{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Understanding Crowding in TESS data\n", "\n", "Welcome everyone to our *TESS* Lightkurve tutorial!\n", "\n", "## Authors\n", "\n", "[Rebekah Hounsell](https://heasarc.gsfc.nasa.gov/docs/tess/helpdesk.html) - Support scientist for *TESS* in the NASA GSFC GI Office. \n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Learning goals\n", "\n", "In this tutorial, we will teach the user about crowding in the *TESS* data products and how to correct for it. \n", "\n", "The tutorial assumes a basic knowledge of python and astronomy, and will walk the user through several of the concepts outlined below:\n", "\n", "1. Downloading and comparing LightCurve Object data\n", "2. Examining a TargetPixel File (TPF) for crowding\n", "3. Creating a light curve from a TPF\n", "4. Removing the effects of scattered light and noise\n", "5. Removing the effects of crowding\n", "\n", "This tutorial is designed for users that have previous experience with *Lightkurve*." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Imports\n", "\n", "This tutorial requires the use of specific packages:\n", "- [**Lightkurve**](https://docs.lightkurve.org/index.html) to work with *TESS* data (v2.0.1)\n", "- [**Matplotlib**](https://matplotlib.org/) for plotting.\n", "- [**Numpy**](https://numpy.org) for manipulating the data." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## First time users\n", "\n", "If you are not that experienced with *Python*, or cannot download *Lightkurve*, you can run this notebook as a [Colab notebook](https://colab.research.google.com/notebooks/intro.ipynb?utm_source=scs-index). Colaboratory allows users to write and execute *Python* in your browser with zero configuration required. \n", "\n", "All you need is a Google account and to copy and paste in the following command at the top of your colab notebook:\n", "\n", "`!pip install git+https://github.com/lightkurve/lightkurve.git --quiet`\n", "\n", "This downloads the *Lightkurve* package." ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", "import lightkurve as lk\n", "import matplotlib.pyplot as plt\n", "from lightkurve.correctors import RegressionCorrector, DesignMatrix\n", "from lightkurve.correctors import PLDCorrector\n", "import warnings" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Introduction into crowding \n", "\n", "*TESS* photometry, while high-cadence and of high quality, does suffer from crowding issues. \n", "A single *TESS* pixel corresponds to 21 arcseconds (~0.35 arc min) on sky and the *TESS* Pixel Response Function (PRF) is very large compared to the pixel. A target of interest may therefore be contaminated by any number of neighboring objects, and it is important that the light from these other objects be accounted for and removed. \n", "\n", "For exoplanets, if this excess flux is not removed, it can cause a decrease in the apparent planet transit depth and lead to a systematic underestimation of the planet radii.\n", "\n", "[LightCurve Objects](https://docs.lightkurve.org/tutorials/1-getting-started/what-are-lightcurve-objects.html) have been corrected for this crowding via the data processing pipeline developed by the Science Processing Operations Center (SPOC). A description of this correction and its application is provided in Section 2.3.11 of [this paper](https://iopscience.iop.org/article/10.1086/667698/pdf). The correction however is applied only to the PDCSAP flux and not the SAP flux. \n", "\n", "The crowding correction applied focuses on two parameters:\n", " - The crowding metric: This reflects what fraction of the flux in the aperture is due to the target itself, not the nearby light sources. \n", " - The flux fraction: Similar to excess flux leaking into the aperture, a fraction of the PRF of the target may not be captured in it. To account for this missing fraction, the flux fraction is computed.\n", " \n", "If PDCSAP flux is not available, the user may apply the corrections outlined below to remove not only the instrumental noise, but any additional crowding effect." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 1. Downloading and comparing LightCurve Object data\n", "\n", "In this tutorial we will be examining at the binary star system [WR21a](https://en.wikipedia.org/wiki/WR_21a). Let's first see if there are any LightCurve objects avalible for download. " ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "data": { "text/html": [ "SearchResult containing 4 data products.\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "
#missionyearauthorexptimetarget_namedistance
sarcsec
