbgjns46nqVWrlsaOHavKlSvnad+wsDDVrFlTU6ZM0ZEjR2QymZSRkaGFCxcWSTh/6dIl5+O/d/jnJCgoyPn48uXL1/3aderU0b59+yRJO3bs0KOPPnrN7bdv3+7yPKfXLqx1q1WrpqlTp2rixIk6e/asTp8+rRkzZlx1W19fX7Vt21aPPPKIy+z5vIqKisr3PrlZvnx5ga8JAAAAAABQGBxBN2NtAGNxy8x5u92uDh066NVXX81zMO9QuXJlxcbGqkOHDkV+49Cso1myzlS/lqzbXWu0S27uvPNO5+MjR45o/fr1OW6bnJysTz75xOVrf79Ja2GvK2XOjn/rrbf05JNPytvbO8ftmjZtqrZt215XMA8AAAAAAFDaMdYGMKYiPwosFouGDBmijh073tAaw4YNU8OGDRUXF1dkZwWzvsHl9Q0k681Tr1y5ct2v3bhxYzVo0ED79++XJM2cOVM2m01t27Z12e7MmTOKjY3V77//7vL1nN6cC2tdKXPs0Pz587Vu3TpZrVYFBQWpQYMGKleunJKTk3Xw4EGdOXNG69ev1/r169W5c2c99dRTeZrln9W0adNUvnz5fO0DAAAAAABQUjiaQ+mcB4ylyI+CV155xeUmqTeiQ4cOql27tqZOnVog6+Umaxd8Xmd4ZX1TLFOmzA29flRUlEaOHKmLFy/qypUrmjZtmhYuXKh69eqpTJkyOn36tH766SdZrVZ5eHioadOmzjE0Pj4+Rbrub7/9pujoaJ07d04Wi0X//ve/1alTJ5fg3W63a8OGDXrjjTeUlJSklStXysPDQ//+97/z9XMpX748M+IBAAAAAECp5WgONcLMeUeN+W3OBEqiIh9rU1DBvEOtWrX02muvFeiaOck6miWvlwll3e5ao13yolKlSnr11VdVq1Yt59dOnz6ttWvXauXKldq9e7esVqt8fHw0YsQI3Xbbbc7tfH19i2xdm82myZMn69y5c5KkoUOH6t577832pmsymdSmTRuNHTvW+bX4+Hj9/PPP+fipAAAAAAAAlG6OLnSjjLXx9PSUyWRydymA25WI60eKalZ5uXLlnI8TEhLytM+FCxecj/38/G64hltuuUUzZszQxo0btXHjRv3yyy9KSEiQ2WxWxYoV1aJFC917772qWLGipk+f7tzvpptuKrJ1N23apGPHjkmSqlatqvDw8Gu+dpMmTXT77bdr586dkqTVq1erbt26ef6ZAAAAAAAAlGZGG2vDSBsgE0dCPlStWtX5+MyZM3na588//7zq/jfCw8NDbdq0UZs2ba653S+//OJ8nLXbvbDX3bFjh/Nx48aNc31dSQoNDXWG81nXBwAAAAAAwLU5xtoQzgPGUuRjbYwsa7h+7Ngx2Wy2XPc5dOiQ83G1atUKpa6rOX/+vE6dOuV83qBBgyJb1zHORnK92uBa/P39nY+Tk5NvoEIAAAAAAIDSxUjhfHp6OuE88P8I5/OhQYMGzje71NTUXDu809PTdfDgQefz0NDQQq0vq7Vr1yojI0NS5kmFvHTOF9S6WW98e+nSpTyte/HiRefja83HBwAAAAAAgCsjhfNWq9VZL1DaFflpqueee65Q1p00aVKhrJuVj4+PmjRpou3bt0uS1qxZo/r16+e4/aZNm5SSkiIpc958SEhIodcoSUlJSfrss8+cz++9994iXbdChQrOx3v27MnT2rt373Y+vvnmm6+zQgAAAAAAgNLHbDbLw8PDMOE8nfNApiI/Evbs2VOgd2O22+1Fenfnrl27OsP51atXq1u3bqpRo0a27VJTU7VgwQLn8y5dushsNhd6fTabTTNmzHDesLZatWoFEs7nZ90mTZroiy++kCSdPHlS33zzzTVvCrtr1y7nvHlJatq06Q3XCwAAAAAAUJpYLBbCecBgDDfWxm63O/9xhxYtWqhRo0aSMt9MJk6cqKNHj7psc/HiRU2aNEmnT5+WlDl3/f77789xzdWrV6t79+7Of3Lyww8/aOHChfrjjz+u+v0TJ07o+eef1+bNmyVlvilHRkbmeqlQQa/bokULValSxfn8jTfeUHx8fLYZ/Xa7XevXr9eUKVOcXwsODtY//vGPa9YLAAAAAAAAV4TzgPG45Ui4kWDd0SXvzoB+1KhRioqK0vnz53XmzBlFRkYqJCRElSpV0sWLF7Vz505duXJFUuZlRWPGjJGfn98Nv+7ly5f10Ucf6aOPPlLVqlVVo0YNlStXTsnJyTp+/LjLSQKLxaLnnntO9erVK/J1zWazRowYoeeee05XrlxRWlqa5syZo48//lj169eXv7+/kpOTdeDAAZ05c8Zl7VGjRjF3DAAAAAAAIJ8I5wHjKfIjYdmyZfnaPiMjQ5cvX9bx48e1bds2rVy5UsnJyfLz89OoUaPcMgIlODhYL730kmJjY3X48GFlZGS4zEx3CAgIUGRkpJo0aVLgNZw8eVInT5686vfq1Kmj//znP6pTp47b1q1Xr54mT56s1157TadOnZIknT9/Xps2bbrq9pUqVdLIkSPVsGHDfNcMAAAAAABQ2nl5eRHOAwZT7I8EDw8P+fv7KyQkRCEhIYqIiNDUqVP1008/6cUXX9SYMWMUFhZW5HVVq1ZNsbGxWr9+vdatW6fjx48rISFBfn5+qlSpklq1aqUOHTooICCgwF6zRYsWio6O1u7du3Xw4EFduHBBiYmJ8vLyUvny5XXbbbfp7rvvVrNmzfI1376w1q1bt67eeOMNbdmyRZs3b9avv/6q8+fPKyUlRd7e3goMDFSdOnXUsmVL3X333bwxAwAAAAAAXCdPT0/CecBgDHckBAUFacKECXrmmWd07Ngxvfbaa5o1a5YqV65c5LVYLBaFh4df82anedGhQwd16NAh1+18fHzUqlUrtWrV6oZer6jWlTJH3Nx111266667CnxtAAAAAAAAZLJYLEpLS3N3GbkinAf+YrgbwkqSt7e3Bg4cKEm6cuWKFixY4OaKAAAAAAAAAPcxylib9PR0wnng/xkynJekO+64Q4GBgbLb7fr++++VnJzs7pIAAAAAAAAAt/D09JTVanV3GbmyWq2yWCzuLgMoFgwbzktS7dq1JWWecfvpp5/cXA0AAAAAAADgHkYaa5OfexoCJZmhw3k/Pz/n4z///NONlQAAAAAAAADuY5SxNjabjbE2wP8zdDiflJTkfHz58mU3VgIAAAAAAAC4j8ViMUQ4zw1hgb8YNpy32Ww6ePCg83nWLnoAAAAAAACgNPH09CScBwzGsOH8ihUrdOnSJefzW265xY3VAAAAAAAAAO5jlLE2hPPAXwwXztvtdi1btkzz58+XyWSSlPnm07BhQzdXBgAAAAAAALgHY20A4ynyI+Gbb77J9z42m01JSUk6fvy4duzYoYSEBNntdkmSyWRSly5dZLFYCrpUAAAAAAAAwBCMMtYmPT2dcB74f0V+JMyYMcPZ8X49sobydrtdVapU0YMPPlhQ5QEAAAAAAACGY6SxNjTZApncdprKEbLnlSPQd4Tydrtd9erV05gxY+Tr61sYJQIAAAAAAACGwFgbwHjcciTkN5jPuo+Hh4caNGigTp06qW3btvLwMNzYfAAAAAAAAKBAEc4DxlPkR0JkZGS+9zGbzSpbtqwCAgJUs2ZNlSlTphAqAwAAAAAAAIyJcB4wniI/Etq3b1/UL4kSLjo6Ok9v6nPmzCmCagAAAAAAAIqexWJRWlqau8vIFeE88BdmwgAAAAAAAAAGZ7FYZLVa3V1Grgjngb9wJMDwJk+erODgYHeXAQAAAAAA4DaMtQGMh855AAAAAAAAwOAYawMYD+E8AAAAAAAAYHBeXl6yWq2y2+3uLiVHdrtd6enphPPA/yOcBwAAAAAAAAzOEXgX57nzNptNUmaXP4ACnjm/d+/eglwuX0JCQtz22gAAAAAAAIA7OQLvtLS0Yht+O04c0DkPZCrQIyE6Olomk6kgl8yzpUuXuuV1AQAAAAAAAHfz8vKSpGJ9U1jCecBVoRwJRT3byl0nBAAAAAAAAIDiwNEtX5zH2hDOA64KfOZ8cb7pBAAAAAAAAFASOQLvtLQ0N1eSM8J5wFWBHgn9+vUryOUAAAAAAAAA5AFjbQDjIZwHAAAAAAAADM4x1oZwHjCOAh9rAwAAAAAAAKBoEc4DxkM4DwAAAAAAABickcJ5R61AaUc4DwAAAAAAABickcJ5OueBTITzAAAAAAAAgMERzgPGU+BHwpEjR5yPq1evLrPZXNAvAQAAAAAAACALwnnAeAr8SIiMjJTJZJIkvfPOO6pYsWJBvwQAAAAAAACALBzhfFpampsryRnhPOCqUI4Eu93uDOhzM2jQIEmSyWTSyy+/rJtuuqkwSgIAAAAAAABKLDrnAeMplCMhr8G8JJ05c8a5j81mK4xyAAAAAAAAgBLNy8tL0l8BeHFEOA+4KpQbwtrt9sJYFgAAAAAAAMBVOO77yFgbwDgKJZwHAAAAAAAAUHRMJpMsFkuxHmvjqI1wHshEOA8AAAAAAACUAF5eXsU6nKdzHnBFOA8AAAAAAACUAJ6enoTzgIEQzgMAAAAAAAAlgFE65x3z8YHSjnAeAAAAAAAAKAGK+8x5q9UqT09PmUwmd5cCFAuE8wAAAAAAAEAJYISxNoy0Af5COA8AAAAAAACUAEYYa0M4D/yFcB4AAAAAAAAoAYwy1gZApkI9GvI7P4p5U7ge0dHReXpjnzNnThFUAwAAAAAA4B7FPZxPT08nnAeyKJSjwRGyjx49Ol93X87v9llf75133sn3fgAAAAAAAEBJUdzDeavVKovF4u4ygGKj0E5V2e12nTt3rtC2z4r3+m/bAAAgAElEQVSO+9Jt8uTJCg4OdncZAAAAAAAAbmWEcJ7OeeAvhXY0FFVgbrfbi+R1AAAAAAAAgOLMYrEoLS3N3WXkiHAecFUoRwOBOQAAAAAAAFC0LBaLUlJS3F1GjgjnAVcFfjRMmjSpoJcEAAAAAAAAkAuLxaLExER3l5EjwnnAVYEfDY0bNy7oJQEAAAAAAADkgpnzgLF4uLsAAAAAAAAAADfObDbLZrO5u4wcEc4DrgjnAQAAAAAAgBLA09OTcB4wEMJ5AAAAAAAAoAQwm82yWq3uLiNH6enphPNAFoTzAAAAAAAAQAlA5zxgLITzAAAAAAAAQAlQ3DvnbTYb4TyQBeE8AAAAAAAAUALQOQ8YC+E8AAAAAAAAUAJ4enoW6855wnnAFeE8AAAAAAAAUAIU97E2hPOAK8J5AAAAAAAAoARgrA1gLITzAAAAAAAAQAnAWBvAWAjnAQAAAAAAgBKAsTaAsRDOAwAAAAAAACVAce+cT09PJ5wHsiCcBwAAAAAAAEoAs9ksm80mu93u7lKuymq1ymKxuLsMoNggnAcAAAAAAABKAEdXenG9KSxjbQBXhPMAAAAAAABACUA4DxgL4TwAAAAAAABQApjNZkkqtnPnCecBV4TzAAAAAAAAQAlA5zxgLITzAAAAAAAAQAlA5zxgLITzAAAAAAAAQAlQnDvn7XY74TzwNwV6NMycObMgl8szk8mkYcOGueW1AQAAAAAAgOLAEXwXx855m80mu91OOA9kUaBHw5o1a2QymQpyyVzZ7XbCeQAAAAAAAJR6xblz3nHCwGKxuLkSoPhw66kqu93u8jy3YD+/2wMAAAAAAAClRXGeOe+oic554C8FfjT8PUDPTdaAPbd9/75tfl8LJVN0dHSe3tjnzJlTBNUAAAAAAAC4R3Eea0M4D2RXoEfDu+++m+dt9+/fr7feektJSUmy2+0KCAhQ69atVbduXVWpUkVly5aVJCUnJ+vUqVP6+eeftWHDBiUmJspkMsnPz0+DBw9Ww4YNC/KPAAAAAAAAABgSnfOAsRTo0VCxYsU8bbd582bNmjVLVqtVXl5e6t+/v7p37+58A/m7unXrql27dho0aJCWLVumhQsXKikpSbNmzdIzzzyjVq1aFeQfAwYzefJkBQcHu7sMAAAAAAAAtzLCzHnCeeAvHkX9gqdOnVJsbKzS09Pl7e2tiRMnKiIiIsdgPiuz2ayePXtq4sSJ8vb2ltVqVWxsrE6cOFEElQMAAAAAAADFF53zgLEUeTi/cOFCpaWlyWQy6dFHH1WDBg3yvUaDBg30yCOPSMo8sBcuXFjQZQIAAAAAAACGQuc8YCxFGs4nJSVp8+bNkqSyZcuqU6dO171W586dVbZsWdntdm3dulVJSUkFVSYAAAAAAABgOHTOA8ZSpOH8/v37lZ6eLpPJ9H/s3Xl4VfWdx/HPyb03JCEhCYQkIGFRtrBqLWgKVIRoi1brtNrN1mq1T6dqC4qUMYA6VHAhKgwjtiq1fVphqDNVcZ/ByiZTK1pBwpZFSBBIkOxku0nO/JG5x0Sy5+acc8P79Tw8z7nJOb/f9zo9d57nc7/5Ho0dO7ZHN6PX69W4ceMkNd3c+/fvD1aZAAAAAAAAQMihcx4ILbaG86dPn7aOBwwY0OP1YmJiWl0bAAAAAAAAONcEgm83d877fD6HKwHcw9Zwvry8vNXj7qqoqLCOKysre7weAAAAAAAAEKpCIZyncx74nK3hfGxsrCTJNE1lZ2f36E9s6uvrdfjwYet1MDrxAQAAAAAAgFAVmDnPWBsgNNgazg8dOlSSZBiGzpw5oy1btnR7rbfffrvFQ2ADawMAAAAAAADnIjrngdBiazg/YcIEq8PdNE0999xzysnJ6fI6OTk5eu6552QYhqSmrvkJEyYEtVYAAAAAAAAglAQ65wnngdBgazgfFhamq6++WqZpyjAMVVVVacmSJXr99ddlmmaH15umqddee01Lly5VdXW1tc5VV12lsDBb3woAAAAAAADgKnTOA6HF9rvh+uuv1/bt23X8+HEZhqHq6mr99re/1aZNmzRz5kyNGzdOQ4cOVVRUlCSpqqpKx48f16FDh7Rz506VlpZaobwknXfeebrhhhvsfhsAAAAAAACAq4SFhckwDGbOAyHC9rvB5/Np+fLlysjIUGFhoQzDkGmaKikp0auvvqpXX321zWsD3fWBa5KSkrR8+XJuagAAAAAAAEBN4bcbO+f9fr8kwnmgOUdmwQwePFiPPvqoLr74YqsLPtAJb5pmq/8ktTjn4osv1qOPPqqEhAQn3gIAAAAAAADgOl6vl855IEQ4djfEx8fr/vvv165du7R582bt37+/3fMDAf2ECRN07bXX6itf+YodZQIAAAAAAAAhw+PxuLJzPlBT4KG1ABwM5wO+8pWv6Ctf+YqKioq0f/9+ZWdnq7S0VJWVlZKk6OhoxcXFacyYMZowYYISExMdrhgAAAAAAABwJzd3znu9XmsyBgAXhPMBiYmJSkxM1OzZs50upVP8fr927Nih7du3Kz8/X6WlpYqOjlZSUpLS0tI0d+5cxcbG9sre+/bt09atW5WVlaWSkhL5/X7Fx8dr5MiRmjVrlmbOnNmtbyF7a11JysnJ0c6dO7Vnzx6dPn1aFRUVGjBggOLi4nT++edr8uTJuuiiixQfH9+t9QEAAAAAAODuznlG2gAtcUd0Q0FBgTIzM5WXl9fi5yUlJSopKdHBgwf14osvav78+fryl78ctH0rKyv1+OOP6/333z/rd4WFhSosLNR7772nl156SXfffbdSUlIcXVeSSktLtX79em3duvWs3xUXF6u4uFh5eXnasmWLrr76av3zP/9zp9cGAAAAAABAS27vnAfwOe6ILvrss8+0dOlSFRcXS2p6SO3EiRM1ZMgQlZWV6aOPPlJdXZ1KS0u1YsUKPfDAA5o6dWqP962srNSiRYt07Ngx62fJyckaP368wsPDdfLkSe3fv1/19fXKyclRRkaGMjMzlZSU5Mi6klRUVKSMjAwVFhZaP0tKStIFF1ygmJgY1dXV6fjx4/rkk09UV1fXjf8qAAAAAAAAaM7r9dI5D4QI7oguyszMtIL5xMRELV26VKNGjbJ+X1ZWplWrVmnPnj2qr6/XI488oqefflrR0dE92nft2rVWgB4eHq4777xTl19+eYtzCgsL9dhjj+nAgQMqLS3VQw89pCeeeKLdWV69te6ZM2e0ZMkSK5i/4IIL9LOf/UypqalnnVtdXa3du3dbD/0FAAAAAABA93g8HjrngRAR5nQBUtPNuW/fPm3atElr1qzRgw8+qCVLlmjJkiVOl9bC7t27lZWVJanpW8hly5a1COYlKTY2VkuXLlVycrIkqaKiQn/5y196tG9ubq527dplvV6wYMFZAbrU1JX+wAMPWHvn5uZq27Zttq8rSb/73e908uRJSdLEiRP18MMPtxrMS1JkZKRmzZqlr371q+2uCQAAAAAAgPbROQ+EDkfD+ZqaGm3atEm33HKLlixZog0bNuivf/2r3n//fX388cfat29fq9dt27ZNt912m2677TbdddddtnVcv/baa9bx3LlzNXLkyFbPi4iI0I033mi9fvPNN3v0jeXOnTut41GjRmnWrFltnhsVFaXvfOc71uvNmzfbvm5eXp7++7//W1JT8H7PPfcoIiKizfMBAAAAAAAQHG4N5/1+P+E88AWOhfOffPKJFixYoA0bNqisrKxLAfv06dNVUVGhoqIi5eXl6R//+EcvVtqkurpae/bssV6np6e3e/6MGTMUGRkpqal7vq0vGjrj0KFD1vHFF1/c4fnNH0KbnZ2toqIiW9d94403rOMrrrhCCQkJHa4NAAAAAACAnvN4PK4M5+vr6+Xz+ZwuA3AVR8L5/Px83XvvvTpx4oRM07Rml5um2amQPjIyUjNmzLBeNx/N0lsOHDggv98vqakzfsyYMe2e7/P5NG7cOOv13r17u713aWmpdZyYmNjh+fHx8S0+7NrauzfWbWho0Pbt263Xl112WYfrAgAAAAAAIDi8Xi8z54EQYfsdUVdXp+XLl6uqqsoK5UeMGKFrr71WkydPlt/v1+23397hOpdeeqm2bNkiqWfBd2cFHpoqNdXr8Xg6vOaCCy7QRx99JEkqKCjo9t7dGdvT/Jr8/Hzb1s3Pz1dVVZWkpi8xLrjgAvn9fm3ZskXbtm3TsWPHVFVVpQEDBmjUqFG69NJLNWfOHL45BQAAAAAACAI3d84TzgMt2X5HvPLKKyoqKrKC+WuuuUa33nqrwsKamvjbGpXyRZMnT5ZhGDJNU4WFhSotLVVcXFyv1d08nO9Ml7kkDR48uNXruyo2Nta6vjP/fUpKSlp8CLf1xUBvrHv48GHr+LzzztOJEyf08MMP6+jRoy3OO336tE6fPq3du3frhRde0L/8y79o9OjRHdbQmuLi4m5d1x5G8QAAAAAAgFBE5zwQOmy/I1599VUrmL/kkkv005/+tFvrREZGKjExUYWFhZKaguLeDOcrKiqs487uEx8fbx1XVlZ2e+/Ro0crKytLkvTBBx/oxz/+cbvn7969u8XrtvbujXU/++wz69gwDN133306deqUJGnYsGEaM2aMwsLCdOTIEeXm5kqSCgsLde+99+rhhx/WBRdc0G4NrVm4cGGXr+nIK6+8EvQ1AQAAAAAAehud80DosHXmfH5+vk6fPm2NRvnJT37So/WSk5Ot40BI31tqamqs4/Dw8E5d0/y85td31SWXXGIdf/LJJ9qxY0eb51ZVVenPf/5zi59VV1fbtu6ZM2es45ycHJ06dUrh4eH61a9+paeeekp33323FixYoNWrV2vFihUaMGCApKb/Po8++qgr/58HAAAAAABAqKBzHggdtt4ReXl5kpo6qocPH94iXO+O/v37W8fNQ+HeUFdXZx139oOk+Rz12trabu89efJkpaam6sCBA5KkNWvWqKGhQbNnz25xXlFRkTIzM3Xy5MkWP29ee2+v29qXEHfddZdmzpx51s+nTJmiZcuWafHixWpsbNTx48e1detWpaent1pvWx577DENHDiwS9cAAAAAAAD0RXTOA6HD1juivLzcOh46dGiP1wtW+N0ZzbvgO/sB5/f7reN+/fr1aP+FCxfq7rvvVnl5uWpra/XYY49pw4YNGjdunPr166cTJ05o//79qq+vV1hYmL70pS9ZY2giIyNtW/eLf1UwZsyYVoP5gPHjxystLU3vvvuuJGnHjh1dDucHDhzIjHgAAAAAAAA1NZW2NUXBSX6/n3Ae+AJbx9o077RuHqx3V1VVlXXcXgAdDBEREdZxW53oX9T8vObXd0dSUpJWrVqlUaNGWT87ceKEtm7dqrfeekt79+5VfX29IiMjddddd2nMmDHWec3/wqC31/3i+0xLS+vwvV166aXWcaCLHwAAAAAAAF3n1s75hoYGwnngC2y9IwLzxaWWXfTd1XzMSkxMTI/Xa0/z9UtLSzt1TUlJiXUcHR3d4xqGDh2q1atX691339W7776r7OxslZaWyuPxKDExUdOmTdO8efOUmJioJ554wrpu0KBBtq3b/P/GkpSSktLh+xo+fLh1XF1draqqKkVFRXV4HQAAAAAAAFryer2uDOfr6+vbbSAFzkW2hvPx8fGSJNM0rfnz3VVeXq5jx45Zr4MxJqc9w4YNs46Lioo6dc2pU6davb4nwsLCNGvWLM2aNavd87Kzs63j5t3uvb3uF99nZ/6i4Yvd9tXV1YTzAAAAAAAA3cADYYHQYetYm9TUVBmGIUmqqKjQnj17ur3Wli1bZJqmpKZ57qNHjw5KjW1pHjofPXq0Ux9yubm51nFnOsiDpbi4WJ9++qn1OjU11bZ1m3fBSy1HD7Xli3PQ+BYVAAAAAACge9zcOU84D7RkazgfHR3dotv6+eeftwL2rjh9+rT+8z//U4ZhyDAMXXjhhQoL6923kpqaas3Jr6mpadFB3hq/369Dhw5Zr6dMmdKr9TW3detWNTY2Smr6UqEznfPBWjc5OVnJycnW64KCgg7XbX5OTExMj+fzAwAAAAAAnKvcOnOecB44m63hvCRde+211vGhQ4f05JNPdun6kpIS/frXv1ZlZaUV7F933XVBrbE1kZGRmjp1qvX67bffbvf8Xbt2WR3h0dHRmjRpUq/WF3DmzBm9+OKL1ut58+bZvm7zB7z+7//+b4drNz9n4sSJ3awQAAAAAAAAdM4DocP2cP6rX/2qRo0aJalp9vz//M//aPHixcrKymr3upqaGr3xxhuaP3++PvnkkxZd8xMmTLCjdF111VXW8ZYtW3T06NE2a33++eet11//+tfl8Xh6vb6GhgatXr3aemBtSkpKUML5rq571VVXWR+2OTk52rlzZ5vnHjx4UH/729+s13Pnzu1xvQAAAAAAAOcqj8fDzHkgRDhyR9x777265557VFFRIUk6cOCAMjIyFBcXpyFDhrQ4d926dfr000918OBB1dfXyzRNGYYh0zQ1aNAg3X333bbVPW3aNE2cOFFZWVmqr6/X8uXLtWzZMo0cOdI6p7y8XKtWrdKJEyckNY1p+fa3v93mmlu2bNGaNWus16+88kqr53344Yc6ePCg5s6dq6SkpLN+X1BQoN/85jfau3evJMnn82n+/PnWKJ629Ma6Q4YM0VVXXaXNmzdLklavXi1JmjlzZovz9u7dq0ceecQalTNu3Dhdcskl7dYLAAAAAACAttE5D4QOR+6I5ORk3XfffVqxYoVKSkqssL2kpMTqzpaaOuvfeust61hSi2D+vvvuU2xsrK2133PPPVq4cKGKi4tVVFSk+fPna9KkSUpKSlJ5ebk++ugj1dbWSmr6pnLx4sWKjo7u8b6VlZXauHGjNm7cqGHDhmnEiBGKiYlRVVWV8vPzdeTIEetcn8+nJUuWaNy4cY6te/PNNys3N1dZWVmqra3VI488og0bNmjMmDEKCwvTkSNHlJOTY50/cOBALV682HpgMAAAAAAAALrO6/W6snPe7/cTzgNf4NgdMXbsWK1evVr/9m//pg8++ECSrGC2tYA2EMqbpqkLL7xQd911l+Lj422tWZISEhL04IMPKjMzU3l5eWpsbLS6ypuLjY3V/PnzW8ypD5Zjx47p2LFjrf5u9OjRuuOOOzR69GhH1/X5fFq2bJnWrVun7du3S2rqwm/tAbHjxo3T4sWLNXjw4C7XDAAAAAAAgM+5+YGwHU14AM41jn5dFR8fr/vvv185OTnavHmz9uzZo5KSklbPjYqK0tSpU/WNb3xDkydPtrnSllJSUpSZmakdO3Zo27Ztys/PV2lpqaKjo5WUlKS0tDSlp6cHtat/2rRpysjI0N69e3Xo0CGVlJSorKxM4eHhGjhwoMaMGaMZM2bo4osv7tJ8+95aV5L69++vRYsWad68efrrX/+q/fv3q7i4WA0NDYqLi9P48eM1c+ZMXXrppXTMAwAAAAAABIFbO+cZawOczRV3xOjRo63Z8SdPntSpU6dUUVGh+vp6DRgwQHFxcRo+fLjCwmx/fm2bfD6f5syZozlz5vRonfT0dKWnp3d4XmRkpNLS0pSWltaj/exat7lJkyZp0qRJvbY+AAAAAAAAmri5c55wHmjJdXdEcnKykpOTnS4DAAAAAAAACDl0zgOhwz2t6AAAAAAAAAB6hM55IHQQzgMAAAAAAAB9BJ3zQOiw/Y5Ys2aNdTxo0CB9//vf7/KDRiWpvLxczz33nCTJMAz98pe/DFqNAAAAAAAAQCgKhPOmacowDKfLkSSrHsJ5oCXb74i33367xQdDbm6u7r33XoWHh3dpnZqamhZrEc4DAAAAAADgXBcIwBsaGlwThgfG7LilHsAtHBtrY5qmTNPUhx9+qKVLl6qysrLb6wAAAAAAAACQNaHCTXPn/X6/JMnn8zlcCeAujoXzhmHIMAyZpqmDBw/q3nvvVXFxsVPlAAAAAAAAACEv0J3upnCeznmgdY4+EDYuLk5SU1B/9OhR/epXv9Lx48edLAkAAAAAAAAIWW7snCecB1rnSDgfGEWzbNkyjR492npARVFRkRYvXqycnBwnygIAAAAAAABCWvOZ825BOA+0ztHO+QEDBmjlypWaOnWqFdCXlZVpyZIl2rt3r5OlAQAAAAAAACGHznkgdDgazktSRESE7r//fs2cOdMK6Kurq/Wv//qvevfdd50uDwAAAAAAAAgZdM4DocPxcF5qujEXLVqkefPmWQG93+/XqlWr9MYbbzhdHgAAAAAAABAS6JwHQocrwnmp6aGwP//5z/W9733PCugbGxv1m9/8Rps2bXK6PAAAAAAAAMD1AgE44Tzgfq67I37wgx8oNjZWTz/9tAzDkGma2rBhg0pLS/Wzn/3M6fLgQhkZGZ36cF+3bp0N1QAAAAAAADiHsTZA6HBN53xzV199te655x55PB4roH/99deVmZnpqg8WAAAAAAAAwE3c3Dnv8/kcrgRwF9d+XTVr1izFxMRo5cqVqq2tlWma2rFjhyoqKnTvvfc6XR5cZOXKlUpISHC6DAAAAAAAAMcFZs67qcGVznmgda7snA+48MIL9eCDDyomJsbqoP/oo4+0dOlSlZeXO10eAAAAAAAA4Cpu7pwnnAdacnU4L0ljx47Vww8/rEGDBlkBfXZ2tn796187XRoAAAAAAADgKoHOecJ5wP1cH85L0rBhw/Too4/qvPPOs35WUlIiwzAcrAoAAAAAAABwFzrngdDhSDjfnVA9ISFBjz76qMaOHSvTNAnmAQAAAAAAgC8IBODMnAfcz5Fw3jTNbl0XHR2tFStW6KKLLpJpmt1eBwAAAAAAAOiLGGsDhA7b74hnn33WOh40aFCXr+/Xr5/uu+8+Pf/88youLg5maQAAAAAAAEBIo3MeCB223xGJiYk9XsPj8eimm24KQjUAAAAAAABA3+HGznm/3y/p89oANAmJB8ICAAAAAAAA6JhbO+e9Xi/PkAS+gHAeAAAAAAAA6CMC4bybOucD4TyAlgjnAQAAAAAAgD4iMDrGjZ3zAFoinAcAAAAAAAD6CMMw5PF46JwHQkBQ74olS5ac9bMVK1Z0eE4wfHEfAAAAAAAA4Fzk9XoJ54EQENS74uOPP7Ye7GCaZqsPeWh+TjC0tQ8AAAAAAABwLqJzHggNjLUBAAAAAAAA+hCv18vMeSAEBP2uME0zKOcAAAAAAAAA6Dq3dc77/X7CeaAVQb0rNm/eHJRzAAAAAAAAAHSPGzvnfT6f02UArsNYGwAAAAAAAKAPcVvnPGNtgNYRzgMAAAAAAAB9iBs75wnngbMRzgMAAAAAAAB9CJ3zQGggnAcAAAAAAAD6EK/XSzgPhADCeQAAAAAAAKAP8Xg8jLUBQgDhPAAAAAAAANCH0DkPhIag3hX79u0L5nJdMmnSJMf2BgAAAAAAANzCjQ+E7devn9NlAK4T1HA+IyNDhmEEc8lOe/nllx3ZFwAAAAAAAHATN3bO9+/f3+kyANfplb8nMU2zN5Ztk1NfCAAAAAAAAABu4/F4XBfOM9YGOFvQZ87bHcwDAAAAAAAA+JwbO+cJ54GzBfWu+P73vx/M5YBOycjI6NQH/Lp162yoBgAAAAAAwFlunDlPOA+cjXAeAAAAAAAA6EM8Ho/q6uqcLsNCOA+0jrsCIW/lypVKSEhwugwAAAAAAABX8Hq9qq6udroMC+E80Lqgz5wHAAAAAAAA4BweCAuEBsJ5AAAAAAAAoA9h5jwQGgjnAQAAAAAAgD7EbZ3zfr+fcB5oBeE8AAAAAAAA0Ie4sXPe5/M5XQbgOoTzAAAAAAAAQB/its55xtoArXP8rqiurtbf//53HTx4UAUFBaqsrFRVVZUaGxs7vYZhGHrmmWd6sUoAAAAAAAAgNLixc55wHjibY3dFfX29NmzYoNdff13V1dXWz03T7PJahmEEszQAAAAAAAAgZHm9XjrngRDgyF1RVlamBx54QHl5eVYY3zxg70zYbpqmDMPoVpgPAAAAAAAA9FV0zgOhwfa7orGxUatWrVJubq4kWQG7x+NRTEyMSkpKrOA9ISFB1dXVOnPmzFkhfmRkpKKjo+0uHwAAAAAAAHA1N82cb2hokGmahPNAK2y/K7Zv3669e/daIfugQYN02223afr06Tp9+rR++tOfWueuX79eklRXV6eDBw9qy5Yt2rFjhxoaGtTQ0KDvfe97uuKKK+x+CwAAAAAAAIBruWmsTaAOwnngbLbfFS+//LKkprE0cXFxevTRR5WQkCCp7XE24eHhmjJliqZMmaJrrrlGjzzyiIqKivTv//7vqqur09VXX21b/QAAAAAAAICbualznnAeaFuYnZuVlZUpNzdXhmHIMAz96Ec/soL5zhozZowefPBBxcbGyjRNPfvss8rLy+uligEAAAAAAIDQ4qaZ836/XxLhPNAaW8P5w4cPS2rqmg8PD9dll13WrXWSk5P1wx/+UFLTDPsXXnghaDUCAAAAAAAAocyNnfM+n8/hSgD3sTWcLy4ultQ0vmbkyJEKDw9v9/z2PkTmzJmjiIgImaap999/XzU1NUGtFQAAAAAAAAhFzJwHQoOt4XxlZaV1PGjQoLN+/8WbtK6urs21fD6fxo4dK6npz2P2798fpCoBAAAAAACA0OXxeFwz1oZwHmibreG8aZrWcWtd85GRkS1el5aWtrteXFycdRzoygcAAAAAAADOZV6vV6ZpuiKgJ5wH2mZrOB8VFWUdV1dXn/X7iIgIeTwe63VRUVG76zX/85yysrIgVAgAAAAAAACEtkC+RjgPuJut4XxiYqJ13FqYbhiGhgwZYr0OPEC2LUePHrWOm4f6AAAAAAAAwLkqEIS7Ye484TzQNlvD+WHDhklqGm+Tn5/f6jnnn3++dbxjx4421zp06JA+/fRT63VrM+wBAAAAAACAc00gCKdzHnA3W8P55ORkxcbGSmoaa1NQUHDWOcnMvHcAACAASURBVJdccol1nJ+frxdeeOGsc0pLS7VmzRoZhmH9LDU1tRcqBgAAAAAAAEILnfNAaLD9rpg8ebJ27twpSfrggw+UkpLS4vfTpk1TbGysysvLZZqm/vSnP+kf//iHpk2bpqioKB07dkx//etfVVlZKdM0ZRiGJk2apISEBLvfCgAAAAAAAOA6buyc9/l8DlcCuI/t4XxaWpp27twp0zT1zjvv6Lrrrmvx+4iICP3whz/Uk08+KcMwZJqmsrKylJWVZZ0TCOWlplnzP/7xj219DwAAAAAAAIBbBZ7NSOc84G623xXTpk3T9OnT1djYKEkqKipq8aBYSfra176m/Px8vfLKKy1G1wRC+UBo7/F4dMcdd2js2LG2vgcAAAAAAADArRhrA4QG2++KiIgILV26tMPzfvrTnyo1NVUbNmzQsWPHrJ+bpilJmjBhgm6++WaNHz++12oFAAAAAAAAQg2d80BocPVdMXPmTM2cOVPHjx/X8ePHdebMGUVHR2vUqFEaOHCg0+UBAAAAAAAAruPGmfOE88DZQuKuGDp0qIYOHep0GQAAAAAAAIDr0TkPhAbuCoS8jIyMTn3Ar1u3zoZqAAAAAAAAnEXnPBAawpwuAAAAAAAAAEDwuLFzPlATgM/xlRVC3sqVK5WQkOB0GQAAAAAAAK7gps55v98vj8cjwzCcLgVwHTrnAQAAAAAAgD4kEM67pXPe5/M5XQbgSo53ztfU1OjgwYPKy8tTaWmpqqqquvytnmEY+uUvf9lLFQIAAAAAAAChw02d8/X19cybB9rg2J1x+vRp/elPf9K7776r2trabq9jmibhPAAAAAAAAPD/3DZznnAeaJ0jd8bu3bu1atUq1dTUyDRNSWLuFAAAAAAAABAEbhtrQzgPtM72O+Pw4cNauXKl9eFgGIZM07RCegAAAAAAAADdR+c8EBpsvzN++9vfqr6+3grlfT6fvvrVr+qiiy7SkCFD1L9/f+sDBAAAAAAAAEDXMHMeCA223hnHjh1Tdna2NcImJSVF999/vxITE+0sAwAAAAAAAOiz6JwHQkOYnZsdPHhQkqwRNosXLyaYBwAAAAAAAIKImfNAaLA1nC8tLZXUNGd+9OjRGj58uJ3bAwAAAAAAAH1eWFhT5OeGsTZ+v18+n8/pMgBXsjWcD3wwSFJycrKdWwMAAAAAAADnBMMw5PV66ZwHXM7WcH7w4MHWsd/vt3NrAAAAAAAA4Jzh8XgI5wGXszWcHzdunHV84sQJO7cGAAAAAAAAzhk+n49wHnA5W8P5xMRETZgwQaZpKj8/X8ePH7dzewAAAAAAAOCc4PP5XDG5gnAeaJut4bwk/ehHP5JhGJKk3/3ud3ZvDwAAAAAAAPR54eHhdM4DLmd7OD9x4kT98Ic/lGmaev/99/XUU0+54snRAAAAAAAAQF/h9XpVV1fndBmE80A7bA/nJemGG27QzTffLMMw9Oabb2r+/PnasmWLiouLnSgHAAAAAAAA6FPCw8MZawO4nGN3xre+9S1NmDBBy5cvV0FBgdauXStJioyMVP/+/a3RN51hGIaeeeaZ3iq1VX6/Xzt27ND27duVn5+v0tJSRUdHKykpSWlpaZo7d65iY2N7Ze99+/Zp69atysrKUklJifx+v+Lj4zVy5EjNmjVLM2fOlMfjcc26X/TMM89o8+bN1uvExEStX7++x+sCAAAAAACgCTPnAfdz7M547733tH79ep05c0aSZJqmJKmqqkpVVVVdWqsrQX4wFBQUKDMzU3l5eS1+XlJSopKSEh08eFAvvvii5s+fry9/+ctB27eyslKPP/643n///bN+V1hYqMLCQr333nt66aWXdPfddyslJcXRdVtz+PBhvfrqq92+HgAAAAAAAB3zer2E84DLOTLWZuPGjVq5cqUKCwutnxmG0a1/dvvss8+0dOlSK5g3DEOTJk3SFVdcoenTpys8PFySVFpaqhUrVmjPnj1B2beyslKLFi1qEaAnJydr9uzZuvLKKzVlyhTrgy4nJ0cZGRkt/vvavW5r6uvrtXbtWjU2NnbregAAAAAAAHQOY20A97P9zti5c6c2btwoqSnYDnTMS1JERIT69++vsDBHvjPolMzMTGs2fmJiopYuXapRo0ZZvy8rK9OqVau0Z88e1dfX65FHHtHTTz+t6OjoHu27du1aHTt2TFLTh+udd96pyy+/vMU5hYWFeuyxx3TgwAGVlpbqoYce0hNPPNHulxi9tW5r/uu//ktHjhyRJF122WXatm1bl64HAAAAAABA5/h8Ph4IC7icrXeGaZp67rnnJH0ezI8YMULf+ta3dOGFFyo+Pt7Ocrps9+7dysrKktT0p0HLli3TyJEjW5wTGxurpUuX6he/+IVOnjypiooK/eUvf9FNN93U7X1zc3O1a9cu6/WCBQs0a9ass85LSkrSAw88oPnz5+vkyZPKzc3Vtm3bNHv2bFvXbU1BQYE2bdokSZo9e7amTp1KOA8AAAAAANBLfD6f6uvrnS6DcB5oh60t6gcPHtSpU6esjutLL71Uq1ev1uWXX+76YF6SXnvtNet47ty5ZwXzAREREbrxxhut12+++aYaGhq6ve/OnTut41GjRrUaoAdERUXpO9/5jvW6+YNX7Vr3i0zT1Nq1a+X3+xUdHa1bb72109cCAAAAAACg63ggLOB+tobzgTntpmnK6/XqzjvvlMfjsbOEbquurm4xPz49Pb3d82fMmKHIyEhJUkVFhfbt29ftvQ8dOmQdX3zxxR2e3/whtNnZ2SoqKrJ13S96/fXXdeDAAUnSLbfcori4uE5dBwAAAAAAgO5hrA3gfraG81VVVZKaRtqMHz9eAwYMsHP7Hjlw4ID1bWNERITGjBnT7vk+n0/jxo2zXu/du7fbe5eWllrHiYmJHZ4fHx8vn8/X4d69tW5zn332mf7whz9IkiZOnKgrrriiw2sAAAAAAADQM4y1AdzP1nC+eRg/cOBAO7fuscBDUyVpxIgRner4v+CCC6zjgoKCbu/d/KG53bkmPz/f1nWbW7dunaqrq+X1enXHHXd0+SGyAAAAAAAA6DrG2gDuZ+udMWjQIOu4urrazq17rHk435kuc0kaPHhwq9d3VWxsrHV9Z0bJlJSUtPhmtK0vBnpr3YDt27fr/ffflyR9+9vfVkpKSod7dEdxcXHQ10xISAj6mgAAAAAAAHZxy1gbv9/fYhIDgM/ZGs5PnDhR4eHh8vv91vz5UFFRUWEdd3ZmevOH3FZWVnZ779