{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# How to identify time-variable background noise (\"rolling bands\")?" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In the previous tutorial we looked at making custom apertures to check planet signals. In this tutorial we will use the same technique to find variable background (such as rolling band signal) in Kepler data.\n", "\n", "The background flux level of Kepler pixel data is not static. In particular, certain CCD channels occasionally experience the 'rolling band' effect, where the background has a strong time varying component of a 'band' moving up the detector (the band is the horizontal dark line that is approxmiately 30 pixels wide). You can read more about rolling band in the [Kepler Instrument Handbook](https://archive.stsci.edu/kepler/manuals/KSCI-19033-001.pdf). An example of the rolling band artifact is shown in the video below. You can see the band move through the superstamp at the 2 second mark, leaving the bottom of the screen at the 6 second mark." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "![](rollingband.gif)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The rolling band artifact is small, up to about 20 counts per pixel. However, this signal can add up to significant levels for large apertures containing many pixels or for faint, quiet targets.\n", "\n", "Rolling band can often add spurious signals into your data which look like real astrophysical variability. The best way to spot rolling band is to vary your aperture size. If the signal strength increases as you increase the number of background pixels in the aperture, the effect is likely to be an additive background component.\n", "\n", "Below we will show you how to check for rolling band. First let's import `lightkurve` and download a target." ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "from lightkurve import search_targetpixelfile\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "%matplotlib inline" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "tpf = search_targetpixelfile('KIC 7691027', quarter=16).download()" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 401, "width": 526 } }, "output_type": "display_data" } ], "source": [ "tpf.plot(aperture_mask=tpf.pipeline_mask);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This looks like a fairly normal Target Pixel File. Let's take a look at the light curve." ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 390, "width": 758 } }, "output_type": "display_data" } ], "source": [ "lc = tpf.to_lightcurve(aperture_mask=tpf.pipeline_mask)\n", "\n", "ax = lc.remove_outliers().plot(normalize=False, alpha=0.7)\n", "ax.set_title('Flux in Pipeline Aperture')\n", "\n", "ann = ax.annotate(\"Stellar rotation?\",\n", " xy=(1552, 4460), xycoords='data',\n", " xytext=(1540, 4490), textcoords='data',\n", " arrowprops=dict(arrowstyle=\"simple\",\n", " connectionstyle=\"arc3, rad=-0.2\"))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "It looks like there are some features at around 1540 days that could be due to rotation in the star. But this could also be due to rolling band. Let's change the aperture of the target pixel file to **only include background pixels** and see if this signal is still present." ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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66OoZCzxuJ/z2228yZd26dcOcOXM6/X2BbVBl7NixnJLi2tra6mXAoRlbe6D1QAPRD537L00D6urq8OjRI+Tm5qKqqgp1dXUwNjaGhYUFBAIBPD09VW6EKkokEiEtLQ25ubkQCoUQiUTg8/nw9vZWuNHY0NCA5ORklJSUoLy8HDweD9bW1nBzc0OfPn20FonNyspCXl4eKisrUVVVBVNTU1hZWcHBwQGenp6d/qauz6ZPn4709HRGFuhz584hLCwMTk5OOqqZdly6dImRbLNPnz7w8PBQ+BwPHjxAQkKCTFlgYCCGDBmiljq2JS8vj5EUSyAQIDAwkNN5eDweRo0ahT///LOlrLa2FtevX+/0a/svXbrEKHv++ec5nWPYsGGwsbFBeXl5S9m1a9dQX1+v8emXHh4ejGs3NjaivLxc4/uKsy2t0KfEYjdv3mRdl62JjsiYMWM4HyMWi1FYWIhHjx6htLQUtbW1kEgksLCwgIWFBZydneHq6qqxLYuFQiFSU1NRWlqKyspKmJqaonv37nB3d1c4WamqmpqakJaWhuLiYgiFQtTU1MDc3BwCgQAuLi5wdXXVeB0aGhqQmpqKR48eobq6GiYmJhAIBHB1ddVoO6e4uBgZGRkQCoWoqqpqaaNZW1vD2dkZzs7Oaktm19DQgPv376O8vBwVFRWor6+HpaUlBAIB+vTpo/eJ0nX1jG129uxZxtKBqVOnaiXgoYqamhrWQRV9us+rA9v9rvUzl+iHLt8TFIvFuHPnDm7evInExERkZWV1uA7L0dERo0ePxsSJE5XaliUyMhLbt2+XKfvuu+9aRm2ysrJw9OhRXL16lXVngpCQkA6DDllZWTh48CDi4uLa3N3A1tYW48ePR1hYWEvD+8CBAzh48KDM606ePKnw79ZaRkYGTpw4gVu3brW7vRmfz8fAgQMxefJkhbb3YXv/Wtu+fXu7PwcAPz+/JyYRKY/HwyeffIJZs2ahqamppVwikeDkyZN4//33dVg7zWMbBeA6y4Gt86Zqgj9FsO064O3trVQjul+/fjJBB+Bxp64zBx2kUinrlmlcc3HweDwMHTpUJqlkY2MjkpKSMGjQIJXr2RF7e3tGA0jTQYecnBykpKTIlBkbGyM4OFhj11S31rk4mvn7++v0M5uXl4erV68iISEBycnJHe4eZG5ujoCAAEyaNEltM0wSExNx+PBh3LlzB2KxmPU1bm5uCAsL09hWybGxsTh//jwSEhLa3cLW1tYWQ4cOxZQpUzh/3jtqj+Tn5+P333/H5cuX25y1ZW1tjQkTJmDSpElqCTAWFBTg+PHjuHXrFmNKuzxTU1P4+flhxIgRGD16NOfrSyQSXLhwAVFRUbh37x5jxk9rDg4OePrppzFp0iS93C5QV8/YZvLtBCMjI73ouF+8eJHxufDw8EDfvn11VCPdYJs5SIOZ+qdL/4tFR0dj9+7dEAqFnI5rftD9+eefmDlzJl544QW11en333/HwYMH22xIdEQikeCXX37BsWPHZDqYbMrKyvDrr7/i/PnzWLJkCaeR347O+/333+PSpUsKJdKpq6vDtWvXcO3aNQwdOhRz585lzcZPlGdra4uxY8cykg1dunQJ7777bocjcYWFhZg9ezajXNmAlLY07+rRmomJicJT84HHf1NXr16VKRMIBBg8eLA6qtgutnuTsh1VtiRciYmJSp1LWx49eoSKigqZMicnJ6Vmm/n6+jJ2srh3755Wgg5sHSIuU1+VwdaIHzZsGKysrDR6XXUpLi7GnTt3GOXqfN5yIRQKsWLFCqSnp3M6rnkk8sqVKxg6dCjmzZundC6dhoYGfPvtt4iMjOzw2ZqZmYlt27YhMjISixcvVltH9P79+9izZw9j7XtbysrKcObMGZw/fx6TJk3Cm2++qZaZH6dOncL333/fbkccACoqKnDgwAFERkZizZo1Ss/sq6ysxI8//oioqCiF22cNDQ2Ii4tDXFwcvvvuuzZ3X2ETFxeHffv2IScnR6HXFxYW4siRIzh9+jTefPNNvPTSSwpfC2DfJa5Hjx7Yt28fp/MoQ5fPWODx34p8ounBgwfrRfBGHYMqXYF8ommAffYD6dy6dE6HnJwczgGH1hoaGrB792588803aqnP7t278csvv6gUcNi2bRsOHTrUYcChtaKiIixZsoT1j5arjIwMzJ8/HxcvXlQqc29sbCwWLFiA3NxcletCZLE1Qpqn53ZVbB2v4cOHc2r0p6enM+4T/fv355RTQVnyW3wCUDq3grm5OaOsuLiYkam7M3n48CGjTJHZUGzYjktLS1PqXFw0T8GXx2XnEK6ampoY23UC+jXl9vr164xniI2NDYYOHaqT+tTV1XEOOMiLjY3F/PnzUVJSwvnYhoYGrFmzBufPn+f0bE1KSsKSJUtQXV3N+ZryLly4gMWLFyv1zGhqasKhQ4ewZs2admdGKOKnn37C7t27Oww4tFZUVIRFixahtLSU8/UyMjLw6aefIjIyUun2GZff+ejRo1i9erXCAQf56+zduxc7duxQuq7apstnLADW2XQdbVXeGWRkZDCeYSYmJhg9erSOaqQbVVVVrMGXp556Sge1Iaro0jMd5PXo0QN9+/aFi4sL7O3twefzYWJigvr6epSVlSE9PZ11y5gzZ87A1dVVpRGYc+fO4dSpUy3f8/l8BAQEoF+/frC2toZUKkVJSQkSExPbvBHv27cPUVFRjHIzMzMEBQWhX79+sLGxQWNjI4qKinDjxo2WG1Z9fT3Wrl2rUqbXBw8eYNmyZYyHq6GhIfr3749+/frBwcEB5ubmaGxsRElJCZKSknDnzh2Z5EF5eXmIiIjA1q1bWTtKlpaW6NOnD4DHDRn5B7O9vX2HMyX0ff2jMvr06QMrKyvGwz05ORn9+vXTUa00RyQSsXa8uI4CyE9RByDzfkmlUty6dQtXrlxBamoqiouLIRKJYGFhASsrK7i5uWHgwIEYPHgw5xF6ttFwLg3t1tqafvzo0aNOO6IjP/oEKP+32717d/B4PJmGuDaCm3FxcYz3vkePHhp9z2NjYxkzRHr06IGAgACNXVPd2Gbh+Pr6aq0j0hE+nw9PT084OzvDyckJ5ubm4PP5EIlEqKmpQXZ2NhITExnPp7y8PGzcuBFffPEFp99l06ZNrDM/LC0tMXz4cPTp0wcCgQBVVVXIzs5GTExMy7LGnJwcbNmyRaXf9/Tp09i1axej3MzMDAEBAfD09IStrS34fD5qamqQl5eH+Ph4RuDw5s2b2LZtG5YsWaJUPc6cOSOzm41AIEBQUBA8PT0hEAjQ2NiI/Px8xMTEMBLJVVRU4Ouvv8bKlSsVvl5aWhqWLFnCuoymW7duGDBgAHx8fGBtbQ0zMzPU1NSgrKwMaWlpSE5OZg0ct+fHH3/EkSNHGOWWlpYICAiAh4cHBAIBTE1NWz5ncXFxjHvZ+fPnYW5ujlmzZnG6vi7o8hkLgLFFp/z1GxoaEB0djevXryM9Pb1lqZyVlRUEAgG8vLwQEBCAoKAgrSZjZBtUefrpp1nbzV1VZWUl1q5dy3jeBQUFwcXFRUe1Isrq8kEHNzc3PPPMMxg0aJBC0+5EIhHOnj2LX375BbW1tS3l+/btw7Bhw5ROOtP6ITN+/Hi8+eabrNNgw8PDWTsdiYmJrFPdx44di9mzZ7M2cF9//XUkJibiq6++Qn5+PkpLSxnTjxVVXV2N9evXMwIOoaGheO2119qcEh4eHo78/Hzs3r0bt27dainPz8/H9u3bGdP9gMd7JjePdrFN+3/jjTcQGhqq1O/R1Xl7ezO272MbTe4Krl27xgiwODo6ch7ByMzMZJQ1r5fMyMjAtm3bWEdAKyoqUFFRgezsbFy6dAkmJiZ4/vnnER4ernCHk+0eIP9wVVRbMxry8/Ph6+ur1Dk1jW2GgLLLS3g8Huzs7FBUVNRSVlJSgqamJo2u/Tx37hyjTNOj9WyjPqGhoVpLHKwObPclLy8vHdTk/5ibmyM4OBgjRoxAv379FPrcJCcnY8+ePTIjksnJyTh+/DjrzkJsIiMjERsbK1NmYGCAsLAwvPHGG6wdnXfffReHDx/Gb7/9hqamJty4cUPpJT3379/H3r17ZcpMTEwwbdo0vPDCC+3Ovmrdxmh29epVnDx5EhMnTuRcl++++w7A4/Xar7/+Ol5++WXW3+uNN97AX3/9he+++05mUOPmzZtISUlRaMaUUCjEF198wQg48Pl8TJ06FRMnTmw3T4NYLEZiYiLOnz/PunWtvJiYGEbAwcLCAjNmzEBISEib/36zZ8/GtWvX8M0338g8H/7880/4+fnpbHaQonT5jAUeL8NszdDQEG5ubgCAK1euYPfu3azP3ZKSEpSUlODhw4c4c+YMbGxsMGXKFIwfP15tCUTb0tagij7NZlOWWCxGdnY2rly5gr/++osxEGxhYYEPP/xQR7UjqujSQYeXX36ZdTuz9hgbG2PixInw8/PD4sWLWwIPIpEIp06dwvTp05WqS/NDcdasWQgLC2v3tfIPHqlUil27djGmXIaFhXUY5R4wYAA2bNiAJUuWIDc3V+lR1F27dsk05g0NDfHJJ58otHbe0dERq1atwo4dO2RyDsTExCA1NVWvtnfr7Dw9PRlBB7aOXVegro4X2/tjZ2eHM2fOYM+ePQovZWpsbMSJEydw+fJlLF++HJ6enh0ew5aHQdklAW0tn1I2iKENbHWzt7dX+nz29vYy9ymJRAKhUKixpQ4JCQm4fv26TJmBgYFGG4YlJSW4ffu2TJmhoaFeBWJFIhHr35268g4pw9bWFvv37+c8ktmvXz9s2LABa9eulQmsnzx5Ei+//HKHsx1qampY19W/9957ePHFF9s8jsfj4dVXX4WzszM2btwIiUSi1PNdJBJhw4YNMvc5a2trrFmzpqVj1p4BAwZg69atWLx4sUzn8uDBg3jmmWc4J1dsbGyEsbExVq5ciYEDB7b5OgMDA0ycOBF1dXX4+eefZX72999/KxR02L17t8z9Anh8D1m5cqVCvzuPx0NAQAACAgLw1ltvtfvaiooKRgJsJycnrF27tsN7noGBAYYPHw4PDw989tlnMst39u/fjyFDhnTqgKMun7FSqZRxfYFAAENDQ2zfvp2RB6s95eXl2Lt3L65cuYKlS5dqdDbb1atXGUumevXqBT8/P41dU5uys7OxefNmmTKJRIK6ujqUlZW1+ZmwtrbGypUrNb4zFNGMLp3TQZUpSH369GEEGNg6OVyMGDGiw4ADm4SEBMYUTm9vb7zzzjsKHW9jY4PPPvtM6eROjx49YkTx33rrLU7J+gwMDPDRRx8xpkMdPnxYqToRdtbW1owyZdYXd3ZFRUWMqciGhoYYN24c53Ox7bySnJyMXbt2MR58JiYm6NmzJ5ycnMDn89s83+LFi1m3ApTn5eXFGE3Nzc3tMGs6G/lgUzNV8tpoGtvUZFUy0LMdy3X6s6JqampYd9EZM2ZMy/IwTYiMjGTsdf/UU0+xBrA6q9LSUta8BdrarpqNsbGx0lOnTUxM8Mknn8gczxYcYvPvv/8yOhfBwcHtBhxaGzlyJCZPnsytwnLXlx9QWLp0qUKd7mbm5uZYtmyZzL2sqqqKdXq4ImbOnNluwKG1V155hTEDVZH3PScnh7EVoYmJicIBB3kdJbU7ceKEzIitqakpIiIiOAVZu3fvjoULF8qU5eTkMGbJdDa6fMYKhULGNezs7LB3717WgIO5uTl69eqFHj16tDmb4d69e5g/f75G8yXp+3bIHWloaEBGRobM/1lZWSgqKmINODTvNvL111/rNDhNVNOlZzqoauzYsfj2229bGkcVFRXIzc1Fr169OJ/L0NBQ4SCBPLYlEbNnz+YU2e7bty9CQ0OVagQcPXpUppHr4OCASZMmcT6PkZERpk6dKrP2NC4uDo2NjRrP9P6kYAu0tV4m1BYHB4dOv1NFa2wdr6CgIKWWP8k3+A0MDBgzi4KCgjB58mSZ5FdSqRT379/HyZMnGTu5NDY2YuPGjdi2bVu7HSlTU1P4+PggKSmppUwqleLPP//kNH3w/v37rOtWAXS45Z8usdVNlTWzbMe2letCFVKpFFu3bmWMklpZWSl9n1f0umwNZX1rjLaV9Oy5PJMAACAASURBVFCf1ypbW1sjMDAQMTExLWWK7J5y5swZme9NTEwwc+ZMTtcODw9HZGQk533rpVIpjh49KlM2ZswYpXIA9ezZE8HBwTKDMzExMZx3WejZsyen/FlGRkYYNWqUzHbBJSUlqKioYA3CNzt27BjjGTJt2jSlAg4dqaurw+nTp2XKwsLClMq+379/fwwcOFAm6B4TE4Nhw4a1e9yAAQN09ozX5TNWfmo+8HiUvfWMQiMjI4wfPx7PPvuszL9/Y2Mj4uPj8ccffzCSqxYWFmLTpk2IiIhQex6agoICRs4bHo+HkJAQtV5HXwwfPhyzZs2Cg4ODrqtCVNSlZzqoytzcnDF9StmdAPz9/ZX+g5G/+bi4uCiV4V2ZhqlUKpVpRAHAuHHjlL7JyjfARCJRl95dQdvYdm1QdklNZyWRSFg7XspuIyW//7NUKm0pMzQ0xAcffIBVq1ZhwIABMp97AwMDeHt7Y8GCBVi8eDFjVKSsrKxlfXJ72EY0z507x5pUjk19fT22bdvW5s+57HSjbWzZ11VZK8sWvGTb31tV+/fvZ12DP3fuXI2O1ickJDCmCltbW3f6Nd3y2ron6XPQAQAjb1RHz7aioiLGLMYhQ4Zw/gyZmZlxmnnYLCMjgzGrSpXt+OS3QLx//z7nv7/Q0FDOszLZcoF0lERWfmYYn8/HhAkTOF1XUfHx8YzOryrvs3w7qnXQujPS5TOW7fPX+v5jYWGBL774Au+99x4j4GRiYoIhQ4Zg06ZNrLOJ7ty5o/IMaDZsW+Yqm0SzK4iJicGcOXOwb9++Tr1clHTsiZrpIJVKkZaWhrS0NGRlZaGkpAR1dXWora1tc+sh+QhtcXGxUtdWdnue/Px8xhQuZfed9/HxgaWlJafpxpmZmYz3QJWdECwtLWFubi7zAE5PT9eL7Yv0gfzIDYBOvdZTGfHx8Yy/QxsbG43s+T1t2jSFGqIjRozAf/7zH3z11Vcy5ZcvX8Ybb7zRbhLb4cOHw8XFRabzIZFIsHbtWnz22Wft/r1XVFRg3bp17W69pm///qrUVxu/66lTp1izz0+dOhVDhgzR6LXZZqoFBwdrNFGmJrS1JWRn+6yWlpYiOTkZmZmZyM3NRW1tLWpra9HY2Mj6O8jPNOiovcAWlBgxYoRSdR0xYgSOHTvG6Rj5zqqhoaFKyTzlB1YaGxuRk5PTkjRQEcqsWWebMcA2wt0sKyuL0XkZMmSIxoJe8u+znZ2dSmvS5d/noqIiVFdXc9oqurPQ9DO2ve1nDQwMsGTJkg4H8QwMDPD222+jtLSUkdzxyJEjeOaZZ9Q220EikeCff/5hlKsSpOqMPD09GTNvRCIRqqurkZeXh9TUVERFRbXkiamtrcWff/6Jf//9F/PmzdNIe49onn61VJRUU1ODY8eOISoqijEdlitl98J2d3dX6ji2rL/Knqv5WLY9i9ty7949Rtm3336r0mik/HTnzrzmXN+wNbS62tIVto5XSEiI0g/9to5zdHREeHi4wud59tln8c8//8j8zUgkEpw/fx4zZsxo8zhDQ0MsWLAACxculBmBqaurQ0REBIYNG4aQkBB4eXnBysoKDQ0NyM3NRWxsLE6dOiWzfMba2prRmO7M//5s770qM3PYllKos0N+4cIF7Nmzh1EeEhKCN998U23XYVNdXc2YdQbo39IKoO0lNNXV1Z1iNO/KlSs4ffo0kpKSWAO5iuqovcC2g4eyz/c+ffrA0NCQU33ln+8GBgZYsGCBUtcH2GdVcX2+K7LLmDyuywo72sJR3eSXvlVXV2POnDlKn49tWZpQKOy0QQddPmPbaxeEhITA399f4eu///77iI2NldnFraCgAHfu3EFgYKDC52nPrVu3GHm47Ozs1Hb+zszY2Bg2NjawsbGBr68vXnnlFVy+fBm7du1quY8IhcKWARllA7REd7p80OHatWvYuXOn2qbkKLI+no2yWW7ZZiWosq6J67GlpaWMskePHil9fTaaSvT2JGJr5La33Zm+EQqFrEmzVBkFaCtx4YQJEzgHMl588UVGQ15+eRSbvn37Yt68ediyZQuj4X7t2jVcu3atw3P07t0bEyZMwO7du2XKO/OUdXXnYGALWKiSmLK1q1evYtu2bYxO3ciRIzFnzhyNj9JHRUUxpgr369dPL/cqb6tzVFNTo9OgQ2lpKbZs2YKEhAS1nK+j9oJ8u4TH48HR0VGpa5mamqJ79+6cdiuSf76LxWJkZGQodf22cH2+W1pacr4G2326vWVlbO1BTeRyaCb/Pjcn0VOnztyO0uUztr37v6LJWptZWFhg7NixjDwsCQkJagsKsA2qqLKkWd89/fTTcHV1xeLFi1sCD2KxGNu2bUPfvn2VyotCdKdL53S4ePEivvjiC7WuAVJ2fbSyHT91dyK5HquNWQiaSPT2pFL3FoSdTVRUFONv0M/PT6nRsWZtNXKfeuopzucKCAhgdD7T0tIUGr0fNWoUVq9eDSsrK87X9fLywqpVq1j/ljrDyHFb2H5XVRJfsh2rTCdG3vXr17Fp0ybGMryhQ4diwYIFWmkQsq0d1tcpt3Z2dqxBGl2u1y0tLcXSpUvVFnAA2HOWtCY/M43P56sUvOIaYNRGR5Xr810bS4XY2lWanCWgjfe5M+du0uUztq3nqZWVlVK7ILDVmW1GsDIqKysZuUY0vQWzPnBxccF//vMfmbK6ujr8+uuvOqoRUVaXnemQn5+P7du3M0aljIyMMHjwYPj6+sLNzQ329vYQCAQwMjKCqakp42Y2a9YslZdkAO1P8WoPWxIcVR7KXJdFKLuchOjG/fv3GWVdKRLM1vFS9YFsa2vLKDMyMlJqBNnS0hLdu3eXuWeIxWJUVFQotIZ3wIAB2LVrF44dO4ZTp07JTONkw+fzMXnyZEyZMgU8Ho91e9TO/O+v7i1e5dfQGxoaKhXEae3WrVtYv349I9gVGBiIRYsWaaWT9ODBA8bIKJ/Px9NPP63xa2uCsbExevTowRiVT0tL09k+9Nu2bWPdqrZv374ICgqCp6cnevToAVtbW5iamsLExITxb3/gwAEcPHhQ4WvK/32rOiuH684vT+rznW0GirpmRMmrr6/XSDJbfaLLZ6ypqSm6devG+Dfnkmeko+PYtgRVxj///MN4zgwYMKBTP8O1ZdSoUfj1119lEsRGR0fj/fff77TLighTlw067N+/n3GjDwwMxNy5c1lvgG3RdfSYbeSio45Ie7guD2FrxBw8eJD+yDuh5u2l5KmSA6QzSU1NRVZWlkyZubk5Ro4cqdJ52ZYcWVhYcM6g3szS0pIRqKyqqlI4cZiVlRVmzJiBV199FXfv3kVCQgIKCgogFApRX18PPp8PJycn+Pn5YciQITKzl1pvA9ZMk9OGVcX23iubrFcikTAaf3Z2dioFBeLj47F27VrGsyQgIADLli1TKbcNF2zBttGjR2uso6QNHh4ejKAD2/1LG27cuMHIdWRtbY1PPvmE07Rpru0FPp8v872q29tynVUgn++lb9++2L59u0p10AdsMz41tbWwiYkJI9fGsGHDsGzZMo1crzPS9TO2Z8+eSE9PZ5xD2WvLU9dMFnXuytUVBQUFyQQdxGIxkpOTKamkHumSQYf6+npcv35dpszd3R0rVqzg3ADV9UgAW+delRsc12PZRgmLiooo6NAJpaWlsX5eNZkgS5vYOl5jxozhPLonj220pTNs22hmZoagoCAEBQUp9PqmpiZGYrru3bvDzs6O87W1pVevXowyttFmRRQXFzNGiZydnZU6F/B4ne6aNWsYHUl/f38sX75cawk6GxoacOnSJUa5vjdGBwwYgCtXrsiU3b17F2KxWOvrl+XfX0NDQ6xYsYLzTg5cn6/ygwp1dXWQSqVKL7Fob8cGNlZWVjJBPi75IPQZW8dRU209Q0NDmJuby3w2npT3uZmun7HOzs6MoIOy12e7tjoGJ5OTkxm7UFlYWFCyxFbYgkoFBQU6qAlRVpfM6ZCUlMS4AU2dOpVzwIGtEattbOvx2Xa0UBTXY9mmP6tyfaI5J06cYJRZW1urtAVaZ1FfX8/a8VLHWke2dZ3KJowF2Buv6sgr0JGUlBRG42fgwIEav64q2N57tm0EFSGfIR5QfpZPYmIiVq9ezXg//fz8sGLFCpUDXVxcuXKF0Zl0c3PT+7/rwYMHMzrXZWVljAEDbZCf5RAYGKjU+8u1ASz/fBWLxcjPz+d8XeBxcIrrLCH569fU1KhlOWlnx5bnRpPtGvn3OTc394lacqHrZ6ynpyejjGuArr3jVF3CB7AnkBw7dqzWZtPpA7aAjyozv4n2dcmgA9ua4P79+3M+D9u2Strm4eHBmIKmbKO8pqaG884TbA2vuLg4pa5PNKekpASXL19mlI8dO1bjWfW14fLly4yHS9++fZVKBCWvT58+jJk7NTU1Ss0okkgkrPcfZXev4YJtamZnX/Pv7OzMeG9yc3OVSijIlszL19eX83nu3r2L1atXM6aq9+/fHytXrtT6kga2xmhXSCzWo0cP1qDY6dOntVoPkUjE+Lwp87kRi8V48OABp2PYgmJs22gqIiMjg/P2nk/q893Hx4dRpq5kgGzkO72NjY0K7WrUVej6GcuWJ0bZ2SZsx6kadKirq2Ntv+n7bDZ1Y2sXqCPgQ7SnSwYd2HZcUGakMTo6Wh3VUYmZmRljTfaNGzeUihJHR0d3mE1bno+PD6ORfePGDa0tO2GbZqvKvuldkVgsxtatWxmzcng8Hl544QUd1Uq92Dpe6nog83g81nXbygQds7KyGMGRHj16aHw5klAoZExV7969OwICAjR6XVUZGBiwZgOPiYnhdB6xWMzYStXExIRzUsLk5GREREQw1nf369cPq1at0nrAIS8vD3fv3pUpMzY2RnBwsFbroSkvvfQSoyw+Pp7xWdYkdbUX4uLiOI+6eXt7M8q4fvabXb16lfMxbPeHCxcuKHV9feLi4sKYfXDjxg2lR787wnaPi4qK0si1OiNdP2Pd3d0Zudyys7OVakez1VnZpJTNLl26xHjmeHp6ok+fPiqdt6thG3DtzLtzEaYuGXRgaxhy3foxPz+f0YjVFfnRyoaGBpw6dYrTOZqamlin33fE2NiY8bCoq6vDsWPHOJ9LGfKJtgDNJXzSVz/88APrNm/jx4/vElmPHz16xJg6b2JigjFjxqjtGmznUqZR+O+//zLKtLHE4ccff2T8XYSFhenF3t6jRo1ilMnvg96R69evM5JIDh06lFOQIDU1FatWrWI0aL29vbFq1SrWe5GmseUxGT58uFaW62hD805S8nbu3Km2jPDNLl68iNLSUka5OtoLAPDnn39yPqZHjx6M9e6xsbGcZ/o0NDQoFSzw9vZmdL7v3bvHWG7SFQ0bNkzm+7q6Oo3NsnnqqacYU8MvXbrEeeapPtPlM9bAwACjR4+WKZNIJLh48aJWrt8