0TESS Sector 092019QLP18004645701670.0
1TESS Sector 102019QLP18004645701670.0
2TESS Sector 362021SPOC1204645701670.0
3TESS Sector 372021SPOC1204645701670.0
" ], "text/plain": [ "SearchResult containing 4 data products.\n", "\n", " # mission year author exptime target_name distance\n", " s arcsec \n", "--- -------------- ---- ------ ------- ----------- --------\n", " 0 TESS Sector 09 2019 QLP 1800 464570167 0.0\n", " 1 TESS Sector 10 2019 QLP 1800 464570167 0.0\n", " 2 TESS Sector 36 2021 SPOC 120 464570167 0.0\n", " 3 TESS Sector 37 2021 SPOC 120 464570167 0.0" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "search_lk = lk.search_lightcurve(\"WR21a\")\n", "search_lk" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "OK, great! There are data for multiple sectors. For this tutorial, we will examining data from Sector 36 which is provided by the SPOC. We can download this via the following functions," ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAvUAAAFwCAYAAAA414R7AAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAAPYQAAD2EBqD+naQAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjIsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy8li6FKAAAgAElEQVR4nOydd1gU19fHvwsi0gQLKhEjlpjY0BgLij12VOwt1l+wxKhRYk/sxsSQoCZqTNSgsWGJxljRoIC9RiMaxYria690Bfb9w2cmM7PTZ3Z3Fu7neXie3Sl3Lrs7d84995zvMZnNZjMIBAKBQCAQCASCw+Jk7w4QCAQCgUAgEAgEbRCjnkAgEAgEAoFAcHCIUU8gEAgEAoFAIDg4xKgnEAgEAoFAIBAcHGLUEwgEAoFAIBAIDg4x6gkEAoFAIBAIBAeHGPUEAoFAIBAIBIKDQ4x6AoFAIBAIBALBwSlk7w4UBPLy8vD06VO4ubnBZDLZuzsEAoFAIBAIBAfBbDYjMzMTxYsXh5OTsD+eGPU24OnTpxgyZIi9u0EgEAgEAoFAcFCioqJQsmRJwf3EqLcBbm5uAN58Ge7u7nbuDYFAIBAIBALBUcjIyMCQIUNoe1IIYtTbACrkxt3dnRj1BAKBQCAQCATFSIVwk0RZAoFAIBAIBALBwSFGPYFAIBAIBAKB4OAQo55AIBAIBAKBQHBwSEy9DQkPD7eQIgoJCUFISAj9PiMjA8+ePUNeXp6tu0cgCOLk5IRixYqRnBACgUAgEAwKMeptSGRkpKBRlJeXh82bN+P48eM27hWBIJ+goCD07NlTVCeXQCAQCASC7SFGvUGgDPpOnTqhYsWKcHZ2tneXCASa3Nxc3LhxAzt27AAA9O7d2849IhAIBAKBwIQY9QYgIyODNuhbtmxp7+4QCLwEBAQAAHbs2IFOnTqRUBwCgUAgEAwEWUM3AM+ePQMAVKxY0c49IRDEoX6j1G+WQCAQCASCMSBGvQGgkmJJyA3B6FC/UZLITSAQCASCsSBGPYFAIBAIBAKB4OCQmHobIiRpGRgYaKceEQgEAoFAMBJ169bFhg0b8M4779i7KwQHgxj1NkRI0vLOnTt26I3+dOrUSfKYzz77DDVr1kRYWBgmT56M4OBgep/ZbEZcXBxiYmJw69YtZGdnw9fXF40aNUJoaCiKFSsmqx9//PEHVq5cibp162LGjBkW+48fP44tW7bg5s2bKFy4MCpXroyJEyfCy8vL4thr167h888/R+HChbF582bJ/9fHxwdr1qyh30+ZMgWJiYm8/ZwwYQKaNm1Kv4+NjcXmzZvx8OFD+Pn5oW/fvmjcuDHrnOjoaFy8eBFJSUnIyMhAZGSk4MC/b98+7NixA3fv3oW7uzveffddTJs2DQDw4MEDhIWF8Z5XqFAhbNu2jXcf4Q1LlixB4cKFMXToUHt3hUAg5ENSUlKIUU9QDDHqCboRERHBej9hwgR07NgRzZo1o7f5+fkhKyvL4lyz2YzIyEgkJCSgZcuW6Nq1K9zd3XH37l3ExMQgKSkJ8+bNk+zDs2fPEB0dDR8fH979f/31F5YuXYquXbti4MCByMrKwoULF5CTk8Pbp2XLlqFo0aK8fQZg8f8VKsS+pT755BNkZGSwtv355584evQoatWqRW87cuQIFi5ciB49euD999/H8ePH8e2338Ld3R116tShj9u7dy/KlCmD2rVr4+jRo4Kfw/r167F9+3b06tULVapUQVpaGs6cOUPvL168uMX3BQAzZ85EzZo1BdslvOHKlStwdXW1dzcIBEI+ZcKECdizZw98fX3t3RWCA0GMeoJuvPfeexbbfH19LbbzGch79+5FXFwcPv30U7Rr147eXrNmTbRt2xanTp2S1YeoqCg0aNAADx8+tNj38uVL/PLLLxg2bBjrGvXr1+dt66+//sLLly/RunVrWp9dzv/H5O2337bY9t133+H999+Ht7c3vW3t2rUIDg7GoEGDAACBgYFISUnB+vXrWUb9r7/+CicnJ1y4cEHQqL9z5w42btyIGTNmsM5t2LAh/drFxcWi3xcuXEB6ejprkkIgEAgE23H//n36dW5urh17QnBESKIswRBs27YNFStWZBnbFCaTSdDwZnLx4kUcP36cNoy5HD58GADw4YcfSraVlpaG1atXIywszML7roV///0XDx48YBnO9+/fR0pKioUx3axZMyQlJeHFixf0NjmVXGNjY1GmTBmWQS+H+Ph4uLu7y/qsCQQCgaA/zKrypHI3QSnEU0+wO48fP8a9e/fQq1cv1W3k5ubi559/Rq9evVC8eHHeY65cuYKyZcsiNjYWGzduxLNnzxAQEIAhQ4awQmGAN57zSpUqoX79+rh27Zrgdbds2YLffvsNRYoUwfvvv48hQ4agVKlSgsfHx8fD1dUVQUFB9LaUlBQAgL+/P+vYcuXKwWw2IyUlheXVl+Ly5csoX748oqOjsXPnTqSnp+Pdd9/FsGHDBGsh5OTk4OjRowgKCkLhwoVlX4tAIBAI+sGUCyZGPUEp5BdDsDtPnjwBAJQsWVJ1G7t370ZWVhZCQ0MFj3n27Bnu3r2LDRs2YMCAAZg+fTq8vb0xa9Ys1pLnjRs3sH//fsFEUoqWLVti5MiRmDt3LgYMGICLFy9i0qRJSEtL4z0+NzcXR44cQYMGDVCkSBF6O3W8p6cn63jqvVB7Qjx//hznzp1DXFwcRo4ciSlTpiA7OxvTpk0TbOvMmTNITU0loTcKMJvN9u4CgUDIZ9y8eZN+TYx6glKIp94B+frrr3ljxrVQqlQpTJkyRdc25UIZRyaTSdX5z58/x7p16xAeHg4XFxfR62RmZmLixImoW7cuAKB69eoICwvD1q1bMXLkSDo5tkOHDihXrpzodceNG0e/rlGjBqpVq4axY8ciJiYG3bt3tzj+77//xvPnzxUbzko/l7y8PGRmZmLKlCkoX748AKBy5coICwsT7FtcXBx8fHwsViwI/Kj9rRIIBAKXnJwcdO3aFVu3bsWGDRvo7WScISiFGPU2RC+densZ39aC8tA/evRI1fnr1q1DQEAAqlWrRnuic3NzkZeXh7S0NLi5ucHZ2Zn2fDPVXVxdXfHuu+/i9u3bAIBDhw7hzp07GD9+PN3Wq1evALzxmBcuXFgwPKVChQooW7asYLhOfHw8vLy8LGLdmR55pmwndX0PDw9Fn4eXlxcyMzNpgx54o3bj7+9P/59MMjMzcerUKbRp04ZUNSYQCAQbk5eXh3v37mH16tWs7ampqbKlnAkEgBj1NiW/69SrpWTJkvDz88OZM2cwYMAAxeenpKTg4sWL6Nu3r8W+vn37YubMmfjggw9Qrlw5Qc8HNdlKSUlBWloaPv74Y962unfvjsGDByvuY3Z2Nk6cOIHmzZtbJN5SsfQpKSms1YE7d+7AZDJZxNpL4e/vz7uSYzabef//Y8eOITs7m4TeEAgEgh2gVquXLVvG2j506FDExMTYo0sEB4UY9QRD0LVrVyxduhT79u1DmzZtWPvMZjNOnz6NevXq8Z47dOhQpKens7YtX74chQsXxqBBgxAQEAAAqFevHjZs2IDz58/TCi9ZWVm4fPkybdB++OGHFjrtf/31Fw4fPoyZM2eKagbfuHEDd+/eRatWrSz2nTx5EpmZmbyGc5kyZeDv749Dhw6xZCcTEhJQpUoVRUmywBuJzgMHDiA5OZn21j958gQpKSm8fYuPj4efnx/effddRdcp6JCYegKBoAf//vsv73buc41AkIIY9QRD0K5dO1y6dAlLlizB5cuXERQURBef2rdvH1xdXQWNej5FFw8PDxQpUoRloL/zzjto0KABfvzxRwwaNAg+Pj7Yvn07srOz0a1bNwBA6dKlUbp0aVZbFy5cgJOTE6utrVu34v79+6hZsya8vb2RnJyMTZs2oWTJkhaTEuCN4ezr64tq1arx/g8fffQRvv32W5QpU4YuPvX3339j5syZFn15+fIlHUbzzz//4OHDhyhVqhRdfTAoKAiVKlXCvHnz0L9/fxQqVAjR0dHw9vZG27ZtWe29ePEC58+fR48ePXj7ReCHxLoSCAQ9OHv2LIYNG8a7T6joIYEgBDHqCYbAZDIhPDwcderUQUxMDL7//nu8evUKvr6+qFevHrp06aLLdT7//HOsWrUKUVFRyMzMRJUqVTB37lyUKFFCUTv+/v44evQoDh06hMzMTHh7e6NevXro37+/hYoNVc01NDRU0Bhs3LgxsrOzsXnzZmzbtg1+fn6YOHGiRfz9+vXrkZiYSL9ftWoVgDdKPFTirrOzM2bOnIkVK1ZgyZIlyMnJQY0aNTBhwgSW6g7wRrs/NzeXhN4QCASCHRAy6AkENZjMZA3Z6mRkZKB3797YuHGjYEx9ZGQkwsPDJRVXCAR7Qn6rbxg7diycnZ3x/fff27srBALBgaGU2IQ4ffq0jXpCMDJSdiQFEUElEAiEAsaMGTNw69Yte3eDQCjQEJ8qQW9I+I0N0UvSkkAg2Je8vDzk5ubauxuq2bVrFz788EM6iZxAINgepiY9gaAHxKi3IUTSkkDIHxw9etTeXVCM2WxGeno6nfNB1V8gEAj2ITIy0t5dIOQzHNKov379OjZs2ICrV68iLS0Nvr6+aNasGbp27UonAi5YsAAHDhwQbCMiIgLvvfce/T4zMxNr167F4cOHkZqaCn9/f/To0QNNmzZlnSf3OAKBQDAS58+fR1hYGKKjowHAoVcaCISCwqtXrwQLHhIIXBzOqL99+zYmTpyIsmXLIiwsDEWLFsXFixcRHR2N69ev48svvwQA9OnTB+3bt7c4f86cOXBxcaHl/yjmzZuHq1evYtCgQShbtizi4+MRERGBvLw8NG/eXPFxSqBCcshDlmB0qN8oN4wsP3P58mW88847Dl9tl/LMX7x4EcCbCs6PHj3C7du38cEHH9izawSVCBWUI+QffvnlF4waNcre3SA4CA5n1MfHx+PVq1eYMmUK/Pz8AAC1atXC06dPERMTg7S0NHh6esLPz4/eT0FpfPfu3Zv1gD59+jTOnTuH8ePH09J+gYGBePjwIaKiotCkSRM4OzvLPk4pVBnoGzdukBhXgqG5ceMGABSo0uX9+/fH1q1b8fbbbys6LzExEdWqVTPMBIgy/ubMmQMAWLhwIY4cOYJTp06hffv2CAoKwsaNGxEREWFRq4FgTOrVq4eDBw/C09OTGPf5FKJVT1CCwxn1hQq96TI3Nt3T0xNOTk70fj72798Pk8lkUVXz2LFjcHNzQ+PGjVnbW7Vqhe+++w5JSUmoWrWq7OOU4u7ujqCgIOzYsQPAm2JKju4VJOQvcnNzcePGDezYsYMuDFaQ2LZtG0aPHi1ooOfk5FiMPYMHD8Zff/0FHx8fW3RREj6jLy8vDwDw999/46233sKlS5fw/PlzYtQbiGfPnolOolu0aIEVK1agdu3aNuwVwZpUqVIFSUlJAEihO4IyHM6ob9myJbZv346ffvoJgwcPRtGiRZGYmIi9e/eiQ4cOFsV1KNLT03HkyBHUqlULZcqUYe1LTk6Gv7+/hSFNec2Tk5NRtWpV2ccJkZGRIbgvJCQEr1+/xvbt22EymciNTDAkQUFB6Nmzp727YXWCg4OxZ88eFC1aFACwZs0aODs7o2PHjnBzc2Md+/jxY7Rr184h9aSpUJzU1FQkJCTYuTcEPlq3bi3528rJybFRbwh6ceLECcF9nTp1omtguLq62qpLhHyAwxn1pUuXRkREBObNm4ehQ4fS2zt16sR6zyUhIQGvXr1C69atLfalpqZaGPoA4OXlRe9XcpwQQ4YMEd1PERISgpCQEFnHEgi2wMnJCcWKFSswHvrs7GxkZWXh0qVL9LZVq1Zh1apV6Nq1K+tYo6nIvH79Gi4uLrKOpZb209PTcfXqVQBEO9sopKWliYo9EBybe/fuCe5