GjRysrK0uS9MEHH+jHP/5xu+fv3r27xeu29u6tdSWpvLxczzzzjCRp6NCh+u53v9vu2j2xcOHCoK/5yiuvBH1NAAAAAAAAuwQyOKfROQ+0zdaxNpGRkUpLS5Npmjp9+rQ+/vhjO7fvkZqaGus4PDy8U9c0P6/59V11ySWXWMeffPKJduzY0ea5VVVV+vOf/9ziZ239lUJvrStJzz77rDXT/o477uAbUgAAAAAAABt5vV5mzgMuZ/udceONN+q9995TbW2tfvvb3+rRRx9VVFSU3WV0WfM/A+rsB0rzQLq2trbbe0+ePFmpqak6cOCAJGnNmjVqaGjQ7NmzW5xXVFSkzMxMnTx5ssXP2/oTpt5a98MPP9Q777wjSZozZ46mTJnSqffZXY899ljIPcMAAAAAAACgN7llrA3hPNA22++M5ORkLV68WCtXrlRBQYGWLVumRYsWKTk52e5SuqR5F3xnv3Vs/qdD/fr169H+Cxcu1N13363y8nLV1tbqscce04YNGzRu3Dj169dPJ06c0P79+1VfX6+wsDB96UtfssbQREZG2rZuTU2NnnzySUlSTEyMfvKTn/TofXfGwIEDmREPAAAAAADQjBvG2jQ0NMg0TcJ5oA223xlFRUVKSUnRggUL9NRTTyknJ0e33367ZsyYoYsvvlgpKSmKjo6WYRhdWrezD2ntroiICOu4s986Nj+v+fXdkZSUpFWrVunhhx/WJ598Ikk6ceKETpw40eK8yMhI3X777Tp+/LgVovfv39+2df/4xz9aD5e99dZbFRsb2813DAAAAAAAgO5yw1ibwP6E80DrbL8zbrvtthbBu2maqq+v1/bt27V9+/Zur/vyyy8Ho7w2xcTEWMeBWeodKSkpsY6jo6N7XMPQoUO1evVqvfvuu3r33XeVnZ2t0tJSeTweJSYmatq0aZo3b54SExP1xBNPWNcNGjTIlnVzcnL06quvSpKmTJmiuXPn9vg9AwAAAAAAoOvcMNaGcB5on2N3hmmaMgzjrKC+O7raZd8dw4YNs44DneEdOXXqVKvX90RYWJhmzZqlWbNmtXtedna2dTxmzBhb1j1y5IgaGxslNb33e+65p811ysrKrOPi4uIW5373u9/VtGnTOqwZAAAAAAAArXPDWBvCeaB9jt4Z3Q3jndA8XD969KgaGhrk8XjavSY3N9c6TklJ6bXavqi4uFiffvqp9To1NdX2dVsbjdOW+vp6HTp0yHrdPLgHAAAAAABA1/l8PtXX11sNsk4IfDlAOA+0zvY7Y86cOXZvGRSpqany+Xzy+/2qqalRdna2xo8f3+b5fr+/ReA8ZcoUO8qUJG3dutXqYB82bFinOuedXBcAAAAAAADBFQjE/X6/wsPDHakh0Dnv8/kc2R9wO9vD+QULFti9ZVBERkZq6tSp1sNQ33777XbD+V27dqm6ulpS07z5SZMm2VLnmTNn9OKLL1qv582bZ9u66enpSk9P79R6W7Zs0Zo1ayQ1Pcx3/fr1QakTAAAAAAAAsgJ5N4TzdM4DrQtzuoBQctVVV1nHW7Zs0dGjR1s9r6amRs8//7z1+utf/3qHI3CCoaGhQatXr7YeWJuSkhKUcL631gUAAAAAAEDvCHSrOzl3nnAeaB/hfBdMmzZNEydOlNT04bJ8+XIdOXKkxTnl5eVasWKFNW89JiZG3/72t9tcc8uWLbrmmmusf2358MMPtWHDBhUWFrb6+4KCAt13333629/+JqnpA3j+/Pkd/tlQb60LAAAAAAAA5xDOA+5n652Rm5urd955x3p93XXXKSEhwc4Seuyee+7RwoULVVxcrKKiIs2fP1+TJk1SUlKSysvL9dFHH6m2tlaS5PF4tHjxYkVHR/d438rKSm3cuFEbN27UsGHDNGLECMXExKiqqkr5+fktviTw+XxasmSJxo0b59i6AAAAAAAAcA7hPOB+tt4Z+/bt0+bNm2UYhuLi4nTrrbfauX1QJCQk6MEHH1RmZqby8vLU2NiovXv3nnVebGys5s+fr6lTpwa9hmPHjunYsWOt/m706NG64447NHr0aNesCwAAAAAAAHsFwvm6ujrHaiCcB9pn653R/MNg5MiRMgzDzu2DJiUlRZmZmdqxY4e2bdum/Px8lZaWKjo6WklJSUpLS1N6erpiY2ODtue0adOUkZGhvXv36tChQyopKVFZWZnCw8M1cOBAjRkzRjNmzNDFF1/cpfn2vbUuAAAAAAAAnBN4CGwgIHcC4TzQPlvvjLi4OOt4wIABdm4ddD6fT3PmzNGcOXN6tE56errS09M7PC8yMlJpaWlKS0vr0X52rduRzr5vAAAAAAAAdF0gEGesDeBetj4QduDAgdZxZWWlnVsDAAAAAAAA5ww3jLUJ7B3o4gfQkq3hfGpqqvXBkJeXZ+fWAAAAAAAAwDkjEIg72TlPOA+0z9ZwPioqShdddJFM01Rpaan27Nlj5/YAAAAAAADAOSHQIOvkzHnCeaB9tobzknTTTTdZHw7PPvusqqqq7C4BAAAAAAAA6NMCc94ZawO4l+3h/PDhw3XbbbdJkvLz83Xffffp5MmTdpcBAAAAAAAA9FluGWtjGAYPhAXa4MidMW/ePMXFxWn16tXKzs7WHXfcoRkzZujSSy/V+eefr7i4OEVERDhRGgAAAAAAABDyApMrnA7nw8PDZRiGYzUAbmZ7OP/Nb36zxWvTNOX3+7Vt2zZt27at2+u+/PLLPS0NAAAAAAAA6BPcFM4DaJ3t4bxpmtaxYRjWN2fNf95VfPsGAAAAAAAAfM7j8cgwDMJ5wMVsnzkvqUUgH/jXk3UAAAAAAAAAfM4wDPl8PscfCEs4D7TN9s75iRMnEqoDAAAAAAAAvczn86m+vt6x/QnngfbZHs4/9NBDdm8JAAAAAAAAnHN8Ph9jbQAXc2SsDQAAAAAAAIDexVgbwN0I5wEAAAAAAIA+KDw8nLE2gIvZPtYGCLaMjAx5vR3/T3ndunU2VAMAAAAAAOAOXq+XsTaAi9E5DwAAAAAAAPRBjLUB3M11nfNVVVUqKytTRUWFDMNQdHS0YmNjFRUV5XRpcKmVK1cqISHB6TIAAAAAAABcJTw83PHO+f79+zu2P+B2rgjns7Ky9Pbbb2v//v06ceJEq+cMGTJEEyZM0Ny5czVx4kSbKwQAAAAAAABCi9frdXzmfHx8vGP7A27naDh/9OhRrV27VtnZ2ZIk0zTbPPf48eM6ceKE3n77bY0ePVq/+MUvNHLkSJsqBQAAAAAAAEJLeHg4Y20AF3Ns5vw777yjhQsXKjs72wrlDcOw/gV88WemaSo7O1sLFy7U22+/7UjtAAAAAAAAgNv5fD7Hx9oQzgNtc6Rz/u9//7vWrFmjxsZGK3gPBPRRUVEaOnSoNY/qzJkzOn78uKqqqiTJCun9fr/Wrl2rmJgYTZ8+3Ym3AQAAAAAAALiW1+slnAdczPZwvqKiQo8//rgVzJumqYiICM2bN09z5szRiBEjWr3u6NGjeuedd/T666+rpqZGhmGosbFRjz/+uJ555hnFxMTY/E4AAAAAAAAA9woPD9eZM2cc259wHmif7WNtXnjhBVVVVVnB/Lhx4/Tkk0/qlltuaTOYl6QRI0bo5ptv1rp16zR+/Hir0766ulovvPCCXeUDAAAAAAAAIYGxNoC72R7Ov/POO9ZompEjR+rXv/61Bg8e3OnrExIStHz5co0aNcoK+N95553eKhcAAAAAAAAISYTzgLvZGs7n5uaqrKzM6nq//fbbFRER0eV1IiIi9POf/9xap7y8XDk5OUGtFQAAAAAAAAhlhPOAu9kazhcUFEhqeqhrcnKyxo8f3+21xo8fryFDhlivjx071uP6AAAAAAAAgL6CcB5wN1vD+bKyMus4JSWlx+sNHz681bUBAAAAAACAc53P51NdXZ0je9fX16uxsVH9+vVzZH8gFNgazjf/pi4YN2bzb96c/BYQAAAAAAAAcBufz6f6+npH9g58KeDz+RzZHwgFtobzsbGx1vGpU6d6vN5nn31mHQ8YMKDH6wEAAAAAAAB9hZNjbQLhPJ3zQNtsDecHDRokSTJNU9nZ2SovL+/2WhUVFTp8+PBZawMAAAAAAABomjrh1FgbOueBjtkazqempsrj8cgwDDU2Nmrjxo3dXmvjxo1qaGiQJHk8Hk2cODFYZQIAAAAAAAAhz+v1Oj7Whs55oG22hvORkZGaMmWKTNOUaZp6/fXX9dprr3V5nTfeeEOvvfaaDMOQYRiaPHmyIiIieqFiAAAAAAAAIDS5YawNnfNA22wN5yXpe9/7niTJMAyZpqmnn35ajzzyiI4fP97htSdOnNCqVav0m9/8RlLTeJzmawIAAAAAAABoEhhrE8jQ7ETnPNAxr90bpqamKj09XVu2bLEC+l27dmnXrl0aM2aMxo8fr/POO09RUVEyDENnzpzR8ePHdeDAAWVnZ0tqCuUDXfOXX365UlNT7X4bAAAAAAAAgKsFutYbGhrk9dobA9I5D3TM9nBeku644w6dOnVKe/bskWEYkpoC98OHD1sBfGuah/KmaWrq1Kn6xS9+YVfZAAAAAAAAQMgIBPJ+v9+xcJ7OeaBtto+1kZoe4PrAAw/on/7pnyS1DN0Dr5v/CwiE8pJ03XXX6f7775fH47H/DQAAAAAAAAAuFx4eLunzoNxOgT0DNQA4myOd81JTQH/LLbdo9uzZeumll7Rz5842H1ARCOR9Pp9mzpypb37zmzr//PPtLBcAAAAAAAAIKYGRMk48FJZwHuiYY+F8wKhRo3TXXXfpzjvvVHZ2tnJyclRaWqrKykpJUnR0tOLi4jR69GiNGTOGOVUAAAAAAABAJxDOA+7meDgf4PP5NGHCBE2YMMHpUgAAAAAAAICQRzgPuJsjM+cBAAAAAAAA9C4nw/na2lqFhYXxvEigHYTzAAAAAAAAQB8U6Fp3Ipz3+/3y+XwyDMP2vYFQQTgPAAAAAAAA9EFeb9NEa6c65/v162f7vkAoIZwHAAAAAAAA+iAnx9oEOucBtC3oD4StqKgI9pKdEhMT48i+cF5GRob1TXB71q1bZ0M1AAAAAAAA7hAYaxN4OKud6JwHOhb0cP7GG290ZJbUyy+/bPueAAAAAAAAgFsFOtfr6+tt35vOeaBjQQ/nJck0zd5Ytk08WOLctnLlSiUkJDhdBgAAAAAAgKswcx5wt14J53szLDdNs8X6dn8RAAAAAAAAAIQCJ8fa+P1+a38ArQt6OD948OBgL3mWU6dO0S0PAAAAAAAAtMPJB8LW1tYSzgMdCHo4v379+mAvadmzZ49+//vf69SpU722BwAAAAAAANAXBMbaODFzvq6ujnAe6ECvjLUJtry8PP3hD3/QRx99JOnzsTmBkTbTp093rDYAAAAAAADAjQzDkM/nc2SsTV1dHQ+EBTrg6nD+5MmT+tOf/qQdO3ZI+nzefCCUT01N1c0336zU1FQnywQAAAAAAABcyefzOTLWpq6uTjExMbbvC4QSV4bzZWVl2rRpk9588001NDRYoXwgmB8+fLhuuukmOuYBAAAAAACAdjgVzvv9fjrngQ64KpyvqanRiy++qJdeekk1NTVnhfKDBg3SjTfeqDlz5igsLMzpcgEAAAAAAABXcyqcr62tVb9+/WzfFwglrgjnGxoa9Oabb2rTpk0qKyuzxtYEQvno6Ghdf/31uuaaa/jGDQAAAAAAAOgkOucB93I8nN+xY4f++Mc/qrCw8KxQ3ufz6Rvf+IZuuOEG9e/f3+FKAQAAAAAAgNBC5zzgXo6F83v27NHvf/975eXlnRXKG4ah9PR0/eAHP9CgQYOcKhEAAAAAAAAIaU52zoeHh9u+LxBKbA/nc3Nz9fvf/1579+6VJCuMN01Tpmnqkksu0U033aSUlBS7SwMAAAAAAAD6FCc75wnngfbZFs6fPHlSf/zjH7Vz505Jn4fygeMJEybo5ptv1vjx4+0qCQAAAAAAAOjTwsPDVVdXZ/u+dXV1hPNAB3o9nC8rK9N//Md/6K233lJDQ4MVyge65UeMGKEf/ehHmj59em+XAgAAAAAAAJxTvF6v6uvrbd+XcB7oWK+F8zU1NXrxxRf10ksvqaam5qxQfvDgwfrBD36gOXPmWB30AAAAAAAAAILHibE2pmkSzgOdEPRwvqGhQW+88YY2bdqk8vLysx72Gh0drRtuuEHf+MY35PP5gr09AAAAAAAAgP/nxFibwPQMwnmgfUEP53/+85+rsLDwrFDe5/Pp2muv1fXXX6+oqKhgbwsAAAAAAADgC7xer2pra23dM7Af4TzQvqCH8ydPnmwxvkaSLr30Ut14440aOHCgGhoaVFFREextFRMTE/Q1