RTezK1dWUl5czZgcZGhrq/TLDJ02XDDqwRb5u376t8PESiYR1u01defbZZxn5KH7//XdOD6w//viDkaRGUeHh4Yyyo0ePMkbgNIHP5zM6TpQ45rGamhqsX78ex48fZ/zM0dERb775pg5qpX5ssxxGjBih1tkDQUFBcHR0lCm7evUqY5vC9hQXF7dZV02KjY1lLK1wdHTE+PHjNXpddQkKCmIkiMrIyFB4pplIJMKBAwcY5Vx+/7S0NKxcuZIx8uXl5YXVq1ezZrvXNLFYzNrA7WpTbj/66CNGh6yqqgrLly9XeieT1kQiEfbt24fNmzez5mgyNzdn5Ojg0l4AgHPnzik9XV7+c9rY2IgffviB0zn++OMPlJeXc742j8fD5MmTGeU7duxAZWUl5/Ppk0mTJjGWrv72228aye0gEAjw3HPPyZRJJBJs3ryZ844j+krXz9gJEyYw/r2PHDnCaXbStWvXGMufTE1NFU72zCYrK4sxgm9qaqrWQZWuYN++fYwcS97e3jTTQc90yaAD28jJ77//rtBUKolEgp07d2qlQ60ogUDAaJg0NDRgxYoVCgUS/vzzT057h8tzd3dn3NSbmpqwbt06JCUlKXVOkUiEs2fPdjg6ZGhoyBgJunXrVqcJCOlCXV0dTp06hTlz5rBOQzY3N8eSJUtYt1ttS2FhISZOnMj4X9eamppYR0PU3fHi8XiYNm2aTJlYLMamTZsUanzX19fjyy+/ZNxjPD09MWjQoA6PV/bzfP36daxfvx5SqbSlzNDQEB999JHeJKDi8XiYMmUKo3z37t0KJbX76aefGB0FX19fDBgwQKHrZ2Rk4H//+x9jarWHh4fOAg4AcPPmTcZov4ODA/z9/dV+rVmzZjH+9rW15tzFxQXvvfceozwnJwcLFy5UqR537tzBvHnzOnzOyOd8SkxMxM2bNxW6RlxcHPbs2aN0HUNCQhj36n///Vfh2T4xMTE4cuSI0tefMGECI2F1cXExVq1axbp2XhGVlZX4+eefOQdvtMnJyYnRsWtsbERERARja2ZFdJQjYOrUqYxZNQ8fPsS6deuUXq5aVFSEb7/9VqH6JiYmMv7GZ82apdR1laHrZ6yjoyNCQkJkygoLC/H1118rtOw4Ly8PO3fuZJRPmDBBpZxNbLMcnn76aZ09d9TtwoULuHz5skwbhQuJRIJ9+/axzkrpDG1Uwk2XDDrY2toyGhH5+fn43//+124jNjc3FytXrmyJpPJ4PK1mKW/P9OnTGVPlS0pKMHfuXOzfv58RfBCJRLh58yaWLVuGffv2tZSzrSFVxEcffcTYa1koFGL58uX4/vvvFR5lSU1Nxb59+zBr1izs3LlToVkL8ls+5ubm4quvvnoismwDjx/M6enpOHv2LLZt24a33367zQ6ZpaUlVq9e3WXWAt64cYMx1djR0ZHzWn1FBAcHM86bk5ODxYsXt5u8NTs7G8uXL2cEKg0NDfHOO+8odO2CggJ88MEHOHHiBOsUcHmlpaXYunUrPv/8c8bo7bRp0zr9rhXynn32WUZSPaFQiIULF7a57re+vh7ffPMNo0PJ4/Hw/vvvK3Td7OxsrFixgpHQzN3dHWvWrOEUuFO3tqbcdoXEsPKee+45TJ06lVFeWlqKpUuXIiIiAsnJyQoF5xoaGhAdHY1FixZh+fLlyM7O7vAYtoSrGzdubDe3RGNjIw4ePIjPP/+8ZQROmY6Cubk5Zs+ezSjftWsXfvzxxza34xOLxTh06BA2btzY0mlSZhtXExMTLFq0iBGkTEtLw7x58/DXX38pNBovEolw/fp1bNmyBe+88w7++OMPlXYo0Ib33nuPtV312Wef4fDhwx0u5ZRIJEhISMCXX37Z4T3HxsYG8+bNY/z93rp1C/PmzUNUVJRCnd/6+npER0dj3bp1eO+99/DXX3+pZctGbdDlMxYA3n77bcbStEuXLmHdunXtBthu3ryJxYsXM9oitra2rDOFFCUSiVgHVbrS0oq8vDxs2LAB//3vf3H06FGF2+0SiQS3b9/G/PnzWYPGTz31FOvSTNK5cdtDUo+8/vrrWL58uUxZamoq3n//fQwdOhT9+/eHjY0NRCIRSktLER8f37JHeLNp06bh/PnznaJza2Zmhs8++wwrVqyQGZETiUQ4fPgwDh8+DHNzc9jY2KCxsRHl5eWMLZmaI7Ktb+7y083aYmVlhRUrVmDRokUy1xeLxTh27BhOnjwJHx8f+Pr6wt7eHhYWFhCJRKipqUFZWRnS09ORlpam1JTN0NBQxqhPZGQkIiMjIRAIYGVlxVh+4uHhgTlz5nC+lrZ99dVXrGuKxWIxamtrUVNTo/D0P19fX8yfPx/du3dXdzV1pq3M/ZroeBkYGGDBggWYN2+eTOPi0aNHWLhwIXx9fREYGAh7e3sYGhqitLQUd+7cwZ07d1gbizNnzuQUHHn06BH27t2LvXv3tuzM0bt3b1haWsLExARCoRBlZWW4c+cO7t+/z9oBe+655/Daa68p9fvv2LEDaWlpbf6cbSu/iIiIdrci/vjjj1m3K5PH4/GwcOFCfPrppzIdlbKyMixcuBD+/v546qmn0L17d9TW1iInJwcXLlxgzX4+Y8YMhYNue/fuZb0n1dTUYOnSpQqdoy1vvPEGhg4dqtSx5eXljJF2Q0NDhIaGqlSnzmz69OkwMzPDL7/8whgVu3nzJm7evAlLS0sMHDgQvXv3hpWVVUvm8urqahQWFiItLQ0pKSmcp6yHhITg8OHDMp/xuro6rF+/Hu7u7hgyZAgcHR1hZGSEiooKpKWl4caNGzKfPxcXFwwZMkSpWQehoaG4du2aTB4pqVSKI0eO4Pz58xg+fDj69OkDKysrVFdXIzs7G1evXpWZCTNo0CDU19crNfvQx8cH//3vf7Ft2zaZ976yshLffvstfvnlF/j5+bXkgOjWrRvq6upatthMS0tDenq63uVbsrCwwJIlS7B48WKZ52xtbS3279+PQ4cOYeDAgfD29oZAIACfz5dp0yQnJ3PKvzFy5Ei88cYb+OWXX2TKCwsLsWXLFnz//fcYMGAAPDw8IBAIYGZm1tIOyMvLQ1paGjIzM/V2u01dP2MFAgEWLFiAiIgImefn9evXER8fj0GDBsHX17elHV1QUICbN2+yPheNjIywZMkSlWY5xMbGMvLHODs7K7V7jiJWrVrVbq4ctp911I5euXIl7OzsOrx2dnY2fvjhB/zwww9wdHSEu7s7XF1dYWVlBXNzc/B4PNTV1aGiogIZGRm4d+9emwMwrq6u+PTTTzu8Jul8umzQYeDAgZgyZQoOHz4sU97U1IQrV650mB177NixePXVV1lHm3TF09MTq1evxsqVK1mn49XU1LSZfXn06NF47733GGufuSRHc3V1xZYtW7Bu3TrGdL6mpiYkJSUpvdyiPV5eXggNDWXdErCyspK106DLEUoulN2TvbVevXrh1Vdf7TLbYzYrLS3FrVu3ZMp4PB7GjRunsWva2dnh888/x/Lly2UaRVKpVOHPt4GBAaZNm4awsDCl65Geno709HSFX29gYIDw8HCV8njk5+dzWl8LoMPlXVw6Ib169cL//vc/REREMAJtCQkJrMlS5YWFhWHSpEkKX5NtjT+gnrwxymwH1ywyMpLRyA4MDFSocafPwsPD4eHhge3bt7M2gKuqqli3luuIiYkJXnrpJUYG+2ZGRkZYtGgRFi1axAhYPHz4sMNtLO3s7LBy5Ur8888/nOvWbOHChVi9ejXjcy4UCnHu3Ll2j3V2dsb8+fOxdu1apa8fEhICS0tLbNmyhdG+qKmpQWxsbKdJrq1Offv2xcaNG7FmzRrGAFNtbS1iYmKU3lGEzauvvgpbW1vs3r2bMUOhoqIC0dHRnWLnNE3R9TM2MDAQn376KbZu3Spzj21sbMTVq1cV2gWGz+djwYIFrFuvcqHtBJI5OTmcB1E7ahO09QxtT35+PvLz85W6l/fr1w/Lli3TyjbkRP265PKKZtOnT8err77KqSNmaGiIqVOn4pNPPumUHTgvLy/s3LmTkYm3Ld26dcPs2bOxYMEC8Hg8RmOCa+fcyckJmzdvRlhYmMrbx3l4eCi0Fg8APvzwQ7z00ksKz8zo6iwsLBAcHIyVK1di165dCA4O7pSfV1VERkYyRvMHDRrUZsdBXVxdXbFt2zal1s7b2tpiyZIleP311zVQM3YuLi74/PPPu0TiUF9fX2zatAm9e/fmdJyZmRk+/PBDra5R1iS2AKumEkiKxWJGgMTIyAhOTk4auV5HAgMDsXv3boSHh6scPObz+Xjuuefw7bffYsaMGe3mOXF3d0dERATn+4u3tzc2b97MWH7IlampKVasWMG509G/f3+sX79eLYl1Bw8ejK1bt2L48OEqPU94PB4GDx7M2O67s3Jzc8OXX36JsWPHKt3G4NIJeuaZZ7Bp0yaV87OYmJhg9OjReje7UdfP2DFjxmDdunVK7e7l7u6OzZs3Y8iQIUpfH3icN0V+lxgjIyNG3gl9p65tpi0tLfHhhx9iw4YNFHDQY112pgPwOBr65ptvIigoCL///jtu377d5ppQU1NTDBs2DJMnT+706+FtbW2xcOFChIeH48qVK7h9+zZKSkpQUVEBQ0NDWFtbw83NDUFBQRgzZoxMw00+94IyDRUzMzPMmjULU6ZMwenTp3H9+nWkp6d3uN7WxMQEPj4+CAgIwNChQzl1LIyNjfHuu+8iLCwM0dHRSElJQXZ2NoRCIerq6pSKtnZmRkZGMDY2Bp/Ph0AggK2tLZycnODi4gIfHx+4urp26QCMVCrVasdLnp2dHdauXYvr16/j5MmTSExMbHO9rYGBAdzc3DBu3Dg8//zzSuWB6d69OxYuXIgbN24gKSmpwwRuRkZG8PPzw7PPPosRI0boxdaYinJ1dcWOHTsQGRmJU6dOtTvSYmlpieDgYEyaNImRDE9fJSUlIS8vT6bM2tpa5UZuWx4+fMiYWfLcc8/pdFYFn8/HW2+9halTp+Ly5cu4cuUK7t69q9BSM2tra3h7e2PkyJEYPnw4p0avr68vduzYgWPHjuHs2bNtzhwEHgfNJ06cqFJHVZ6ZmRnmzJmD4OBgHD58uM1p5cDjYGNYWBhCQ0PV+izo2bMnli5dipycHJw8eRLx8fEKzciztLTEgAEDEBAQgGHDhuldVnlra2vMnz8f4eHhOH78OOLi4jq8D5ubm8Pf3x9PP/00hg8fzul6ffv2xdq1a5GamorTp08jISFBocSdtra2LcvNhg4dqjezOuVp+xkrr3///vjmm2/w999/4+zZs+3uWmJkZIT+/fvjxRdf5Pzv3Ba2QZXBgwcztrDVd6+88gpGjBiBuLg4JCYm4v79+wrvSmRpaYl+/fohODgYQ4cO1Zvk2KRtBlJlU4rqoerqaty7dw/FxcWorq4Gj8eDlZUVevXqBS8vryfiA/3222/LrJMKDg5Wy9qompoaPHjwABUVFaiqqkJtbS1MTEzA5/Nh46IJ+AAAIABJREFUa2sLZ2dnODg4dKnOEXlyNH++8/LyUF1dDUNDQ1haWsLGxqZlva86lZaW4tGjRygsLER1dTUaGxthYmICKyurlvWQ6hpB6OyKiorw8OFDFBYWoqGhATweD9bW1nB1dYW7u3uXDr5pw6FDh/DTTz+1fG9iYoI9e/Z0uqUcEokEubm5yM/PR3FxMerr6yESicDn82FhYQFLS0u4ubkxtl9VllgsRlpaWktwWywWg8/nw8HBAZ6enlrpVAuFQqSkpKC0tBRCoRAmJiawt7eHh4cHY/tBTSopKUFGRgaEQiGqqqrQ0NAAPp+Pbt26oXv37nB2du50nxd1yMnJwaNHjyAUClvW3nfr1q2lTePk5KTWNk1eXh5ycnJQVVUFoVCIpqYmmJmZwdzcHA4ODnB2du5yndJm2n7GyispKUFaWhqKiopQV1fX8ry1t7eHt7f3E/O81YbKykrk5+ejqKgIlZWVqK+vh0QiabmnWFlZqfVeTjqPJyro8KRLT0/H3LlzZcref/99vPjiizqqESGEEF363//+J7O14UsvvYR3331XhzUihBBCSFdDQ0RPELas2prKkksIIaRza2pqQnJycsv3pqammDJlig5rRAghhJCuiIIOT4jLly/j0qVLMmXe3t6dPn8FIYQQzUhNTZXZYeSFF17Qu7X4hBBCCOn8KOigRx49eoQTJ07I7GOviHPnzmHLli2MclpWQQghT67W2zPy+Xy88sorOqwNIYQQQrqqLr17RVdTXV2NvXv34pdffsHgwYMxZMgQeHl5oWfPnoztrYqKipCQkIBTp04hLS2Nca6AgACMGTNGW1UnhBDSySQmJrZ8/eKLL9JWZIQQQgjRCEokqUdSUlKwcOFCRrmpqSkEAgH4fD4aGhpQVVXV7lZfdnZ22Lp1K02jJYQQQgghhBCiUTTToQtoaGhAUVGRQq/18vLCsmXLKOBACCGEEEIIIUTjKOigR2xtbeHn54d79+5BIpFwOtbe3h6TJk3C+PHjYWxsrKEaEkIIIYQQQggh/4eWV+ihyspKJCYmIiUlBTk5OSgsLIRQKER9fT0kEgm6desGCwsL2Nvbw8fHB35+fvD394eREcWYCCGEEEIIIYRoDwUdCCGEEEIIIYQQohG0ZSYhhBBCCCGEEEI0goIOhBBCCCGEEEII0QgKOhBCCCGEEEIIIUQjKOhACCGEEEIIIYQQjaCgAyGEEEIIIYQQQjSC9lBUI7FYjOzsbDx48ABpaWl48OABMjMz0dTUBADw8/PDF198odNzRkZGYvv27Zzq8Oabb+LVV1/ldIwiRCIRoqOjcenSJWRnZ6OiogIWFhZwcHDA8OHDMW7cOAgEArVflxBCCCGEEEKIdlDQQU1iYmLw5ZdfoqGhoVOfs7PIycnB5s2bkZ6eLlNeXl6O8vJypKSk4NixY5g7dy4GDRqko1oSQgghhBBCCFEFBR3UpKamRu3BAU2cszVnZ2cMHDiww9d5enqq9bolJSVYvnw5ysrKAAAGBgbw9fWFo6MjKisrER8fj8bGRlRUVGDt2rVYtWqVQvUkhBBCCCGEENK5UNBBzaytreHp6dny/+3bt3HixIlOd04A8PLywn/+8x+Vz8PV5s2bWwIOPXr0wPLly9GnT5+Wn1dWVmLTpk24c+cOmpqasGHDBuzZswcWFhZaryshhBBCCCGEEOVR0EFNgoKCsG/fPvTo0UOm/P79+53qnLp28+ZN3L17FwBgZGSEFStWwM3NTeY1AoEAy5cvx8cff4yCggJUVVXh6NGjmD59ug5qTAghhBBCCCFEWbR7hZrY2NgwggOd8Zy6durUqZavx40bxwg4NDMzM8Mbb7zR8v3Zs2chFos1XT1CCCGEEEIIIWpEQQeiNXV1dbhz507L96Ghoe2+fuTIkeDz+QCAqqoqJCUlabR+hBBCCCGEEELUi4IORGuSk5MhEokAPJ7J0FGCSmNjY3h7e7d8n5CQoNH6EUIIIYQQQghRL8rp8ASrqalBdHQ0cnJyUFNTA3Nzc9jZ2aF///5wcXFR+/UePXrU8rWrqyt4PF6Hx7i7uyM+Ph7A4202CSGEEEIIIYToDwo6PMFiY2MRGxvL+jM3NzeEh4dj1KhRarte66CDorkqunfvznp8exobG5GZmYmKigpYWloqFNzgwtbWVq3nI4QQQgjRN2KxGJWVlQAetxtNTEx0XCPdEIvFKC8v12kdbGxs1N7eJUSdKOhAWGVmZmLjxo2Ii4vDxx9/rJYbWVVVVcvX1tbWCh1jY2PT8nV1dbVCx2RmZmL+/PncKkcIIYQQQpTy5ZdfwsvLS9fV0Iny8nLMnDlTp3X44YcfYG9vr9M6ENIeCjo8gRwcHDBq1CgEBATAxcUFlpaWEIvFKCoqwq1bt3DixAkUFxcDAP755x+YmJjgww8/VPm69fX1LV8rGg1v/brWxxNCCCGEEEII6fwo6PCEGTZsGEJCQmBoKJtD1NjYGL1790bv3r3x7LPPYvPmzbhx4wYA4MyZMxgzZgx8fX1VunZjY2PL10ZGin30jI2NW75uaGhQ6BiBQNDy9fvDJ6CbiamCNVSMlZm5Ws9H9IutrcX//8oA5eU1Oq0L6VpsbP//vcUAKC+v021lSJdia8OHVCIF3beIOlXW12DrhSMAZNteT7LNS7NgI2jSyrXKK42wYJ2rVq5FiKoo6PCEsbCw6PA13bp1w6JFizB37lzk5uYCAA4fPqxy0KH1rIWmJsVuyM27XQCAqaliwYPWS0F6WtmiILOqnVdzVwv1no/oF3fnnjAwNIBUAiTfKdR1dUgX0reXAwx5BpBIgZS7ul0fTLqWvr16wABSum8RtaoW1bZ8TfkEHrMRNMHeVjtBB0L0CW2ZSViZmppi8uTJLd8nJibKBACUYWZm1vJ161kP7Wn9utbHE0IIIYQQ0plItPwfIfqCgg6kTQMHDmz5uqGhAUVFRSqdz9LSsuXriooKhY5pnQ1YkVkahBBCCCGEEEI6D1peQdrUeucIQHb3CWU4Ozu3fK1oAKM5oaX88YQQQgghhHQmEkgglmpnBgLNdCD6hGY6kDbJJ25UNKdCW1oHDbKysiAWizs85uHDhy1fu7i4qHR9QgghhBBCCCHaRUEH0qbWHX4AsLW1Vel8/fr1a9mNor6+Hg8ePGj39SKRCKmpqS3f+/v7q3R9QgghhBBCCCHaRUEH0qbIyMiWr11cXFTeDonP58vkifjnn3/aff3Vq1dRV/d42zgLCwv4+fmpdH1CCCGEEEI0RQKpVv8nRF9Q0OEJ0tyBV0RMTAwuXrzY8v3YsWPVUocJEya0fB0ZGYmsrCzW19XX1+PXX39t+f7555+n7ZgIIYQQQgghRM9Q0OEJcuXKFcyfPx9RUVGora1lfU1tbS1+++03bNiwAVLp4wiqvb09XnrppTbPGxkZiYkTJ7b8357BgwfD19cXANDU1ITVq1cjMzNT5jVCoRBr165Ffn4+gMe7XrTevpMQQgghhJDO5vEMBG39RzMdiP6g3SvUaNWqVSgrK5Mpa73lY1paGubMmcM4buXKlbCzs9PKOe/fv48tW7bAyMgIzs7O6NWrFywsLCAWi1FcXIyUlBSZBJIWFhZYtWoVzMzM2vituVuwYAHmz5+PsrIyFBUVYe7cufDz84ODgwOEQiHi4+Nb6sDj8bBo0SLaLpMQQgghhBBC9BAFHdQoJyen3a0g6+vrkZGRwShvamrS6jmbf56ZmcmYZdCav78/5s6dix49erR7Lq7s7e3x+eefY/PmzUhPT4dEIkFCQgLjdQKBAHPnzpXJA0EIIYQQQkhnJJZKIZZqZwaCtq5DiDpQ0OEJMmbMGDg5OSElJQUpKSkoKChAVVUVhEIhpFIpzM3N4ejoCG9vb4wePRqenp4aq4uLiws2b96M6OhoXLx4EdnZ2aioqICFhQUcHBwwfPhwhIaGqpy8khBCCCGEEEKI7lDQQY327dvXqc9pbGyM/v37o3///mo7JwCEhoYiNDRUqfqEhIQgJCRErfVpbeflkxCLJB2+LryP5upACCGEEEIIIU8qCjoQQgghhBBCiIqkWtzKUkqJJIkeoaAD6dI+enoiCjKrdF0NQgghhBBCCHkiUdCBEEIIIYQQQlQkhhRiLc1A0NZ1CFEHQ11XgBBCCCGEEEIIIV0TBR0IIYQQQgghhBCiEbS8ghBCCCGEEEJUJNFiIkltXYcQdaCZDoQQQgghhBBCCNEImulACCGEEEIIISoSS6UQS7WUSFJL1yFEHWimAyGEEEIIIYQQQjSCZjoQQgghhBBCiIqkACRavBYh+oJmOhBCCCGEEEIIIUQjKOhACCGEEEIIIYQQjaDlFYQQQgghhBCiIjGkEGtp4YO2rkOIOtBMB0IIIYQQQgghhGgEzXQgXdrOyychFnWc0ie8T4gWakMIIYQQQroqsfTx/9q6FiH6gmY6EEIIIYQQQgghRCNopgPp0j56eiIKMqt0XQ1CCCGEENLF0ZaZ5P+xd+/RVdV3/v9fJyH3gwkkJFwShGIAQyAoolDFYIiM9dY1xYJWxtbaNV8r1XQGW6eKI1qtC4m21iWdUenlZ+lgVRjxAtagQlSKIHckJgEOCTcTzJUkJ8k5Z//+yGT3xNxOknNNno+19upnn/PZ7887NbVrv/O5oGvMdAAAAAAAAD5B0QEAAAAAAPgEyysAAAAAYICcssgpi9/GAkIFMx0AAAAAAIBPMNMBAAAAAAbIZbRd/hoLCBXMdAAAAAAAAD7BTAcAAAAAGCD2dAC6xkwHAAAAAADgExQdAAAAAACAT7C8AgAAAAAGyOXH5RWuAY7z5Zdfat++fTp06JBsNpsqKytlt9sVExOjpKQkTZkyRdnZ2Zo+fXqfY7e2tqqwsFDbt29XWVmZampqZLValZKSorlz52rBggWKj48flDHRNYoOAAAAADAEHD16VGvWrFFxcXGX358/f17nz5+XzWbTu+++q+nTp+unP/2pkpOTPYpfXl6u/Px8HTt2rMPn1dXVqq6uVlFRkTZu3Ki8vDxddtllgyomusfyCgAAAAAYIJdh8evVH6dOnepUcBg3bpzmzp2rf/qnf9JVV12lpKQk87uDBw/qZz/7mc6ePdtr7HPnzmnFihXmi7zFYlFmZqauvfZaXX755YqMjJQk1dTU6IknntD+/fsHTUz0jJkOGNSe/+hNOVtdvfZbPDHHD9kAAAAAgTdmzBgtXLhQ11xzjRITEzt853K5VFBQoBdeeEHNzc2qqqpSfn6+Vq9eLYul+2JHfn6+qqqqJEnJyclasWKFJk6caH5fW1ur1atXa//+/XI4HFq1apVeeOEFWa3WkI+JnjHTAQAAAAAGqP3ITH9d/TFixAjl5eXpd7/7nW655ZZOBQdJCgsL08KFC7V8+XLzsy+++EJ79+7tNu7u3bt1+PBhSdKwYcP08MMPd3iRl6T4+HitWLFCo0ePliTV19drw4YNIR8TvaPogEFt2VU3afHEnF4vAAAAYLCbPn26cnNzFR4e3mvfuXPnavLkyeb9rl27uu379ttvm+0FCxZowoQJXfaLjo7W7bffbt5v2bJFTqczpGOidxQdAAAAAACdXHzxxWa7oqKiyz5NTU0d9j3Izc3tMeaVV16pmJgYSW2zCA4dOhSyMeEZig4AAAAAMEBtR2aG+eUa6JGZnnLfw8Hl6nqftCNHjqi1tVVS2wyB9PT0HmNGRERoypQp5v2BAwdCNiY8Q9EBAAAAANCJzWYz2+6nWrg7efKk2b7wwgs9WroxadIks11eXh6yMeEZTq8AAAAAgAEayFGW/RnL1yorKzv8dX/mzJld9nN/mU9OTvYo9qhRo7p8PtRiwjPMdAAAAAAAdPDSSy+ZSypGjRqlyy+/vMt+9fX1ZjshIcGj2CNGjDDb58+fD9mY8AxFBwAAAACAaevWrfrkk0/M+zvuuEMRERFd9rXb7WY7MjLSo/ju/dyfD7WY8AzLKwAAAABggJyyyOmnDR59OU5JSYnWrFlj3s+bN0/z58/vtn9LS4vZHjbMs9dL9wJGc3NzyMaEZ5jpAAAAAADQ2bNn9ctf/tJ8QZ8wYYKWLVvW4zPuswEcDodH47SfIiFJUVFRIRsTnmGmAwAAAAAMkMsIk9Pwz990XT4Yp6qqSv/5n/+p6upqSdLo0aP16KOPKi4ursfnoqOjzbb7bIKeuPdzfz7UYsIzzHQAAAAAgCGsrq5ODz/8sM6cOSNJGjlypH75y19q5MiRvT47fPhws11TU+PReO2FDUmyWq0hGxOeYaYDAAAAAAyQS2Fy+elvut4cp7GxUY888ojKysoktb2cP/bYYxo9erRHz6empprtiooKj56prKzs8vlQiwnPMNMBAAAAAIYgu92ulStXqrS0VJIUGxurxx57TBdeeKHHMdxfxk+cOCGn09nrM0ePHjXbaWlpIRsTnqHoAAAAAABDTEtLi375y1/qyJEjkto2SnzkkUd00UUX9SnOxRdfbJ7yYLfbVVJS0mP/1tZWffHFF+b9jBkzQjYmPMPyCgxqz3/0ppytrl77LZ6Y44dsAAAAMFiF0pGZDodDTz75pA4cOCCp7WjIFStWKCMjo8+xYmJilJWVpd27d0uStm7dqqlTp3bb/5NPPlFTU5Oktn0SMjMzQzYmPMNMBwAAAAAYIpxOp/Lz882X7/DwcD3wwAOaOXNmv2Nef/31ZrugoEAnTpzosp/dbte6devM++uuu07h4eEhHRO9Y6YDBrVlV92ks7b6QKcBAACAQc5pWPx2ZKbT6N9MB8Mw9Nxzz+njjz+WJIWFhenf//3fdcUVVwwon9mzZ2vatGk6fPiwHA6HHnvsMT388MOaMGGC2aeurk6rV682T8gYPny4Fi1aFPIx0TuKDgAAAAAwBLzzzjvaunWreT969Gh9/vnn+vzzz3t9dvjw4br99tu7/f7+++/X8uXLVVVVpYqKCuXl5SkzM1MpKSmqq6vTvn371NzcLOkfsyt6O4YyVGKiZxQdvMzpdKqsrEwlJSUqLS1VSUmJbDabHA6HJCkzM1NPPvlkwGP25MUXX9SmTZvM++TkZK1du9Zr8QsKCvTss8/26ZmlS5dqyZIlXssBAAAA8CZDFrn8tKeD0c9xamtrO9yfPn1ap0+f9ujZ5OTkHosOSUlJevzxx5Wfn69jx47J5XKZe0a4i4+PV15enrKysnodM1RiomcUHbxox44devrpp83KWLDG7ElxcbHeeustv4wFAAAAYPBIS0tTfn6+CgsLtW3bNpWVlammpkZWq1UpKSmaO3eucnNzFR8fP+hionsUHbyooaHB68UBX8TsjsPh0HPPPSeXq/fTHrwlNTXVo+phenq6H7IBAAAABq/vfe97+t73vufTMSIiIpSTk6OcHO+dDhcqMdE1ig4+kJCQoPT0dPPau3dvh+UKwRLz615//XXZbDZJUnZ2trZt2+bV+F2ZPHmy7r77bp+PAwAAAPiSU2FyyvDbWECooOjgRbNmzdLatWuVnJzc4fPi4uKgitmV8vJyvfLKK5Kk+fPnKysryy9FBwAAAADA4EXRwYtGjBgREjG/rv3onNbWVlmtVt11113mub0AAAAAeudUmJwGMx2Ar+O3FXrnnXd05MgRSdKdd96phISEAGcEAAAAABgMmOkwxJ07d05/+tOfJEnTpk3TtddeG+CMAAAAgNBjKEwuP+3pYPC3Y4QQig5D3Jo1a9TU1KRhw4Zp2bJlslj8c7Zwu4aGBhUWFqq8vFwNDQ2Ki4tTYmKiMjIylJaW5tdcAAAAAADeRdFhCNu+fbt27dolSVq0aFFAXvJ37typnTt3dvndhAkTtHjxYs2bN8/PWQEAAAAAvIGiwxBVV1enF198UZI0duxYLVmyJMAZdWaz2fTUU0/ps88+07333qvw8PA+x6izN+h8a5NX87JGxHg1HgAAAEKf07DIafhn1rC/xgG8gaLDEPXSSy+ppqZGkrRs2TJFRET4dfyUlBTNmzdPM2fOVFpamoYPHy6n06mKigrt2bNHmzZtUmVlpSRp69atioyM1D333NPncX69baO3U9f/m/Jtr8cEAAAAgMGIosMQtGfPHn3wwQeSpJycHM2YMcOv48+ZM0c5OTkKC+u4AU5ERITGjx+v8ePHa+HChcrPzzeXf2zevFnZ2dmaNm2aX3MFAAAAPOGUxW9HWTrFTAeEDooOQ4zdbtfzzz8vSRo+fLh++MMf+j0Hq9Xaa5/Y2Fg98MADysvL06lTpyRJr732Wp+LDv+W/c+qKG/oV54AAAAAgIGh6DDEvPzyy6qoqJAk3XXXXYqPjw9wRt2LiorSokWL9Nvf/laSdPDgQbW2tvZpKcgF0XFqjHD5KkUAAAAAQA8oOgwhpaWleuuttyRJM2bM0IIFCwKcUe+ysrLMdnNzsyoqKjRu3LgAZgQAAAB05jLC5DL8NxYQKig6DCE2m00uV9tf/SsrK3X//fd327e2ttZsV1VVdei7ZMkSzZ4923eJuhkxYkSH+/r6er+MCwAAAAAYOIoOQ9SZM2d05swZj/o6HA598cUX5r17QcLXmpubO9xHRUX5bWwAAADAUy6FyenHsYBQwW8rgtrRo0c73I8cOTJAmQAAAAAA+oqZDkNIbm6ucnNzPepbUFCgZ599VpKUnJystWvX+jK1HvNol5aWFtQbXwIAAGDochoWOQ3/HGXpr3EAb2CmA/yqqanJ4747duzQtm3bzPv58+f7ICMAAAAAgK8w0wFe4T4zQpLefPPNLvt9/PHH2rx5s2688UZdccUVio2N7dSnsbFRmzZt0vr162UYbVsAJyUl6eabb/ZN8gAAAAAAn6Do4GUrV65UVVVVh8+qq6vNdmlpqe67775Ozz3yyCNKTEz0W8xAKi4u1jPPPKNhw4YpNTVV48aNk9VqldPpVGVlpYqKijpsIGm1WrVy5UpFR0cHMGsAAACgey6FyeXHsYBQQdHBy8rLy1VRUdHt93a7XcePH+/0ucPh8GvMYOBwOGSz2WSz2brtM2PGDOXl5Sk5Odl/iQEAAAAAvIKiA/wqOztbY8eOVVFRkYqKinT27FnV19errq5OhmEoLi5OY8aM0ZQpU3T11VcrPT090CkDAAAAvXIZFjkN/8xAcLGRJEIIRQcv88UpD4E4OaIvJ130pX9ERIQyMjKUkZExkPQAAAAAACGAogMGtec/elPO1t5X1y2emOOHbAAAADBYuWTx454OzHRA6GAHEgAAAAAA4BPMdMCgtuyqm3TWVh/oNAAAAABgSKLoAAAAAAAD5DTC5DQMP43F8gqEDpZXAAAAAAAAn2CmAwAAAAAMkFNhcspPMx3YSBIhhJkOAAAAAADAJ5jpAAAAAAADZBgWufwz0UEGezoghDDTAQAAAAAA+ARFBwAAAAAA4BMsrwAAAACAAXLK4rcNHp1+GQXwDmY6AAAAAAAAn2CmAwAAAAAMkMsI89tGkv4aB/AGZjoAAAAAAACfYKYDAAAAAAyQSxa/7bXg8tM4gDdQdMCg9vxHb8rZ2vu/lhdPzPFDNgAAAAAwtLC8AgAAAAAA+AQzHTCoLbvqJp211Qc6DQAAAAxybCQJdI2ZDgAAAAAAwCeY6QAAAAAAA+T040aS/hoH8AZmOgAAAAAAAJ9gpgMAAAAADCFOp1NlZWUqKSlRaWmpSkpKZLPZ5HA4JEmZmZl68sknPYp18OBBPfjgg/3OJS8vT7m5uZ0+Lygo0LPPPtunWEuXLtWSJUs86tva2qrCwkJt375dZWVlqqmpkdVqVUpKiubOnasFCxYoPj6+T+OjaxQdAAAAAGCAXPLjRpIDeHbHjh16+umn1dzc7LV8BmLEiBF+H7O8vFz5+fk6duxYh8+rq6tVXV2toqIibdy4UXl5ebrsssv8nt9gEzRFh+PHj6uwsNC8v+GGG5SYmBjAjAAAAABgcGloaPBqwSExMVE33HCDx/337t2r06dPS5ISEhI0c+bMXp9JTU1VVlZWr/3S09N77XPu3DmtWLFCVVVVkiSLxaJp06ZpzJgxqq2t1b59+9TS0qKamho98cQTWrlypUdjo3tBU3Q4cOCAXnvtNVksFsXHx2vp0qWBTgkAAAAAPOIyLHIaFj+NNfApFQkJCUpPTzevvXv3atOmTX2OM3bsWN19990e9XU6nbrzzjvN+/nz5ys8PLzX5yZPnuzxGL3Jz883Cw7JyclasWKFJk6caH5fW1ur1atXa//+/XI4HFq1apVeeOEFWa1Wr4w/FAVN0aGlpcVsT5w4UWFh7HEJAAAAAN40a9YsrV27VsnJyR0+Ly4u9vnYe/fuVXV1tXmfk5Pj8zHd7d69W4cPH5YkDRs2TA8//LAmTJjQoU98fLxWrFihe++9V2fPnlV9fb02bNigO+64w6+5DiZB82afkJBgti+44IIAZgIAAAAAfeOSxa9Xf40YMaJTwcFftm7dara/8Y1vdJhh4A9vv/222V6wYEGngkO76Oho3X777eb9li1b5HRyUGl/BU3RwX0DkfPnzwcwEwAAAACANzU0NOjTTz817xcsWODX8ZuamrR//37zvqsTM9xdeeWViomJkSTV19fr0KFDPs1vMAuaosPFF1+sYcPaVnscP348wNkAAAAAALylsLDQXFI/bNgwZWdn+3X8I0eOqLW1VVLbTIbeNp2MiIjQlClTzPsDBw74NL/BLGj2dIiLi9PMmTO1e/duVVdX6+DBg5o+fXqg0wIAAACAXjmNML9tJOk0DEmhNd3//fffN9uzZs1SfHy8x882NDSosLBQ5eXlamhoUFxcnBITE5WRkaG0tDSPYpw8edJsX3jhhR5tYDlp0iTt27dPUtsxm+ifoCk6SNLSpUu1b98+OZ1OvfTSS1q1apWio6MDnRZC2PMfvSlna+8nGS+e6N9NbAAAAICh4vTp0zpy5Ih539elFTt37tTOnTu7/G7ChAlavHix5s2b12MM96KDp3s0tgs9AAAgAElEQVRajBo1qsvn0TdBs7xCattM5Ac/+IEMw5DNZtPKlSt17ty5QKcFAAAAAD1yGRa/XqHEfZbD8OHDddlll3ktts1m01NPPaXf/OY3PW72WF9fb7bdDzHoCfsOekdQzXSQpJtvvlkjRozQb3/7Wx05ckT33HOPrr76as2ZM0ff+MY3FB8f79FUGECSll11k87a6nvvCAAAAMDrDMPQBx98YN5nZ2crIiLCo2dTUlI0b948zZw5U2lpaRo+fLicTqcqKiq0Z88ebdq0SZWVlZLaTsaIjIzUPffc02Usu91utiMjIz0a372f+/Pom6AqOixatMhsO51OGYYhu92u9957T++99575XfuGk56wWCx67bXXvJonAAAAALhzKUzOARxl2bexDL+M4w2HDh1SRUWFee/p0oo5c+YoJydHYWEdJ+dHRERo/PjxGj9+vBYuXKj8/Hzt2rVLkrR582ZlZ2dr2rRpneK1b2Ipef4+6V4caW5u9ugZdBZUyytaW1vNyzAMWSwWWSwWGYbR4XLv58kFAAAAAPC/rVu3mu3x48froosu8ug5q9XaqeDwdbGxsXrggQc0btw487Pu/uDsPmvB4XB4lIP7u2RUVJRHz6CzoCo6SG0zEyR1KDIMJA4AAAAAwP/sdrs++eQT876vG0h6IioqqsOM+YMHD3b5h2f3AwrcZz30xL0fBxz0X1Atr5g8eXKgUwAAAACAPvPnBo+uEFldsWPHDjU1NUmSwsLCNH/+fJ+Mk5WVZbabm5tVUVHRYfaD1LaBZbuamhqP4lZXV5ttq9U6wCyHrqAqOuTn5wc6BQAAAACAF7ifWnHJJZdo5MiRPhnH/ZQJqeNJFe1SU1PNtvseEz1p36Ty68+jb4Kq6AAAAAAAocgli1x+Wr3ukssv4wzEuXPndODAAfPeF0sr2n19k8eu9l9wLxqcOHFCTqez11MRjx49arbT0tIGmOXQFXR7OgAAAAAAQtsHH3wgl6utOBIXF6crrrjCZ2O5FwckdTmj4uKLLzZPo7Db7SopKekxZmtrq7744gvzfsaMGV7IdGii6AAAAAAAA+QyLHL66fLX3hED8cEHH5jtefPmdTg9wtsKCgrMdlpamuLj4zv1iYmJ6bD3g/upGl355JNPzP0orFarMjMzvZTt0EPRAQAAAADgNcXFxSovLzfv+7q0ov1l3xM7duzQtm3bzPueNqu8/vrrzXZBQYFOnDjRZT+73a5169aZ99ddd12vSzHQvZApOhiGoZqaGpWXl6u4uFjFxcWBTgkAAAAA8DXuswjGjRunqVOn9un5jz/+WMuXL9cHH3ygxsbGLvs0NjZq/fr1WrVqlQyj7TiPpKQk3Xzzzd3GnT17tqZNmyZJcjgceuyxx2Sz2Tr0qaur0xNPPKEzZ85Iajv1wv1ITvRdUG8k2dLSoq1bt2rnzp0qKirqVPF64403Oj1z4sQJlZWVSZJiY2M1a9Ysv+QKAAAAYOjy75GZAxtn5cqVqqqq6vCZ+/GQpaWluu+++zo998gjjygxMbHH2K2trSosLDTvc3Jy+pVjcXGxnnnmGQ0bNkypqakaN26crFarnE6nKisrVVRU1GEDSavVqpUrVyo6OrrHuPfff7+WL1+uqqoqVVRUKC8vT5mZmUpJSVFdXZ327dtnxg0PD9cDDzzAcZkDFLRFh/fff1+///3vzeNO2qtX7SyWrv+H1tTUpNWrV8tisSgsLEy///3vOx2hAgAAAABDVXl5eY/HRtrtdh0/frzT5w6Ho9fYu3btMt/hwsLCdM011/Q/0f8b02azdZqR4G7GjBnKy8tTcnJyr/GSkpL0+OOPKz8/X8eOHZPL5epwyka7+Ph45eXlddgHAv0TlEWHNWvW6N133zULDe4FBovF0qkA4W7q1KmaNGmSjh49KpfLpe3bt+vb3/62z3NGcHr+ozflbO39SKHFE/tXgQUAAAAkyWWEyWX46cjM7l+HAu7999832zNmzNCoUaP6HCM7O1tjx45VUVGRioqKdPbsWdXX16uurk6GYSguLk5jxozRlClTdPXVVys9Pb1P8dPS0pSfn6/CwkJt27ZNZWVlqqmpkdVqVUpKiubOnavc3NwuN6RE3wVd0eHPf/6ztmzZIukfBYaEhARNmzZN0dHRHXYm7c5VV11lHpvy2WefUXQAAAAAgP+zdu1an8VesWLFgGNEREQoIyNDGRkZXsio+zFycnL6vfwDnguqosPx48f16quvmjMbYmNj9a//+q/Kzs5WWFiYKioqPCo6zJ49W3/6059kGIaOHDkip9PJbqND1LKrbtJZW32g0wAAAACAISmoig7r1q0zl07ExsbqqaeeUlpaWp/jjB8/XtHR0bLb7WppadGpU6c0fvx4b6cLAAAAAJIkpyyyyD8bSTr9NA7gDUFzZKbdbteePXtksVhksVj0wx/+sF8Fh3buz546dcobKQIAAAAAgD4ImpkOn3/+ubkbamxsrBYsWDCgeAkJCWb768fB+IrT6VRZWZlKSkpUWlqqkpIS2Ww28+fKzMzUk08+GfCYPXnxxRe1adMm8z45Odlna77aj9PZvn17l5u3LFiwgM1bAAAAEBIMPx6ZafhpHMAbgqboUFlZKalt88j09PQB78EQGxtrtpuamgYUyxM7duzQ008/3eGs2GCM2ZPi4mK99dZbfhmrvLzcPKbGXXV1taqrq1VUVKSNGzcqLy9Pl112mV9yAgAAAAB4V9Asr6irqzPb7rMU+sv9DFn3Izd9paGhwevFAV/E7I7D4dBzzz0nl6v34yUH6ty5c1qxYoVZcLBYLMrMzNS1116ryy+/XJGRkZKkmpoaPfHEE9q/f7/PcwIAAAAGwqUw89hMn1/B8xoH9CpoZjpERUWZbW+8aLsXMaxW64DjeSohIUHp6enmtXfv3g7LFYIl5te9/vrrstlsktrOxd22bZtX47vLz883l7wkJydrxYoVmjhxovl9bW2tVq9erf3798vhcGjVqlV64YUX/PrPEQAAAAAwcEFTdHBfu19RUTHgeO7T9r0xc6I3s2bN0tq1a5WcnNzh8+Li4qCK2ZXy8nK98sorkqT58+crKyvLZ0WH3bt36/Dhw5KkYcOG6eGHH9aECRM69ImPj9eKFSt077336uzZs6qvr9eGDRt0xx13+CQnAAAAAIBvBM28nHHjxkmSDMPQiRMndP78+X7H+vzzz9XQ0GDep6enDzi/3owYMaJTcSAYY36dYRh67rnn1NraKqvVqrvuusun47399ttme8GCBZ0KDu2io6N1++23m/dbtmyR0+n0aW4AAABAf7kkuWTx0wWEjqApOkyaNElWq1UWi0Uul0ubN2/ud6zXX3/dbI8ZM0YjR470RoqD0jvvvKMjR45Iku68806fzgppamrqsD9Dbm5uj/2vvPJKxcTESJLq6+t16NAhn+UGAAAAAPC+oCk6WCwWzZ07V4ZhyDAM/fWvf1VZWVmf47z77rvatWuXLBaLLBaLrrnmGh9kOzicO3dOf/rTnyRJ06ZN07XXXuvT8Y4cOaLW1lZJbTMZepuBEhERoSlTppj3Bw4c8Gl+AAAAQH85DYtfLyBUBE3RQZKWLFmiYcOGyWKxqLm5WQ899JAOHjzo0bNOp1Ovvvqq1qxZI4vFIsMwFB0drRtvvNHHWYeuNWvWqKmpScOGDdOyZct8fsrHyZMnzfaFF17o0bGokyZNMtvl5eU+yQsAAAAA4BtBs5Gk1HaSweLFi/WXv/xFFotFtbW1WrFihS655BLNmzevw2aTktTY2KiTJ09q79692rp1q7788ksZhiGpbebEj370I8XFxQXiRwl627dv165duyRJixYtUlpams/HdC86eLpXxahRo7p83lN19gadb23q83M9sUbEeDUeAAAAQp/xf8dZ+mcswy/jAN4QVEUHSbr11ltVXl6uwsJCc8bC3r17tXfv3g79DMPQbbfd1uFekvnMtdde6/PlAqGqrq5OL774oiRp7NixWrJkiV/Gra+vN9ue7h0xYsQIs92fzUV/vW1jn5/pzf931/1ej4nQERsbqfb/n586ZXRgk8GgEhbeNtssLMyiKRclBTgbDCbhYRa5XIbCwiz8ewteU9N0XioJdBYAQkHQFR0kafny5UpOTtaGDRvMKf/uRYV27hW+9mKDYRi65ZZbOF6xBy+99JJqamokScuWLVNERIRfxrXb7WY7MjLSo2fc+7k/H0i+XoaC4GYYkmGRnE5D1U2OQKeDQSS22SlXQrichqFyag7woohIQ1ENksvlUlULfx2Fd9TxuwTAQ0FZdAgLC9P3v/99zZo1S+vXr++wgaBhGOZLX3uhof3zyZMn61/+5V+UlZUVkLxDwZ49e/TBBx9IknJycjRjxgy/jd3S0mK2hw3z7FfPvSDS3Nzc5zEf/fZSxcd4d4kN09mGOkNOp9Rkd+jYydpAJ4NBJCpymBzWSLUYho409//YaODrYsLCFF8rtTqdOn66LtDpYJBoaGkMdApBx2VY2v4y4a+xgBARlEWHdpmZmXr88cdVXl6uvXv36vPPP9e5c+dUX18vh8OhCy64QAkJCZo6daouvfTSXk9DGOrsdruef/55SdLw4cP1wx/+0K/ju89acDg8+wtx+2kXkhQVFdXnMV126UjR2T4/1zNvx0MomXrxGNXYXTp2sla/3+DZRreAp44sZ4oDfGPqf1HIgpeFtShyTKCTABAKgrro0C4tLU1paWm6+eabA51KSHv55ZdVUVEhSbrrrrs6bczpa9HR0WbbfdZDT9z7uT8PAAAABBOXLJL8NNPBT+MA3hBUR2bCd0pLS/XWW29JkmbMmKEFCxb4PYfhw4eb7fY9JXpTXV1ttq1Wq9dzAgAAAAD4TkjMdMDA2Ww2uVwuSVJlZaXuv7/7Exhqa/+xTr2qqqpD3yVLlmj27Nn9yiE1NdVst8+46E1lZWWXzwMAAADBhD0dgK5RdBiCzpw5ozNnznjU1+Fw6IsvvjDv3QsSfeVeNDhx4oScTqfCw8N7fObo0aNmOy0trd9jAwAAAAD8L2SKDqdPn1ZJSYlqa2tVX18vi8Uiq9Wq+Ph4paena+zYsYFOEb24+OKLFRERodbWVtntdpWUlGjq1Knd9m9tbe1Q8PDnSRsAAAAAgIEL6qJDRUWF3nnnHW3dulV1dT0f8XTBBRdowYIF+ta3vqWUlBQ/ZRg6cnNzlZub61HfgoICPfvss5Kk5ORkrV271is5xMTEKCsrS7t375Ykbd26tceiwyeffKKmpiZJbfs5ZGZmeiUPAAAAwNtcRphk+GfLPBdHuCOEBOVGki6XS3/961/14x//WBs3blRtba0MwzCvdu6f1dbWauPGjfrxj3+sv/71r+b+BQgu119/vdkuKCjQiRMnuuxnt9u1bt068/66667rdSkGAAAAACC4BF3RobW1VY8++qjWrVun1tZWGYYhi8Uii+Ufm6V8vfjQ/r1hGHI4HFq3bp0effRRtba2BuJHGHIKCgp00003mVdPZs+erWnTpklq2y/isccek81m69Cnrq5OTzzxhLnvxPDhw7Vo0SKf5A4AAAB4g2G0bfDoj4uJDgglQbe8YtWqVdq7d68kmYUEwzA0ZswYTZ48WWPHjlVcXJwkqaGhQadPn1ZxcbH5gtr+zL59+/TUU0/poYce8lvuK1euVFVVVYfP3I98LC0t1X333dfpuUceeUSJiYl+ixlo999/v5YvX66qqipVVFQoLy9PmZmZSklJUV1dnfbt26fm5mZJUnh4uB544AGOywQAAACAEBRURYcPP/xQn376qTmrwTAMXXLJJVq6dKnS09N7fLa4uFjr1q3T3r17zcLDp59+qm3btik7O9sf6au8vLzHoyDtdruOHz/e6XOHw+HXmIGWlJSkxx9/XPn5+Tp27JhcLpcOHDjQqV98fLzy8vKUlZUVgCwBAAAAz7lkkUX+OcrS8NM4gDcEVdFh/fr1ZsHAYrHoBz/4gb7zne949OzkyZP16KOPasOGDfrjH/9oxlm/fr3fig7wXFpamvLz81VYWKht27aprKxMNTU1slqtSklJ0dy5c5Wbm6v4+PhApwoAAAAA6KegKTqcOHFCp0+fNvdnuO666zwuOLj7zne+o7Nnz2rLli2S2o7atNlsmjBhgpcz7sxbpzz4OmZv+nLSRX/6t4uIiFBOTo5ycnL6/Kynnv/oTTlbe99UdPFE3+UAAAAAAENV0GwkeezYMUltSyrCwsK0dOnSfsdaunSpwsPDzWUaXS0/AAAAAABv8dcmku0XECqCZqZD++aIFotFkydP1vDhw/sd64ILLtDkyZN15MgRWSyWDhsvYmhZdtVNOmurD3QaAAAAADAkBU3RITIy0mwnJSUNOJ57jIiIiAHHAwAAAIDuuAyLLH6agWAw0wEhJGiWV7gf79h+XOJAuMcI1qMjAQAAAAAYzIKm6DBx4kSzfeLEiQHHc4/xjW98Y8DxAAAAAABA3wRN0WH06NHKyMiQYRiqqKjQoUOH+h3r4MGD+vLLL2WxWDRlyhSNHj3ai5kCAAAAQEeG/LeJpCGWVyB0BE3RQVKHIzLXrFmjhoaGPsc4f/68fve733UZEwAAAAAA+E9QFR0uv/xy3XzzzTIMQ6dOndKDDz6o8vJyj58vLy/Xgw8+qJMnT0qSbrjhBs2ZM8dX6QIAAACAJI7MBLoTNKdXtPvRj36k4cOHa/369bLZbLrvvvt09dVX6+qrr9aUKVNktVo79D9//ryKioq0fft2FRYWyul0Kjw8XLfeequWLFkSoJ8CAAAAAAD4rehwzz339Kl/ZGSkmpqa5HQ69eGHH+rDDz+UJFmtVsXGxspisaihoUHnz583nzEMQxaLRVFRUdq2bZu2bdsmqW2pBgAAAAD4iksWyW97LViCa8o60AO/FR1Onjwpi8UiwzB67WuxWDr8p/sz9fX1qq+v7/G5pqYmnTp1yixCAAAAAAAA//P78or+FAEoHAAAAAAAEHr8VnSIj4+neAAAAABgUHIZFslfGzyykSRCiN+KDi+//LK/hgIAAAAAAEEg6E6vALzp+Y/elLPV1Wu/xRNz/JANAAAABqtQmungdDpVVlamkpISlZaWqqSkRDabTQ6HQ5KUmZmpJ5980uN4BQUFevbZZ/uUw9KlSz0+bbC1tVWFhYXavn27ysrKVFNTI6vVqpSUFM2dO1cLFixQfHx8n8b3RUxfaGxsVElJiU6fPq0vv/xStbW1stvtcjqdioqKUmxsrJKSkjR69GhNnDhRqampgU65E4oOAAAAADBE7NixQ08//bSam5sDnYpHysvLlZ+fr2PHjnX4vLq6WtXV1SoqKtLGjRuVl5enyy67LGAxvengwYPatWuX9uzZo/Ly8j49GxMTo8zMTF122WW6/PLLNXLkSB9l6TmKDhjUll11k87auj7tBAAAAPAWw5AMP810sPR+IGC3GhoafFpwSE1NVVZWVq/90tPTe+1z7tw5rVixQlVVVZLaDhiYNm2axowZo9raWu3bt08tLS2qqanRE088oZUrV/Y6ti9iekNFRYW2bNmiDz74wMzt6yc/drdHonu/xsZG7dq1S7t27dJ//dd/KSsrSwsXLtTcuXMVFhaYg1YpOgAAAADAEJOQkKD09HTz2rt3rzZt2jTguJMnT9bdd9/thQyl/Px88wU8OTlZK1as0MSJE83va2trtXr1au3fv18Oh0OrVq3SCy+8IKvV6teYA3H06FG9/vrr2rFjh1wul1lAsFgsZpGh/bOvFyG64v6MYRjat2+f9u3bp6SkJH3729/Wddddp8jISJ/8LN2h6AAAAAAAQ8SsWbO0du1aJScnd/i8uLg4QBl1bffu3Tp8+LAkadiwYXr44Yc1YcKEDn3i4+O1YsUK3XvvvTp79qzq6+u1YcMG3XHHHX6L2V+nT5/Wyy+/rE8++URSW5HAfSaDYRiKjIzU+PHjNWHCBCUnJyspKUlxcXGKiopSeHi4WlpaZLfbVVVVpa+++krl5eWy2Wz66quvOoxlGIYqKyu1du1avf7667rtttt07bXXKjw83Ks/U3coOgAAAADAALkMix+XV/R/nBEjRngxE995++23zfaCBQs6FQfaRUdH6/bbb9fTTz8tSdqyZYtuv/32Ll+ofRGzr+x2u9avX6833nijw8wGqa04MHnyZF1xxRWaPn260tPT+zVmdXW1Dhw4oP379+vvf/+7zp8/3+G73/3ud3r77bd19913a9q0aQP+mXoT1EWHoqIi7d+/X8eOHVNNTY0aGxvldDr7HGfNmjU+yA4AAAAA4G1NTU3av3+/eZ+bm9tj/yuvvFJr1qxRU1OT6uvrdejQoU77MPgiZn/8+Mc/VlVVVYdiQ0pKihYuXKj58+dr1KhRAx5jxIgRys7OVnZ2tpYtW6b9+/fr3Xff1aeffmq+T584cUIPPvigli1bpoULFw54zJ4EZdFhz549eumll3Tq1KkOn3uyhuXruttsAwAAAAC8xfDjTAe/Hc0ZIEeOHFFra6uktlkHvW06GRERoSlTpmjfvn2SpAMHDnQqEPgiZn989dVX5jvq1KlT9d3vfleXXXaZz95bw8PDdemll+rSSy9VdXW13nzzTb3zzjtqbGw08/G1oCs6vPLKK/rLX/4iqfO6lr7+g+hPkQIAAAAA0D8NDQ0qLCxUeXm5GhoaFBcXp8TERGVkZCgtLc2jGCdPnjTbF154oUdLDCZNmmQWCLo6ZtIXMfvroosu0ve//33NmDHDazE9MWLECN1xxx1atGiRNm7cqDfeeMMv4wZV0aGwsFDr1q2T9I/dOtsLB+Hh4YqNjfXbZhcAAAAA4CmXLDLkpz0d/DROf+zcuVM7d+7s8rsJEyZo8eLFmjdvXo8x3AsEX9/wsjvuyxLcn/dlzP5Yvny5srOzvRKrv+Li4rR06VJ961vf0tmzZ30+XtAUHQzD0B/+8AdJMosNqamp+va3v61LLrnE418MAAAAAEDwsdlseuqpp/TZZ5/p3nvv7fYPyvX19WY7ISHBo9juG2S6b5zoy5j9EeiCg7vExEQlJib6fJygKTp88cUXOnfunLmEYvbs2frFL36hYcOCJkUAAAAAQBdSUlI0b948zZw5U2lpaRo+fLicTqcqKiq0Z88ebdq0SZWVlZKkrVu3KjIyUvfcc0+Xsex2u9mOjIz0aHz3fu7P+zImPBM0b/QnTpyQ1DbjISIiQvfddx8FBwAAAAAhIVSOzPSFOXPmKCcnR2FhYR0+j4iI0Pjx4zV+/HgtXLhQ+fn52rVrlyRp8+bNys7O7vLIxpaWFrPt6TthRESE2W5ubvZLTHgmrPcu/lFXVyepbWnF1KlTFR8fH+CMAAAAAAC9sVqtnQoOXxcbG6sHHnhA48aNMz977bXXuuzrPsPA4XB4lEP7yRSSFBUV5ZeY8EzQFB3cfwlGjhwZwEwAAAAAoG/aj8z01xWKoqKitGjRIvP+4MGDHV7s20VHR5tt9xkKPXHv5/68L2PCM0GzfmHMmDFmu6mpKYCZYDB5/qM35Wx19dpv8cQcP2QDAAAADG1ZWVlmu7m5WRUVFR1mP0jS8OHDzXZNTY1Hcaurq8221Wrt9L0vYsIzQVN0yMjIUHh4uFwul44fPx7odAAAAADAY4YscvlpBkJYEB+Z2Rv3EyGkjqdKtEtNTTXbFRUVHsVt36Ty68/7Mqa/fPzxx/rDH/4gi8WiF198MWB59FfQFB2sVqvmzp2rjz76SOfOndPhw4e73FQE6ItlV92ks7bO/yIDAAAA4H9f35Cxq70S3F/wT5w4IafT2e3xmu2OHj1qttPS0vwS01/sdrsqKirMkx5DTdDs6SBJd9xxh2JiYiRJL7zwAseSAAAAAMAg4v4iL3W9n9/FF19snhxht9tVUlLSY8zW1lZ98cUX5v2MGTP8EhOeCaqiw+jRo7V8+XKFhYXJZrNp5cqV+uqrrwKdFgAAAAD0iI0kPVNQUGC209LSujy1MCYmpsPeD1u3bu0x5ieffGLuC2i1WpWZmemXmPBM0CyvaHf55Zfr0Ucf1erVq/X555/r7rvvVnZ2tmbNmqXU1FRZrdY+TytJSEjwUbYAAAAAMHQ1NTWZs9V7s2PHDm3bts28nz9/frd9r7/+eu3evVtSW6Hixhtv1IUXXtipn91u17p168z76667rttlE76I2RNP947oTV1dnVfiBErQFR2ktqkrjz32mB566CGdP39e7733nt57771+x3vjjTe8mB0AAAAAdOQy/LeRpIJopsPHH3+szZs368Ybb9QVV1yh2NjYTn0aGxu1adMmrV+/XoZhSJKSkpJ08803dxt39uzZmjZtmg4fPiyHw6HHHntMDz/8sCZMmGD2qaur0+rVq3XmzBlJbSdUuB/J6Y+YPfnRj34UsvsweFPQFR1cLpf+/Oc/63//93/ldDplsVjMX8z+4B8yAAAAAPzDypUrVVVV1eEz9+MhS0tLdd9993V67pFHHlFiYmKnz4uLi/XMM89o2LBhSk1N1bhx42S1WuV0OlVZWamioqIOG0harVatXLlS0dHRPeZ5//33a/ny5aqqqlJFRYXy8vKUmZmplJQU1dXVad++fWbc8PBwPfDAA70ebemLmD0ZyLvsYBFURQeXy6Vf/epX2rVrlwzDMAsGAy08AAAAAADalJeX9zj132636/jx450+dzgcPcZ1OByy2Wyy2Wzd9pkxY4by8vKUnJzca55JSUl6/PHHlZ+fr2PHjsnlcunAgQOd+sXHxysvL6/Dng3+jNmd9vfZhIQEjRs3rt9xqqurderUqX4/H2hBVXR47bXX9Omnn8pisXQoNIwaNUpjx45VXFxcv9bSAAAAAIAvGUbb5a+xgkV2drbGjh2roqIiFRUV6ezZs6qvr1ddXZ0Mw1BcXJzGjBmjKVOm6Oqrr1Z6enqf4qelpSk/P1+FhYXatm2bysrKVFNTI6vVqn43XcsAACAASURBVJSUFM2dO1e5ubldbkjpz5hdGTNmjM6cOaPU1FQ98cQT/Y6zdetWPfvsswPKJZCCpujQ0tKiDRs2dCg25Obm6pZbbtHYsWMDnB0AAAAADA5r1671WqyIiAhlZGQoIyPDazG7GiMnJ0c5OTlBHfPrJk2apNOnT+vYsWM+GyMUBM2RmQcPHlRjY6Oktmko3/3ud3XfffdRcAAAAAAQ9FySXLL46UIoaJ/V0djYaG5MORQFTdHh5MmTkmROwbntttsCnBEAAAAAAP1z0UUXme3S0tIAZhJYQbO8orW1VVLbLIcpU6Zo2LCgSQ0AAAAAemQYFhl+OsrSX+NgYCZNmqSJEydKkmpra/sdJyMjQ3l5ed5Ky++C5s1+5MiRZnsgR5IAAAAAABBoMTExXtkAcsyYMRozZowXMgqMoFleMWrUKLNdV1cXwEwAAAAAAIA3BM1Mh4yMDMXHx6u2tlbFxcVyuVwKCwuamghC1PMfvSlna+9b7Sye6LtdawEAADD4GYZFLj8te7CwvAIhJGje6sPDw3XNNddIatvd88MPPwxsQgAAAAAAYECCZqaDJN16663asWOHvvzyS/3+97/X1KlTOTITA7Lsqpt01lYf6DQAAAAwyBlG2+WvsYBQETQzHSQpNjZWjz76qEaNGqW6ujr9/Oc/18cffxzotAAAAAAAQD8E1UyHwsJCSdI///M/6y9/+Yvq6ur01FNPafTo0br00kuVlpYmq9Uqi6Vva5jmzZvni3S75HQ6VVZWppKSEpWWlqqkpEQ2m00Oh0OSlJmZqSeffDKgMevr61VSUmLGq6ioUF1dnbmBp9Vq1YUXXqjp06crJydHiYmJfcq3NwUFBX3exXXp0qVasmSJV/MAAAAAvIUjM9FfZ8+e1eeffy5Jys7OVnh4eIAz8q6gKjqsXr26Q0HBYrHIMAydOXNG77zzTr/j+qvosGPHDj399NNqbm4O6pjPPPOMdu/e3e33VVVVqqqq0t69e/WXv/xF3/3ud3XrrbeysScAAAAAeFlRUZF+85vfyGKxaM6cOYqNjQ10Sl4VVEWHdoZhmMUH9yKE0YfFS+0Fi77OihiIhoYGrxYHfBXTXUJCglJTUzVq1ChFR0erublZp0+fVklJiZxOpxwOh/7nf/5HX375pf7t3/7N6+OnpqYqKyur137p6eleHxsAAAAA4FtBV3RoLyz0pcDQU5xASEhIUHp6unnt3btXmzZtCpqY06dP15w5c5SVlaXRo0d32ae6ulovvPCCPvroI0nS+++/r8svv1xXXnllv3+GrkyePFl33323V2MCAAAA/sbyCqBrQVV0+PGPfxzoFAZk1qxZWrt2rZKTkzt8XlxcHFQxv/Od7/TaZ8SIEfr5z3+u2tpaHTx4UJK0ZcsWrxcdAAAAAACDV1AVHb71rW8FOoUBGTFiREjE9JTFYlFubq5ZdDh69GjAcgEAAACCmUsWufw0A8EiZjogdLAzIHqUkJBgtpuamgKYCQAAAAAg1ATVTAcEn/LycrP99SUeAAAAANoYRtvlr7GAUEHRAd366quvtHHjRvP+m9/8ptfHaGhoUGFhocrLy9XQ0KC4uDglJiYqIyNDaWlpXh8PAAAAAOA/FB3QQXNzs7788kt99tln2rBhg2pqaiRJ48aN0y233OL18Xbu3KmdO3d2+d2ECRO0ePFizZs3z+vjAgAAAAB8j6LDEHf48GH9x3/8R499Lr30Ut1///2Ki4vzU1ZtbDabnnrqKX322We69957FR4e3ucYdfYGnW/17l4U1ogYr8YDAABA6OPITKBrQVV0aP+rure5b4YIz8XFxenuu+/W/PnzvR47JSVF8+bN08yZM5WWlqbhw4fL6XSqoqJCe/bs0aZNm1RZWSlJ2rp1qyIjI3XPPff0eZxfb9vYe6c++n9Tvu31mAAAAAAwGAVV0eGOO+6QxeL9qt0bb7zh9ZiDRWJiom644QZJkmEYampq0qlTp3T06FE1NDTo6aef1nvvvad77rlH48aN88qYc+bMUU5OjsLCOh6eEhERofHjx2v8+PFauHCh8vPztWvXLknS5s2blZ2drWnTpnklBwAAAMCr/DjTQcx0QAgJqqJDO8OL27H6oogxmIwePVp33313p8+/+uorvfzyy9q6dasOHDig+++/X7/61a80ceLEAY9ptVp77RMbG6sHHnhAeXl5OnXqlCTptdde63PR4d+y/1kV5Q39yhMAAAAAMDBhvXcJfhaLpcOFgUtMTNRPf/pT3XTTTZKk8+fPa/Xq1XI6nX7LISoqSosWLTLvDx48qNbW1j7FuCA6TtaIGK9eAAAAAADPBNVMh6uuuqpPRQOn06mGhgaVlZWpurpaUlsBwmq16pJLLvFVmkPKHXfcoa1bt6qxsVHl5eX67LPPdPnll/tt/KysLLPd3NysiooKry3zAAAAALzF+L/LX2MBoSKoig4///nP+/1saWmpXnnlFe3cuVMNDQ2Kjo7WT37yE2Y+DFB0dLSmTp2qPXv2SJKOHDni16LDiBEjOtzX19f7