AQAAAAAAgFAWHh6uyspKW/cMjNEhnAfa1+sPhDVNU++9957ee++9Xt3n5Zdf7tX1AQAAAAAAgFDj8/lsH2tD5zzQOb0azgce9BrooO/tfQAAAAAAAAB8zokHwtI5D3ROr3fOS70bnvd28A8AAAAAAACEKifCeTrngc4Jejg/ePDgYC8JAAAAAAAAoBvonAfcK+jh/Pr164O9JAAAAAAAAIBuoHMecK8wpwsAAAAAAAAA0DucCOcDD6AlnAfaRzgPAAAAAAAA9FGE84B7Ec4DAAAAAAAAfRThPOBeQZ85D9gtIyNDXm/H/1Net26dDdUAAAAAAAC4B+E84F50zgMAAAAAAAB9FOE84F50ziPkrVy5UgkJCU6XAQAAAAAA4Drh4eFqbGxUQ0ODPB6PLXvW1dUpLCysU5MOgHMZnfMAAAAAAABAH+Xz+STJ1u75uro6uuaBTiCcBwAAAAAAAPqoQPe63eF8v379bNsPCFWE8wAAAAAAAEAfFehgtzucD3TsA2gb4TwAAAAAAADQRwVC8sBDWu1A5zzQOYTzAAAAAAAAQB8VCOfr6+tt25POeaBzCOcBAAAAAACAPsqpznkeCAt0jHAeAAAAAAAA6KMC4bzdM+cJ54GOEc4DAAAAAAAAfRThPOBehPMAAAAAAABAH0U4D7gX4TwAAAAAAADQRxHOA+5FOA8AAAAAAAD0UYGQnHAecB/CeQAAAAAAAKCPCoTkNTU1tu1JOA90DuE8AAAAAAAA0Ef1799fklRZWWnbnrW1terXr59t+wGhinAeAAAAAAAA6KO8Xq+ioqJsDef9fr816x5A2wjnAQAAAAAAgD4sOjqaznnAhQjnAQAAAAAAgD7M7nCeznmgc7xOFxDq/H6/duzYoe3btys/P1+lpaWKjo5WUlKS0tLSNHfuXMXGxvbK3vv27dPWrVuVlZWlkpIS+f1+xcfHa+TIkZo1a5Zmzpwpj8fj6LqFhYX66KOPtG/fPh05ckSnTp1STU2NIiMjlZCQoHHjxumyyy7T5MmTu1wnAAAAAAAAOmZ3OM8DYYHOIZzvgYKCAmVmZiovL6/Fz0tKSlRSUqKDBw/qxRdf1Pz58/XlL385aPtWVlbq8ccf1/vvv3/W7woLC1VYWKj33ntPL730ku6++26lpKTYvm5ubq7WrVunw4cPt7lXZWWljhw5orfeekuTJ0/WggULlJiY2KlaAQAAAAAA0DmE84A7Mdammz777DMtXbrUCuYNw9CkSZN0xRVXaPr06dYHUGlpqVasWKE9e/YEZd/KykotWrSoRYCenJys2bNn68orr9SUKVPk9TZ955KTk6OMjAwVFhbavu6nn356At6KqAAAIABJREFUVjB/3nnnKS0tTV/72tc0c+ZMJSQkWL/7+OOPtWjRIp08ebJz/yEAAAAAAADQKdHR0aqoqLBtv9raWsJ5oBPonO+mzMxMFRcXS5ISExO1dOlSjRo1yvp9WVmZVq1apT179qi+vl6PPPKInn76aUVHR/do37Vr1+rYsWOSpPDwcN155526/PLLW5xTWFioxx57TAcOHFBpaakeeughPfHEEzIMw/Z1hwwZoiuvvFKXX365Bg0a1OJ3jY2N2rJli55++mnV1taquLhYmZmZWrVqVbtrAgAAAAAAoPOio6OVn59vy141NTWqq6vTgAEDbNkPCGV0znfD7t27lZWVJUnyer1atmxZi2BekmJjY7V06VIlJydLkioqKvSXv/ylR/vm5uZq165d1usFCxacFaBLUlJSkh544AFr79zcXG3bts3WdePj4zV//nw99dRTuv76688K5iUpLCxMV155pRYuXGj97NChQ/rHP/7RZq0AAAAAAADompiYGNvG2gQ69AnngY4RznfDa6+9Zh3PnTtXI0eObPW8iIgI3XjjjdbrN998Uw0NDd3ed+fOndbxqFGjNGvWrDbPjYqK0ne+8x3r9ebNm21dd/LkyUpPT+/Ug2PT0tI0duxY63VrM+8BAAAAAADQPXaOtSkvL5dEOA90BuF8F1VXV7eYH5+ent7u+TNmzFBk5P+xd+dxVZf5//+f7CAgLgi4kGjuYu4aqWlmTlbWtMw0Zh+bavq1OH1MbfmkaOaSVrY4NTaT2jTtNW0ztsyYu6YtakqKIi4giAjIdtjhHL5/8OM9kCyHw9mAx/1283Z7vw/X+3VdR73Om/M613ldAZKqPjk8fPiwzX0nJCQYxyNHjmy0fc1NaBMTE5WRkeHUuE0xcOBA49ge8QAAAAAAAFClekPYyspKh/dFch6wHsn5Jjp69KjKy8slVa2M79u3b4PtfXx81L9/f+M8Li7O5r5zc3ON47CwsEbbd+zYUT4+Po327ai4TVGzxrzFYml2PAAAAAAAAFQJDg6W2WxWaWmpw/uqTs4HBwc7vC+gpSM530TVm6ZKUs+ePa0q23LppZcaxykpKTb3bcunmzWvqW/jD0fFbYqkpCTjODQ0tNnxAAAAAAAAUCUoKEiSnFLahprzgPW8XT2AlqZmct6aVeaS1KVLlzqvb6qQkBDjemtKv+Tk5KiiosI4r++DAUfFtVZmZmat1ffDhg1r0vXZ2dnN6r8ufEAAAAAAAABai+rkfEFBQa08lSPk5eUpICCgVtUFAHUjOd9ENT9h7NChg1XXdOzY0Thuzs7Yffr00ZEjRyRJ+/fv11133dVg+3379tU6r69vR8W11vr1641SNl26dNGYMWOadP38+fOb1X9dNm7caPeYAAAAAAAArlAzOe9oJpOJVfOAlShr00QlJSXGsa+vr1XX1GxX8/qmGjt2rHF8+vRp7dq1q962RUVF+uijj2o9Vlxc7NS41tiyZYv27NljnM+aNYtPVgEAAAAAAOzImWVt8vLySM4DVmLlfBOVlZUZx97e1v311Uw2N2fjjSFDhmjgwIE6evSoJGnNmjUym82aNGlSrXYZGRlavXq10tPTaz1ec+zOiNuYxMRErV271jifMGHCRX1a44UXXlCnTp1sGgMAAAAAAEBr5+yV82wGC1iH5HwT1VwFX7PuekPKy8uNYz8/v2b1P3/+fM2bN0/5+fkqLS3VCy+8oPfee0/9+/eXn5+fzp07p/j4eFVUVMjT01MjRowwytAEBAQ4PW590tPTtWzZMiOxHxUVpdmzZ9vwNyJ16tSJGvEAAAAAAAD1aNeunTw9PZ2SnM/Pz1dISIjD+wFaA8raNJG/v79xbO2K8Zrtal5vi/DwcD3//PPq1auX8di5c+e0fft2/ec//1FcXJwqKioUEBCguXPnqm/fvka7wMBAp8etS3Z2thYvXqycnBxJUkREhJ5++ukmxwEAAAAAAEDjPD09FRgY6LTkPCvnAeuwcr6Jar645ObmWnVNdRJa+u/XiJqjW7duevnll/Xtt9/q22+/VWJionJzc+Xl5aWwsDCNHj1a06ZNU1hYmF566SXjus6dO7skbk35+flatGiRzp07J6lq1fuyZcsoSwMAAAAAAOBAQUFBTqk5z8p5wHok55uoR48exnFGRoZV12RmZtZ5fXN4enpqwoQJmjBhQoPtEhMTjeOaq92dHVeq2kz2qaee0pkzZyRVfdCxdOlSRUREWHU9AAAAAAAAbBMUFMTKecDNUNamiWom15OTk2U2mxu95uTJk8ZxZGSkQ8ZVl+zsbJ09e9Y4HzhwoMvilpSUaMmSJTpx4oSkqlpnS5cuVc+ePe0yJgAAAAAAANQvODjY4cn5yspKmUwmtW/f3qH9AK0FyfkmGjhwoHx8fCRVJZxrriCvS3l5uRISEozzyy67zKHjq2n79u2yWCySqj5UsHaFu73jlpWVadmyZTp69Kikqk1xn3rqKfXp08cu4wEAAAAAAEDDnFFzvqioSGazmeQ8YCWS800UEBCgoUOHGudbtmxpsP2ePXtUXFwsqerrQ9HR0Q4dX7XCwkJ99tlnxvm0adNcEreiokIrV65UXFycJMnHx0exsbEaNGiQXcYDAAAAAACAxjmjrE1+fr4kkZwHrERy3gbXXXedcbx582YlJyfX2a6kpETvvvuucX7ttdfKy8vL4eMzm816+eWXjQ1rIyMj7ZKcb2pcs9ms1atXa9++fZIkLy8vPfHEExo2bFizxwIAAAAAAADrOaOsDcl5oGlIzttg9OjRGjx4sKSqleFLly5VUlJSrTb5+flasWKFzp07J6nqBfDWW2+tN+bmzZs1ffp04099Dhw4oPfee0/nz5+v8+cpKSlavHixvvvuO0lVK9XnzJljlOJxVtzKykq98sor+vbbbyVVbTQ7b948jR07tsFxAAAAAAAAwP6CgoJkMpkc2gfJeaBpvF09gJbq0Ucf1fz585Wdna2MjAzNmTNH0dHRCg8PV35+vg4ePKjS0lJJ/10xHhQU1Ox+CwoK9P777+v9999Xjx491LNnTwUHB6uoqEhnzpyp9SGBj4+PFi5cqP79+zs97ldffVWr5E9ERITi4+MVHx/f6FiCg4M1c+bMRtsBAAAAAADAOpS1AdwPyXkbhYaGavny5Vq9erVOnToli8Vi1FWvKSQkRHPmzKlVp95eUlNTlZqaWufP+vTpo9mzZ9u06ao94ubl5dU6T0tLU1pamlX9h4WFkZwHAAAAAACwo+DgYBUWFspiscjT0zHFNEwmkzw8POyyQBVoC0jON0NkZKRWr16tXbt2aceOHTpz5oxyc3MVFBSk8PBwxcTEaMqUKQoJCbFbn6NHj9aCBQsUFxenhIQE5eTkKC8vT76+vurUqZP69u2rcePGaeTIkU2qb++ouAAAAAAAAHC9oKAgVVZWqqioyGHJ87y8PAUFBTks+Q+0NiTnm8nHx0eTJ0/W5MmTmxVnypQpmjJlSqPtAgICFBMTo5iYmGb15+i4d9xxh+644w67xAIAAAAAAEDzVCfkCwoKHJacN5lMlLQBmoCPsQAAAAAAAIBWLjg4WJIcWnc+Ly+P5DzQBCTnAQAAAAAAgFau5sp5R2HlPNA0JOcBAAAAAACAVq46OW8ymRzWR35+Psl5oAlIzgMAAAAAAACtnDNWzufn5xvlcwA0juQ8AAAAAAAA0Mr5+fnJ29vb4WVtQkJCHBYfaG1IzgMAAAAAAACtnIeHh4KCghxa1iYvL4+V80ATkJwHAAAAAAAA2oCgoCCHrZw3m80qKCig5jzQBCTnAQAAAAAAgDYgODjYYcn56rgk5wHrkZwHAAAAAAAA2gBHlrXJz8+XRHIeaAqS8wAAAAAAAEAbEBQUpMLCQofEJjkPNB3JeQAAAAAAAKANcGTNeZLzQNORnAcAAAAAAADaAMraAO6F5DwAAAAAAADQBjhy5bzJZJKXl5cCAgIcEh9ojbxdPQCguRYsWCBv78b/K69du9YJowEAAAAAAHBPwcHBDkvO5+XlKSQkRB4eHg6JD7RGrJwHAAAAAAAA2oCgoCAVFxeroqLC7rFNJpOCg4PtHhdozVg5jxbvmWeeUWhoqKuHAQAAAAAA4NZCQkIkSbm5uXbPpeTl5VFvHmgiVs4DAAAAAAAAbUB4eLgk6fz583aPbTKZSM4DTcTKeUCSxWLRiRMn9P333ys9PV1FRUWqrKx09bAAQJLk4eGhdu3aKSIiQmPHjlWfPn3k6cnn6wAAAACaJiIiQlJVcn7w4MF2jZ2fn28k/wFYh+Q82ryUlBS9+eabys7OdvVQAKBeubm5SktL04EDB9SpUyfdfffd6tGjh6uHBQAAAKAFCQkJkZ+fn0NWzufn56tv3752jwu0ZiTn0abl5uZq/fr1ys/PNx7z8vJSu3btWJUKwG1YLBYVFRXJbDZLkrKzs7Vu3TrNnTtXHTp0cPHoAAAAALQUHh4eCg8PV3p6ut1jX7hwQR07drR7XKA1IzmPNquyslIbNmwwEvPdunXT1KlTNXjwYHl7MzUAuJeKigodOXJEmzZtUlpamvLz87VhwwbNmzdPHh4erh4eAAAAgBYiIiLC7ivnCwsLlZOTw7d7gSZiaTDarHPnzik1NVWS1KlTJz344IMaOnQoiXkAbsnb21tDhw7Vgw8+qE6dOkmSUlNTde7cORePDAAAAEBLEh4ebvfkfHV+heQ80DQk59FmxcfHG8cTJ05UUFCQC0cDANYJCgrSxIkTjfOjR4+6cDQAAAAAWhpHlLUhOQ/YhuQ82qzjx48bxwMHDnThSACgaQYMGGAcJyQkuHAkAAAAAFqaiIgIZWVlqaKiwm4xU1NTFRgYqJCQELvFBNoCkvNos/Ly8iRJfn5+6tKli4tHAwDWCwsLk6+vryTV2tAaAAAAABoTHh6uyspKZWZm2i1mamqqevTowX5YQBORnEebVVpaKqkqOQ8ALU31a1dJSYmLRwIAAACgJQkPD5cku5a2qU7OA2gakvNo8/hUF0BL5OnJLRwAAABA01Un5+25KWxqaqoiIyPtFg9oK3hnDwAAAAAAALQRgYGBCg4OttvK+fLycp0/f56V84ANSM4DAAAAAAAAbUh4eLjdVs6npaXJYrGQnAdsQHIeAAAAAAAAaEMiIiLstnI+NTVVkkjOAzYgOQ8AAAAAAAC0IfZcOZ+amiofHx916dLFLvGAtoTkPAAAAAAAANCG2Ds5361bN3l5edklHtCWkJwHAAAAAAAA2pCIiAjl5eWppKSk2bFSU1MpaQPYyNvVAwCAatOnTzeON27c2Gj7N998U5988okkycvLS4888ogmTZpkczxJKi4u1t69e3Xo0CElJiYqPz9fhYWF8vX1Vfv27dWrVy8NGjRIV155pTp16mTlM7NOWlqatm3bpgMHDigjI0MFBQUKCgpShw4d1LdvXw0ZMkQxMTHy9/evN0Z5ebm2b9+uvXv36uTJk8rPz5e/v79CQ0M1cuRI/epXv1LXrl0bHUteXp5++ukn/fzzzzp16pTS09NVXFxsxBowYIAmT56sQYMGNRrLbDbryJEjOnTokI4fP66UlBTl5+fLw8ND7du316WXXqoxY8boyiuvbPC51fx7+umnn3T48GElJycrKytLZWVlateunbp3764hQ4bommuusep5NuSll17S1q1bjfMZM2bojjvusClWXFycYmNjVVlZKUkKCwvThg0bmjU+AAAAALBVeHi4JCk9PV1RUVHNipWamqoxY8bYYVRA20NyHkCLY7FYtHbtWv3nP/+RJPn6+ur//u//NHr0aJtjms1mff755/r000+Vn59/0c8rKipUVFSk9PR07d27V3/72980fvx43Xnnnc1OApeXl+vtt9/Wxo0bVVFRUetnubm5ys3NVVJSkr755hutWbNGvXv3rjPO6dOntWrVKqWlpdV6vKCgQAUFBUpKStLGjRt1991364Ybbqh3POvXr9cXX3whs9l80c8KCwtVWFio5ORk/ec//1FMTIz+93//V0FBQXXGOnz4sFauXFnn36kkZWVlKSsrS99//70++OADzZ07V0OGDKl3bPPmzVNiYmKdPzOZTDp27JiOHTumTz/9VLfddptmzpwpDw+PeuPVZ//+/bUS881RUlKiV155xUjMAwAAAICr2Ss5b7FYdPbsWVbOAzYiOQ+gRSkvL9eLL76o3bt3S5ICAwO1aNEiDR482OaYJpNJzz33nA4ePGg81rVrV40cOVI9evRQ+/btVVpaquzsbB05ckSHDx9WWVmZdu7cqdLSUsXGxtrcd1lZmVauXKl9+/ZJktq1a6eYmBj1799fQUFBMplMysrK0rFjxxQfH19vnJSUFD355JMqLCyUJHXr1k2TJ09Wt27dVFpaqsOHD2vHjh0qKyvTX//6V3l5eWnatGn1xqpOzHft2lVDhw5V7969FRwcrMLCQh0+fFi7d+9WRUWF9u7dq8zMTD377LPy9fW9KFZ2draRmA8ICNCwYcPUv39/de7cWR4eHjpz5oy2bt2qrKwsZWZmasmSJVq6dGm9/55JSUmSJA8PD/Xr10/R0dHq1q2b2rVrp+zsbP344486ePCgzGazPvzwQxUUFOiBBx6w7h/j/1dUVKRXX31VkuTv79/sr3m+9dZbSk9Pt0ssAAAAALCHsLAweXh4NLvufGZmpsrKykjOAzYiOQ+gxSgpKdHKlSt14MABSVKHDh20ZMkSXXrppTbHrKio0LJly3T06FEj5gMPPKArrrii3hXXJpNJn332mdWlchry+uuvG4n50aNHa86cOQoJCam3Xx8fnzp/9sorrxiJ+XHjxmn+/Pm12k6ZMkU33HCDFi1apIKCAq1fv14jRowwVkvU5OnpqfHjx+umm27SgAEDLvr5r371K91yyy1avHixcnNzdeLECX3yySeaMWNGnWOLjIzUrbfeqnHjxtVZtuY3v/mNXnzxRe3du1dlZWX605/+pLVr19a5mVBAQICmT5+uadOmKSIi4qKf33jjjdq+fbteeuklWSwWffnllxo/fryio6PrHFtd3njjDWVlZSk0NFTjx4/X559/bvW1v3T06FF9+eWXkqQ777xT69evtzkWAAAAANiLr6+vOnXq1OzkfGpqqiSRnAdsxIawAFqEgoICLV682EjMh4WF6dlnn21WYl6S/v73vxuJ+S5dumj16tUaN25cg6VQgoODNWvWLL344ou65JJLbO47Li7OKM0zYMAALVy4sN7EfHW/dSW3jx8/bjyHjh076pFHHqkzid+nTx/dc889kqpW7H/wwQd19jNv3jw98cQTdSbmq/Xq1Ut//OMfjfPNmzfX2W7kyJF69dVXdfXVV9dbT97f31/z589X586dJVXVlK/vWwJ/+ctfdPfdd9eZmK82adKkWvsNfPPNN/W2/aW4uDht2rRJkvTggw8qICDA6mt/qaysTGvWrJHFYtEVV1yhyy+/3OZYAAAAAGBv4eHhSk9Pb1aM1NRUeXh4qFu3bnYaFdC2kJwH4PZycnL05JNPGgnoyMhIPfvss82++V+4cEFffPGFpKoyKfPnz69zJXl9IiMjNWvWLJv7r97MVpLuv//+OleKW+PQoUPG8fjx4xvcVHXixIlG4n7Pnj0qKyu7qE1wcLBV/Y4aNcroKyMjQ0VFRRe1CQwMlKdn47caPz+/WhsInT59us521o5twoQJxnF1KZzG1KwNP2HChGZvaPTee+/p7NmzCgwM1P3339+sWAAAAABgbxEREXZZOR8WFiY/Pz87jQpoW0jOA3Br6enpeuKJJ4wEa9++fbVq1SqFhoY2O/aXX35pbMA6YsSIZtWtb6rMzEz99NNPkqTevXurT58+NsfKysoyjhv7KqGvr6/CwsIkVdVWP3LkiM39enl51foFrLS01OZYkmqtUq/rQwNHx6quDR8UFKT77ruvWf0nJibqs88+kyTdfffd6tSpU7PiAQAAAIC9XXrppYqPjzfeF9siNTVV3bt3t+OogLaFmvMA3FZycrIWL16s7OxsSdJll12m2NjYZpUaqak6OS5JV199tV1iWuvIkSOqrKyUJA0dOlSS9MMPP2jTpk1KTExUfn6+goKCFBUVpcsvv1xTp06tt958dRxJDZbjqat9UlKShg8fbtNzyMnJUV5enqSqle8NleSxRs0V7tUfINgqOTm5SbFq1oa/99571bFjR5v7rqio0J/+9CdZLBZFR0dr6tSpNscCAAAAAEeZOHGi1q1bpwMHDtj0zeHKykr9/PPPTn8/DbQmJOcBuKWEhAQ9/fTTMplMkqTLL79cjz/+eL0J6qYqLi7WqVOnjPOBAwfaJa61Tpw4YRx369ZNzz//vHbu3FmrTW5urg4ePKiDBw/q888/18KFCxUVFXVRrJqrsqs346lPeXm5MjMzrW7fkK+//to4HjFihFXla+pz7tw5HTx4UJLk7e2tYcOG2RxLkr766ivjeNSoUQ22rVkbfujQoZoyZUqz+v7www+VlJQkX19fPfzww1Z9YAIAAAAAzta/f3917dpV27Ztsyk5n5aWpvT0dI0YMcIBowPaBpLzaPEWLFggb+/G/yuvXbvW4WMpKSmxur61u4iKimqwRrmrLFq0SMXFxZKqVrU//PDDNtdkr0tOTo4sFoskycfHxy5lcpraf7XPPvtMaWlp8vT01Pjx4zV06FD5+/srNTVV33zzjbKyspSenq4FCxbo5ZdfvmgleM1yPLt379asWbPqrfe3Y8cOlZeXG+eFhYU2jT8lJcWome/h4aHf/va3NsWRJIvFoldffdX495g2bZrat29vc7zNmzfr8OHDkqo+uLjmmmsabP/uu+/q7Nmz8vX11ezZs23uV6qqlf/xxx9Lkn73u9+xKRIAAAAAt+Xh4aFJkyZpy5Yteuyxx5q84OrAgQPy8PCw+dvYAEjOA3aVlJSkO++809XDaJJ33nlHAwYMcPUwLlKdmPfx8dHNN99s18S8JGNFvlS1aamzFRQUGMdpaWny8fHR4sWLL1oxfvPNN2vp0qU6fPiwTCaTXnvtNT311FO12gwePFiRkZFKSUlRdna2/vSnP2nu3LkXfWh1+vRpvfHGG7Ueq2sTV2vGvmLFCqOW+/Tp05tVM/+tt95SXFycpKoSNHfccYfNsU6cOKG//OUvxvkDDzzQ4IdPiYmJ+vzzzyVJM2fOVNeuXW3u22w2a82aNaqoqFCvXr10yy232BwLAAAAAJxh0qRJev/99xUfH6/o6OgmXXvgwAH17du3WYurgLaO5DxavGeeecbpq57rExUVpXfeecfVw2iSusqkuIOoqCglJSWpvLxcsbGxWr58uXr27OmQvlxRdqR6lXi13/72t3WWcgkICNDjjz+u++67T6Wlpdq3b5/S0tJqrcj29PTU7NmzFRsbq4qKCu3cuVMnT57U5MmT1bVrV5WWlio+Pl7btm1TRUWFwsPDdf78eUlNf+5lZWVauXKlzp49K6nqa5C///3vm/js/+vrr782VuD7+vrqiSeeUFBQkE2x0tPTtWzZMmNj2l//+teKiYmpt315eblRzqZ379666aabbOq32ieffKKTJ0/K09PT7t/0AAAAAABHGDp0qDp06KDt27fblJyfMGGCg0YGtA0k5wE78vf3d8tV6C3R8uXLFRsbq6SkJOXm5mrhwoVavny53T5MCA4ONo5rrmJ3ll9uanvttdfW27Zjx44aO3asUZP+0KFDF5VLGTx4sBYuXKgXX3xRJpNJZ8+e1dtvv31RrJiYGA0fPtwo89SURHh5eblWrlxprHLv1auXlixZYvM+AFu3bjVWuXt7e+vJJ59Uv379bIqVmZmp2NhYY/PgyZMn65577mnwmg8//FDJycl2SaanpKTogw8+kFT1TYK+ffvaHAsAAAAAnMXb21sTJkzQtm3b9Mc//tHq69LT03X27FnqzQPNZPvufQDgQCEhIVqxYoV69+4tScrLy9PChQt1+vRpu8Tv1KmTUU+vvLxcWVlZdolrrZpJ8dDQUHXo0KHB9jXLxqSlpdXZZtSoUXr99dd11113afDgwWrfvr28vb3VoUMHjRo1Sk8++aQWLFhgJLClqsS/NcrLy7Vq1Srt27dPUtU3G5YtW2bzKvft27cbq9arE/ONbdxan6ysLC1cuND4NsCkSZM0Z86cBr8VcPr0aWPF/q9//etmleWxWCxas2aNysvLFRYW1uJKWwEAAABo26666iolJyc36f32gQMHJInkPNBMrJwH4Lbat29vrKA/deqU8vPztXDhQq1YsUK9evVqVmx/f3/17t1bJ06ckCQdPXrUqV/H69Gjh3Hcrl27RtvXbFNdj78uQUFBuu2223TbbbfV2+b48ePGsTUr1cvLy/Xss8/qhx9+kCRdcsklWr58uUJCQhq9ti7bt2/XSy+9ZCTmn3jiCY0ZM8amWBcuXNCCBQt07tw5SdKVV16pRx55pNGNjDZv3qyKigp5enrKy8tLH374YZ3tjhw5Uuu4ul337t01fvx4SVJycrISEhIkVf3d/POf/6wzVs1vaBQWFtbq85ZbbrH5GwgAAAAA0Bxjx45VQECAtm3bZvV77QMHDqh3796NLjQD0DCS8wDcWnBwsFasWKFFixbpxIkTMplMWrhwoZYtW6ZLL720WbGHDx9uJOe3bNni1OR8zV94rNmUtbCw0Di2Jplfn+LiYsXHx0uqqjc/aNCgBttXJ+a///57SVJkZKRWrFhht8T8448/rssvv9ymWFlZWbUS8xMmTNC8efOaVJ7GYrHoH//4h1Vt4+LijJI+Y8eONZLzlZWVRpt9+/YZ3y5oSGFhYa39Ka6//nqS8wAAAABcws/PT5dffrl2797daHnQagcOHNDYsWMdPDKg9aOsDQC3FxQUpGXLlhl1vE0mk5Gsb46aCdEDBw4YSWtnGDx4sFF3PisrSzk5OQ22P3nypHHcvXt3m/sgsCm4AAAgAElEQVTdtm2bSkpKJFV9/bChzZTrS8zbujKiZmLey8tLjz32WIMbtjbklyvmx48fr/nz57MJKwAAAADY4PLLL9eRI0es2pMtKytLZ86coaQNYAesnAfQIlQn6J966iklJCQYCfply5bZXC+8c+fOuv766/X555+rsrJSq1ev1qpVqxQWFmbV9SkpKdq+fbv+53/+p8l9+/r66oorrtCWLVskSf/+9781Y8aMOtvm5OTou+++kyR5enpq+PDhTe6vOs67775rnN966631tq2oqKgzMW9tjfpf2rFjx0WJ+SuuuMKmWBcuXNCTTz5pJObHjRunRx99tEmJ+fvuu0/33Xdfo+3ee+89vf/++5KkGTNm6I477rioTe/evbVx