bWwAAAAAwMAMiuUVknTRRRfpoYce0g9+8AMZhqGCggI9//zzgU5rUHDfg8HfL/3Nzc0d7qOiovw6PgAAAOCJ9iMz/XUBoWLQFB3afec739E111wjwzD03nvv6e9//3ugUwp57UtXJM82gfSmo0ePdrgfOXKkX8cHAAAAAF+Kjo7WqFGjlJSUNChn6gfV8gpvuf322/Xhhx9Kkl5//XXNmTMnsAmFsLq6OhUVFZn3aWlpfh2/oKCgw9jx8fF+HR8AAADwCJs6oJ/mzJkzqN9ZB91MB0lKTk7W+PHjZRiGiouLdfr06UCnFDT6sjzCMAz993//t3liREREhGbPnj2g8Zuamjzuu2PHDm3bts28nz9//oDGBgAAAAD416Cc6SBJY8aM0YkTJyRJx48f19ixYwOcUXB4//339eGHH+qmm27SnDlzFBsb22W/48eP649//KO5gaTUtnTlggsu6LJ/QUGBnn32WfP+zTff7LLfxx9/rM2bN+vGG2/UFVdc0eX4jY2N2rRpk9avXy/DaCvjJiUl6eabb/b45wQAAAAABN6gLTpERkaa7XPnzvlt3JUrV6qqqqrDZ+57IpSWluq+++7r9NwjjzyixMREv8QsLS3Vr3/9a4WHhys1NVXjxo2T1WqVxWJRXV2dbDabzpw50+GZb37zm7rtttu6zK+viouL9cwzz2jYsGEdxnc6naqsrFRRUVGHDSStVqtWrlyp6Ohor4wPAAAAeJthyG8bPBosr0AIGbRFB/dCg9Pp9Nu45eXlqqio6PZ7u92u48ePd/rc4XD4JWZERITZdjqdOnHihDkjpCsxMTH63ve+p5tuuknh4eHd9usPh8Mhm80mm83WbZ8ZM2YoLy9PycnJXh0bAAAAAOB7g7LoUF1drS+++MLc+bO7JQFD0fXXX6+srCzt27dPxcXFKisrU2VlpRoaGiS1FRlGjhypiRMnaubMmfrmN7+pmJgYr42fnZ2tsWPHqqioSEVFRTp79qzq6+tVV1cnwzAUFxenMWPGaMqUKbr66quVnp7utbEBAAAAX2mb6eC/sTB4bd++XTt37tSkSZOUnp6ujIwMr/8B2J8GXdHBMAz97ne/M2c3WCwWXXTRRX4bf+3atUEfc9y4cRo3bpxuuOEGr8XMzc1Vbm5ur/0iIiKUkZGhjIwMr40NAAAAAIPFtm3btHv3bn300UcaNWqUXnzxRY+es9vtQbkkfVAVHQ4cOKB169apqKhIFotFhmEoJSVFEyZMCHRqCJDnP3pTzlZXr/0WT8zxQzYAAAAYrAzD4sc9HfwzDgLj8OHDMgxDFotF1113nTmDvzuvv/66Nm3apJqaGnPfvvnz5+uGG25QVFSUn7LuXlAVHVauXNnnZ5xOpxoaGnTy5Elz88H2Ew8sFotuvfVWb6YIAAAAAIBPnD59Wo2Njeb9FVdc0WP/P//5z3r11VfNd+D2ffP+9Kc/6W9/+5t+8Ytf6MILL/Rpzr0JqqLDnj17eq3idMVwW9RksVjMWQ7XXnutcnL4C/ZQtuyqm3TWVh/oNAAAAACgV6dOnTLbcXFxSktL67ZvZWWlXn/9dUky36PbZ0gYhqHTp0/rP//zP7Vq1SqNHj3at4n3ICxgI3tRe6FBavsvOTIyUj/84Q+1bNmyAGcGAAAAYGiwSIafLrG8YrCqrKyU1PaO29sMhc2bN3c4qTEqKkpTp05VXFycGaO6ulrPPfec7xL2QFDNdJA6zlrwVGRkpOLj4zVp0iRlZWVp/vz55n/RAAAAAACEgqamJrMdHx/fY99t27aZsxoSExP11FNPadSoUWppadELL7ygv/3tb5KkQ4cOaceOHZo7d65Pc+9OUBUd2qeG9EVYWFhIHx8CAAAAIPRxZCa84eszF7pjs9lUWVlpzvq/8847NWrUKEltf5T/yU9+ojNnzujgwYOSpC1btgSs6BBUyysiIiL6fFFwAAAAAAAMBrGxsWa7/aCEruzevVtS20qBhIQEzZs3r1OfpUuXmn0OHDggu93u5Ww9E1RFBwAAAAAISYafLwxKF1xwgdk+d+5ct/0+++wzSW37NsyZM6fLAxkuvvhijRgxQpLkcrl09OhRL2frGYoOAAAAAAAEgfbNIw3D0IkTJ9Ta2tqpT21trY4cOWLez5o1q9t4EyZMMNtnzpzxXqJ9EFR7OgAAAAAAfMvpdKqsrEwlJSUqLS1VSUmJbDabHA6HJCkzM1NPPvlkn2J++eWX2rdvnw4dOmTuN2C32xUTE6OkpCRNmTJF2dnZmj59ukfxCgoK9Oyzz/Yph6VLl2rJkiUe9W1tbVVhYaG2b9+usrIy1dTUyGq1KiUlRXPnztWCBQt63cjRF9LS0hQbG6vGxka1tLTo008/1ZVXXtmhT2FhoVwul3mfkZHRbTz3mRPnz5/3fsIeoOgAAAAAAANkGBYZhn+OshzIODt27NDTTz/d434BfXH06FGtWbNGxcXFXX5//vx5nT9/XjabTe+++66mT5+un/70p0pOTvbK+P1RXl6u/Px8HTt2rMPn1dXVqq6uVlFRkTZu3Ki8vDxddtllfs0tLCxMV111lXnyxMsvv6xLL71UMTExkqTGxka9+uqr5nKKb3zjG7Jard3Gay8kSVJLS4sPM+8eRQcAAAAAGCIaGhq8VnCQpFOnTnUqOIwbN07jx4/XBRdcoIaGBhUVFZn7Exw8eFA/+9nPtGrVKo0ePdqjMVJTU5WVldVrv/T09F77nDt3TitWrFBVVZWktj0Rpk2bpjFjxqi2tlb79u1TS0uLampq/n/27jyq6jr/H/jzXna4CMiqgELKIqCgmUvlho45lk1lo5WNTf1qpk3JsqgGR9LMMW+O1uSkk6eaNitHJ620Ah3CJXNhceGyqCwuCMi+XLjL5/cH3/vpXkG4wF3h+TjnnvP5XN7L696o0+fF+/16Y82aNUhNTTVqblOaN28e0tLSIAgCrly5gpdeegn33nsvXFxcsGPHDtTU1Iix33rrrV2Opb+6wdnZ2axx34hFkw7ffvutJacT3XnnnVaZl4iIiIiIBghLFng0wTze3t6IiIgQX1lZWdi9e3evxxsyZAhmz56NGTNmwNfX1+BnWq0WaWlp2Lp1K1pbW1FdXQ25XI7169d3WgDxepGRkXjyySd7HZs+uVwuJhwCAgKQkpKC8PBw8ed1dXVYv349cnJyoFarsW7dOmzdurXL1QSmNnz4cMybNw9ff/01JBIJSkpKxK0mgiBAIpFAEAQ4OTnhN7/5TZdjXbx4UbzW32phSRZNOmzZssWoXypTY9KBiIiIiIiovejgtm3bOmxvuNH2iO74+PggKSkJM2bMgIODQ6dtpFIpZs+eDU9PT7zxxhsAgPz8fGRlZWHcuHG9mrc3jh8/jjNnzgAAHB0dsWLFCoNCiwDg5eWFlJQULFmyBOXl5WhoaMDOnTuxePFii8UJAI8++iiuXr2Kn3/+WUwyABCfpyUSCe6//354e3vfcIyamhpcu3ZNvPf39zdv0DdgldMrBEGw2IuIiIiIiMjcdDUdLPXqLR8fH5PWUxg9ejRmzZp1w4SDvsmTJyMyMlK8P3bsmMniMIb+yvuZM2d2SDjouLq6YtGiReL9vn37oNFozB2eAalUildeeQWPPfaYwQoF3XPuHXfc0W3RTN2xmjqhoaFmibU7Fq/pYO5EgP5KCiYd6N2De6BRabtttyA80QLREBERERENbKNGjRJXVVRUVFhs3paWFuTk5Ij3s2bN6rL9bbfdhs2bN6OlpQUNDQ04ffq0xWs7SCQS3HPPPZg3bx4UCgWuXr0KrVaL6OhohISEdNv/0KFD4rWfn1+XqyLMyaJJh/nz55t1/LKyMvzyyy9W2cJBREREREREXdN/VtM/9tHc8vLyoFKpALSvZOiu6KSTkxOioqKQnZ0NAMjNzbV40kHHwcEBsbGxiI2NNbpPRUUFsrKyxO+7q2M1zc2iSYdHHnnELONWV1fj008/xYkTJ5hwIAPP3D4P5cUN1g6DiIiIiPo7OyskaS3FxcXitZ+fn1F9mpqakJmZibKyMjQ1NcHDwwO+vr6IiYkxesuAfkHF4cOHG7UdZMSIEWLSoayszKh5bMWRI0cA/Fp4cuzYsVaLxa6PzGxubsaOHTuwZ88etLW1iV8o0P7lBgUF4eGHH7ZylERERERERFRZWYnc3FzxPiEhwah+R48exdGjRzv9WVhYGBYsWIApU6Z0OYZ+0sHYmhb6hRf1+9uD3/3ud5gzZw4uXLiAc+fO4ZZbbrFaLHaZdFCpVPjmm2/w1VdfoampyaCSpyAI8PLywsKFC/Hb3/7WqAwWERERERFR30j+72WpuezP+++/L26p8Pf3x4QJE/o8ZnFxMd58802cOHECS5YsueHzX0PDr6ufja1t4OPjI143Njb2LVArcHFxQXR0NKKjo60ah10lHQRBQHp6Oj777DNcu3atQ7LBxcUF9957L+699164urpaOVoiIiIiIiICgPT0dBw+fFi8X7x4MZycnLrsExgYiClTpiAhIQGhoaHw9PSERqNBRUUFTp48id27d6OyslIc39nZGU8//XSnYymVSvHa2dnZqJj12+n3p56xm6TDL7/8go8//hilpaUdkg1SqRRz5szBAw88AC8vLytHSkRERERERDqFhYXYvHmzeD9lyhRMnz69yz6TJk1CYmIipFKpwftOTk4YNmwYhg0bhtmzZ0Mul4tHb+7duxfTpk3rtOBiW1ubeO3oaNxjsH5SpLW11ag+1JHNJx0UCgU+/PBD5OXldUg2AO2/sH/4wx8QFBRkzTCJiIiIiGggYyHJTpWXl2P16tXiQ39YWBieeeaZbvvJZLJu27i7uyM5ORlJSUm4dOkSAGDHjh2dJh30Vy2o1WqjYteddgG0b1Wg3rHZpENZWRn+/e9/45dffgHwa9VNQRAgCAISEhLwyCOPYMSIEVaOlIiIiIiIiK5XXV2Nv/71r6ipqQEABAUF4bXXXoOHh4fJ5nBxccH8+fPx9ttvAwBOnToFlUrVYeuG/vZ7/VUPXdFvZ87t++Xl5Th79iwAYNq0af2uLqHNJR2uXbuGzz77DPv374dWqxWTDbqEw4gRI/DHP/7RamekEhERERERdcCVDgbq6+uxYsUKXLlyBQAwePBgrF69GoMHDzb5XPrPhq2traioqEBwcLBBG09PT/G6trbWqHF1yRLAuJUXvaVQKLBx40ZIJBJMmjQJ7u7uZpvLGmwm6dDU1ISvvvoK33zzDVQqVYdkQ1BQEP7whz90exQKERERERERWU9zczNWrlyJ0tJSAO0P/KtWrTLblnj9UyYAw5MqdEJCQsTriooKo8bVFam8vj/1jNWTDiqVCnv27MGOHTvE4y/1kw3e3t5YuHAh5syZ0++WmRARERERUT8hSNpflprLRimVSqSmpqKoqAhAe92FVatWYfjw4Wab8/oij53VX9BPGpSUlECj0XT7fHnu3DnxOjQ0tI9RDlxWSzp0d/ylm5sb7rnnHh5/SUREREREZAfa2tqwevVq5OXlAWh/+F+5ciVGjhxp1nn1kwMAOt3CMWrUKDg5OUGlUkGpVKKwsBDR0dE3HFOlUiE/P1+8HzNmjOkCHmCsknQ4evQo/v3vf+PixYsdkg0ODg6YM2cOFi5cyOMviYiIiIiI7IBarcbatWuRm5sLoP24yZSUFMTExJh97rS0NPE6NDS00+dINzc3xMfH4/jx4wCA9PT0LpMOhw8fRktLC4D2eg5xcXEmjnrgsGjSIS8vDx9++CEUCkWnx19OmzYNDz/8MAIDAy0ZFhERERERUZ8JdlDg0Rw0Gg3kcrn4QO/g4IDk5GQkJCT0aryWlha4ubkZ1fbIkSPIyMgQ76dPn37DtnPnzhVjTEtLw1133dXptg+lUolPP/1UvOdW/76xaNIhOTlZTDLoH385duxY/PGPf0R4eLglw6EB4N2De6BRabtttyA80QLREBERERH1L4Ig4J133sGhQ4cAAFKpFM8//zwmTpzY6zEPHTqEvXv34q677sLEiRM7Pc2hubkZu3fvxvbt28U/Yvv5+eHuu+++4bi33HILYmNjcebMGajVaqxatQorVqxAWFiY2Ka+vh7r168XT93w9PTE/Pnze/1ZyErbK/QTD5MmTcKYMWNw9uxZ8WxSU7vzzjvNMi4REREREREAuzoyMzU1FdXV1Qbv6R8PWVRUhKVLl3bot3LlSvj6+hq899133yE9PV28DwoKMvrZztPTE4sWLer0ZwUFBdiwYQMcHR0REhKC4OBgyGQyaDQaVFZWQqFQGBSQlMlkSE1N7bYe4PLly/HCCy+guroaFRUVSEpKQlxcHAIDA1FfX4/s7GxxXN2KDXMelzkQWCXpoMtECYKAn3/+GT///LNZ52PSYeB65vZ5KC/ueGQOEREREdFAVVZW1uWxkUqlEhcuXOjwvlqt7vBeXV2dwf3ly5dx+fJlo+IICAi4YdJBf87i4mIUFxffsM2YMWOQlJSEgICAbuf08/PD66+/DrlcjvPnz0Or1Yp1KPR5eXkhKSkJ8fHx3Y5JXbPaSgcdwUwbn/RXUxAREREREZkVj8w0mWnTpmHo0KFQKBRQKBQoLy9HQ0MD6uvrIQgCPDw8MGTIEERFRWHq1KmIiIjo0fihoaGQy+XIzMxERkYGSktLUVtbC5lMhsDAQEyePBmzZs3iwQYmYvGkg7mSDNaah4iIiIiIyJ5s27bNZGM99NBDeOihh0w2HtB+8kVMTIxZT75wcnJCYmIiEhNZ283cLJp0YAEOIiIiIiIiooHDokmHRx55xJLTERERERERWYYASOykkCSRJUmtHQARERERERER9U9WKSRJRERERETUr9jRkZlElsSVDkRERERERERkFlzpQERERERE1Fc8MpOoU0w6EBEREREREVmJq6sr/P39AQASSf9LKDHpQERERERERGQlkyZNwqRJk6wdhtkw6UBERERERNRXLCRJ1CkWkiQiIiIiIiIis+BKB+rX3j24BxqVttt2C8ITLRANEREREfVbXOlA1CmudCAiIiIiIiIis+BKB+rXnrl9HsqLG6wdBhERERER0YDEpAMREREREVFfcXsFmUlhYSFOnDiB4uJiNDQ0QCqVQiaTISgoCKGhoUhMtO2t4kw6EBEREREREdmYy5cv491338Xp06e7bMekwwCi0WhQWlqKwsJCFBUVobCwEMXFxVCr1QCAuLg4rF271qpjNjQ0oLCwUByvoqIC9fX1qK+vBwDIZDIMHz4co0ePRmJiInx9fXsUb0+oVCpkZmbip59+QmlpKWprayGTyRAYGIjJkydj5syZ8PLyMtv8REREREQmJUisHQH1EwqFAqtWrUJTUxMEQYBEYvi7JQjty12uf98WMelgIkeOHMFbb72F1tZWmx5zw4YNOH78+A1/Xl1djerqamRlZeGzzz7D73//ezzwwAOQSk1bc7SsrAxyuRznz583eL+mpgY1NTVQKBTYtWsXkpKSMH78eJPOTUREREREZKtqamrwxhtvoLGxERKJBBKJBIIgwNXVFd7e3mhpaUFdXV2XY+zfvx/ff/89Ro4ciYiICEyfPt0ywXeCSQcTaWpqMmlywFxj6vP29kZISAj8/f3h6uqK1tZWXL58GYWFhdBoNFCr1fj8889x9epVLFu2zGTzVlVVISUlBdXV1QDas3OxsbEYMmQI6urqkJ2djba2NtTW1mLNmjVITU1FfHy8yeYnIiIiIjI1idD+stRc1H9t374dtbW1YrIhPDwcjz32GEaPHg2pVIqrV6/iiSee6HKM2267Ddu2bYNCoQAAhIaGYsSIEZYIvwMmHUzM29sbERER4isrKwu7d++2mTFHjx6NSZMmIT4+HkFBQZ22qampwdatW3Hw4EEA7VmyCRMm4Lbbbuv1Z9Anl8vFhENAQABSUlIQHh4u/ryurg7r169HTk4O1Go11q1bh61bt0Imk5lkfiIiIiIiIlvU1taGtLQ0cdtEREQE1qxZA1dXV7GNMVsqXFxccNttt2Hfvn2QSCQ4dOgQkw4AcOnSJQQHB1s7jF65+eabsW3bNgQEBBi8X1BQYFNj3nfffd228fHxwUsvvYS6ujqcOnUKALBv3z6TJB2OHz+OM2fOAAAcHR2xYsUKhIWFGbTx8vJCSkoKlixZgvLycjQ0NGDnzp1YvHhxn+cnIiIiIiKyVXl5eVCpVADakwvPPPOMQcKhJyZMmIB9+/YBAHJyckwWY0+ZdqN+Hz311FN47LHH8PbbbyMzM1MsbmgPfHx8OiQHbHFMY0kkEsyaNUu8P3funEnG/fbbb8XrmTNndkg46Li6umLRokXi/b59+6DRaEwSAxERERGRyQkWflG/dPnyZQDtz2PBwcG46aabej1WTEwMgPaik+fPn0dbW5tJYuwpm1rpAADXZ2fp7AAAIABJREFUrl1Deno60tPTAQA33XQTEhISkJCQgJiYGDg5OVk5woHD29tbvG5paenzeC0tLQYZNv2kRmduu+02bN68GS0tLWhoaMDp06dZ24GIiIiIiPqtxsZG8To0NLRPY7m7u8Pf3x+VlZXQarW4ePFin5IYvWVzSQcd3REg586dw/nz57Fz5044OzsjJiYGY8eOxdixYzF8+HArR9m/lZWVidemWHGhv1TI1dUVERERXbZ3cnJCVFQUsrOzAQC5ublMOhARERERUb/l5uYmXjs7O/d5vKCgIFRWVgIArly5wqTDnDlzkJ2djfLycvE9XZEMQRDQ2tqK7OxsZGdn44MPPoC3tzfi4+ORkJCAsWPHwsfHx1qh9zvXrl3Drl27xPtbb721z2NevHhRvB4+fDgcHBy67TNixAgx6aCfBCEiIiIiIupvBg0aJF53dyymMTw8PMTr2traPo/XGzaVdHj66acBAFevXkVWVhaysrKQm5uLpqamDm0FQUBNTQ0yMjKQkZEBABg2bJi4FSMuLg4uLi4Wjd/etba24urVqzhx4gR27twp/lIGBwfj/vvv7/P4+kkHY1dO+Pv7d9rfWPXKJjSq+r41RJ/Mya37RkREREQ0oPDITDIF3ZYKQRBQVFTU5/H0i1Aqlco+j9cbNpV00AkMDMScOXMwZ84caLVaFBUViUmI/Px8saCg/ioIACgpKUFpaSl2794NR0dHREdHY+zYsSZ5YO6Pzpw5g5dffrnLNuPGjcPy5csNMmS91dDQIF7r14voiv7qFf39Tcb6e8au7hv10L//33KTj0n2QyqVwKNNCxdnm/zPJxERERHZsfDwcAwaNAj19fVoamrC8ePHMX78+F6Pp188UqvVmiLEHrP5/2uWSqWIjIxEZGQkFi5ciJaWFpw6dQrZ2dnIysrCpUuXDNrrEhAqlQqnTp3C6dOnmXToBQ8PDzz55JOYPn26ycbUz6wZuz9Jv521MnPXM+ZcXOq/BAGQOjnA0c0JqiAva4dD/cyFu7daOwTqpyYeesraIVA/I9UqEWCdldpE/d4tt9wiHqzw2Wef4eabb+71M0hVVZV47e7ubpL4esrmkw7Xc3Nzw4QJEzBhwgQA7V9iVlYWsrOzkZOTg/r6+g4rIKhzvr6+uPPOOwG0f1ctLS24dOkSzp07h6amJrz11lv48ccf8fTTTyM4OLjP8+ln2RwdjfvV0z+tpLW1tcdzvva7h+Hl1vdVGvr4ezWwSaUSaDUCVBrrZIqJiIjIRgmS9pel5qJ+695778X+/fsBtB+s8NFHH+GPf/xjj8dRKpW4cOGCeK9fL8KS7C7pcD0/Pz+MGjUKLS0taG5uxsmTJ60dkt0ICgrCk08+2eH9a9eu4eOPP0Z6ejpyc3OxfPlyvPHGGwgPD+/TfPqrFtRqtVF9dKddAOhVjQ6tEshTlHffsEdMPR7Zk+hRQ1AjOOBceUP3jYmIiIiIemjYsGGYOnWqWLtw165dkEqlWLx4cY/GycjIMHieGjFihEnjNJZdJh0aGhrE7RXZ2dm4du1ahzb8a3Tv+fr64rnnnoO7uzv27NmDxsZGrF+/Hu+8845RJ07ciH4RE/1VD13Rb6ffn4iIiIjIpgj/97LUXNSvPf3008jPz8fVq1chCAL+85//4MyZM/jTn/4ET0/PbvtXVVXh448/hkQigSAI8Pb2xtChQy0QeUd2kXTQaDQ4e/asWEzy/Pnz4s86Sy44ODggKioKY8eOxdixYy0Zar+yePFipKeno7m5GWVlZThx4oS4raU39P/lMPa4lpqaGvFaJpP1em4iIiIiIiJ74ebmhr/+9a/4y1/+Ij475eXl4fnnn+92BXpWVhbeffdd1NfXA2ivSZeYmGj2mG/EZpMOZWVlYpLhzJkzBvv5O0s0DB06VEwyjB49Gm5uPNawr1xdXREdHS1uWcnLy+tT0iEkJES8rqioMKpPZWVlp/2JiIiIiGwKVzqQiYWEhGDdunV4/fXXUVpaKq5auHDhgngNAMuWLYOvry9UKhVKS0tRXV0NQRDENh4eHrj77rut9jlsKunw008/iVsmqqurxfc7SzLIZDLEx8eLiQZ/f39Lhjpg6K8u0D/ysjf0kwYlJSXQaDTdbtc4d+6ceK07s5aIiIiIiGggCAoKglwuxwcffIB9+/YZ/Ex3gMK5c+fE3QC6Z2ddwkEqleLZZ5+Fj4+PZQPXY1NJB7lcbpCx0efg4IDo6GgxyTBy5EgeXWgBptzeMGrUKDg5OUGlUkGpVKKwsBDR0dE3bK9SqZCfny/ejxkzpk/zExERERER2RtXV1c89dRT+M1vfoPt27fj2LFjBskF/edi/ZMcPTw8sHTpUkyePNkqcevYVNJBn0QiQXBwMBISEsQtEywkaFn19fVQKBTifV9XGri5uSE+Ph7Hjx8HAKSnp3eZdDh8+DBaWloAtCc84uLi+jQ/EREREZG5SIT2l6XmooFn5MiRSElJwbVr13Do0CHk5ubiwoULqKqqEpMQDg4OCAsLw4QJEzBv3jybqItnk0kHXXZGrVaLL61Wa+Wo7F9DQ4NRlU6B9szYli1bxCNWnJyccMstt/Q5hrlz54pJh7S0NNx1110YPnx4h3ZKpRKffvqpeD9nzpw+nZxBRERERETUH/j6+uLuu+8W6zRoNBq0tLRAIpHAw8PDytF1ZHNJB13BCwC4evUqvv/+e3z//feQSqWIiIgQt1dERkZCKpVaOVr7sn//fvzvf//DvHnzMGnSJLi7u3fa7sKFC/jwww/FApIAcN9992HQoEGdtk9LS8OmTZvE+z179twwhltuuQWxsbE4c+YM1Go1Vq1ahRUrViAsLExsU19fj/Xr1+PKlSsA2k+9mD9/fk8+KhERERGRZbGQJFmJg4ODTaxouBGbSjq8+OKLyM7ORnZ2tsGpBUB79iY/Px/5+fnYvn073NzcMGbMGDEJERQUZKWof5WammpQABMwrIlQVFSEpUuXdui3cuVK+Pr6WmTMoqIi/P3vf4eDgwNCQkIQHBwMmUwGiUSC+vp6FBcXiw/7OrfeeisefPDBTuPrjeXLl+OFF15AdXU1KioqkJSUhLi4OAQGBqK+vh7Z2dniaSUODg5ITk626X+JiIiIiIiIqHM2lXSYMmUKpkyZAgC4dOmSeJLFqVOn0NLSYlBgsrm5GUePHsXRo0cBAIGBgWL9h/j4+Bv+Fd+cysrKujwKUqlU4sKFCx3eV6vVFhnTyclJvNZoNCgpKUFJSckNx3Zzc8NDDz2EefPmmXRrg5+fH15//XXI5XKcP38eWq0Wubm5Hdp5eXkhKSkJ8fHxJpubiIiIiMhsuAKBqAObSjroCw4ORnBwMO666y5oNBooFApkZ2cjKysLRUVF0Gq1BkmIrrZidFWscCCZO3cu4uPjkZ2djYKCApSWlqKyshJNTU0A2pMMgwcPRnh4OBISEnDrrbfCzc3NLLGEhoZCLpcjMzMTGRkZKC0tRW1tLWQyGQIDAzF58mTMmjULXl5eZpmfiIiIiIiIzE8idHY+pY1rampCbm6uuBKivLy8Qxv9Y0O+/vprS4ZHVlZVVYVHH30UAODn4QWNqvsipAvCE80dFvUT0aOGoEZwwLnyBvzrx0Jrh0P9zI9ffGDtEKifmpj8lLVDoH5GqlUioPYIAOCDDz6An5+flSOyDv3/7yyYNBlqF8uctufYqkTkz/z+yT7Y7EqHrnh4eGDy5MnieaPl5eXIysrCiRMncOzYMbGdflFKIiIiIiIic+GRmWSM9evX45FHHkFAQIC1Q0F6ejrUajXuuOMOs85jl0kHfbqEQ1ZWFs6cOcNEAxl45vZ5KC9usHYYREREREREyMzMxM8//4y5c+fi3nvvxeDBgy0ew5EjR7B9+3YUFxfjgQceMPt8dpd0aG5uRk5Ojri14urVqwY/Z8KBiIiIiIgsTpC0vyw1Vx9oNBqUlpaisLAQRUVFKCwsRHFxsViMPi4uDmvXru3V2CqVCpmZmfjpp586rds2c+bMHtdts5cxjaVWq7F792589913SExMxNy5cxEeHm6WuXSUSiUyMjKwe/duXLx40aJ/rLf5pINWq0V+fr6YZCgsLIRW275HX78chUQiMbh3dnZGbGwsxo4da/GYiYiIiIiIbNGRI0fw1ltviUfUm1JZWZl4Qp2+mpoa1NTUQKFQYNeuXUhKSsL48eP71ZjGSkxMxIEDByAIAlQqFX744Qf88MMPiIyMxIwZMzB58mT4+PiYZC6tVotTp07h4MGDyMzMREtLC4Bfn6P9/Pws8rxsk0mHK1euiFsmdMdl6ui+IIlE0iHRcNNNN4nHZsbExBgcEUlERERERDTQNTU1mSXhUFVVhZSUFFRXVwNof16LjY3FkCFDUFdXh+zsbLS1taG2thZr1qxBamoq4uPj+8WYPfHcc89h9uzZeO+991BcXAyg/Rm3oKAABQUF2Lp1K0aOHInRo0cjNjYW4eHh8PX1NWrstrY2lJSUoKCgAKdOnUJubq54UqFuZYMgCHB0dMTdd9+NBx54AK6u5i9+alNJh3fffRdZWVmorKwU39NPMugTBAG+vr5ikiE+Pp7HKxIRERERkXUI//ey1Fx95O3tjYiICPGVlZWF3bt393o8uVwuPsgHBAQgJSXFYMtAXV0d1q9fj5ycHKjVaqxbtw5bt26FTCaz+zF7KiYmBps2bcL//vc/fPbZZ7h69aqYFNBqtSgsLERhYSF27twJoP0gBX9/f/j5+UEmk8HZ2RkODg5oa2uDUqlEdXU1rl27hsrKSoM/ynf2LD1jxgwsWrTIooUsbSrp8P333xusXtD/cgRBgKurK+Li4sREQ2hoqLVCJSIiIiIisjs333wztm3b1uGhs6CgoNdjHj9+HGfOnAEAODo6YsWKFQgLCzNo4+XlhZSUFCxZsgTl5eVoaGjAzp07sXjxYrses7ckEglmzJiBqVOnIiMjA19//TUuXLhg0Eb3XNzY2IjGxkZxZURn9JMNuvF1nJyckJiYiHvuuQdDhw413Ycwkk0lHToTEREhJhlGjRoFBwcHa4dERERERERkwF6OzDRVvQB93377rXg9c+bMDg/yOq6urli0aBHeeustAMC+ffuwaNGiTp/x7GXMvnJwcEBiYiISExOhUCiQlpaGw4cPo7GxUWxjTMFHXRtd8kEQBERGRiIxMRFTp0416UqNnrK5pIOumIVuy4Q1vxwiIiIiIiK6sZaWFuTk5Ij3s2bN6rL9bbfdhs2bN6OlpQUNDQ04ffp0h5oJ9jKmqUVHRyM6OhpPP/008vLycPLkSeTn56OoqAjNzc1d9pVIJAgODkZERATi4uIwfvx4sySYesOmkg7vvfeeVZZ7EBERERER9Ymd1XQwlby8PKhUKgDtKwQiIiK6bO/k5ISoqChkZ2cDAHJzczs8zNvLmOYilUoRGxuL2NhY8b2amhpUVFSgrq4Ora2t0Gg0cHZ2hru7O/z8/BAYGGizBynYVNKBCQciIiIiIiL7cfHiRfF6+PDhRm1BGDFihPgwX1ZWZrdjWpKPj4/NrFzoKam1AyAiIiIiIiL7pP8wb+yJCP7+/p32t7cxyTg2tdKBiIiIiIjIHtlLIUlTa2hoEK+9vb2N6qP/F3v9gon2NiYZxy6SDnV1dTh79iwKCwtRV1eHhoYGSCQSyGQyeHl5ISIiAqNGjTL6l4eIiIiIiIj6TqlUitfOzs5G9dFvp9/f3sYk49h00iE3Nxe7du3CyZMnjWo/btw43HvvvRgzZoyZIyN78e7BPdCotN22WxCeaIFoiIiIiKjfGqCFJNva2sRrR0fjHi/1Cx62trba7ZhkHJtMOrS2tmLLli1IT08H8OtZozc6n1T385MnT+LkyZOYOXMm/vSnP8HV1dUyARMREREREQ1A+qsB1Gq1UX10p0gAgIuLi92OScaxuaRDW1sbUlJSUFBQAEEQIJFIIJFIIAiCmFzojC4hIQgC0tPTUVpaijVr1vCXY4B75vZ5KC9u6L4hEREREVFfDNCVDvp/6NVfTdAV/Xad/aHYXsYk49hc0mHDhg3Iz88HADHZ4ODggISEBIwaNQohISHw8PAAADQ1NeHSpUvIy8tDVlYWNBqN2KewsBAbNmzAK6+8Ys2PQ0RERERE1G95enqK17W1tUb1qampEa9lMpndjknGsamkQ05ODg4fPmywjWL27Nl4+OGHuy0SWVdXh48//hg//vijmHj4+eefkZ2djYSEBHOHTkRERERENOCEhISI1xUVFUb1qays7LS/vY1JxpFaOwB9X3zxBYD2LRJSqRRJSUl49tlnjTqVwsvLC88++yyWLVtmsCXjyy+/NHfYREREREQ0wEnw67GZZn9Z+8Pq0X8YLykpgUaj6bbPuXPnxOvQ0FC7HZOMYzNJh6amJpw9e1ZMGNxzzz1ITOz5iQLTp0/HfffdJ9Z/yMvLQ1NTk6nDJSIiIiIiGvBGjRolnvKgVCpRWFjYZXuVSiVupwfQ6cmD9jImGcdmkg5nz56FVquFIAhwdHTE73//+16Pdf/994u/UFqtFmfPnjVVmERERERERPR/3