48ZGY50/f15/+MMfJElhYWHasGGD1eMFAAAAAEcaO3aszGaz9u/fr4kTJzbYdv/+/ZKoNw/YAyvnAbQYgYGBWrp0qQYMGCCpqoZ3bGysEhMTbY551113aeDAgZKkzMxMPfroo/r2229rlSr5JZPJpLffflvz5s1TcnKyzX3PmDHDWLn/j3/8Q4cOHbqoTXFxsZ5//nmVlZVJqqqpXteHB7m5uTpz5ky9faWmpio2Nlb5+fmSpGuvvVZDhgyps+0vE/M9evRoVmJ+165devHFF2sl5seNG2dTrF+umB83bpwee+wxVswDAAAAQDP06NFD3bt3N94H1qW8vFzfffedPv74Y0VFRalz585OHCHQOrFyHkCL0q5dOz399NNasmSJjh49qsLCQi1atEhLly61anPTX/L29taiRYv03HPP6eDBg8rJydGqVavUrVs3jRgxQpdccomCg4NVUlKi7OxsHTlyRIcPHzaS5c0RHh6u++67T2vXrlV5ebkWL16s8ePHa/jw4fLz81Nqaqo2bdqkrKwsSVWrratXXv9SZmam5s2bp759+2ro0KHq0aOH/Pz8lJeXp8OHD+u7775TRUWFJGnkyJENrhpfs2aNsVLfx8dHN954o44dO9bo8xk0aNBFtej379+vF154QRaLRVLVhwuenp7au3dvg7G6dOly0TciiouLtXDhQqWlpUmq+vuYMGGCsVFtQ2wtnwMAAAAAbcWYMWPqTc7/+OOPevzxx2UymdS1a1c9/PDDTh4d0DqRnAfQ4tRM0MfHx6uwsFCLFy/W008/rf79+zc5XnBwsJYsWaLPPvtMn376qUwmk9LS0owkcF08PT115ZVX6s4772zOU9G0adNksVj0xhtvqKysTDt37tTOnTsvatenTx8tWLCg0Y1YExMT6/0mgZeXl6ZPn65Zs2Y1uPlozdr75eXlWrt2rVXP5ZlnnrloNX5CQoLMZrNxvm3bNm3btq3RWJMnT9bcuXNrPZafn6+zZ88a5xkZGVq1apVVY7Om7AwAAAAAtGVjx47VZ599pvT0dEVERNT62YYNG9S9e3ctWrRI/fr1k4eHh4tGCbQuJOcBtEgBAQFasmSJnn76aR05cqRWgr667E1TeHl56bbbbtP111+vvXv36tChQ0pMTFReXp4KCwvl5+enkJAQRUVFKTo6WhMmTLC5zMsvXX/99Ro5cqT+/e9/a//+/crMzFRpaanat2+vfv36acKECRo/frw8PeuvRBYZGam5c+cqLi5OJ0+eVG5urgoKChQUFKTQ0FCNHDlSV111VbM2kwUAAAAAtF6jRo2Sh4eHfvjhB914443G48nJydq3b5+WLVtm04I4APXzqGyosDLgprKysnT33XdLkv72t78pNDS0yTGWLFmivLw8hYSEaMmSJXYeIQA4Fq9hAAAAAOxt1qxZioyM1IoVK4zH1qxZo3/961/66quv5Ofn58LRAa5lj3zkL7EhLAAAAAAAAACNGTNGP/zwg7FvWFlZmTZu3KgbbriBxDzgACTnAQAAAAAAAGjs2LHKycnRTz/9JEnaunWrcnNzdfPNN7t4ZEDrRM15AAAAAAAAALrssssUFRWlBx98UDfccINOnTqlESNGKCoqytVDA1olVs4DAAAAAAAAkJ+fn9577z3NnTtXu3bt0uHDh3XLLbe4elhAq8XKeQAAAAAAAACSJF9fX82YMUM33nijfvzxR1155ZWuHhLQapGcBwAAAAAAAFBLYGCgJk2a5OphAK0aZW0AAAAAAAAAAHAykvMAAAAAAAAAADgZyXkAAAAAAAAAAJyM5DwAuFB5ebkSExOVmJio8vJyVw8HgJWysrI0ffp0TZ8+XVlZWa4eDoAmYP4CLRfzF2i5mL9A3UjOo82zWCyuHgIANBmvXQAAAAAAtGwk59Fm+fv7S5KKi4tlNptdPBoAsJ7ZbFZxcbGk/76WAQAAAACAloXkPNqs8PBwSVJFRYVOnjzp4tEAgPVOnjypiooKSf99LQMAAAAAAC0LyXm0WUOHDjWOd+zYQYkIAC2CxWLRjh07jPOar2UAAAAAAKDlIDmPNmvQoEHy8fGRJMXHx2vDhg06fvw4JW4AuCWz2azjx49rw4YNio+PlyT5+Pho0KBBLh4ZAAAAAACwhberBwA014IFC+Tt3fh/5bVr19Y69/f316xZs/Tmm2/KbDYrPj5e8fHx8vb2VkBAgDw9+ewKjldZWamioiJJUrt27eTh4eHiEcEdWSwWFRcXG6VsJMnLy0uzZs2i5jwAAAAAAC0UyXm0adHR0fr973+vt956S+Xl5ZKqatCbTCYXjwxthdls1oULFyRJnTt3lpeXl4tHhJbAx8dHs2bNUnR0tKuHAgAAAAAAbERyHi3eM888o9DQUJuvj46O1tKlSxUfH69Dhw7p/PnzKikpseMIgfqVlZXp9OnTkqSePXvK19fXxSOCu/L391d4eLiGDh2qQYMGsWIeAAAAAIAWjuQ8oKqk14gRIzRixAhXDwVtTFZWlu6++25J0rx585r1QRMAAAAAAABaDopqAwAAAAAAAADgZCTngRbgoYce0kMPPeTqYThNW3u+bU1b+/dtS8+3LT3Xtqit/fvyfNGatLV/X54vWpO29u/L80Vr0pb+fdvSc7U3kvMAAAAAAAAAADgZyXkAAAAAAAAAAJyM5DwAAAAAAAAAAE5Gch4AAAAAAAAAACcjOQ8AAAAAAAAAgJORnAcAAAAAAAAAwMlIzgMAAAAAAAAA4GQk5wEAAAAAAAAAcDJvVw8AsIXZbDaOs7OzXTgS56ioqJAkZWVluXgkztGWnm/N/79t4f+y1Lb+faW29Xzb0nNl7rZ+PN/Wi/nb+vF8Wy/mb+vH8229mL+tW1t5rjX/79bMTTaHR2VlZaVdIgFOdPz4cc2fP9/VwwAAAAAAAADQxrzwwgvq169fs+NQ1gYAAAAAAAAAACdj5TxapLKyMiUlJUmSQkJC5OXl5doBAQAAAAAAAGi1zGaz8vLyJElRUVHy9fVtdkyS8wAAAAAAAAAAOBllbQAAAAAAAAAAcDKS8wAAAAAAAAAAOBnJeQAAAAAAAAAAnIzkPAAAAAAAAAAATkZyHgAAAAAAAAAAJyM5DwAAAAAAAACAk5GcBwAAAAAAAADAyUjOAwAAAAAAAADgZCTnAQAAAAAAAABwMm9XDwAA2ory8nLt2rVLO3fu1JkzZ5Sbm6ugoCCFh4crJiZGV199tUJCQpw6pnXr1ulf//qXcR4WFqYNGzY4dQxAS+GqOXz+/HkdPHhQhw8fVlJSkjIzM1VSUqKAgACFhoaqf//+mjhxooYMGWL3vgF348p7qTvex4GWxBVziHso0Hzudv/jPSxaG4/KyspKVw8CAFq7lJQUrV69WqdOnaq3TYcOHTRnzhyNGjXKKWM6fvy4HnvsMVksFuMxfrEB6uaKOXzy5EmtXbtWx48ft6r9kCFD9MgjjygsLMwu/QPuxpX3Une8jwMtibPnEPdQwD7c7f7He1i0Rl5LlixZ4upBAEBrlpWVpf/7v/9TWlqaJMnDw0PR0dEaOnSoQkNDlZmZKbPZrJKSEn377bcaOHCgIiIiHDqmiooKLV26VDk5ObUeDwwM1E033eTQvoGWxlVz+PDhw9q4cWOtx7p3767o6GgNHjxYXbt2VVFRkYqKiiRJGRkZ2r17t2JiYhQUFNTs/gF34sp7qTvex4GWxBVziHso0Hzudv/jPSxaK8raAICDrV69WtnZ2ZKqPtWPjY1Vr169jJ/n5eXp+eef16FDh1RRUaFnn31Wr7/+ukPfGHzyySdKSkqSJE2cOFE7duxwWF9AS+fqOdy1a1dNnTpVV111lTp37lzrZxaLRZs3b9brr7+u0tJSZWdna/Xq1Xr++efl4eFhl/4Bd+DKeejq1wCgpXPlHOIeCtjO3e5/vIdFa8WGsADgQPv27dORI0ckSd7e3lq0aFGtX2gkKSQkRLGxscYqA5PJpE8//dRhY0pJSdGHH34oSZo0aZKGDRvmsL6Als6Vc7hjx46aM2eOXnvtNd12220XJRUkydPTU1OnTtX8+fONxxISEvTTTz81u3/AXbhyHrrjfRxoSVw1h7iHAs3jbvc/3sOiNSM5DwAO9OWXXxrHV199taKioups5+/vr5kzZxrn//73v2U2m+0+nsrKSr3yyisqLy9XUFCQ7r33Xrv3AbQmrpzDQ4YM0ZQpU+Tl5dVo25iYGPXr1884//HHH5vVN+BOXDkP3e0+DrQ0rppD3EOB5nGn+x/vYdHakZwHAAcpLi7WoUOHjPMpU6Y02H7cuHEKCAiQVLXq4PDhw3Yf01dffaWjR49Kku6++2516NDB7n0ArYU7zuGGDBw40DjOyMhwat+Ao7hyHra01wDA3bSkOcQ9FPgvd5u7vIdFa0dyHgAc5OjRoyovL5dUtaKgb9++Dbb38fFR//79jfO4uDi7jicrK0t///vfJUmDBw/WNddcY9f4QGvjbnO4MTXr41osFqf2DTiKK+dhS3sNANxNS5pD3EOB/3Knuct7WLQFJOcBwEFSU1ON4549e1r1tdpLL73UOE5JSbHreNauXavi4mJ5e3tr9uzZbHQFNMLd5nBjqjfIkqTQ0FCn9g04iivnYUt7DQDcTUuaQ9xDgf9yp7nLe1i0BSTnAcBBav5SExYWZtU1Xbp0qfP65tq5c6dRP/PWW29VZGSk3WIDrZU7zeHGZGZm1lqlxCZZaC1cOQ9b0msA4I5ayhziHgrU5i5zl/ewaCtIzgOAg5hMJuPY2rp4HTt2NI4LCgrsMo78/HytW7dOktStWzfdfvvtdokLtHbuMoetsX79euNr+F26dNGYMWOc1jfgSK6chy3pNQBwRy1lDnEPBWpzh7nLe1i0JSTnAcBBSkpKjGNfX1+rrqnZrub1zbF+/Xrl5uZKkmbPni0fHx+7xAVaO3eZw43ZsmWL9uzZY5zPmjWLeY5Ww5XzsKW8BgDuqiXMIe6hwMXcYe7yHhZtCcl5AHCQsrIy49jb29uqa2r+0lFaWtrsMRw4cEDbtm2TJE2ePFmXXXZZs2MCbYU7zOHGJCYmau3atcb5hAkTNGnSJIf3CziLK+dhS3gNANyZu88h7qFA3Vw9d3kPi7bGulkGAK3I119/rX/+8592jXnXXXcpJiam1mM1Vw9UVFRYFae8vNw49vPza9aYSkpK9Oc//1mSFBwcrHvuuadZ8QB30VbmcGPS09O1bNky4w1UVFSUZs+e7dA+AWdz5Tx099cAwN258xziHgrUz5Vzl/ewaItIzgNoc/Lz83X27Fm7xiwsLLzoMX9/f+O45uqDhtRsV/N6W7z99tvKyMiQJN17770KCQlpVjzAXbSVOdyQ7OxsLV68WDk5OZKkiIgIPf300woMDHRYn4AruHIeuvNrANASuOsc4h4KNMyVc5f3sGiLKGsDAA4SHBxsHFfXy2tM9ZsESQoKCrK57xMnTuiLL76QJF122WW6+uqrbY4FtFWunMMNyc/P16JFi3Tu3DlJUqdOnbRs2TJ16tTJIf0BruTKeeiurwFAS+GOc4h7KNA4V81d3sOirWLlPIA25/bbb3fKbu89evQwjqs//W9MZmZmndc3VVJSkiwWixHz0UcfrbdtXl6ecZydnV2r7e23367Ro0fbPA7AEdrCHK5PUVGRnnrqKZ05c0ZS1ZunpUuXKiIiwu59Ae7AlfPQHV8DgJbE3eYQ91DAOq6au7yHRVtFch4AHKTmLyXJyckym83y8vJq8JqTJ08ax5GRkXYZx7lz54zVQY2pqKhQQkKCcV7zlx6grXGXOVytpKRES5Ys0YkTJyRJ7dq109KlS9WzZ0+79gO4E1fOQ3d7DQBaGneaQ9xDAeu5w9zlPSzaEsraAICDDBw40Ni1vqSkRImJiQ22Ly8vr/VLBbvSA67lTnO4rKxMy5Yt09GjRyVVbbT11FNPqU+fPnbrA3BHrpyH7vQaALRE7jKHuIcCTeMucxdoK1g5DwAOEhAQoKFDh2rfvn2SpC1btmjAgAH1tt+zZ4+Ki4slVdXpi46OtrnvKVOmaMqUKVa13bx5s9asWSNJCgsL04YNG2zuF2hNXDmHa6qoqNDKlSsVFxcnSfLx8VFsbKwGDRpkl/iAO3PlPHSX1wCgpXKHOcQ9FGg6V81d3sOirWLlPAA40HXXXWccb968WcnJyXW2Kykp0bvvvmucX3vttY1+dRCA47l6DpvNZq1evdp4c+Tl5aUnnnhCw4YNa3ZsoKVw5Tx09WsA0NK5cg5xDwVsx/0PcB6S8wDgQKNHj9bgwYMlVa3cWbp0qZKSkmq1yc/P14oVK4yaesHBwbr11lsbjLt582ZNnz7d+APAMVw5hysrK/XKK6/o22+/lSR5enpq3rx5Gjt2bDOfFdCyOGIeWnsfddRrANBWuGr+cg8FmseV916graGsDQA42KOPPqr58+crOztbGRkZmjNnjqKjoxUeHq78/HwdPHhQpaWlkv67oicoKMjFowZQzVVz+KuvvtKWLVuM84iICMXHxys+Pr7Ra4ODgzVz5sxmjwFwF668l3IfB5rHFXOIeyjQfNz/AOcgOQ8ADhYaGqrly5dr9erVOnXqlCwWi1H3sqaQkBDNmTNHQ4cOdcEoAdTHVXM4Ly+v1nlaWprS0tKsujYsLIzEAloVV95LuY8DzeOKOcQ9FGg+7n+Ac5CcBwAniIyM1OrVq7Vr1y7t2LFDZ86cUW5uroKCghQeHq6YmBhNmTJFISEhrh4qgDowhwHXc+U85DUAaB7mENAyMXcBx/OorKysdPUgAAAAAAAAAABoS9gQFgAAAAAAAAAAJyM5DwAAAAAAAACAk5GcBwAAAAAAAADAyUjOAwAAAAAAAADgZCTnAQAAAAAAAABwMpLzAAAAAAAAAAA4Gcl5AAAAAAAAAACcjOQ8AAAAAAAAAABORnIeAAAAAAAAAAAnIzkPAAAAAAAAAICTkZwHAAAAAAAAAMDJSM4DAAAAAAAAAOBkJOcBAAAAAAAAAHAykvMAAAAAAAAAADgZyXkAAAAAAAAAAJyM5DwAAAAAAAAAAE5Gch4AAAAAAAAAACfzdvUAAAAAALQN58+f1x/+8AfjfPLkyZo7d64LRwQAAAC4Dsl5AAAAAIZ7771XGRkZDbbx9PRUu3btFBgYqMjISPXt21dXXHGFoqKinDNIAAAAoBUgOQ8AAACgSSwWiwoKClRQUKDz589r3759ev/99zV48GDNnj1bkZGRrh4iAAAA4PaoOQ8AAADALo4cOaJHHnlEe/fudfVQAAAAALfHynkAAAAA9XrsscfUv3//Wo9ZLBaZTCadPHlSW7ZsUUJCgvGzsrIyrV69WqtWrVLfvn2dPVwAAACgxWDlPAAAAIB6dezYUeHh4bX+dO3aVf369dO0adO0evVq3X///fLw8DCuKSsr0/r16104agAAAMD9kZwHAAAA0Cw33HCDbrrpplqPxcfH6+TJky4aEQAAAOD+SM4DAAAAaLbf/va38vauXTXzp59+ctFoAAAAAPdHzXkAAAAAzRYcHKw+ffro2LFjxmMpKSlNjnP27FmdPn1aWVlZslgsat++vfr06aOoqKhmjc9kMunMmTM6d+6cTCaTysrK1K5dOwUHB6t3796KjIysVZrHFgUFBTp16pTS0tJUVFSk8vJy+fr6KjAwUGFhYYqMjFTnzp1tjm82m3X8+HGlp6crLy9P5eXlCgkJUXh4uAYOHChfX99mjR8AAADORXIeAAAAgF2EhobWOs/Pz7f62h9++EEfffRRrc1la4qIiNDMmTM1adIkq2MmJCRo9+7dOnjwoJKTk1VZWVlv2+DgYE2dOlU33XSTOnbsaHUfkhQXF6ePP/5Yhw4dksViabBt586dNXLkSN1www3q1auXVfFTUlL04Ycf6scff1RRUVGdbXx9fTV27FjNnDlT3bt3b9L4AQAA4Bok5wEAAADYRUPJ7/qYzWatX79eX3zxRYPt0tPT9cILL+jYsWMXbUBblz179mjlypVWj8NkMumTTz7Rpk2b9Nhjj2n48OGNXlNZWal169Zp48aNVvdz4cIFbdq0SR06dGg0OW82m/XGG2/oiy++aDTpX1ZWpl27dmnPnj265557dOONN1o9JgAAALgGyXkAAAAAdnHhwoVa5+3bt2/0mnXr1unLL7+UJHl4eCgqKkoRERHy8fFRRkaGEhMTZTabjfZffvmlLrnkEl133XUNxv3lBwWenp7q1q2bwsPD1a5dO3l4eCg/P1/JycnKyckx2plMJi1dulQrV67UgAEDGuzjo48+uigx7+XlpaioKIWFhcnPz09lZWUqKChQamqqsrOzG/37qFZaWqoVK1ZcVLff29tbvXr1UmhoqHx8fJSTk6Pjx4+rtLRUUlVCf926dSooKNAdd9xhdX8AAABwPpLzAAAAAJqtoKBAJ06cqPVYjx49Grxm3759RumbqVOnasaMGReVxrlw4YJeffVV7du3z3js73//uyZPnix/f/8G4wcGBuqqq67S6NGjFR0dXW9N9mPHjuntt99WXFycJKmiokLPPfec/vrXv8rHx6fOawoLC/XRRx8Z556envrd736n6dOnKygoqM5rsrOzdeDAAW3durXRlf9/+ctfaiXmAwMDNWPGDF1zzTVq165drbalpaX66quv9M4776isrEyS9MEHH6hfv34aNWpUg/0AAADAdTxdPQAAAAAALd/HH3+sioqKWo81VhqmOjH/4IMP6uGHH74oMS9V1WiPjY1Vnz59jMeKioq0c+fOBmNHR0frzTff1P33368RI0Y0uFnqgAEDtHz5ck2ZMsV4LDMzUzt27Kj3mgMHDhiJcEm6/fbbNWPGjHoT85LUqVMnTZkyRc8884x+85vf1Ntu9+7d2rx5s3EeFhamNWvW6KabbrooMS9Jfn5+uvnmm7V8+XLjeVZWVur1119vtBwOAAAAXIfkPAAAAIBm+frrr/Xpp5/WemzgwIG1Eur1mThxYqMlary8vC4q0VK9yr0+ISEhja6sr8nDw0P333+/OnToYDzWUHI+MzOz1vm4ceOs7kuqSqjXpbKyUh988IFx7uXlpdjYWIWHhzcac+DAgZo5c6Zxfu7cOX333XdNGhcAAACch7I2AAAAAOqVk5Oj8+fP13rMYrGooKBAJ0+e1NatW3X06NFaP/fx8dG9995rVfzbb7/dqnbDhw+Xt7e3sTr/1KlTVl3XFP7+/hoxYoS2bt0qSUpISJDFYpGnZ+NrmnJzc9WzZ89mjyEuLk7JycnG+cSJExvdOLam6667Tu+++66xqv/777/XFVdc0exxAQAAwP5IzgMAAACo1/PPP9+k9j4+Ppo/f7769+/faNuIiAhFRkZaFdfb21tdu3ZVSkqKpKpkuK3KyspUXFys0tLSizaOrVk2pri4WFlZWQoLC7soxi/r6b/99tvq16+fAgICbB6XJB08eLDW+YQJE5p0vb+/v/r27asjR45IkuLj45s1HgAAADgOyXkAAAAAdjFw4EDNnj3b6hXk1ibmq9Ws515UVGT1dQkJCdq9e7cSEhJ05swZFRYWWn1tfW0vu+wydejQwfiQICEhQffff7+uueYaxcTEqHfv3latuP+lXybTg4ODL/rmQmNqfsCQkZFh9ep/AAAAOBfJeQAAAABN4unpqYCAAAUGBqpHjx7q27evrrjiCvXu3btJcRraPLUuXl5exrHZbG60fXJysl577TVjFbkt6kvO+/v766GHHtKqVauMTVdzcnL00Ucf6aOPPlJgYKAGDBigAQMGaPDgwerfv3+Dm9JWy8rKqnX+6KOP2jx2qaoEUWFhoYKDg5sVBwAAAPZHch4AAABAvZ555hkNGTLEIbE9PDwcEleSjhw5oqefflrFxcXNivPLsjc1xcTEaMmSJXrttdd07ty5Wj8rLCzU/v37tX//fklSQECAxowZoxtvvFH9+vWrN6bJZGrWeOtSXFxMch4AAMANkZwHAAAA0KoUFRXpueeeq5WYDwwM1IQJEzRkyBD16NFDnTp1kr+/v3x9fWuVfHnvvff0/vvvW93X8OHD9dprr+mHH37Q7t27FRcXV2c9/OLiYu3YsUM7duzQlClT9MADD8jPz++iduXl5U18to1r6AMGAAAAuA7JeQAAAACtytdff63s7GzjvH///lq0aJFCQkIavbYpteyreXl5KSYmRjExMZKktLQ0HTt2TEePHtXBgweVnp5eq/3mzZtVWFioBQsWXBSrffv2xth9fX318ccfO/QbBgAAAHAdkvMAAAAAWpXvv//eOPbw8NCjjz5qVWJeUq2kvq26deumbt26afLkyZKkU6dO6ZNPPtHOnTuNNnv37tXBgwc1bNiwWtd26NDBGENZWZkyMzMVFhbW7DEBAADA/Xg23gQAAAAAWo60tDTjuEePHoqIiLD62mPHjtl9PL1799Zjjz2m6667rtbje/fuvajtwIEDa53/9NNPdh8PAAAA3APJeQAAAACtSmFhoXEcGBho9XWHDh1SZmamI4YkSbrmmmtqnZ8/f/6iNiNGjKh1vmnTJoeNBwAAAK5Fch4AAMpfELsAAARHSURBVABAqxIUFGQcp6WlyWKxNHpNRUWF3nrrLUcOS15eXrXOfXx8LmozcuRIde3a1Tg/fvy4vvnmG4eOCwAAAK5Bch4AAABAqxIVFWUc5+fnN7r63Gw2689//rOOHz9udR/bt29XSkpKk8a1devWWueRkZEXtfHy8tIdd9xR67G1a9dqz549TepLUp2b0QIAAMB9sCEsAAAAgFZlwoQJOnjwoHH+17/+VWVlZZo2bdpFq9WPHz+uN954Q0eOHJEkhYSEKC8vr9E+du/erRdffFHR0dEaN26cRo0apfDw8Drb5uXl6eOPP9Y///lP4zFPT09NmjSpzvaTJk1SXFycsWK+oqJCK1eu1MSJE/XrX/9affr0qfM6s9mspKQk/fDDD9q1a5dSUlL0zDPPNKnmPgAAAJyH5DwAAACAVuXqq6/Wxo0blZSUJKkqub1u3Tq9//776tevn9q3b6/CwkIlJycrIyPDuC46OlqDBg3SRx99ZFU/lZWV+vnnn/Xzzz9LkoKDg3XJJZeoffv28vPzU2lpqc6fP6+kpKSLSuv85je/0SWXXFJv7IceekgFBQW1No3dsWOHduzYoZCQEPXq1UvBwcHy8PBQUVGRsrOzlZqaqrKyMmv/mgAAAOBiJOcBAAAAtCpeXl5atGiRYmNjde7cOePxgoICHThwoM5rhg0bpieffFKff/65zf2aTCZjBX5DY7v99ts1Y8aMBtt5e3vrySef1Keffqr33nuvVtI9Ly+v1jcDGorh5+dn3eABAADgdCTnAQAAALQ6YWFhevnll/XOO+9o06ZNKi0trbNd7969NW3aNE2dOlWentZvyfX//b927h5VkSAKwOhtTGwFEUMRxNjAxMDExC3oGt4CXYILMNXE0B8wk1ZMpCcbGEaGx7x5d5Jz4qK6K/2ouh8fMZlMYrvdxn6/j6qq/ri+1WrFbDaL1Wr1dtb8O0VRxHK5jMViEev1OjabzS83/d8pyzLG43FMp9OYz+fR6XQ+fSYAAHIVdV3X//snAAAAvsvz+YzdbhfH4zEej0e02+3odrsxGo2i3+9/ef+6ruN8PsfpdIrr9Rr3+z1er1c0m82fo26Gw+Fv8+7/xuVyicPhELfbLaqqiqIooizL6PV6MRgMot/vR6PR+PJ3AAD4fuI8AAAAAAAk+/y7TQAAAAAA4J8Q5wEAAAAAIJk4DwAAAAAAycR5AAAAAABIJs4DAAAAAEAycR4AAAAAAJKJ8wAAAAAAkEycBwAAAACAZOI8AAAAAAAkE+cBAAAAACCZOA8AAAAAAMnEeQAAAAAASCbOAwAAAABAMnEeAAAAAACSifMAAAAAAJBMnAcAAAAAgGTiPAAAAAAAJBPnAQAAAAAgmTgPAAAAAADJxHkAAAAAAEgmzgMAAAAAQDJxHgAAAAAAkonzAAAAAACQTJwHAAAAAIBk4jwAAAAAACQT5wEAAAAAINkPmfGY5UjtyzQAAAAASUVORK5CYII=\n", "text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 368, "width": 755 } }, "output_type": "display_data" } ], "source": [ "binned_lc = folded_lc.bin(binsize=10)\n", "binned_lc.plot();" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Or we can do these all in a single (long) line!" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 368, "width": 755 } }, "output_type": "display_data" } ], "source": [ "lc.remove_nans().flatten(window_length=401).fold(period=3.5225).bin(binsize=10).plot();" ] } ], "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": "3.6.7" } }, "nbformat": 4, "nbformat_minor": 2 }