NzcEB8fL97rTiC8kcOHD6OlpQVAe52EuLg4ux2TjGMzSYfq6moA7cUjIyMj4e7u3uux3N3dERUV1WFsIiIiIiIiMq25c+eK12lpaSgpKem0nVKpxKeffirez5kzBw4ODnY9JnXPZpIO9fX14rWvr2+fx/Px8el0bCIiIiIiIpMTLPyyIbfccgtiY2MBAGq1GqtWrUJxcbFBm/r6eqxZswZXrlwB0H6axPz58+1+TOqezZxe4eLiIl7rlrH0hVKp7HRsIiIiIiKigSw1NbXDanD94yGLioqwdOnSDv1Wrlx5wz8QL1++HC+88AKqq6tRUVGBpKQkxMXFITAwEPX19cjOzkZraysAwMHBAcnJyd0eQ2kvY1LXbCbpoH9CxfXZpt7QH8PLy6vP4xEREREREfUHZWVlXR4bqVQqceHChQ7vq9XqG/bx8/PD66+/DrlcjvPnz0Or1SI3N7dDOy8vLyQlJRnUV7D3MalrNpN0GD58OID24zKrqqqQk5PT63/AOTk5BmeqhoWFmSJEIiIiIiKiTumOs7TUXLYoNDQUcrkcmZmZyMjIQGlpKWprayGTyRAYGIjJkydj1qxZPfqjsL2MSTdmU0kHX19fVFdXQxAE/POf/4RcLu/xUpbGxkZs2bJFvPfx8RETGkRERERERAPdtm3bzDa2k5MTEhMTkZiYOODGtGUtLS1wc3Ozytw2U0gSAGbOnAlBECCRSHDlyhX85S9/wcWLF43uf/nyZYM+EokEs2bNMle4RERERERE7QZwIUkyrS+//NKk4xUXF2PZsmUmHbMnbGalAwDcd999+P7778XTJi5cuIClS5dixowZmD59OiIjIzsUhWxra0N+fj4yMjJw4MABqNVqSCQSCIIAT09P3Hfffdb4KGQj3j24BxqVttt2C8IHRoaTiIiIiIhs2yeffAKFQoHnn3++z0Us9+/fj82bN0OlUpkoup6zqaSDu7s7XnrpJaxcuRIajQYSiQRqtRppaWlIS0uDRCKBr68v3N3dIZFI0NTUhOrqami17Q+VulUSgiDA0dERycnJcHd3t/KnIiIiIiKifs+SKxC40qHfO3HiBJYtW4aXX34ZI0aM6HF/lUqFLVu24McffxSfk63FppIOADB69GgkJyfj73//O5qbm8UvRxAECIJgUCBSn0QiERMObm5ueO655zB69GhLhk426Jnb56G8uMHaYRAREREREfXI1atX8dJLL+FPf/oT7rjjjh71+9vf/obz589DEKyfobKpmg46EydOxNtvv41x48YBgPhF6RIL1790bQRBwLhx47Bp0yZMnjzZavETERERERER9UZAQIC4OkGlUmHz5s3YuHEj2trauu37yy+/YNmyZTh//jyAX5+hFyxYYO6wb8jmVjroBAQEIDU1FWVlZdi/fz/Onj2LoqKiDntRnJycMHLkSMTExCAxMRGhoaFWipiIiIiIiAYsCx6Zye0V/dumTZuwYcMGHDt2TFzNf+DAAVy4cAEvv/wyhgwZ0qGPIAj497//jZ07dxqUHfD09MQLL7wg/kHfGmw26aATGhqKRx55RLxvbm5GY2MjAEAmk7FmAxEREREREfUbHh4eWLFiBb788kt89tlnANqTChcuXMCyZcuQlJRksLK/trYWb775Js6cOWOQcIiMjERycjL8/f2t9VEA2EHS4Xru7u5MNBARERERkW1hIUkysQULFiAqKgpyuRx1dXWQSCRobm7G3/72N9xzzz145JFHcPbsWaxfvx61tbUGCYc777wT/+///T84Olr/kd/6ERARERERERFRB/Hx8di4cSPWrVsHhUIhJhX++9//4uTJk7h48aJ48iMAuLi4YMmSJZgyZYqVI/+VTRaSNKWLFy9aOwQiIiIiIiKiXvH19cXatWsxb948g9UMJSUlYsJBEASEhoZiw4YNNpVwAPrxSocrV67gs88+Q2ZmJv773/9aOxwiIiIiIurHJBYsJGmxgpVkMxwcHPDEE09g0KBB+PTTTw1OcQSAsWPH4tVXX4WLi4s1w+xUv0s6VFRUYPv27Thw4IDBMhMiIiIiIiIie3XgwAHs2LHD4BlXt8rh7NmzOHz4MGbMmGHFCDvXb5IOVVVV+OKLL5Ceng6NRiNmfIiIiIiIiMyOhSTJTNRqNbZs2YIffvjBYHuFjkQiQWtrKzZu3Ii8vDw88cQTcHJysmLEhmwi6XD58mVUVlaisbERTk5OCAoKQmhoqFGrFGpqavDll1/ihx9+gFqtFr/86/9BEBEREREREdmTiooKrF27FufPnzdIOIwfPx6PP/443nvvPWRnZ4vvf//99ygqKsLLL7+MgIAAa4cPwIpJh+bmZuzcuRPp6emorq7u8HMvLy/MmTMH9913H1xdXTv8XKlU4ssvv8SePXvQ1tbWIdkgCAJiYmLw4IMPmv2zEBERERERcQUCmdLx48exYcMGNDU1AYD4R/lFixZh4cKFAIDXXnsNn3/+Ob744gvxWbioqAjPPfccnn/+eYwfP95q8etYJelQUlKClStXoqam5oarEWpra/HFF1/g0KFDeO211+Dn5yf+7NSpU9i4cSOqqqo6TTbExsbiwQcfxJgxYyzyeYiIiIiIiIhMQRAEfPLJJ9ixY4fB6oZBgwbhxRdfRHx8vNhWIpHgoYceQnR0NN566y00NjYCABobG7F69Wrcf//9ePjhh61a69DiSYeamhq88sor4pfR1YcXBAFlZWVYs2YN5HI5HBwcsG/fPmzZsgUajUbsr0s2xMXF4cEHH8To0aMt8lmIiIiIiIiITGnFihU4deqUQcIhKioKL7/8Mnx9fTvtM27cOGzcuBHr1q1DQUGB2G/Hjh3Iz8/Hiy++CC8vLwt/knYWTzps2bIFjY2NHY746Izuizp//jx++OEHDB48GP/85z8NvnxBEDB69Gg8+OCDiIuLs9THIDvx7sE90Ki03bZbEJ5ogWiIiIiIqL/ikZlkKrm5uZBIJOIz75133onHH38cDg4OXfbz9/fH3/72N2zbtg3ffvut2D83NxfPPfccPvjgAwt9AkMWTTpUVVXhyJEjBkUeY2Ji8Lvf/Q5RUVGQyWRobm5GUVER9u7di2PHjonJie+++w5NTU0GCYewsDA89thjSEhIsOTHICIiIiIiIjIrFxcXPPvss5g6darRfRwdHfHnP/8ZMTExeOedd9Da2gpBEDqto2gpFk06ZGZmikkDiUSCuXPn4s9//rNBG2dnZ4wfPx7jx4/Hf/7zH3z00UeQSCQoLS01WBWxcOFCPPDAA91me2hge+b2eSgvbrB2GERERETU3/HITDKh4OBgvPLKKwgNDe1V/ylTpiAsLAxr167FxYsXTRxdz0gtOVlhYSGA9i0VwcHBePzxx7tsP3/+fIwZM6bDGaRPPvkkFi1axIQDERERERER9Su33347NmzY0OuEg05oaCg2bNiAadOmmSiy3rHoSofi4mIA7YmDWbNmGZU0mDNnDnJzc8V+cXFx+O1vf2vOMPtEo9GgtLQUhYWFKCoqQmFhIYqLi6FWqwEAcXFxWLt2rdXHvHr1KrKzs3H69GkUFxejsrISSqUSbm5u8PPzQ1RUFKZNm2aWopxpaWnYtGlTj/o8/PDD4rEwREREREQ2hysdyEReeuklk43l6uqKF154AaNGjTLZmD1l0aRDQ8Ovy9yjoqKM6nN9u+nTp5syJJM6cuQI3nrrLbS2ttrsmOfOncPmzZtRUFDQ6c8bGxvR2NiI4uJifP/99xg9ejSee+45BAQEmGR+IiIiIiIisqy5c+dabW6LJh2am5vFa29vb6P66NrpakGEh4ebJTZTaGpqMmnCwRxjXrp0qUPCITg4GMOGDcOgQYPQ1NQEhUKBqqoqAMCpU6fw4osvYt26dQgKCjJZHDohISEG58zeSEREhMnnJiIiIiIiIvOyaNJBpVKJ105OTkb1ub6dTCYzaUzm4O3tjYiICPGVlZWF3bt329SYQ4YMwezZszFjxowOZ71qtVqkpaVh69ataG1tRXV1NeRyOdavXy+eJmIqkZGRePLJJ006JhERERGRpfHITKLOWTTpYApSqUVrX/bIzTffjG3btnXYinCjrQzWGNPHxwdJSUmYMWPGDWtqSKVSzJ49G56ennjjjTcAAPn5+cjKysK4ceN6NS8RERERERENPHaXdLBlPj4+Nj/m6NGjjS4OOXnyZERGRooJjmPHjjHpQERERETUGRaSJBPpadF9Y0gkEixdutTk4xqDSQfq0qhRo8SkQ0VFhZWjISIiIiIi6t/S09NNuq1dVx9xwCUdevslmrqmAHVN//vWarVWjISIiIiIyHaxpgPZAkEw/OWwhedniycddB/6lVdeuWFNga70tJ9EIsF7773X43moXXFxsXgEPh7mAAAgAElEQVTt5+dn8vGbmpqQmZmJsrIyNDU1wcPDA76+voiJiUFoaKjJ5yMiIiIiIrJ11ycPekL3zC0IQp/GMRWrrHQQBKFXS/V7088WMjv2qrKyErm5ueJ9QkKCyec4evQojh492unPwsLCsGDBAkyZMsXk8xIREREREdmi999/v0fttVotGhsbUVpaimPHjuHIkSPQarWQyWRYsmQJRowYYaZIjWOVpIOlEgG2kNWxZ++//764pcLf3x8TJkyw6PzFxcV48803ceLECSxZsqRXK2PqlU1oVLWYNC6Zk5tJxyMiIiKifoCFJMlErj+50FgjR45EYmIiSkpKsG7dOly8eBGbNm1CamoqoqOjTRyl8SyedGAiwD6kp6fj8OHD4v3ixYvh5ORksvEDAwMxZcoUJCQkIDQ0FJ6entBoNKioqMDJkyexe/duVFZWirE4Ozvj6aef7vE8f8/YZbKYdf4c9TuTj0lERERERGQKw4cPx5o1a7B8+XJUVlZizZo1eOedd+Dt7W2VeCyadFi9erUlp6NeKiwsxObNm8X7KVOmYPr06SYbf9KkSUhMTIRUKjV438nJCcOGDcOwYcMwe/ZsyOVyHDt2DACwd+9eTJs2DbGxsSaLg4iIiIjIZLjSgWyIj48PHn30Ubz55puor6/H559/jqeeesoqsVg06RAfH2/J6agXysvLsXr1arS1tQFor6vwzDPPmHQOmUzWbRt3d3ckJycjKSkJly5dAgDs2LGjx0mHZdPuRUVZU6/iJCIiIiIisle33norZDIZGhsbkZGRgccff9ykq9eNJe2+CQ0U1dXV+Otf/4qamhoAQFBQEF577TV4eHhYJR4XFxfMnz9fvD916hRUKlWPxhjk6gGZk5tJX0RERERERLZOKpUiIiICANDS0oLTp09bJw6rzEo2p76+HitWrMCVK1cAAIMHD8bq1asxePBgq8alvzqmtbW1V6eeEBERERGZm8TCLyJjDBo0SLzW1cyzNCYdCM3NzVi5ciVKS0sBAJ6enli1ahWCgoKsHFn7XiR9DQ0NVoqEiIiIiIjIviiVSvG6rq7OKjFY5chMsh1KpRKpqakoKioC0F5LYdWqVRg+fLiVI2vX2tpqcO/i4mKlSIiIiIiIusECj2RjdM95QPuznjVwpcMA1tbWhtWrVyMvLw9A+wP9ypUrMXLkSCtH9qtz584Z3Ft7uwcREREREZE9+Omnn3Dt2jXxPjAw0CpxcKXDAKVWq7F27Vrk5uYCaD+uMiUlBTExMVaOzFBaWpp4HRoaCi8vLytGQ0RERETUOYnQ/rLUXERdOXr0KP7xj39AIpFAEARIpdIenwRoKkw6DEAajQZyuRzHjx8HADg4OCA5ORkJCQlmn7ulpQVubsadAHHkyBFkZGSI99OnTzdTVERERERERLahN6dMaDQaNDU1oaysDL/88guKioogCO3ZKYlEgunTpxv9HGZqTDoMMIIg4J133sGhQ4cAtB+j8vzzz2PixIl9GjctLQ2bNm0S7/fs2dNpu0OHDmHv3r246667MHHixE73FTU3N2P37t3Yvn27+C+Kn58f7r777j7FSEREREREZOteffVVSCS9P6NEP9kgCAK8vb3xhz/8wVTh9RiTDiaWmpqK6upqg/dqamrE66KiIixdurRDv5UrV8LX19fsY3733XdIT08X74OCgnD27FmcPXu2i0/VztPTE4sWLeq2XXcKCgqwYcMGODo6IiQkBMHBwZDJZNBoNKisrIRCoTAoICmTyZCamgpXV9c+z01EREREZBYCLFdIspfznDp1Cq+++mqvp01KSsKsWbM6vH/9HyCN8fDDD2PhwoVGtVWpVMjMzMRPP/2E0tJS1NbWQiaTITAwEJMnT8bMmTP75TZsXfKgJyQSiZiwEAQBgYGB+Mtf/mLV2nhMOphYWVkZKioqbvhzpVKJCxcudHhfrVZbZMzrj0m5fPkyLl++fMOx9QUEBJgk6aCjVqtRXFyM4uLiG7YZM2YMkpKSEBAQYLJ5iYiIiIio564/zt4SysrKIJfLcf78eYP3a2pqUFNTA4VCgV27diEpKQnjx4+3eHzm0puEg34/Pz8/zJ49G/fcc4/V/3jLpANZ1LRp0zB06FAoFAooFAqUl5ejoaEB9fX1EAQBHh4eGDJkCKKiojB16lRERERYO2QiIiIiou7ZwUoHX19f3HnnnUa3z8rKEv9A6e3tbVQNuJCQEMTHx3fbzpj/z6+qqkJKSoq46lsikSA2NhZDhgxBXV0dsrOz0dbWhtraWqxZswapqalGzW3rHnzwwR73kUqlcHd3h7e3N0aMGIGhQ4eaIbLeYdLBxLZt22bTYz700EN46KGHTDaezqxZszpdanU9JycnxMTE2NwpGURERERE/d3QoUPx5JNPGtVWo9Hg0UcfFe+nT58OBweHbvtFRkYaPUd35HK5mHAICAhASkoKwsPDxZ/X1dVh/fr1yMnJgVqtxrp167B161bIZDKTzG8tvUk62DImHahfe/fgHmhU2m7bLQhPtEA0RERERNRf9bcjM7OysgzqyCUmWvb/l48fP44zZ84AABwdHbFixQqEhYUZtPHy8kJKSgqWLFkirqDeuXMnFi9ebNFYqWtSawdAREREREREtkW/+PxNN91ksMLAEr799lvxeubMmR0SDjqurq4Gdef27dsHjUZj7vCoB7jSgfq1Z26fh/LiBmuHQURERERkN5qamvDLL7+I9zNnzrTo/C0tLcjJyRHvu9vGfdttt2Hz5s1oaWlBQ0MDTp8+3S9qO/QXXOlARERERETUV4KFX2aUmZmJtrY2AO1bG6ZNm2beCa+Tl5cHlUoFoH0lQ3dFJ52cnBAVFSXe5+bmmjU+6hmudCAiIiIiIiLR/v37xeubb74ZXl5eRvdtampCZmYmysrK0NTUBA8PD/j6+iImJgahoaFGjXHx4kXxevjw4UYVsBwxYgSys7MBtB+zSbaDSQciIiIiIqI+6i+FJC9fvoy8vDzxvqdbK44ePYqjR492+rOwsDAsWLAAU6ZM6XIM/aRDQECAUfP6+/t32p+sj0kHIiIiIiIiAmC4ysHT0xPjx4832djFxcV48803ceLECSxZsuSGKxgaGn6tyebt7W3U2D4+PuJ1Y2Nj3wI1o02bNlllXolEgqVLl1plboslHb788ktLTdXBggULrDY3ERERERENABaotWAwlzmGFQQcOHBAvJ82bRqcnJyM6hsYGIgpU6YgISEBoaGh8PT0hEajQUVFBU6ePIndu3ejsrISQPvJGM7Oznj66ac7HUupVIrXzs7ORs2v306/v61JT0+HRCKx6JyCIAyMpMMnn3xi8S9Xh0kHIiIiIiKirp0+fRoVFRXivbFbKyZNmoTExERIpYbnFDg5OWHYsGEYNmwYZs+eDblcjmPHjgEA9u7di2nTpiE2NrbDeLoilkB7IUtj6CdHWltbjepDltGvT68QBEulGomIiIiIiOxbenq6eD1s2DCMHDnSqH4ymaxDwuF67u7uSE5ORnBwsPjejh07Om2rv2pBrVYbFYPutAsAcHFxMaqPtQiCYNGXtVm0poMtfGAiIiIiIiKTs2AhSXNsr1AqlTh8+LB439MCksZwcXHB/Pnz8fbbbwMATp06BZVK1WELh6urq3itv+qhK/rt9Pvbmvfff9/aIVicxZIOq1evttRURERERERE1ANHjhxBS0sLAEAqlWL69OlmmSc+Pl68bm1tRUVFhcHqB6C9gKVObW2tUePW1NSI1zKZrI9Rmo+xp3H0JxZLOuj/chEREREREfU7drywW//UirFjx2Lw4MFmmUf/lAnA8KQKnZCQEPFav8ZEV3RFKq/vT9bXr2s6EBERERERUdeqqqqQm5sr3ptja4XO9UUeO6u/oJ80KCkpgUaj6Xbcc+fOidehoaF9iJBMjUkHIiIiIiKivhIs/DKhAwcOQKvVAgA8PDwwceJE006gRz85AKDTFRWjRo0S6zwolUoUFhZ2OaZKpUJ+fr54P2bMGBNESqZi0UKSRJb27sE90Ki03bZbEJ5ogWiIiIiIiGzPgQMHxOspU6YYnB5hamlpaeJ1aGgovLy8OrRxc3NDfHw8jh8/DqD9VI3o6Ogbjnn48GGxHoVMJkNcXJyJozYt/WKSDzzwgE3XoDAFrnQgIiIiIiIaoAoKClBWVibe93Rrhe5h3xhHjhxBRkaGeN9Vscq5c+eK12lpaSgpKem0nVKpxKeffirez5kzBw4ODkbHZA27d+/Gnj17sGfPHjQ3N3fb/vTp0+JL/2hQe2EXKx2uXbuGs2fP4sqVK2hoaBB/sZ999lkrR0a27pnb56G8uGNxGiIiIiIiU5JY8MhMU86Tnp4uXgcHB3e5oqAzhw4dwt69e3HXXXdh4sSJcHd379CmubkZu3fvxvbt2yEI7cH7+fnh7rvvvuG4t9xyC2JjY3HmzBmo1WqsWrUKK1asQFhYmNimvr4e69evx5UrVwC0n3oxf/78HsVvLYIgQCKRGNX21VdfFdv+61//srsTMGw26SAIAjIzM7Fr1y6cP3++w88kEkmnSYcjR47gu+++A9D+S/fSSy9ZJF4iIiIiIiJ7olKpkJmZKd4nJvZuy3FBQQE2bNgAR0dHhISEIDg4GDKZDBqNBpWVlVAoFAYFJGUyGVJTU+Hq6trluMuXL8cLL7yA6upqVFRUICkpCXFxcQgMDER9fT2ys7PFcR0cHJCcnNxvtyr0JElha2wy6VBTUwO5XI7Tp08DgJgNk0gk4vWNxMTEQC6XQ61WAwAUCkWPs3VEREREREQ9YoYCj13OZQLHjh0Tj6yUSqWYMWNGn8ZTq9UoLi5GcXHxDduMGTMGSUlJRv213s/PD6+//jrkcjnOnz8PrVZrcMqGjpeXF5KSkhAfH9+X8G2avSYcABtMOtTU1GD58uWoqqrqkM3R3XeVePDy8sKkSZOQmZkJiUSCzMxMJh2IiIiIiIius3//fvF6zJgx8Pf37/EY06ZNw9ChQ6FQKKBQKFBeXo6GhgbU19dDEAR4eHhgyJAhiIqKwtSpUxEREdGj8UNDQyGXy5GZmYmMjAyUlpaitrYWMpkMgYGBmDx5MmbNmtVpQcr+hCsdTESr1WLVqlWorKwUv1BPT0/Mnj0bY8aMgVarRWpqarfjTJw4UVwmlJOTY86QiYiIiIiI7FJKSkqfx3ByckJMTAxiYmJMENGN50hMTOz19g+yLptKOqSlpeHcuXNiwmHixIlYtmyZWIykoqLCqHHGjh0LoD0bVFZWhsbGxn67t4eIiIiIiKxPIgiQdLMV3JRzEdkLmzoyc+fOneL1qFGj8PLLL3da/bQ7np6e8PX1Fe/1j4AhIiIiIiIiIsuwmaTD1atXcfnyZfH+iSee6NP5qkOHDhWvdUeoEBERERERmYVg4ReRnbCZpENBQQGA9qqcQ4YMwYgRI/o0nv52isbGxj6NRUREREREREQ9ZzM1Herq6sTr0NDQPo/n4uIiXiuVyj6PR0REREREdCMSof1lqbmI7IXNrHRoaWkRr11dXfs8XnNzs0nHIyIiIiIiIqKesZmVDp6enuK1KbZDVFVVidc8uYKIiIiIiIhshe7Exvz8fKNPaexNe31xcXG96tdXNpN08PLyAtB+zGVxcXGfxlIqlSgpKRHvAwIC+jQeERERERFRlyxZ4JHbK/oFQRAgl8vN1v56X3/9da/79oXNJB2ioqLE6+rqahQVFWHkyJG9Gut///sfNBoNAMDR0dFgbBpY3j24BxqVttt2C8ITLRANERERERFRO4lEAkHoPoOkWxUBwKj23Y1haTZT02Hw4MEYPny4eP/555/3apzm5mZ89dVXkEgkkEgkiImJgZOTk6nCJCIiIiIi6kBXSNJSL+ofdM+tXb162r6r/tZgMysdAGDOnDnYsmULAOD48eP46quv8Pvf/97o/q2trVi3bh0qKysBtP8DmTdvnlliJfvwzO3zUF7cYO0wiIiIiIiIAAD+/v7WDsGibCrpcMcdd2Dnzp2oqqqCIAj45JNPUFZWhsWLF8PPz6/LvtnZ2di2bRtKS0vFbM5NN92ECRMmWCJ0IiIiIiIa6LgCgYywbds2a4dgUTaVdHB0dERycjJeffVVqFQqCIKAjIwM/PTTT4iKikJgYKBB+127duHSpUvIzs5GZWUlBEEQ98W4u7vjpZdestInISIiIiIiIiKbqemgExkZieXLl8PZ2VlcsaDVaqFQKJCRkSG2EwQBH374IX788UdUVFQYJBxcXV2RnJyMIUOGWOtjEBEREREREQ14Npd0AIBJkyZh/fr1CA4OFpMJOvoFMXSVO/Xvhw4dijfffBNjx461VvhERERERDTAsJAkUedsanuFvrCwMPzjH//AwYMH8c0336CgoABabcejD3WJh7CwMNx5552YNWsWHBwcLB0uEREREREREV3HZpMOACCVSjF16lRMnToVzc3NUCgUqKqqQkNDA9RqNQYNGgRvb29ER0fDx8fH2uESEREREdFAJcByhSS50oHsiE0nHfS5u7tj3Lhx1g6DiIiIiIiIiIxkN0kHIiIiIiIiW2XJWgus6UD2xCYLSRIRERERERGR/bOppMPFixdNOp5Wq8VHH31k0jGJiIiIiIiIyDg2lXR44YUXcPDgQZOMVVtbi5SUFOzcudMk4xEREREREd2QIFj2RWQnbCrp0NLSgvXr1+Nf//oXNBpNr8c5c+YMkpKScPr0aRNGR0REREREREQ9YZOFJL/55hsUFhbi5ZdfxuDBg3vUd+fOnfj444+h1WrNFB3Zk3cP7oFG1f3vwoLwRAtEQ0RERET9FQtJEnXOplY66AiCAIVCgaSkJOTk5BjVp7m5GWvWrMFHH31ksEoiJCTEXGESERERERERURdsaqXDq6++io0bN6KlpQUAUFdXh//P3p1HR13l+f9/VTYSkpAEQkIgYRFDWMLSIgrDDpF2aR17mC/0iG3PTJ8zOm5RQenWIAgiIoUNrTIzjExPOz8dZ8Yj3dg26gQVItCMtOwQSIAiYQkJZN8rlfr9kc6nq0hIKkltSZ6Pc+qcz6fqfu69dbySqne9P++7cuVKPfTQQ1q0aNFNrzt//rzWrVunq1evym63y2QyyW63a9asWXryySe9NX34oSdm3K8CS4WvpwEAAAAAvZJfZTpMnTpVv/jFLzRs2DAjeNDY2Kj3339fq1evVmVlZYtrvvjiCz3//PO6evWq8VxgYKAeffRRLVu2TKGhod58CwAAAAB6I7uXH0A34VdBB0lKSEiQ2WzW/PnznbIW/vjHP+rZZ5/V2bNnJUlWq1WbN2/WO++8o/r6eklNt2UMHDhQr7/+uu677z5fvg0AAAAAAHo9v7q9ollISIjS09M1evRobd26VQ0NDZKkq1ev6oUXXtDf/M3faM+ePbpw4YJTYGLy5MlaunSpIiIifDJvm82mvLw85eTkKDc3Vzk5ObJYLMb8U1NTtW7dOp/3efXqVR0+fFjHjx+XxWJRUVGRamtrFRYWptjYWKWkpGj27NkaP358h/rtKKvVqqysLO3Zs0d5eXkqLS1VRESE4uPjNW3aNM2fP19RUVEenQMAAADgDqZGyeTFsYDuwi+DDs2+//3v69Zbb9W6detUWFgok8kkq9Wq//iP/5D9hr1plyxZosWLF/toptL+/fu1ceNG1dXV+W2fZ8+e1ZYtW3TmzJlWX6+srFRlZaUsFos+//xzjR8/Xs8884zi4uLcMr6j/Px8mc1mnTt3zun5kpISlZSUKDs7W9u3b1d6erpuv/12t48PAAAAAPA8v7u94kYjR47U5s2bNWXKFKeshmbR0dFavXq1TwMOklRVVeXWgIMn+rx06VKLgMOQIUM0bdo0ff/739eMGTMUGxtrvHbs2DE9//zzKigocNscJOnatWvKyMgwAg4mk0mpqam66667dMcddygkJESSVFpaqrVr17q8gwkAAADgU9RzAFrw60yHZlar1djRQpIReDCZTEpISNCwYcN8ODtn0dHRSk5ONh6HDh3Sjh07/KrPhIQELViwQHPnztWAAQOcXmtsbFRmZqa2bt2quro6FRcXy2w2a8OGDTKZ3JMwZjabVVxcLEmKi4tTRkaGRowYYbxeVlamDRs26MiRI2poaND69eu1detWn902AwAAAADoHL8POpw4cUJvvPGGSktLjS+9zQEHScrOztYzzzyjF154QWPHjvXZPCdPnqxt27a1uBXhZrcy+KLPmJgYpaena+7cuQoMDGy1TUBAgBYsWKDIyEi99tprkqTTp0/r0KFDuu222zo1rqODBw/qxIkTkqSgoCCtWLFCw4cPd2oTFRWljIwMPfXUUyooKFBFRYU+/vhjPfLII10eHwAAAADgPX59e8X27duVkZGhkpISSU3BhrCwMP2///f/1KdPH6NdcXGxXnrpJf3mN7/x1VQVExPj9toH7u5z/PjxSktLu2nAwdG0adM0atQo4/zbb791yxw+/fRT43j+/PktAg7NQkNDtWTJEuP8s88+k81mc8scAAAAALezSyYvPbjFAt2JXwYdqqur9dprr+nf//3fZbPZjNsphg0bpjfffFM//vGPtXHjRiUmJhpZDzabTb/61a/02muvqbq62tdvoUcYM2aMcVxYWNjl/mpqapzqM6SlpbXZfvr06QoLC5MkVVRU6Pjx412eAwAAAADAe/wu6GCxWPTss8/qwIEDToUj586dK7PZrMGDB0uSkpKStHHjRs2ePdup3YEDB/Tcc8/JYrH49o30AI41HBobu74vz6lTp2S1WiU1ZTIkJye32T44OFgpKSnG+dGjR7s8BwAAAMAj7JLsdi89fP1mAdf5VdAhMzOzxW4JQUFB+sd//Ec9++yzTrdUSE1fXJcuXapHH31UgYGBxpfky5cva9myZdq1a5dX59/TOAZuHHe16KyLFy8ax8OGDXPpNo+RI0cax/n5+V2eAwAAAADAe/yqkOQvf/lLp2KRAwcO1M9//nPdeuutbV533333KTk5WevXr1dRUZFMJpPq6+v1y1/+UidPntRTTz3ljen3KEVFRU6ZBZMmTepyn45BB1drVQwcOLDV611VXlulSmtN+w07ICI4zK39AQAAoPszeTH7wJtjAV3lV0GHZna7XZMnT9bSpUtd3iZx1KhR2rx5szZu3Kg//vGPxu0WmZmZBB064d133zVuqRg4cKDuuOOOLvdZUVFhHEdHR7t0TUxMjHFcWVnZ4TF/sXt7h69pz3s/Xeb2PtF9hIUFa5DdpGFx4b6eCnogU9HfyB5QLQ34ra+ngp7k+l/qydtHtN8O6IDq2ir9fs9+X08DQDfgl0GHhx56SD/60Y86fF1ERIRWrlyp//qv/9IHH3zggZn1Drt27dK+ffuM80ceeUTBwcFd7re2ttY4DgkJcekax3aO1/uSY60L9EYmBcquvoEmjQz19VzQ0+z+39tUWFyjbTvIqIL7/PSBsRrWt14RfV372wu4otwm/d7XkwDQLfhV0KFfv35atmxZl1P5Fy9erNGjR8tsNqu8vNxNs+sdcnJytGXLFuN85syZmjNnjlv6rq+vN46Dglxbeo7Bjrq6ug6P+cpfPqyoMPf+Im23k8/WmzXFnEwKCgpU/xiyHeA+QcEBKqyySXLvLWGAJEX0DVHcwAhZrWw/DfcwVbOWWvDmR0Q+jqIb8augw6ZNm9xSsFCSJk6cqE2bNumNN95wS3+9QUFBgdasWWMEB4YPH64nnnjCbf07Zi00NDS4dE3zbheSWhQSdUVjrXQqu6D9hh3i7v7QnUyfkWzcvpWdfcXX00EPMnp0gq+ngB7OarXpdG6Rr6eBHqKyni3qAbjGr4IO7go4NBswYIBee+01t/bZUxUXF+vll19WSUmJJGnQoEF65ZVXFB7uvl9yQ0P/nIvumPXQFsd2jtcDAAAA/oRCkkDr/GrLTE9wZVvG3q68vFwrVqzQlStNv9r2799fa9asUf/+/d06TmRkpHFcWlrq0jXNQRBJLhcVBQAAAAD4B7/KdID3VVdXa+XKlcrLy5PUFBhYvXq1Bg0a5PaxEhMTjePCwkKXrikq+nMaqOP1AAAAgF+x2+W1YgtdqDGWmZmpzZs3d+iahx9+WIsXL3aprdVqVVZWlvbs2aO8vDyVlpYqIiJC8fHxmjZtmubPn6+oqKgOje+JPuE9BB16sdraWq1atUq5ubmSpL59+2r16tUaNmyYR8ZzDBpcuHBBNput3UyUs2fPGsdJSUkemRcAAACArsvPz5fZbNa5c+ecni8pKVFJSYmys7O1fft2paen6/bbb/dZn/Augg69VH19vdasWaNTp05JairSuHLlSt16660eG3PMmDEKDg6W1WpVbW2tcnJyNHr06Ju2t1qtOn36tHE+YcIEj80NAAAA6G0SExM1ceLEdtslJye32+batWvKyMhQcXGxpKZt5seNG6eEhASVlZXp8OHDqq+vV2lpqdauXatVq1a1O7Yn+oT3eS3o8NJLL7V4bu3ate22cYcbx+ntGhoatG7dOh09elRS07aUGRkZGjt2rEfHDQsL08SJE3Xw4EFJ0q5du9oMOuzbt081NU1bx0VERCg1NdWj8wMAAAA6qzsWkhw1apQee+wxt/RlNpuN4EBcXJwyMjI0YsQI4/WysjJt2LBBR44cUUNDg9avX6+tW7e2WbfNE33C+7wWdDh27JhMTRvcy263G8c3a+MONxunN7PZbDKbzcYX/8DAQC1fvlyTJk3yyvj33nuvMXZmZqZ+8IMftHo7R21trd5//33j/O6776YoKAAAAOCHDh48qBMnTkiSgoKCtGLFCg0fPtypTVRUlDIyMvTUU0+poKBAFRUV+vjjj/XII494rU/4Ro/fvQJ/Zrfb9dZbb2nv3r2SpICAAD333HO68847u9RvZmam7r//fuPRlilTpmjcuHGSmjIuVq9eLYvF4tSmvLxca2tuJoIAACAASURBVNeuNXbTiIyM1MKFC7s0RwAAAMCj7F5++JFPP/3UOJ4/f36L4ECz0NBQLVmyxDj/7LPPZLPZvNYnfMOrNR3sLlRZdaWNv1q1apWR/tPMccvH3NxcPf300y2uW7lypQYMGODxPn//+99r165dxvmgQYN08uRJnTx5so131SQyMtLpf+auWLZsmZYuXari4mIVFhYqPT1dqampio+PV3l5uQ4fPqy6ujpJf87EIEUKAAAA8D81NTU6cuSIcZ6WltZm++nTp2vLli2qqalRRUWFjh8/3qIOgyf6hO94LeiwY8cOt7TxZ/n5+W1uBVlbW6vz58+3eL6hocErfZaVlTmdX758WZcvX75p347i4uLcFnSIjY3Vq6++alShbWxsNOpLOIqKilJ6ejr/YAAAAMDvmSSvZSD40w3kp06dktVqldSUddBe0cng4GClpKTo8OHDkqSjR4+2+LzviT7hO+xeAZ9ISkqS2WxWVlaWdu/e3ep+u2lpaey3CwAAAHhIVVWVsrKylJ+fr6qqKoWHh2vAgAEaO3asy9vVX7x40TgeNmyYS3XYRo4caQQI8vPzvdInfIeggxtt27bNr/t86KGH9NBDD7mtv2ZpaWntpjy1Jjg4WPPmzdO8efPcPqdm73zziWzWxnbbLRrhuTkAAAAA/ujAgQM6cOBAq68NHz5cixYt0syZM9vswzFAEBcX59K4AwcObPV6T/YJ36GQJAAAAAB0VaPduw8Ps1gseuONN7Rp06Y2CzNWVFQYx9HR0S71HRMTYxxXVlZ6pU/4DpkO6NGemHG/CiwV7TcEAAAAeon4+HjNnDlTkyZNUlJSkiIjI2Wz2VRYWKjvvvtOO3bsUFFRkSRp165dCgkJ0eOPP95qX7W1tcZxSEiIS+M7tnO83pN9wnd8HnQ4f/68Dh06pLy8PJWXl0uS+vXrp6SkJE2aNEkjR4708QwBAAAAoB3dZBO+qVOnat68eQoIcE56Dw4O1tChQzV06FAtWLBAZrNZ3377rSRp586dmj17tsaNG9eiv/r6euM4KMi1r5fBwcHGcfOudZ7uE77js6BDbm6u3n33XZ06deqmbd577z2NGTNGP/3pT9utWAoAAAAAaJsrW9H37dtXy5cvV3p6ui5duiRJ+uijj1oNOjhmGLS1K5+j5p0pJKlPnz5e6RO+45OaDn/4wx/0s5/9TKdOnZLdbjcezRyfO3nypH72s59p//79vpgqAAAAAPQ6ffr00cKFC43zY8eOOX2xbxYaGmocO2YotMWxneP1nuwTvuP1oEN+fr42bNig+vp62e12mUwmmUxNO806Bh+anzeZTLJarTKbzWx9AgAAAMAvmezefXjDxIkTjeO6ujoVFha2aBMZGWkcl5aWutRvSUmJcdxa5oUn+oTveD3osGXLFlmtViOgYLfbFRAQoNGjR2vGjBmaPn26Ro8ercDAQKcAhNVq1TvvvOPt6QIAAABAr+S4I4TkvKtEs8TEROO4taBEa5qLVN54vSf7hO94tabDhQsXdOLECSPYYDKZ9OCDD2rRokUtolGVlZX66KOPtH37duO5U6dO6fz58xoxYoQ3pw0AAAAAbbPb5b1qkt4Z58aCjK3VSnD8gn/hwgXZbDYFBga22e/Zs2eN46SkJK/0Cd/xaqbDvn37JMkIOPzDP/yD/v7v/77V9JeIiAj97d/+rR577DGjvSRqOwAAAACAFzh+kZek/v37t2gzZswYY+eI2tpa5eTktNmn1WrV6dOnjfMJEyZ4pU/4jleDDmfOnJHUdLtESkqK7rvvvnavueeeezRmzBjjVovmPgAAAADAX/TEmg6ZmZnGcVJSkqKiolq0CQsLc6r9sGvXrjb73Ldvn2pqaiQ1/dCcmprqlT7hO14NOly8eNE4njdvnsvXObZ17AMAAAAA4JrmL+au2L9/v3bv3m2cz5kz56Zt7733XuM4MzNTFy5caLVdbW2t3n//feP87rvvvultE57oE77h1aBDVVWVcTxy5EiXr2tua7fbnfoAAAAAALhm7969Wrp0qb766itVV1e32qa6uloffvih1q9fb2Sbx8bG6oEHHrhpv1OmTNG4ceMkSQ0NDVq9erUsFotTm/Lycq1du1ZXrlyR1LRDheOWnN7oE77h1UKSjgEDx21Q2uNY86Ej0TkAAAAA8Apv1ZDsojNnzujNN99UUFCQEhMTNWTIEEVERMhms6moqEjZ2dlOBSQjIiK0atUqhYaGttnvsmXLtHTpUhUXF6uwsFDp6elKTU1VfHy8ysvLdfjwYaPfwMBALV++vN2tLT3RJ7zPq0GH5kiZJAUEuJ5k4djWsQ8AAAAAQMc1NDTIYrG0yB5wNGHCBKWnpysuLq7d/mJjY/Xqq6/KbDbr3Llzamxs1NGjR1u0i4qKUnp6ulPNBm/2Ce/zatAB8LZ3vvlENmtju+0WjXC9xggAAABwI5MXt8w0dXKc2bNna/DgwcrOzlZ2drYKCgpUUVGh8vJy2e12hYeHKyEhQSkpKZo1a5aSk5M71H9SUpLMZrOysrK0e/du5eXlqbS0VBEREYqPj9e0adOUlpbWakFKb/YJ7yLoAAAAAAC9QHBwsMaOHauxY8d6dIx58+Z1aOMAX/QJ7yHogB7tiRn3q8BS4etpAAAAoKfzXqKDZPLSOIAbeD3oYDI1/R9y+vRpFRYWunRNSUmJ0/mJEyc6VNuBfVoBAAAAAPA+n2Q62O12mc3mTl/74osvduia3/72t50aCwAAAAAAdJ5Pgg4mk6nDu1A0Z0hIHdvBwvE6AAAAAPAEk90ueWmnvc4WkgR8wWc1HboSDHD1WrbXBAAAAADAd7wadBg4cKA3hwMAAAAA7/BmIUmgG/Fq0GHbtm3eHA4AAAAAAPgQW2YCAAAAQFd5saYDKRXoTgJ8PQEAAAAAANAzEXQAAAAAAAAewe0VAAAAANBVdsnEXQ9AC2Q6AAAAAAAAjyDTAQAAAAC6ikKSQKsIOqBHe+ebT2SzNrbbbtGIeV6YDQAAAAD0LgQdAAAAAKCLTI3yXgKCyUvjAG5A0AE92hMz7leBpcLX0wAAAACAXolCkgAAAAAAwCPIdAAAAACArqKQJNAqMh0AAAAAAIBHkOkAAAAAAO5AIUmgBTIdAAAAAACARxB0AAAAAAAAHsHtFQAAAADQRSa7vFdIkjqS6EbIdAAAAAAAAB5BpgMAAAAAdJU3t8z02tacQNeR6QAAAAAAADyCTAcAAAAA6KrGPz0AOCHTAQAAAAAAeARBBwAAAAAA4BHcXoEe7Z1vPpHN2n6e26IR87wwGwAAAPRUJgpJAq0i0wEAAAAAAHgEmQ7o0Z6Ycb8KLBW+ngYAAAB6OjIdgFaR6QAAAAAAADyCTAc3s9lsysvLU05OjnJzc5WTkyOLxaKGhgZJUmpqqtatW9cj+3RVZmamNm/e3KFrHn74YS1evNgj8wEAAAC6jEwHoFUEHdxo//792rhxo+rq6npdnwAAAAAA3IiggxtVVVW5/Yt8d+mzsxITEzVx4sR22yUnJ3thNgAAAAAAdyLo4AHR0dFKTk42HocOHdKOHTt6RZ8dNWrUKD322GNeHRMAAABwO7uk9ndqdw+Tl8YB3ICggxtNnjxZ27ZtU1xcnNPzZ86c6fF9AgAAAABwI4IObhQTE9Nr+wQAAAB6MxOFJIFWsWUmAAAAAADwCDIdAAAAAKCryHQAWkXQAT5VVVWlrKws5efnq6qqSuHh4RowYIDGjh2rpKQkX08PAAAAANAFBB3gUwcOHNCBAwdafW348OFatGiRZs6c6eVZAQAAAADcgaAD/JbFYtEbb7yhP/7xj3rqqacUGBjY4T7Ka6tUaa1x67wigsPc2h8AAAB6gG50e8XVq1d1+PBhHT9+XBaLRUVFRaqtrVVYWJhiY2OVkpKi2bNna/z48S71l5mZqc2bN3doDg8//LAWL17sUlur1aqsrCzt2bNHeXl5Ki0tVUREhOLj4zVt2jTNnz9fUVFRHRof3kPQAT4RHx+vmTNnatKkSUpKSlJkZKRsNpsKCwv13XffaceOHSoqKpIk7dq1SyEhIXr88cc7PM4vdm9399T1aMpfur1PAAAAwNPOnj2rLVu26MyZM62+XllZqcrKSlksFn3++ecaP368nnnmGcXFxXl5pn+Wn58vs9msc+fOOT1fUlKikpISZWdna/v27UpPT9ftt9/uo1miLQQd4HVTp07VvHnzFBDgvHlKcHCwhg4dqqFDh2rBggUym8369ttvJUk7d+7U7NmzNW7cOF9MGQAAAGhbN8h0uHTpUouAw5AhQzR06FD169dPVVVVys7O1rVr1yRJx44d0/PPP6/169dr0KBBLo2RmJioiRMnttsuOTm53TbXrl1TRkaGiouLJUkmk0njxo1TQkKCysrKdPjwYdXX16u0tFRr167VqlWrXBob3kXQAV4XERHRbpu+fftq+fLlSk9P16VLlyRJH330UYeDDs/O/qEK86s6NU8AAACgJ0pISNCCBQs0d+5cDRgwwOm1xsZGZWZmauvWraqrq1NxcbHMZrM2bNggk8nUbt+jRo3SY4895pZ5ms1mI+AQFxenjIwMjRgxwni9rKxMGzZs0JEjR9TQ0KD169dr69atLn3fgPcEtN8E8I0+ffpo4cKFxvmxY8dktVo71Ee/0HBFBIe59QEAAAB0RzExMUpPT9c//dM/6a//+q9bBBwkKSAgQAsWLNDSpUuN506fPq1Dhw55c6o6ePCgTpw4IUkKCgrSihUrnAIOkhQVFaWMjAwjC6OiokIff/yxV+eJ9hF0gF9zTI+qq6tTYWGhD2cDAAAA3ESjlx+dMH78eKWlpblUoH3atGkaNWqUcd5827O3fPrpp8bx/PnzNXz48FbbhYaGasmSJcb5Z599JpvN5unpoQMIOsCvxcTEOJ1XVFT4aCYAAABA7zJmzBjj2Js//tXU1OjIkSPGeVpaWpvtp0+frrCwpozkiooKHT9+3KPzQ8cQdIBfq6urczrv06ePj2YCAAAA3JzJLpnsdi89vPSeHGo4NDZ2Mr2iE06dOmXcVh0aGtpu0cng4GClpKQY50ePHvXo/NAxFJKEXzt79qzTef/+/X00EwAAAKB3sVgsxnFsbKxL11RVVSkrK0v5+fmqqqpSeHi4BgwYoLFjxyopKcmlPi5evGgcDxs2zKXbQUaOHKnDhw9LatpmE/6DoAP8WmZmpnGclJSkqKgoH84GAAAAuIlusGVmRxQVFTllDEyaNMml6w4cOKADBw60+trw4cO1aNEizZw5s80+HIMOcXFxLo07cODAVq+H73F7BbyqpqbG5bb79+/X7t27jfM5c+Z4YEYAAAAAbvTuu+8at1QMHDhQd9xxR5f7tFgseuONN7Rp06Y2iz061nGLjo52qW/HWnCVlZWdnyTcjkwHuEVmZqY2b95snH/yySetttu7d6927typH/zgB7rzzjvVt2/fFm2qq6u1Y8cOffjhh7L/KYobGxurBx54wDOTBwAAAGDYtWuX9u3bZ5w/8sgjCg4ObvOa+Ph4zZw5U5MmTVJSUpIiIyNls9lUWFio7777Tjt27FBRUZHRf0hIiB5//PFW+6qtrTWOQ0JCXJqzYzvH6+F7BB3cbNWqVSouLnZ6rqSkxDjOzc3V008/3eK6lStXtrpPbnfq01VnzpzRm2++qaCgICUmJmrIkCGKiIiQzWZTUVGRsrOznQpIRkREaNWqVQoNDe3SuAAAAIDH2O1So5durwjw3Dg5OTnasmWLcT5z5sx2M46nTp2qefPmKSDAOZE+ODhYQ4cO1dChQ7VgwQKZzWZj682dO3dq9uzZGjduXIv+6uvrjeOgINe+sjoGRW4sRg/fIujgZvn5+W1uJ1NbW6vz58+3eL6hoaHb99lRDQ0NslgsTgVqbjRhwgSlp6e7fC8XAAAAgM4pKCjQmjVrjC/9w4cP1xNPPNHudREREe226du3r5YvX6709HRdunRJkvTRRx+1GnRwzFpw9ftH824XEjve+RuCDvCq2bNna/DgwcrOzlZ2drYKCgpUUVGh8vJy2e12hYeHKyEhQSkpKZo1a1a72+MAAAAAfqGbF5IsLi7Wyy+/bGQ/Dxo0SK+88orCw8PdNkafPn20cOFC/fKXv5QkHTt2TFartcWtG44Zzo5ZD21xbEeGtH8h6OBm27Zt65V9pqWlKS0trd12wcHBGjt2rMaOHevW8QEAAAB0Tnl5uVasWKErV65Iatqmfs2aNR7Zrn7ixInGcV1dnQoLCzVkyBCnNpGRkcZxaWmpS/063iruSuYFvIegA3q0d775RDZrY7vtFo2Y54XZAAAAoMfqppkO1dXVWrlypfLy8iQ1feFfvXq1Bg0a5LYxHDnuMiE571TRLDEx0Thu65ZwR81FKm+8Hr7HlpkAAAAA0AvV1tZq1apVys3NldRUd2H16tUaNmyYx8a8schja/UXHIMGFy5caHN7zWZnz541jpOSkrowQ7gbmQ7o0Z6Ycb8KLC2jpwAAAEBvVl9frzVr1ujUqVOSmr78r1y5UrfeeqtHx3UMDkhq9RaOMWPGKDg4WFarVbW1tcrJydHo0aNv2qfVatXp06eN8wkTJrhvwugyMh0AAAAAoKuab6/w1qMLGhoatG7dOh09elRSU921jIwMr9Rdy8zMNI6TkpIUFRXVok1YWJhT7Yddu3a12ee+fftUU1MjqameQ2pqqptmC3cg6AAAAAAAvYTNZpPZbNbBgwclSYGBgVq+fLkmTZrUqf6av+y7Yv/+/dq9e7dxPmfOnJu2vffee43jzMxMXbhwodV2tbW1ev/9943zu+++W4GBgS7PCZ5H0AEAAAAAuqrR7t1HJ9jtdr311lvau3evJCkgIEDPPfec7rzzzk6/7b1792rp0qX66quvVF1d3Wqb6upqffjhh1q/fr3sf8rSiI2N1QMPPHDTfqdMmaJx48ZJasrMWL16tSwWi1Ob8vJyrV271th1IzIyUgsXLuz0e4FnUNMBAAAAAHqB3//+9063KgwaNEgnT57UyZMn2702MjJSS5YsafW1M2fO6M0331RQUJASExM1ZMgQRUREyGazqaioSNnZ2U4FJCMiIrRq1SqFhoa2OeayZcu0dOlSFRcXq7CwUOnp6UpNTVV8fLzKy8t1+PBho9/mjA22y/Q/BB0AAAAAoKvsjU0Pb43VCWVlZU7nly9f1uXLl126Ni4u7qZBh2YNDQ2yWCwtMhIcTZgwQenp6YqLi2t3zNjYWL366qsym806d+6cGhsbjToUjqKiopSenu5UBwL+g6ADAAAAAKBTZs+ercGDBys7O1vZ2dkqKChQRUWFysvLZbfbFR4eroSEBKWkpGjWrFlKTk7uUP9JSUkym83KysrS7t27lZeXp9LSUkVERCg+Pl7Tpk1TWlpaqwUp4R8IOgAAAABAL/DQQw/poYcecmufwcHBGjt2rEd3vggODta8efM0b948j40BzyHoAAAAAABdZVeXt7Ls0FhAN8HuFQAAAAAAwCPIdAAAAACArrJ3fivLTo0FdBNkOgAAAAAAAI8g0wEAAAAAuspu92JNBzId0H0QdECP9s43n8hmbX8f40UjqIQLAAAAAO7G7RUAAAAAAMAjyHRAj/bEjPtVYKnw9TQAAADQ03F7BdAqMh0AAAAAAIBHkOkAAAAAAF1FpgPQKjIdAAAAAACARxB0AAAAAAAAHsHtFQAAAADQVY2NTQ9vjQV0E2Q6AAAAAAAAjyDTAQAAAAC6ikKSQKvIdAAAAAAAAB5BpgMAAAAAdBWZDkCryHQAAAAAAAAeQdABAAAAAAB4BLdXAAAAAEBX2SU1euv2Cu8MA7gDQQf0aO9884ls1vb3MV40Yp4XZgMAAAAAvQtBBwAAAADoIru9UbKbvDRY+z+qAf6CoAN6tCdm3K8CS4WvpwEAAAAAvRJBBwAAAADoqka792o6eGscwA3YvQIAAAAAAHgEQQcAAAAAAOAR3F4BAAAAAF1ltzc9vDUW0E2Q6QAAAAAAADyCTAcAAAAA6KrGRqnRS1tmNrJlJroPgg7ocYqLi43j8toqH84EPU2ltUaPbDNLkjb96FEfzwY9SaW1Rs/85p8kSX815kEfzwY9SmC9/uPIB5KkVff8xMeTQU9SZa0xjouLixUbG+vD2QDwZwQdAAAAAKCrqOkAtIqaDgAAAAAAwCMIOgAAAAAAAI/g9goAAAAA6CK73e69Ao/cXoFuhEwHAAAAAADgEWQ6oEf79f9lym5rv92iEfM8PxkAAAD0XBSSBFpFpgMAAAAAAPAIMh3Qo/3kjjRVF3jp3joAAAAAgBOCDgAAAADQVY32poe3xgK6CW6vAAAAAAAAHkGmgxvZbDbl5eUpJydHubm5ysnJkcViUUNDgyQpNTVV69at65F9dobValVWVpb27NmjvLw8lZaWKiIiQvHx8Zo2bZrmz5+vqKgoj8/Dnf77/JeSvF+YsreN6+uxfeG/zu2SJC2+ZT7j9uCxfSEoIVuS1HBlNOP24LF94cPszyRJPxp9N+P24LHhwN4oeSsBwc7tw+g+CDq4yf79+7Vx40bV1dX1uj47Iz8/X2azWefOnXN6vqSkRCUlJcrOztb27duVnp6u22+/3UezBAAAAAB0BbdXuElVVZXbv8h3lz476tq1a8rIyDACDiaTSampqbrrrrt0xx13KCQkRJJUWlqqtWvX6siRI76cLgAAANAue6Pdqw+guyDTwc2io6OVnJxsPA4dOqQdO3b0ij5dZTabVVxcLEmKi4tTRkaGRowYYbxeVlamDRs26MiRI2poaND69eu1detWRUREeGV+AAAAAAD3IOjgJpMnT9a2bdsUFxfn9PyZM2d6fJ8dcfDgQZ04cUKSFBQUpBUrVmj48OFObaKiopSRkaGnnnpKBQUFqqio0Mcff6xHHnnEK3MEAAAAALgHt1e4SUxMTIsv8r2lz4749NNPjeP58+e3CDg0Cw0N1ZIlS4zzzz77TDabzdPTAwAAADrH3ujdB9BNEHSA19TU1DjVZ0hLS2uz/fTp0xUWFiZJqqio0PHjxz06PwAAAACAexF0gNecOnVKVqtVUlMmQ3Jycpvtg4ODlZKSYpwfPXrUo/MDAAAAOstu92IhSTuFJNF9EHSA11y8eNE4HjZsmAIDA9u9ZuTIkcZxfn6+R+YFAAAAAPAMCknCaxyDDq7WlRg4cGCr17fFsfZDQXmJamvce89b36DQm77W+Kf76yqtNW4dsz29bVxfjV3dUGscl1ZXenXs3vbfuLetrSqHtVVtrZEC6702tvSnX8u8OmZvHNdHYwdajcOymipV1te20di9jP+X6qu9NmZvHNdXYzv+TaTuVhNTSKPXMhBMIWQ6oPsg6ACvqaioMI6jo6NduiYmJsY4rqys7PA4/3noa9cm52bvn/uCcXv42Kt2vO+Tcf+/s58zbg8f+7PczxWS6P1xQxJPen/QXjiuL8f+xdcf+WTc/zj1O8bt4WM7fvbqzfrM8EUwE/B/3F4Br6mt/XNEPCQkxKVrHNs5Xt8WVwMaAAAA6Do+ewFoC5kO8Jr6+j9Hf4OCXFt6wcHBxnFdXZ1L1wwfPlwbN25UaWmpIiMjXaod0RH9+/d3a38AAADdjc1mU1lZmSTddAv03iAmJka/+tWvfD4HwJ8RdIDXOGYtNDQ0uHRN824XktSnTx+Xxxk1alTHJgcAAIAOiY+P9/UUfC4wMFCxsbG+ngbg17i9Al4TGvrnAoyOWQ9tcWzneD0AAAAAwP8RdIDXREZGGselpaUuXVNSUmIcR0REuH1OAAAAAADPIegAr0lM/HM59sLCQpeuKSoqavV6AAAAAID/I+gAr3EMGly4cMGlPZ3Pnj1rHCclJXlkXgAAAAAAzyDoAK8ZM2aMsRtFbW2tcnJy2mxvtVp1+vRp43zChAkenR8AAAAAwL0IOsBrwsLCNHHiRON8165dbbbft2+fampqJDXVc0hNTfXo/AAAAAAA7kXQAV517733GseZmZm6cOFCq+1qa2v1/vvvG+d33323AgMDPT4/AAAAAID7EHRAl2VmZur+++83Hm2ZMmWKxo0bJ0lqaGjQ6tWrZbFYnNqUl5dr7dq1unLliqSmXS8WLlzokbkDAAAAADzHZLfb7b6eRE+xatUqFRcXOz1XUlJibA8ZGhqqhISEFtetXLlSAwYM6LZ9ZmZmavPmzcb5J5980uq4za5du6alS5cacwgICFBqaqri4+NVXl6uw4cPq66uTpIUGBioV155xem2DAAAAABA9xDk6wn0JPn5+W1uBVlbW6vz58+3eL6hoaHb99meY8eO6cUXX2z1tcbGRh09erTV12w2mzIyMpSenq60tLQWr98Y8HDFww8/rMWLF7vUNjs7W1999ZWys7NVWFiompoahYSEKDo6WrfccoumTp2q6dOnGwUy4X1trS1X+GptHT9+XF9//bVOnDihkpISWa1WxcTEaPjw4Zo5c6ZmzJjBLUU+5qm11Zrc3Fx98803OnLkiK5fv66Kigr169fP+Ldm/Pjx+t73vqeYmJh2+7JarcrKytKePXuUl5en0tJSRUREKD4+XtOmTdP8+fMVFRXV6feFrutua8tmsykvL085OTnKzc1VTk6OLBaL8bkgNTVV69at6/T7gXt1t/V19epVHT58WMePH5fFYlFRUZFqa2sVFham2NhYpaSkaPbs2Ro/fnyn3xMA3yLogG7BlQ/a7lRZWalf/vKX2r9/f4vXampqVFNToytXrmjv3r364IMP9Oyzz2rMmDFenSPcwxdr680339S3337b4rWrV6/q6tWrOnDggH7zm9/oueeeY6vYbsyVtVVaWqpt27bp66+/bvFacXGxiouLde7cOWVmZuq+++7TY4891mZ/+fn5MpvNOnfunNPzJSUlKikpUXZ2trZv36709HTdfvvtHXo/8B/eXFv79+/Xxo0bjQxE9HzeEUZ4QgAAIABJREFUWl9nz57Vli1bdObMmVbHqKysVGVlpSwWiz7//HONHz9ezzzzjOLi4jr8ngD4FkEHN9q2bVuv7DMtLa3diPiAAQN03333udznoUOHdPnyZUlSdHS0Jk2a1O41iYmJLt2GkZyc3ObrdXV1WrFihXJzc43noqKidMsttyg2NlZlZWXKy8tTQUGBJOnKlStasWKF1q5dq5SUlHbHh3t1p7VVWVmp559/XhcvXjSeGzRokEaPHq2QkBAVFBTo5MmTamhoUG5url588UWZzWbFx8e3Ozbcz9Nrq7CwUC+++KKuXr1qPBcfH6+RI0cqMjJS9fX1unz5ss6fP6/6+vp2x7927ZoyMjKMW9dMJpPGjRunhIQElZWV6fDhw6qvr1dpaanWrl2rVatWceuaj3SntVVVVUXAoZvpLuvr0qVLLQIOQ4YM0dChQ9WvXz9VVVUpOztb165dk9SUwfH8889r/fr1GjRokMvvD4DvEXSAVwwePLjdX+ia2Ww2/d3f/Z1xPmfOHJfSzEeNGuXyGG35+OOPjYBDQECAHnroIT344IPq06eP0cZutysrK0tbtmwxPpC9/fbbeuutt7o8PjqmO62tt956ywg4hISE6Mknn9TcuXOd2ly9elUbN27UqVOnVFpaqnXr1ukXv/iFTCZTl8dHx3hybVVVVemll14yPrSPHDlSjz76aKsZUzU1NTp48KDaK8FkNpuNgENcXJwyMjI0YsQI4/WysjJt2LBBR44cUUNDg9avX6+tW7cqIiLCpfcI9+lua0tq+jKanJxsPA4dOqQdO3a49B7gXd1tfSUkJGjBggWaO3dui9phjY2NyszM1NatW1VXV6fi4mKZzWZt2LCBv4tAN0LQAX7n0KFDKikpMc7nzZvn1fEzMzON4x/84Aet3qNvMpk0a9YsBQYG6vXXX5ckWSwWWSwWDR8+3FtTRQf5cm2dPXtW+/btM86feeYZzZw5s0W7+Ph4rVq1Sunp6SooKNDZs2e1e/duzZkzx2tzRcd1dG3927/9m5EtNW7cOK1atUqhoaGttg0LC2t1rTg6ePCgTpw4IUkKCgrSihUrWvxbFBUVpYyMDD311FMqKChQRUWFPv74Yz3yyCPtvT34kK/X1uTJk7Vt27YWKe03S4lH9+LL9RUTE6P09HTNnTv3poGOgIAALViwQJGRkXrttdckSadPn9ahQ4d02223tTlXAP6DLTPhd3bt2mUc33LLLU6/1HladXW1U5HN2bNnt9l+6tSpThkQly5d8tjc0HW+XFvffPONcTxixIg2P4j17dtXixYtMs75NdH/dWRtnTt3Tl988YWkpg/ly5Ytu+mHdld9+umnxvH8+fNvGvwMDQ3VkiVLjPPPPvtMNputS2PDs3y9tmJiYriHvgfz5foaP3680tLSXMo4nDZtmkaNGmWct1YXCYD/IugAv1JVVaX/+7//M87nz5/v1fFramqczsPDw9tsHxgYqL59+xrn7EDrv3y9tk6fPm0cT548ud32jkX+cnJy2txxBr7V0bW1c+dO4/iuu+5SbGxsl8avqanRkSNHjPP2auxMnz5dYWFhkqSKigodP368S+PDc3y9ttCzdbf15XgLB38Tge6FoAP8SlZWllF0KCgoqN1MA3eLiopSSEiIcZ6Xl9dm+9LSUpWVlRnn3vzlHB3j67VVWlpqHLvyq2FMTIzTVqw321YWvteRtWWz2bRnzx7j3B3r8NSpU7JarZKaMhnaK2gaHBzsVPSWteW/fL220LN1t/XlWMOhsbHR6+MD6DxqOsCvfPnll8bx5MmTO7SXfFVVlbKyspSfn6+qqiqFh4drwIABGjt2rMvbDgYFBWny5MnGVpkffvihvve97900ffDXv/618Ydv4sSJGjJkiMvzhXf5em11JgvG8Zr2AmDwnY6srby8PFVXV0tqChCMHDlSVqtVmZmZ2r17ty5evKjq6mr169dPI0aM0NSpUzVv3jynANSNHHdDGTZsmEupyiNHjtThw4clNW2zCf/k67WFnq27rS+LxWIck8UDdC8EHeA3Ll++rFOnThnnHU1/P3DggA4cONDqa8OHD9eiRYvaLZglST/+8Y91+PBh1dTU6Ny5c3r66ae1ePFijRkzxtgy02Kx6KOPPtLJkyclSUlJSUpPT+/QfOE9/rC2oqKijC+HrqSFlpSUqKGhwTjni6F/6ujaciy+N2TIEF25ckWvv/66Lly44NTu+vXrun79ug4ePKj/+Z//0c9+9jPdeuutrfbpGHRw9d77gQMHtno9/Ic/rC30XN1tfRUVFTllZbmy3TUA/8HtFfAbjhH3yMhIp3vau8piseiNN97Qpk2b2i2alpSUpPXr1xtR9CtXrmjTpk169NFHtXDhQv393/+9Vq9erZMnTyo8PFz33XefzGaz04d4+Bd/WFuOH7r++Mc/ttvvwYMHnc4rKys7P0l4TEfXVvN+81JTqvDLL79sfGhPTEzU3LlzNX/+fI0cOdJod/XqVf385z/X2bNnW+2zoqLCOI6OjnZp3jExMcYxa8s/+cPaQs/V3dbXu+++a2SWDhw4UHfccUeX+wTgPWQ6wC/Y7XZ99dVXxvns2bNdTsmLj4/XzJkzNWnSJCUlJSkyMlI2m02FhYX67rvvtGPHDhUVFUlqqtIcEhKixx9/vM0+R4wYoX/5l3/RF198oV//+teqra1ttd1tt92mOXPmOBWThH/xl7V155136re//a0k6fz588rKyrppdkR1dbX++7//2+m5G4ucwvc6s7aqqqqM49zcXElSSEhIq1uoHj16VOvXr1d5eblqa2v1xhtv6J133lFQkPOfbsd/nxxr0rTFsd3N/n2D7/jL2kLP1N3W165du5y2nH7kkUe4LQjoZsh0gF84fvy4U8q5q+nvU6dO1datW/WTn/xEEydOVP/+/RUcHKzQ0FANHTpUDz74oN5++21NmTLFuGbnzp3GfvY3U1ZWpi1btmjbtm2qra1VTEyM/uIv/kLf//73NXPmTCOFOSsrS88//7zefvtttp3zU/6ytsaPH+9UeXvz5s36+uuvW7QrLCzUqlWrjH3QmzUX+4L/6Mzaau0L/rPPPttqAGrChAlasWKFAgKa/lRfvny51TXjuDZc/VDv+IG9rq7OpWvgPf6yttAzdaf1lZOToy1bthjnM2fO1Jw5czrVFwDfIegAv+C4T/TQoUNdvv8vIiLC+KN2M3379tXy5cudijx+9NFHN21/+fJlpaena9euXTKZTHr88cf1q1/9Sj//+c/15JNP6oUXXtC7776rF154wdhS8/PPP9e//Mu/uDRneJc/ra2lS5eqX79+kpq+6G3cuFH/8A//oI0bN+rtt9/WSy+9pEcffVSnTp1SQECAU7pr8xaH8B+dWVs3ZiIkJydrxowZN20/evRoTZs2zTjPyspqs0/HOiBtad7tQpL69Onj0jXwHn9ZW+iZusv6Kigo0Jo1a4zA6vDhw/XEE090uB8AvkfQAT5XW1vrlDbX0SJ/rujTp48WLlxonB87dszpQ3czm82m1157TdevX5ckPfnkk7rnnntaVIM3mUyaOXOmfv7znxvP7dy506nQEnzPn9aW1HS7xoYNG5y2Vr1y5Yq+/vprff755zp69KgaGhoUFhamZ5991mnrw+YAF/xDZ9fWjTvhOH4ov5mpU6cax46F31rr09WMGMd2N9udB77hT2sLPU93WV/FxcV6+eWXVVJSIkkaNGiQXnnlFf4WAt0UQQf43P79+4371QMCAjyWNjdx4kTjuK6urtUdBPbt2+dUGGnevHnt9ulYQTkzM9NNs4U7+NPaajZ48GBt2rRJL7zwgqZPn664uDiFhIQoLCxMw4YN01//9V/r7bff1pw5c3T16lXjugEDBnhk7uiczq6t5kyXZq5suTp06FDjuKamxti2rllkZKRxXFpa6tI8mj/IS01ZPfAf/rS20PN0h/VVXl6uFStW6MqVK5Kk/v37a82aNerfv79L1wPwP1QMgs85VlD+3ve+57E/Ko7V2iXniu/NHHcVGD9+vEv9TpgwwdjvPicnpwszhLv509pyFBAQoJkzZ7a7zabjenLMeoDvdXZtJSYmOp27ctvMjb8w1tTUOBWvdezTle1YJRkFUFubE3zLn9YWeh5/X1/V1dVauXKl8vLyJDUFVVevXq1Bgwa5NE8A/olMB/jUtWvXnPZd9kT6e7Mbi6W1dh9z820VkvOvh21xjP7zK5H/8Le11VHFxcW6dOmSce5YhBK+1ZW15fjLn+Tavxk37lxyY3qx45eBCxcuuFTU1nELO1d+sYR3+NvaQs/i7+urtrZWq1atMnbH6Nu3r1avXq1hw4a5PE8A/omgA3zqq6++MvZdDg8P15133umxsW7cJ7q16L7jl8X2fq1uVl5ebhzzgc1/+Nva6qivv/7amH9iYiKZDn6kK2tr0KBBTr/Y5efnt3uNY5vIyMgWvx6OGTPG2I2itra23Ywrq9Wq06dPG+cTJkxwae7wPH9bW+hZ/Hl91dfXa82aNUbthz59+mjlypUuF38G4N8IOsCnHPeJnjlzpst7zHeGY72FpKQkRUVFtWgzcOBA4/jYsWMu9ev4q0FCQkIXZgh38re11RFVVVXavn27cX7PPfd0qT+4V1fXlmNxtf3797fb3rHNuHHjWrweFhbmVFfEsTJ9a/bt22f8AhkREaHU1NR25wDv8Le1hZ7FX9dXQ0OD1q1bZ3yeCg4OVkZGhsaOHduh+QHwXwQd4DNnzpxxioJ3NP39xrS9tuzfv1+7d+82zm9WOMnxg/vFixed7n1szZEjR4x6DpJ02223uTwneI4/ri1X2Ww2bdq0ySgImJSURNDBj3R1bUnSvffeq6CgppJKubm5+uabb27aNjs7W3/4wx/aHe/ee+81jjMzM42CuDeqra3V+++/b5zffffdLXbngW/469pCz+Cv68tms8lsNuvgwYOSpMDAQC1fvtypSDeA7o+gA3zG8de4IUOGaPTo0R26fu/evVq6dKm++uqrm95bWF1drQ8//FDr16+X3W6XJMXGxuqBBx5otf2UKVM0ZMgQ4/ydd97Rzp07W9wjbbfblZWVpXXr1hnPxcbGatasWR16D/AMf1xbkvTdd9/pgw8+cNqVwlF+fr5efvll44NacHCw0tPTjdR5+F5X15bUlBHlGCTYtGlTqx/ejx49qjVr1hjp0CkpKTdNh54yZYrxS2JDQ4NWr14ti8Xi1Ka8vFxr1641KsJHRkY6bfcK3/LXtYWewR/Xl91u11tvvaW9e/dKaiqy/Nxzz7EWgR7IZG/+tAx4kdVq1U9+8hOjbsKPf/xjLVq0qEN9ZGZmavPmzZKkoKAgJSYmasiQIYqIiJDNZlNRUZGys7OdivxFRETo9ddfb7Mo0enTp/XSSy85Xde/f3+NHj1a/fr1U3V1tbKzs52qxAcHB2vNmjWkp/oBf15be/bs0YYNGyQ11WkYNmyYIiMjVV1drby8PKcvicHBwXrppZc0efLkDs0dnuOOteXY14oVK3TixAnjuaSkJCUnJysgIEAWi8UopiY1/RtkNpudbgG70bVr17R06VIVFxdLavoAn5qaqvj4eJWXl+vw4cPGmg0MDNQrr7zilN0F3/H3tbVq1SpjXTUrKSkxMrJCQ0Nbvb1w5cqVbPfrB/x1fX366af653/+Z+N88ODB+t73vufSPCIjI7VkyZJOvQcA3seWmfCJb7/91vjjFxAQoLlz53apv4aGBlkslha/7DmaMGGC0tPTFRcX12ZfKSkpeu211/Tmm28auwcUFxdr3759rbaPj4/Xc889x72HfsKf15ajixcv6uLFi62+duutt+qJJ56ggJafcefaCg4O1ooVK7Rlyxbt2bNHUlOmS2vF2VJSUrR8+fI2vxRKTZk2r776qsxms86dO6fGxkanmjPNoqKilJ6eTsDBj/j72srPz29zO9ba2lqdP3++xfMNDQ0dnD08wV/XV1lZmdP55cuXdfnyZZfmERcXR9AB6EYIOsAnHGslTJgwod0PPK2ZPXu2Bg8erOzsbGVnZ6ugoEAVFRUqLy+X3W5XeHi4EhISlJKSolmzZnWo+v+oUaP0zjvv6MCBA/rDH/6g3NxcFRcXq6amRqGhoYqOjtatt96qO+64Q9OnTzfucYTv+fPamjJlil588UUdPXpUp0+fVklJicrKyhQSEqL+/fsrOTlZ06dP1+TJk7nP3g+5Y205Cg8P1/PPP6977rlHX375pU6ePKni4mLZbDZFR0dr9OjRmjFjhqZOnSqTyeRSn0lJSTKbzcrKytLu3buVl5en0tJSRUREKD4+XtOmTVNaWlqXi53CvbrD2kL3xfoC4GvcXgEAAAAAADyCQpIAAAAAAMAjCDoAAAAAAACPIOgAAAAAAAA8gqADAAAAAADwCIIOAAAAAADAIwg6AAAAAAAAjyDoAAAAAAAAPIKgAwAAAAAA8AiCDgAAAAAAwCMIOgAAAAAAAI8g6AAAAAAAADyCoAMAAAAAAPAIgg4AAAAAAMAjCDoAAAAAAACPIOgAAAAAAAA8gqADAAAAAADwCIIOAAAAAADAI4J8PQEAvdf9999vHKempmrdunU+nI13HD58WCtWrDDOH374YS1evNjr86ivr9f58+d15coVlZaWqq6uTsHBwQoPD1dUVJRuueUWxcXFeX1ebbHZbHrwwQeN84kTJ+rVV1/14YyAnuPy5ct69NFHjfO77rpLTz/9tA9nBADoKQg6AGjVT3/6UxUWFrbZJiAgQH379lV4eLiSkpKUnJysv/iLv9Dw4cO9M0l0SH19vXbv3q09e/bo+PHjamhoaLN9v379dPvtt2v27NmaOHGiAgMDvTRT9DYvvPCCTp065fRcRESE/vVf/1URERFd6mvz5s265ZZb3DJPAADQcQQdAHRaY2OjKisrVVlZqatXr+rgwYP6z//8T40bN05PPPGEkpKSfD1F/ElmZqbee+89lZSUuHxNeXm5vvzyS3355ZdKSEjQkiVLNGvWLJlMJg/OFGhSWVmp//mf/9Hf/d3f+XoqAACgCwg6AHC7EydO6JlnntGyZcs0bdo0X0+nV6uurtabb76pAwcOtPp6XFycBg4cqKioKJlMJpWWlqq4uFhXrlxxanflyhWZzWZdv35df/VXf+WNqQP63e9+p/vvv1+xsbG+ngoAAOgkgg4AXPL8888rJSXF6bnGxkZVVFTo7Nmz2rVrl06fPm28Vl9fL7PZrNdff13Jycneni7U9EtxRkaGzp496/R8dHS0fvjDH2rq1KkaPHhwq9cWFhbq22+/1f/+7/86XW+1Wj06Z8BRfX29PvjgA2oLAADQjRF0AOCSmJgYxcfHt3g+ISFBo0aN0j333KPf/e532rp1q+x2u6SmLwzvvvuu1q9f32qfn3zyiUfn3Ntt2rSpRcDhvvvu009+8hOFhYW1eW1cXJzuu+8+3Xvvvdq7d6/ee++9FtkPgDfs2rVLDz74oIYOHerrqQAAgE5gy0wAbvODH/xAf/mXf+n03MmTJ1t88YXnffzxxy1uqfjxj3+sxx57rN2AgyOTyaQZM2Zo06ZNmjp1qrunCbTKca01Njbqvffe8+FsAABAVxB0AOBWixYtUlCQcxLVoUOHfDSb3qmkpETvv/++03OzZs3SokWLOt1n37599eKLL2r27NldnR7QrgcffFDR0dHG+YEDB3Ty5EkfzggAAHQWt1cAcKvIyEjdeuutys7ONp7Lz8/34Yy67vr16zpz5oxKS0tVUVGhsLAwRUdHKzk5WYMGDfL19FrYsWOH6uvrjfPIyEj94z/+Y5f7NZlMHX6/V65cUW5ursrKylRdXa3IyEhFR0dr9OjRiomJ6fKcugO73a7Tp0/rypUrKi4ulslkUkJCgsaPH9/udpC1tbU6efKkLl68qJqaGkVGRmrIkCEaN25ci+BeV1RXV+vkyZMqKipSZWWlIiIiNGjQII0dO1Z9+vRx2ziuCgsL049+9CP98z//s/Hcv//7v+uNN97w+ly8pbq6WidOnND169dVXl6u8PBw3XLLLUpJSVFAQNu/EV29elXZ2dm6fv26bDabYmJiNHr0aCUmJrp1jrm5ubp06ZKuX7+uwMBA9e/fX2PGjHFboc/6+nqdOnVK165dU1lZmaSmrXsHDx6slJQUt2/be/XqVZ07d04lJSWqqKhQRESEpk2bpv79+7t1HADo7Qg6AHC7Gz+AlpeXt9ru/vvvN45TU1O1bt26Fm2Kior0zDPPOPXx9NNP66677nJpLn/4wx+0du1a4zwsLEwbN25sdztPq9WqL774Qjt37tSFCxdu2m7IkCH64Q9/qLS0NLd/IO6M+vp67dy50+m5BQsWtPvl1p2sVqt27typ3/3udzetA2EymXTLLbdo4cKFmjFjhke24fzbv/1bXb9+XVJT7ZGt/397dx4V1XXHAfw7w6LgoEAEFfcd4oKilriBpzEai0kwzVGpUpdq1RNtoxBAPXFJURa1UY+xSlxSEFN3URFtq0UNajQxGhFQUFGDKCCLILIN9A8OL9yZAd7ADIL5fs7JOd7LW+4s72Xu7937u2FhsveNiIjA/v37pXJwcDD69eunc9vr16/js88+k8rTp0/HlClTUFpaiqNHj+LUqVPIyMjQ2s/c3BzvvvsuvL290bJlS+FveXl5iIyMxNmzZ1FcXKy1r5WVFby8vODh4VFnhxQA/Pz8kJiYCABQKpWIiooCAGRlZeGf//wnLl68KASqqrfxd7/7HaZMmdKo3yEAGD9+PKKioqTvUGJiIr777ju4uroa7Bw1fXZy6fMd27BhA2JjY6Xy7t270bZtWzx+/Bh79+7FpUuXdH4G9vb2mD17NkaOHKn1t/j4eERERNQ4CqRPnz6YP39+g5L5qtVqREdH4+TJk0hLS9P6u0KhwJtvvolZs2ZpJRuWKykpCfv378eNGzd0vgdA5Wgrd3d3TJ06VVZQQK1Ww9PTUyo7OzsjMDAQAHDx4kUcPnxYSH5cxc7ODr/5zW/q9TqIiEg3Tq8gIoOrSiRpCHZ2dvDx8RE6Vtu2bcP9+/fr3Dc9PR0bN24U6hYuXFhnwOHOnTuYP38+tm3bVmvAAQDS0tKwZcsW+Pr6Ijs7u842GVtSUhJevHgh1I0fP77Rzv/w4UN8/PHH+Oqrr2pNPFlRUYG7d+8iNDQU/v7+0lPN10VeXh78/f0RHh6uM+AAVAaIjh07hqVLl6KwsFCqT05OxqJFixATE6Mz4AAA+fn5CAsLw+bNm1FeXl6vNl65cgWLFi1CbGxsjR29kpISHD16FH5+flLnurGYmppi+vTpQl14eDjUanWjtsOYrl69ir/+9a84d+5cjZ9BRkYGgoODsW/fPqH+X//6F5YtW1brtJM7d+7A398f33//fb3aV1hYiBUrVuCrr77SGXAAKq/lW7duwc/PD998841exy8qKkJoaCg+/fRTXL16tcb3oKotMTExmDdvHi5duqTXeaqUlZVh48aNCAoK0hlwICIi42DQgYgMTrNz0rp16wYdz8XFBVOnTpXKJSUlCAoK0upcV1dcXKy1zcSJE+Hm5lbruS5fvoylS5dqdRRtbW3h4uICd3d3uLq6okOHDsLfU1JS4OPj0+gdM03x8fFC2c7OTqutxpKcnAx/f3+tYEPr1q3h4uICNzc3ODs7ayWyTExMxKeffvrK3ztDKS0txapVq5CcnAygcrTAgAED4ObmBldXV61pJSkpKdi8eTOAyqlIn332GXJycgD88t65u7tj8ODBWu/dmTNncPLkSb3bGB8fj6CgIBQUFACoXJ1myJAhcHd3x5AhQ2BlZSVs/+jRI4SGhtY7wFFfo0ePRq9evaTyw4cP8b///a9R22AsiYmJCAoKQlFREYDKEWLDhg2Dm5sb+vfvDzMzM2H7PXv24MqVKwCAAwcOIDIyUgrwdu3aFW+99Zb0flUfOVRaWop169bV6/oKCQnBTz/9JJW7d++OESNGYPjw4ejWrZuwbXl5Ofbu3Ys9e/bIOnZubi78/f1x4cIFod7c3BxOTk4YOXIkRo0aBUdHR2EqUVFREYKDg3H27Fm9X8+OHTtw5swZqdypUye4urpi9OjR6Nev3yuZSkRE9GvA6RVEZFAFBQVISUkR6gwxr3jq1Km4ffs2fvjhBwC/jGJYvny5zu01R0P07dsXf/rTn2o9R2pqKtavXy88bRs6dCi8vLzQp08fre1TUlIQFhYmDVvPysrC+vXrERgY+MqmWlS1pUpDhlXro7CwECEhIVInFgCsra0xZ84cjBo1Sng/iouLERMTg4iICOm9Tk9Px4YNGxAYGChrukBTFh0djYKCApibm2PatGnw8PAQOjPl5eWIiYlBWFiY1ImPi4vDTz/9hLCwMLx48QJ2dnaYM2cO3nrrLeH9ePnyJXbu3InTp09LdRERERg7dqzWFI2aVFRUYO3atSgrK0OPHj0we/ZsODs7C9uo1WocO3YMX3/9tdTGhIQEXLhwoVGTiSoUCsyYMUOYAhEZGQk3NzeYm5s3WjuMYevWrSgtLUWXLl0wb948DBw4UPh7bm4uNm/ejKtXr0p1u3btQqtWraSOvaurK2bPng0HBwdh39TUVAQHB0ujEwoLCxEZGYm//OUvstt36dIl6Xp2cXHBvHnztM7z6NEjbNu2TQhM7N+/HwMHDtR6PdWp1WqEhobi3r17Ut0bb7wBb29vuLm5aQVcCgoKcPDgQRw5cgTl5eUoLy/Hl19+iZ49e6Jr166yXs+dO3dw48YNAJXv28yZM7X+31RYWIiysjJZxyMiIvma9y87ImpyDh48qPWjbfDgwQ0+rkKhgI+PD+zt7aW6y5cv4/Dhw1rbnj59Gv/973+lcuvWrREQEFBr4r2qH8HVh7NPnz4dK1eu1BlwAIBevXph7dq1whzz+Ph4rSd3jUnzaWZdU0kMJSIiAk+fPpUO9cNgAAASiElEQVTKtra2CA0Nhbu7u1YApkWLFvD09MTKlSuFjuPNmzeFznRzVVBQAFNTU6xevRoffvih1tNTpVIJDw8PTJs2TagPCgrCgwcP0KFDB6xfvx4jRozQCsBYWFhg4cKFwjVVWFiIuLg42e2rqKhAfn4+Bg0ahJCQEK2AAwCYmJhg0qRJmDFjhlD/Kj6fQYMGYdCgQVI5KysLJ06caPR2GFpBQQF69+6NdevW6eygW1tbY9myZcI1nJaWhsDAQJSXl8PDwwPLly/XCgQAQLdu3bBq1Srh+vr222+lURVy2wdUrnyzcuVKnefp3LkzPv/8cwwfPlyqq6iowJYtW2qdBnP48GHcvHlTKvfu3RtbtmzB22+/rRVwAACVSoWZM2fC19dXGsVRUlKCHTt2yH49L1++BADpfdMVDLe0tGzwyDwiItLGoAMRGUxMTIxWEMDJyUkYHt0QVlZWCAgIEH6UhoeHC1MK7t69KyRzUyqV8PX1rTO7elxcnLDKhru7u6yEcqampliyZInwQ/XIkSOyXo8x5OfnC+VWrVoZ/ZwFBQVCkAeoTPZZ17SOgQMHwsvLS6iLiooyaE6QV2Xq1Kno379/rdu8//77QkCiqpO3ZMmSOhPl/f73vxfKVU9w5bKysoKvr2+doyPef/99tGnTRionJiaitLRUr3MZwowZM4QpAwcOHBBG1TRHpqam8PPzg6WlZa3bfPjhh0JdQUEBunXrhjlz5tSagLV9+/ZC8smXL1/qncfA3t4eixYtqnX0kYmJCT755BPhO5uenl5jHomioiLhHqlSqbBixQpZiUpHjx6NcePGSeXr16/Lyu9TpWvXrnW+b0REZHgMOhCRLDk5OXj69KnwX3p6OpKTk3Hq1Cn4+flh69atQofRzMyszikN+urduzfmzp0rlatGKOTk5KCgoABBQUHC9AgvLy9ZIy2OHz8u/VupVOKPf/yj7DZZWloKyRrv3buHrKws2fsbkmZHrDGCDnFxccIT1H79+mHIkCGy9vX09IS1tbVUTktLE5ZbbY4sLCyElVlq0rJlSzg6Ogp1AwYM0KrTRXPOvz4dLwCYMGGCEEyoiampqXD9lJWV1Zlc1Rh69eqF0aNHS+Wq4fbNmZubm6wlaKuP8qji6ekpa8lUzXufvt+Tjz76SNa0HUtLS0yaNEmoq547obrY2FghOKp5D6iL5nmq8lzIIfd9IyIiw+Kdl4hkWbdunV7bm5mZwcfHp95LqNVmwoQJSEpKkhKJ5eTkIDQ0FBYWFsIQ/yFDhsgarVBYWIg7d+5I5b59+wrTOOQYMGAADhw4IJVv3brVqHPfXyXN7PljxoyRva+pqSlGjx4tBH0SEhLg5ORkqOY1Oicnp1qfXlfn4OAgjFJwcXGRtZ+JiQnatWuHn3/+GUDl/H99DBs2TPa2mlN0XtVKI97e3rh48aI0fev48eN477338MYbb7yS9jSU3MBc27ZtYW5uLgRT5X5PNKdE6PM9USqVQqCnLu7u7ti5c6dUrmlVjevXrwtlfc4BVC5TbGtrK60WdOvWLdn7GnK5VSIiko9BByIyOCcnJ3z88ceyE3zVx4IFC3Dv3j2kpqYC0F61wd7eHj4+PrKG0SYlJQlZ+du1aycEL+TQnBLw5MkTvfY3FJVKJXQsqi/FaCyaiUP1DRg4OTkJQYeqVR+aK30Sp2oGJ/TJwVF9FIu+n7M+59Ec9t4Y3yld2rdvj/HjxyM6OhpA5Zx+fZMjNiX6fAaWlpZS0EGlUmmtgFLbftXp89k5ODjImvJQxcbGBvb29tLKP3l5ecjIyNAK4FYPRpibm0OpVOp9v7WyspKCDnLvtfb29lqrshARUeNg0IGI6k2pVMLCwgKtWrVCp06d0Lt3b4wYMQI9evQw+rlbtmyJpUuXYvHixVo/pM3MzBAQECD7B2ZmZqZQjo2NRWxsbIPap5lbobFYWVkJQYfGmPeu+eRbV8K52mh20vV9at/U6NNR00yyqc90mOrz7PXJuK9UKmWPxAC02/gqs/tPnToVZ8+elZICnjlzBpMmTWq0hKmGpM9nXf0zqO9+gH6fXceOHWVvW8XBwUFYbjg3N1cIOqjVamk5WKAycFR9ulx9yL3X6jOFg4iIDItBByKSZe3atRgwYMCrbobAwcEBHh4ewrQGoDKPgz5LRRojQFDVKWpstra2QkLMquH3xvTixQvp3+bm5jqzz9dGswPc3BMENmTJz8ZKcNdcE+lZW1vD09MT33zzDYDK5UfDw8NrXDq3Kavv96SxlpS1sLDQe5+6ruXnz583qE26yL3X1uf1EBGRYTCRJBE1W48ePdK5dN758+eFpS/rYownt69qBQbNqQ3Vc1UYi6Ffa3PtEFPjmDRpkvDU+vLly80++WhTZIzr8HW61xIRkXwc6UBEzVJRURGCg4N1PuVKTU3F1q1bsXjxYlnH0lyXfdasWVrL1DUXmss0ZmZm4smTJ7Ky5NeXSqWSpliUlJSgtLRUr9EOmtNjGmPFjbpUz/FBTYuFhQUmT54sLI379ddfIzg4uNHb8jp/T+qTu0NzH82pRpr32s6dO2Pr1q36N46IiJoVjnQgombpyy+/xMOHD6Wyk5OT8PTz7NmzOH36tKxjac71TUtLM0wjXwFHR0etTvupU6eMek7NpRcfP36s1/6aU0AMNfe6+nx2tVqt177NfYrH627ChAlCIO3WrVt6LZ1YRTPnAb8nv6jPfVDz2te8llu0aCFMc3j69Kne7zkRETU/DDoQUbMTHR0tJHq0sbHB0qVL4evrK8x3DgsLw927d+s8nuaUBM0l3ZqTFi1a4N133xXq/vOf/xi1c9SrVy+hrO9Qd83t9cnHUZvq88ur552Qo3pAi5oeU1NTTJ8+XagLDw/Xe+SB5jx/fb4n6enpKC0t1et8zcnjx4/1um/k5OQISSTbtGmjc+nh6vfbkpISvZa8JCKi5olBByJqVu7cuYMdO3ZIZaVSCT8/P9jY2MDZ2Rl/+MMfpL+VlJQgODi4zh/ONjY26Natm1TOyMjAtWvXDN72xvLBBx8I0xueP3+O7du3N/i4FRUVOpene/PNN4WyPit/qNVqnD9/vtbj1Vf1ERgvXrzAs2fPZO2Xl5fX7Jft/DVwc3MTVsp58OABzp49q9cxNJ/E6xNsunr1ql7nam7Ky8tx4cIF2dufO3dOKNd0HQ8ePFgoyx2RRkREzReDDkTUbOTn5yMkJERIRjZjxgwhj8HkyZMxZMgQqfzkyRNs3LixzmRjEydOFMq7du1CUVGRgVreuGxsbODl5SXUxcbG4vDhw/U+ZmFhIdauXavVsQCAkSNHomXLllI5Pj4eP/74o6zjRkVFCUtkduzYEY6OjvVuZ3U9e/YUynKH3x86dOi1foL9ulAoFJgxY4ZQt3fvXr0+u7Zt2wrBqYSEBFlP94uKihAVFSW/sc3UwYMHZd0HCwsLceTIEaHut7/9rc5t3377bWEU0oULF3Dz5s2GNZSIiJo0Bh2IqFmoqKjA3//+d2H4rqurq1bCR4VCAR8fH9jZ2Ul13333HQ4dOlTr8ceOHQsHBwep/ODBAwQFBek9LD83NxeXLl3Sax9j+OijjzBs2DChbvfu3QgLC9MrmFJRUYG4uDh88sknuHz5ss5tVCoVxo4dK9Rt2rRJ56iI6uLj4xEZGSnUffDBBwbLmu/s7CyUDx48WOfyenFxcb+KzuTrwsXFRficMzMzkZKSotcxqu9fUlKCffv21bp9WVkZNm7cKNyLXlcZGRnYsmVLrdNW1Go1Nm3ahOzsbKmuffv2WvefKlZWVvD09JTKFRUVWLt2LRITE/Vqm1qtRlxcnN73aCIianwMOhBRs7B//358//33UrlDhw41rk5hZWWFgIAAmJr+skBPRERErU/TTExMEBAQIMzxvnbtGhYtWoSYmJhaO6vPnz/HuXPnEBoaitmzZyM6Olqfl2YUCoUCS5YsEYafA8Dx48cxd+5cHD16tNagQGZmJk6ePInFixcjODgY6enptZ5v2rRpwvztZ8+ewd/fHxcuXNBKFFdSUoKoqCisXr0aJSUlUn2/fv0wbtw4fV5mrQYNGiS0KSMjAytWrNCZ6DIvLw+7du1CaGgoysvLtbLuU9M1c+bMBgWqNL9zR48exZ49e4TvZpWkpCQsW7YMcXFxMDMzg7m5eb3P29RVXQPnzp3D6tWrdV43jx49wsqVK3Hx4kWpTqFQYOHChVpJOqubPHmyEOwpKChAQEAAtm/fXmsCy9LSUiQkJGD37t2YM2dOjSsYERFR08IlM4moybtx4wb27t0rlc3NzREQEFDr0op9+vTBnDlzsG3bNgCV85PXrVuHTZs2wcbGRuc+3bt3R0BAAEJCQqSl3zIzM7F161Zs374dXbt2hZ2dHSwsLFBcXIwXL14gLS1Ndq6AxqZSqbBmzRps2LBBCNjk5uZi586d2LlzJ9q1awc7Ozu0adMGCoUCOTk5yM7OrjHI0KJFixrP5efnh5UrV0pPHrOzsxEaGgpra2v07NkTrVq1wvPnz3H79m2tjkK7du3g6+tba0dFX0qlEn/+858RGBgo1SUlJWHBggXo2bMn2rdvj/LycmRkZODu3bvS09yBAweid+/edY6OoaahV69eGDlyJL799tt67e/s7Izhw4cLI5T27duH48ePw9HREVZWVigsLERqaioyMzOlbRYsWIDIyMgme/031PDhw5GVlYUff/wR165dw7x589CjRw906NABFRUVePz4MVJTU7X20wwo6FIV5F21ahVu374NoPIefeLECZw4cQJt27ZFly5doFKpUFFRgcLCQmRlZSEtLU2YXkdERM0Dgw5E1KQ9e/YM69evF4b3zp8/X+sJvi4eHh5ISEiQEhXm5OQgNDQUgYGBNXZuXVxc8MUXXyA0NFRY+UKtVuPevXu4d+9enedtSk/JVSoVVqxYgX//+9/Ys2ePkD8BqFyy7unTp3Uep2PHjvD29sbIkSNr3KZv374ICQnB3/72N+GYubm5+OGHH2rdb/ny5TUGgxrC1dUV3t7eiIiIkOrKy8uRnJysM1mki4sLAgICcPDgQYO3hYzH29sbly9frneHdNGiRcjOzpY6wEBlngJdCWVNTEwwb948vPPOO1rTg143AQEB+Pzzz6UVJmq7ByoUCkyZMgXTpk2TdWyVSoXg4GDs3r0bJ06cEO7xWVlZyMrKqvMYLVu2FEa0ERFR08Q7NRE1WWq1GiEhIUJHeezYsXjnnXdkH2PhwoW4f/8+Hj16BKAyj0BERARmzpxZ4z4ODg744osvcOXKFRw/fhwJCQl1Jqfr3LkzBg0ahFGjRhls9QVDUSgUGD9+PMaMGYPY2FicP38et27d0pr2oMna2hpDhw7FmDFjMGDAAGE50pp07doV//jHPxAdHY2TJ0/WOi2jR48emDRpEtzd3Q2Wx0GXyZMno0ePHggPD8f9+/d1btO5c2e89957GD9+vKzXSU2Lg4MDxo0bh5MnT9ZrfysrK6xZswaHDh3CsWPHdOYJMDExwdChQ+Hl5aWVpPR1ZWlpiTVr1uDYsWOIiYnReT0rFAo4OTlh1qxZeieBNTU1xdy5czFx4kQcOXIEly5d0gqMamrdujX69+8PV1dXDB8+XGvZUyIianoUFXWldCci+pUrKSnB7du3kZGRgfz8fBQXF6NFixZQqVTo0KEDunTpAisrq1fdTL0UFxfj/v37SE9PR25uLkpKSmBmZoZWrVrB2toa3bt3F/Ih1Nfjx4+RkpKCvLw8vHz5Ujq+k5MTbG1tDfBK9G9PUlKS1LGxtbVF586dfzWdSKpbWVkZEhMT8fPPPyM/Px+WlpZo27YtHB0dtZbY/LVJTk5GWloasrOzoVQqYWtrCycnJyFxb0M9fPgQDx48wPPnz1FQUAAzMzNYWFjAzs4OnTp1Qrt27YwapCQiIsNj0IGIiIiIiIiIjIJjSImIiIiIiIjIKBh0ICIiIiIiIiKjYNCBiIiIiIiIiIyCQQciIiIiIiIiMgoGHYiIiIiIiIjIKBh0ICIiIiIiIiKjYNCBiIiIiIiIiIyCQQciIiIiIiIiMgoGHYiIiIiIiIjIKBh0ICIiIiIiIiKjYNCBiIiIiIiIiIyCQQciIiIiIiIiMgoGHYiIiIiIiIjIKBh0ICIiIiIiIiKjYNCBiIiIiIiIiIyCQQciIiIiIiIiMgoGHYiIiIiIiIjIKBh0ICIiIiIiIiKjYNCBiIiIiIiIiIyCQQciIiIiIiIiMgoGHYiIiIiIiIjIKBh0ICIiIiIiIiKjYNCBiIiIiIiIiIyCQQciIiIiIiIiMgoGHYiIiIiIiIjIKBh0ICIiIiIiIiKj+D91yhzomDV7bQAAAABJRU5ErkJggg==\n", "text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 401, "width": 526 } }, "output_type": "display_data" } ], "source": [ "aperture = tpf.flux[0]<200\n", "npix = len(np.where(aperture == True)[0])\n", "tpf.plot(aperture_mask=aperture)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The mask avoids the center pixels. Let's create a light curve the same way as above. However, this time we're going to divide by the number of pixels in the aperture to give the the **average background flux per pixel.**" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "image/png": 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fsGrVKr3xxhtmtW+rkp6erhdffFFz587VkSNHKk3oZmRk6NNPP9Xjjz9eZc1lV1C2BEZlCyVW5IMPPjDKGgQFBenPf/6zXcZWmxx1TV27djXb/vXXX60+tmzbTp062WVMpWVkZOjAgQNm+3r06GH380hXFhMt/XseFhbmlMnwjIwMI3kpXakBfy2zwvPz87Vw4cJyifAxY8Zo4sSJ9SoRftXo0aPNtvPz8xUbG+uQcx04cEATJkzQ1q1bLSbCpSv/ZuvWrdPkyZN19uxZm8+xZMkSRUdHa+fOnVUmwiUpPj5e0dHRmj17tjIzMyts5+3treHDhxvb2dnZ+v77720eX0xMjNn27bffbrHd5s2b9eSTTxqLm1YlOztbe/bs0X//+1+bxwQAQHUxMxwAADhEQUGB5syZo/j4eElXZoBHRkYqODhYeXl5On78uC5dumS0j4+P1xtvvKEXXnhBp0+f1syZM42EUKNGjdShQwcFBAQoMzNTcXFxZl+0N23apA4dOujOO++sclxnz57VrFmzyiXnfX191b59ewUFBam4uFgXLlzQyZMnjeRbZmamXnrpJc2aNavKBQydVVFRkfbs2WO2z9YE6/Hjx/XFF18Y23/9618dOmP5tdde04kTJ5SWlqa8vDz5+/srICBA7du3V7du3dS/f/9rPr8jr2nkyJH64osvjBs23377re69994qy6/s2LHDrIRN27Zt1bZtW7uM6ars7GwtWbLE7CZW586dFRUVZdfzSNLPP/+stWvXmu2799577X6eumDz5s1m2x07dpSvr2+1+srJydH8+fP1008/me1/+OGHNWbMmGqPsba1b99eAQEBZk8KHD16VP369bPreQ4dOqQFCxaUS4I3a9ZMrVu3lre3t1JSUnT8+HEVFRXpwoULmjVrlu644w6bzlP2SQBfX1+1atVKgYGB8vHxUV5enlJTU5WQkGA2ltjYWM2ZM0dLliyp8OmB22+/Xf/73/+Mc8TExGjkyJFWj81kMpmVxgoICNCAAQPKtTt8+LCWLVtW7lrCw8MVGhoqf39/FRYWKicnR0lJSbpw4YJNN7EBALAXkuEAAMAhvvrqK2VlZalBgwYaN26c7rjjDjVs2ND4eXFxsWJiYrRq1SrjC/HOnTt1+PBhrVq1StnZ2WratKkee+wx9e3b12z2oslk0urVq/XNN98Y+95//32NGDGi0se/TSaTFixYYJYIj4iI0Pjx49WnT59yJUBSU1P1wQcf6LvvvpN0JcG/dOlSvf766w4rBVGX7dixQ6mpqca2h4eHevfubfXxhYWFWr58ufHv3bt3bw0cONDu47wqKSmp3Ez29PR0paen6/Tp09q6datWr16tUaNGady4cTaXDpAcf01hYWF68MEHjURwcnKyoqOjNWXKFLPfp9KOHTumN99809h2d3fX448/fs1jKSoqUk5Ojs6ePauDBw/q66+/Vnp6uvHzwMBAPfPMM9d8HunKTN+MjAydPHlS33//vXbs2GGWOOvXr59GjRpll3PVJQcPHtQHH3xgtu+ee+6pVl8ZGRlmNySlK5+FCRMm1Pv3zs3NTZGRkdq3b5+xLyEhwa7nyMrK0tKlS82Sz+Hh4XriiSfUs2dPs7ZXS3rFxMQoOTlZn376qc3na9eunYYMGaIbb7xRERERFtvk5uZq69at+te//mXMID9x4oQ++ugjjR8/3uIx4eHh6tmzpzFzPj4+XvHx8eUW2K3I1q1bzW4+Dx8+3OLNuDVr1pglwgcNGqTx48erRYsWFvvNycnRoUOHtHPnzkpntwMAYG8kwwEAgENkZWXJ09NTc+fOVbdu3cr93N3dXXfccYeys7P1/vvvG/sXLVqkrKwshYaGavHixRaTzj4+Ppo4caKSk5N18OBBSVe+WO/cudPskfCyVq9erdOnTxvbvXv31rRp0ypMKjZp0kSTJk1SeHi4kYxMT0/Xhx9+qIkTJ1r1PjiLrKws/fOf/zTbN2zYMJvKpHzyySdGwsrHx0dPPPGEPYdYLSaTSZ9//rn27dunGTNmVJiEqkhNXNOYMWNUUlKif/3rXyoqKtLu3bv15JNP6tZbb1WXLl0UFBSkgoICnTt3Tnv27NG2bdtUVFQkSfL09NSkSZPKlVuxxrp167RmzRqr2rZv315Tp05VWFiYzeeRpCeffFKJiYlVtrsaNx555JF6tfBeSkqK8W9SWlFRkbKzs/Xbb79pz549+uGHH8wSiqNGjarWzZWcnBy98MILOnPmjLHP09NTU6dOVf/+/at3EXVMy5YtzZLhFy9etGv/7733ntnTS23atNGiRYssPvURGBioCRMmqEWLFlqzZo3Ni9VOmDDBqlI43t7euvXWW3Xddddp2rRpxs3Jr776Sr/73e8qrJl+++23m5WR2bBhg9X/Dyu9KLCbm5tuvfXWcm1SU1PNbrr06tVLzz33XKX9+vr6ql+/furXr1+FpdAAAHAEkuEAAMBhHnjgAYuJ8NJGjx6tTz75xPgyfDWJ8Oyzz1Y5+3rMmDFGMly68kh7RcnwixcvatOmTcZ2aGhopYnwsuc5dOiQca7NmzfrwQcfVFBQUJXHOoOSkhK99tprZmU3/P39K5yJaMlvv/1mNlty/Pjxatq0qV3HeZWnp6e6dOminj17qk2bNgoJCZG3t7dMJpMuXryon3/+WVu2bDGrzXvmzBm99NJLio6OtnpcNXlNv/vd79SnTx+tW7dOe/bs0YULF/Tuu+9Wesx1112nhx9+WO3atXPImCSpe/fuuvPOO8s9vWFvXl5eGjVqlG6//Xabb1jUBVUlBstq0aKFfv/739tUzqK0jIwMs8+3t7e3ZsyYoeuuu65a/dVFZZPS1tTatlZWVpZZuRoPDw9NmTKlyvJH9913nw4dOlSujn5VbK0J37x5cz366KN65ZVXJF0pWbRv374Kb5z06dNHTZs2NW4YbNu2TX/+85+rLL8TFxenkydPGts9evRQeHh4uXZlb0TcfPPNNl2PNf8fBgDAXurfaikAAKBe8PHx0V133VVlO29vb3Xu3NlsX/fu3cvts6Rbt25mdVJPnTpVYduYmBizhTL/8Ic/2PQFvHSpgoKCArMkvLN7//339cMPP5jtmzBhgtWzwouKivT6668b73+nTp1srqlrDTc3Nz300ENau3atFixYoPvvv199+vRRu3btFBYWpvbt26tv37569NFHtXr1at13331ms4vT0tK0ePHicjVva/Oayp7T3d29wtrAV7m5uemWW27Ro48+6tBEuHSllveXX35pNkPXEQoKCrRlyxatX79e58+fd+i5aluHDh00btw4DR061G59lpSU1MuFMitTNjFd0eKW1bFz506z2cr9+/dXmzZtrDrWlpuE1+Kmm24y+zf95ZdfKmzr4eFhNqM7NzdXW7ZsqfIcZRfOvO2226waW+nySQAA1DXMDAcAAA4RFRVl9aJvYWFhOnTokLF9/fXXW3Wch4eHmjdvbpQCqOwLeOnktaenp80LrXXr1k3u7u5G3eKff/7ZrsmquiomJqZc/du77rrLptINX3zxhU6cOCHpynv/1FNPOSQx5+7urt///vdWtW3YsKEeeeQRNWnSRG+//bax//jx49qxY0eV11dT1yRdSfK988475RJTFSkpKdF3332n7777TjfddJOeeOIJNWnSxObz3nrrrWYlNQoLC3X58mWdOnVK+/bt0759+1RcXKwjR47oyJEjGjBggJ555pkqF/e0ZN68eWY3q0wmk9LS0nTixAlt2bJFZ8+eVXZ2tjZs2KCtW7fqiSee0LBhw2w+T30QHx+vpUuXavXq1Xrsscc0ePBgm/u4Wi7jaq3nvLw8zZs3TzNnznSaBYAdufji0aNHzbZt+Tfo0KGDwsPDdfbs2WseR3FxsXJzc2Uymcx+P67y9/c36m2XLgFmyciRI/Xvf//b6GfDhg2V3sDLysrSjh07jO3GjRvrpptustg2LCzM7P+PX3/9tQYNGmRxFjkAALWNZDgAAHCIli1bWt22bNLcljIIfn5+xuucnByLbXJzc80e9W7atGm5MgLW8PHxUXZ2tiTZbXZqRkaGcnNzrWobGBhYrUUeq2v79u36xz/+YbZv0KBBeuyxx6zu49y5c2YLAt57771Wz7CsCaNHj9bBgwfNZjZ//fXXlSbDa/KaCgsLNX/+fLN6v25ubrr55ps1bNgwtW/fXo0aNVJBQYEuXryoQ4cO6csvvzQWDt27d6+OHTumefPmqW3btjad29fX1+INrc6dO+u2227TqVOntHTpUv3222+SriywmpOTo9mzZ9t8Y8BSsr5Nmza6/vrrdf/992vDhg16++23VVBQoNzcXC1btkzu7u4aMmSITeepLWvWrFFISIjFn5lMJmVkZOjXX3/Vtm3btHv3bklXbu5FR0crMTHR5tnGQUFBevrppzVnzhwjIZ6fn6/58+frxRdftPqGY112NRZfZc9SG6XrX0tXnvywRWRkZLWS4bm5udq7d69++OEHnTp1SufOnbNYa96SquqUBwUFacCAAdq6daukKwuOxsXFVfgU1qZNm8xm299yyy3y9LScPmjUqJF69epllIdJT0/XpEmTNHToUPXv37/cU1wAANQmkuEAAMAhqqqtWpqHh4fZdukEd1VKJ90szZyTrpS/KD2LMCkpyaaEriWXL1++puOveuedd4zkRFWeffbZGpuNvnfvXr366qtm71vfvn317LPPWp3oLCkp0RtvvGEkVMLCwvTAAw84ZLzX4ne/+51ZMjwuLk45OTkWE8E1fU0ffvihWSK8YcOGmjFjRrlkppeXl1q3bq3WrVvr1ltv1YoVK4yax+np6Zo3b56WL19u0+9lVdq2basFCxZo6tSpxs2hAwcOKCYmxq4lY9zc3HTbbbcpMDBQixYtknTl32HlypXq2bOnTYu41kU+Pj7y8fFRixYt1L9/f+3fv18LFy40PmOffPKJWrdurUGDBtnUb5cuXTRv3jzNnj3buFGYn5+vBQsWOEVCvGzyt1GjRnbru/RTRr6+vjavD1GdhWQ3bNig999/35jpbauKbgaXdvvtt5v9/yYmJqbCZHjphTPd3d2rrF//+OOPa+rUqcb/G/Pz8/XNN9/om2++kZeXlzp27KjIyEh17dpVXbt2tWssAgDAFs5VOA4AANQZ11IyonQdZ3uwV+K6tKuzLZ3RgQMHtGTJErObCzfeeKOef/75cjcuKvP111/r559/NrYnTpxYrRIajta5c2ezxHdhYaFReqesmrymjIwMffHFF2b7nnzyySqTmA0aNNCkSZMUFRVl7EtJSdFnn31m9zEGBgbqkUceMdv3n//8x+7nka4sytenTx9j22Qy6euvv3bIuWrTDTfcUG4m+Jo1ayq82VeZzp07a+7cuWaf7/z8fL388ssOr/PuaGXLgjRr1sxufZeedW5tua/SbLmhK0lvvfWWVqxYUe1EuCSr1jqIiooyW0dgx44dFmeUHzlyxCwG3njjjVW+v2FhYYqOjra4aHZBQYGOHj2q//73v3r55Zf14IMPaubMmdq9e7dV4wYAwJ6YGQ4AAJxedZJIrurQoUNasGCBCgoKjH29evXS9OnTbX7M/cMPPzRe9+nTR82aNdOFCxcqPaZs3feioqJyxzRp0qTCx/Wrw8PDQyEhIUpMTDT2VVRCpyav6ccffzQrUxAaGmp1WRAPDw898MADmj17trFv06ZNevjhh6063ha9e/eWj4+PcYPo4sWLOn36tE3ljqw1aNAgs8VcDxw4oHHjxtn9PLVt5MiRWrt2rVEiIyUlRYcPH67WbO7OnTtr/vz5mjVrlpHkLSgo0MKFCzV9+nT17t3brmOvCSUlJTp+/LjZPlvLANUV27Zt05dffmm2r02bNhowYIA6deqkZs2aKSgoSA0aNCgXgx9++GGlpqbadL7bb79db775pqQrN0Y2bdqku+++26xNdRfODAsL06JFi/TLL79o69atOnjwoFGyqbSioiLFxsYqNjZWUVFRmjp1ql1vZgAAUBmS4QAAwOmVfXz+xhtvNEsS1qYpU6ZoypQptT0MSdJPP/2k+fPnmyVgu3XrphdffLFas59L9/PDDz+YJTGtlZycXK6kzZtvvqnWrVvb3Fdlyl5f6bFXtN/R13Tq1Cmz7R49etj01ET37t3NFrVLT0/X+fPn1aJFC5vHXBkvLy81b95cCQkJxr6kpCSHJMPLLshnKdHmDHx9fRUaGmo2O/f48ePVLm3S6f+1d7cxTZ1tHMD/LRWE8g7WIVJAQMAXNDpFcSAqKOpiTJwal2ic0zm3ZZMYtoS3gMqczskn/eCWYdT5Mjeimy4OdZs6pk63aVQICqKWF0GgglJA2vJ8MJyH04K0UKiU/++T9+Gcc9+lPSVe5zrXNXo0tmzZgrS0tE4D4h0z7geCu3fvGmU0jxkzxmLnl8vlQpa2KeVHDBnWM3+ZjjfYAGDVqlUmNwLuydpmzpyJnJwcYY2nT58WBcPr6+uFuvXAi4x7cz934eHhwpMparUaRUVFKCgowM2bN1FSUiLKBi8sLERqaiqys7PNzqgnIiLqCZZJISIiIptnWO+1J43NbF1hYSE2b96MlpYWYVt4eDjS09P7tWmntRiWJ7Bk/eGeMgyomVsbe8iQIXBxcRFt600ZhpcxLJ/T8ckCSzLMnu+reV4FhuU5DJ8wMFdISAi2bt0qqtWs1Wqxbds2XLlypVfn7m8///yzaOzg4IAJEyZY7Pwd/2ZoNBqzf/cVFRUm7adSqUT7RkREmBwIb2pq6lG5rqFDhyIuLk4Yl5WV4ebNm8I4Ly9P9DRVQkJCr8qeeXh4YNq0aVizZg2ys7Px7bffYunSpaJrubKy0qgkFBERUV9hMJyIiIhsnouLiyijtLKyUmj4Ry8yTjMyMkSBldDQUGRkZMDR0dGKK+sfarUajx8/Fm3z9PS00mr+zzBLsrm52exzGAbL+ur9NCzVYG7DQVPV1NT0yzyvAsNeB5aoTR8cHIytW7eKbpJotVp88cUXomzgV9mDBw/w559/irbFxsZa9KZdcHCwaFxUVGTW8abubxg0N6dkTWFhoVlr6mjBggWip0zam2W2tbUhLy9P2C6TyRAfH9/jeTrj7e2NVatWYePGjaLtA+XzR0REAx/LpBAREdGgMGnSJFFGeF5eHlatWmXFFb0aiouLkZ6eLnrcPjg4GBkZGT1qHNfRsWPHzD7m+vXrSEtLE8Y+Pj7Yu3dvr9bRnQsXLoge2/f09DQqx9GuP1+Tl5eXaHzv3j2z5lWpVEblXszNLjdFaWmpKHNWIpHAx8fH4vMAwH///Scajxgxok/msbb2kjYdeXt7W+TcQUFB2Lp1K1JTU4WAu1arxY4dO5CUlISoqCiLzNMXNBoNtm3bJuoDBmUAAA3MSURBVMpcHjJkCN566y2LzjNmzBj89ttvwvjChQuIjIw06dji4mKTnz4yfPrDnDIh586dM3lfQyNGjMDEiROF6+mvv/5CfX09iouLRZ+7qKioPrvhFB0djd27dws37LrrvUBERGQpzAwnIiKiQWH+/PmiR71PnDgBlUplxRVZ3/3790VN9YAXTeg2b94sKqVgy+rq6owC3KYGvfrauHHjRONbt26Jakh3pz3bs51SqeyT99Ww5nFISEifZNbX1tbizJkzom2vyntlacePHxfdoAFg0TIgo0aNQlZWlqgcUHtAPD8/32LzWFJlZSWSk5ONAs3Lly+3eB38GTNmwMHBQRjn5+fjwYMHJh174MABk+cxvB5Nvb6Liop6/T4tXLhQ+LdWq8WZM2eMGmcmJCT0ao6XkUgkoux0cxs0ExER9RSD4URERDQo+Pn5Yfbs2cL4+fPnyMjIMDsg/vz5815l5L0qVCoV0tLSRKUYlEoltmzZYlRneiBQqVS4evWqWcfU1tYiMzMT9fX1wra+yDLtqZCQEFGGtV6vx1dffWVSneCrV6/i1KlTom0zZszocv+8vDyzm1G2tbVh//79uHz5smh7xyCbIY1Gg59++qnLBqVdUavVRqV8XF1dER0dbdZ5BoJTp04hNzdXtC08PNziTWMDAwORlZUFNzc3YZtOp8OXX36JixcvWnSu3lCr1Th8+DASExNRUlIi+llUVBSWLVtm8TmdnZ1Ffy90Oh127txp1LTTUG5uLv7991+T5wkICBCNz54922198oqKCmzfvh06nc7keTozZcoUKBQKYXzy5EnRd6ifnx/Gjx9v0rlu3LiBGzdumDX/5cuXRU8k9UXDXSIios6wTAoRERENGuvWrcPdu3eFDL/q6mokJiZi8eLFSEhI6LIMQUtLCwoKCnDlyhVcvHgRz549w5w5c/pz6RZVVVWFtLQ0UdDFw8MDn3zyCZqbm82qTS2TyYzKeVhDbW0tNm/ejMDAQMTGxmLatGldltDQaDQ4e/Ysvv/+e1EgHABWrFghChBZk0QiwcqVK7Fjxw5hW3FxMRITE7F27VpMnjxZlFkJAPX19Thx4gRyc3NFwTI3NzcsXry4y7kuXbqEPXv2YOrUqYiOjsbEiRO7vCmi1Wpx7do1/PDDD0a1kSMiIkRBREOtra34+uuv8eOPPyImJgYzZsxAcHCwUWPMdmq1Gr///juOHTtmFIh89913B8yNm5qami6Dly0tLXjy5AmKi4tx/vx5o3I49vb22LBhQ5+sKyAgAFlZWUhNTRW+D9oDvwD67GZDc3OzUVmMtrY2NDU1QaPRCCU7ioqKUFBQICqL0m7OnDn46KOPjK4BS1m5ciUuX74MtVoN4MWTNElJSdiwYQMiIiJE+zY0NOC7777DL7/8AuBFML27wDkAKBQKhIaGCtdRQ0MDkpOTsXHjRowePVq0b2trK86ePYsDBw7g6dOncHBwgEQi6VEvAQCQSqVISEjA/v37ARjX/TcnK7ykpAQ5OTnw8/NDdHQ0IiMjERAQ0GnjzfYbyjk5OaLtL/veICIisiQGw4mIiGjQcHJyQnp6OtLT04VH7VtaWnD06FEcPXoUPj4+8PX1hVwuh1arRVNTE6qqqlBZWQm9Xi+cp7P/4A8k169fNwp8qNVqbNq0yexz9UdNb3OUlpaitLQUOTk5kMvlUCqVcHV1haOjI5qbm1FTU4N79+6J3s92CxYswNKlS62w6q5FR0ejoKAAJ0+eFLaVl5cjMzMTrq6uCAoKgqurK1pbW1FdXY3S0lKjoKu9vT0+++yzbmvA63Q6XLp0SWhkp1Ao4OPjA7lcDnt7ezQ1NaG2thYPHz7sNLM7NDQUycnJJr2uuro6HD9+HMePH4dMJoNSqYSHh4dQM7mxsRHl5eWoqqoyKhcCAKtXrx5QwbOkpKQeHefo6IiUlBQEBgZaeEX/5+/vj6ysLKSkpAgBcb1ej507d0Kv12PmzJkWn/PixYs9zj739PTEmjVr+mRdHbm4uGDTpk3IzMxEa2srgBdlTFJSUqBQKBAYGAgHBwfU1NSgqKhIuO4UCgUWLFiAffv2mTTPO++8g+TkZOE7SaVSYdOmTRg5ciT8/f1hZ2eHJ0+e4M6dO6LA9/vvv4+DBw/2OBgOAHPnzsXhw4eF19fOwcGhR9eXSqXCoUOHcOjQITg4OMDf3x/u7u5wcnKCTqcTvn9bWlpEx0VERCAuLq7Hr4OIiMgcDIYTERHRoKJQKLBr1y7s3r0bFy5cEP2ssrLSpFIRg6We9kDX2NiIwsLCbvdzdHTEunXrEB8f3w+rMt97770Hd3d3HDlyRJQh29DQYNRQ0tDw4cOxceNGo/rjpqiurkZ1dXW3+9nZ2WHRokV4++23MXToULPn0Wq1JjcH9fb2xvr16zFt2jSz5xlIpFIppk+fjjVr1vTLkwpKpRKff/45UlJShExovV6PXbt2oa2tDbGxsS893s7Ork/XJ5FIEBoairi4OMyaNQv29vZ9Ol+7CRMmICUlBTt27BCV9Ojq2lAoFMjMzMTt27dNnmPs2LH48MMPsWfPHtGNrLKysk5riNvZ2WHdunWIi4vDwYMHzXxFYm5ubpgxYwb++OMP0faYmJhe/51raWnBnTt3ut0vKioKiYmJA/4mMxERDRwMhhMREdGg4+TkhKSkJCxZsgS5ubm4du2aqIlkZ7y8vDB+/HhMnz4dU6ZM6aeVkqn8/f2xdOlS3Lp1CyUlJSbVpPb19cWcOXMwb948USPBV41EIsHy5csRFRWFkydP4vz5891+Xv39/REfH4958+aZFKBevXo1wsLCcP36dRQXF5uUbapQKBATE4P4+PguS9IYcnZ2RmpqKv755x/cunUL5eXlnWbpd2RnZ4ewsDDMnj0bMTExPQq4v8pkMhnkcjnc3NwQEBCA0aNH44033uj38kN+fn5CQLyurg7Ai4B4dnY29Hq9Uc+FjizxnkilUtHvYtiwYRg5ciRCQkIwbtw4eHh49HqOnpg8eTL27NmDffv2IT8/3yiLGniRRT5r1iysWLECzs7OZgXDgRcZ2kqlEvv27evyWHt7e0yZMgXLli3DqFGjevRaOrNw4UKjYPj8+fPNOsfcuXPh6emJa9eu4fbt26ipqXnp/jKZDBMmTMCiRYswadIkc5dMRETUK5K2zp47JCIiIhpE9Ho9SktLoVKp8OzZMzQ2NmLIkCFwcnLC8OHDMXLkSAwbNszayyQT6XQ6VFRU4NGjR6irq0NjYyOeP38OBwcHyOVyeHp6IiQkRNQ4cCDR6/UoKyvD/fv30dDQAI1GA5lMBicnJ3h7eyM4OBju7u49Pr9Op0N5eTkePXqE2tpaaDQatLa2YujQocIco0aN6tUc7TQaDR4+fIjq6mo8efIEzc3NkEgkcHR0hFwuh6+vLwICAvotExgAPv30U+GJAqlUihMnTvTb3APFkiVLRAHxb775BsOHD7fiivqHRqPBzZs38fjxYzQ1NcHDwwPDhg3D2LFju6x7b67q6moUFhairq4OWq0W7u7u8PLyQnh4OBwdHS0yR0cqlQoffPCBMA4ODkZ2dnavzllbW4uysjJUV1fj6dOnou9fX19fBAYGdlu26WUqKiqwfv16YRwfH4+PP/64V2smIqLBg5nhRERENOhJpVIEBQUhKCjI2kshC7Czs4Ofnx/8/PysvZQ+IZVKoVQqoVQq++T8dnZ2fXr+jpycnBAWFoawsLA+n4sso76+XhQIl0qlVsva7m9OTk6IjIzs0zkUCkW/NvH99ddfRWNzs8I74+Xl9Uo0ViYiIuoMg+FERERERERdqKqqEo1lMtmgDvQZ1ncfMWJEv2buk+W0tLTg3LlzwlgulyMmJsaKK+qc4TVo2ACaiIjIHAyGExERERERdUKv12Pt2rWibT4+Pti7d6+VVmR9+fn5onF4eLiVVkK9lZeXh2fPngnj+Pj4V64mv06nM7oGiYiIeoMtm4mIiIiIiKhbhYWFokxiAIiNjbXOYqhX1Go1jhw5IoxlMhnefPNNK66IiIiofzAznIiIiIiIiER0Oh1qamqg1WpRU1ODv//+G6dPn4ZWqxX2CQ8Px/jx4624SjJF+3sJvGgCWlJSgqNHj6KhoUHYJz4+flA0QSUiIpK0tbW1WXsRRERERERE9OqoqKjA+vXru/y5i4sLtm/fbrONam1Jd++lp6cndu/eDWdn535cFRERkXUwM5yIiIiIiIhMFhgYiKSkJAbCbYCLiwtSU1MZCCciokGDwXAiIiIiIiLqlFQqhVwuh7u7O8LCwjB16lRERkZCIpFYe2nUQ/b29njttdfw+uuvY/HixfDw8LD2koiIiPoNy6QQERERERERERERkc2TWnsBRERERERERERERER9jcFwIiIiIiIiIiIiIrJ5DIYTERERERERERERkc1jMJyIiIiIiIiIiIiIbB6D4URERERERERERERk8xgMJyIiIiIiIiIiIiKbx2A4EREREREREREREdk8BsOJiIiIiIiIiIiIyOYxGE5ERERERERERERENo/BcCIiIiIiIiIiIiKyeQyGExEREREREREREZHNYzCciIiIiIiIiIiIiGweg+FEREREREREREREZPMYDCciIiIiIiIiIiIim8dgOBERERERERERERHZPAbDiYiIiIiIiIiIiMjmMRhORERERERERERERDaPwXAiIiIiIiIiIiIisnn/A56x3iIuSkdHAAAAAElFTkSuQmCC\n", "text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 390, "width": 737 } }, "output_type": "display_data" } ], "source": [ "bkg_lc = tpf.to_lightcurve(aperture_mask=aperture)\n", "bkg_lc /= npix # Convert to electrons per second per pixel\n", "\n", "ax = bkg_lc.remove_outliers().plot(normalize=False, alpha=0.7)\n", "ax.set_title('Average Flux Per Background Pixel');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "It looks like the signal is still there in the background pixels. Unfortunately this means the signal is not astrophysical." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can perform another test by looking at the background in a nearby source. Using the `search_targetpixelfile` function we can get the nearest neighbor to our target. We first set a search radius in arcseconds and a limit on the number of targets to return. In this case we only want our target and the nearest neighbour within 60 arcseconds, so we'll set `radius` to 60 and `limit` to 2 targets." ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [], "source": [ "tpfs = search_targetpixelfile('KIC 7691027', radius=60, quarter=16, limit=2).download_all()" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "TargetPixelFileCollection of 2 objects:\n", "\t7691027 (1 KeplerTargetPixelFiles) Quarters: 16\n", "\t7691061 (1 KeplerTargetPixelFiles) Quarters: 16" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "tpfs" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now we can see that `tpfs` is a list of `KeplerTargetPixelFile` objects. There are two different object IDs, our target and the nearest neighbour." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's double check that these target pixel files are close to each other" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "TPFs are 9.5 Pixels Apart\n" ] } ], "source": [ "separation = np.sqrt((tpfs[0].column - tpfs[1].column)**2 + (tpfs[0].row - tpfs[1].row)**2)\n", "print('TPFs are {:.02} Pixels Apart'.format(separation))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Since these are files are very close on the focal plane, we would expect them to experience similar levels of background. We can now perform the same test as above and look at the background flux averaged over all the background pixels. We'll do this inside a for loop and follow the same steps:\n", "* Build the aperture\n", "* Create the light curve (`KeplerLightCurve` object)\n", "* Plot the light curve" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "image/png": { "height": 331, "width": 498 } }, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize=(8, 5))\n", "for t in tpfs.data:\n", " # Construct a background aperture\n", " aper = np.nan_to_num(t.flux[0]) < 200\n", " npix = len(np.where(aper == True)[0])\n", " \n", " # Create a lightcurve\n", " bkg_lc = t.to_lightcurve(aperture_mask=aper)\n", " bkg_lc /= npix # Don't forget to normalize by the number of pixels in the aperture!\n", "\n", " # Plot the result\n", " bkg_lc = bkg_lc.remove_outliers()\n", " bkg_lc.plot(ax=ax, normalize=False, label=t.targetid)\n", "\n", "ax.set_title('Average Flux Per Background Pixel');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Looks like a nearby source shows quite similar background variation. This suggests that unfortunately the signal is rolling band. Mitigating rolling band can be difficult, and we'll discuss corrections in a different tutorial." ] } ], "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 }