jOg6Ig4+gBIcz6h88eIA5c+bAx8cHkydPhre3N5KSkrBx40ZkZWVhzJgxvOft27cPXl5eaNiwoY17/B9RUVGyjCIXFxfZD2UCgWAdXr9+zZugxn3InjlzBsAbw9jDw8MmfROjYcOGvJ7d7777TnWbsbGxaNKkCVHhsCHXr1/H7Nmz7d0NgpWQey9JOQsJBCbGyOBSwOrVq5GZmYnZs2cjODgYNWrUQLdu3TB06FDs378fFy5csDjn5s2buHbtGlq0aMFrLHt5efHeONQ2yhMv9zgh3N3dZf0Rg55AsD+hoaG827ljzKxZswAAf/75p9X7pIVr166pPnfSpEm4f/++jr0hSCGVV0W8+I6NmFHfrl07+vWWLVts0R1CPsHhjPobN26gXLlyFrHzlETl7du3Lc7Zv38/AKBNmza8bQYEBCAlJcVCUjI5ORkAUL58eUXHEQiE/AsVpsIlNzcXz549M0RsupYQGrPZjGfPnllsJ2EAtuX//u//RPdTKkbAG6UlgmMhpoollBtIIEjhcEZ9iRIlcPv2bWRmZrK2X758md7P5PXr14iLi0OVKlUEje6goCBkZmZaVImMjY1F8eLFUaVKFUXHEQgEx0WJQTx//nzWeSdOnEB4eDiuXLkCABZKW7bi448/Vn1uRkYGWrdubeGZJ5WvbcuePXtE9zNXjePj463dHYKNmDlzJgDgo48+sm9HCA6Jw8XUd+7cGV999RWmTZuG0NBQFC1aFFeuXMGWLVtQrlw5iyIqx48fR2pqKgYNGiTYZt26dVG7dm0sXboUGRkZ8PPzQ0JCAs6ePYvPP/+cXgaVexyBQHBcKEUYOWzevJl+nZubS3uzqSJ4tmbdunUAgH/++Ye1/fXr17LbWLJkCYD/5C4pxowZ45AKP46K2MoIV+3mxYsX1u4OQWeEvt+OHTsCAEaPHk3fzwSCXBzOqG/QoAHmzp2LLVu2YPny5UhPT4evry/atm2Lnj17WsSj79u3D0WKFEGTJk1E2506dSrWrFmDdevWITU1Ff7+/pgwYQKaNm2q6jgCgeCYqC32Yjab7V4desGCBbzblUxUqAkBUcExDqdOnUK9evXo9y9fvmTt5ws7JRib7Oxs0f1iNXcItuHcuXOoWrUqXFxcsGnTJvTp08feXZLEIX81gYGBCAwMlHUsM+5QDDc3NwwbNgzDhg3T5TiCdvgK+hAI1kZtQuiSJUvwzTffALD9A/nx48eiRa7S0tIUt3nu3DmULVtWS7cIGmBOqj755BPWKsnDhw/t0SWCjixatMjeXSBIEBYWhsqVK9MiA8SoJ7AIDw+3SI4hmvT85OXlISgoiCz3E2yOHr85sSQ4axASEkLH4vIxduxYxW3Gx8eTscmg7Nq1y95dIGiE6anv3bs3Nm7cSJ53BuTx48f27oIiiFFvQyIjIwtM8R6tUF6qrKwsogRAsCmNGzfGzp07VZ1LxclqkY9UQ25urkUMvFZI+I1yQkNDMW/ePFSvXl1zW5T4AyF/woypN5vNhqhxQbAkIyPD3l1QhMOp3xAKFnwVgI3Mv//+i8WLF9u7GwQNaDFm7Sn7OGPGDF3b03uSUBC4e/cuLXGshby8PDx69Ehw/4YNGzRfg2BfmMnNZrOZKBgZFGbF8G+//daOPZEHMeoJhoQyrLjSpUbn0qVL+O233+zdDYJK0tPTMWXKFNXn84XAiBln1oSrkKIUyqiX0ksnsJk+fbrmNiZOnGixLT09XXO7BGMi5Ui4dOkSjh07ZqPeEIRISUmxdxckIUY9wWFITEzETz/9ZO9uEPIxT5480XQ+31KtvZRw+ApIKYEyNDp37kxvW7NmjaY2jYBadSMlnDp1StP5cXFxFtuaNWumqU2CceCG90mNEWPGjMGyZcus2SWCDLg1iowIMeoJDkNiYmK+MCr04MGDB/buAlasWGHvLuiOrRNcrYnWUCC+pL38oNjRuHFjJCUlWfUan3zyiepztU7GCMaHu6InFer2/PlzK/aGkJ/IP08wQr7HycnJqsl7OTk5GDt2rOqY2Pnz59ssqSYkJESzV1kLdevWJZ4jg7Ny5UpN59vCo21rEhISALDjZPVCjWwoH46WR0TQjpzVPHvm6xAcB6J+Y0OIpKV8+Ix3k8lkVaM+KCgIAHD48GFV0mKbN2/GgAED9O6WBatWrQJgP3US4jVyDA4fPoxJkybZuxuGwpr67n/++afV2maSmJhok+sQbIeXl5e9u0DIJxCj3oYQSUtpFi1ahM8++4x33/z58+Hs7GzjHikjMzPT6h6VAwcOALCfUR8TE2OX69oCa3x31vZ4Cxmq9+7ds+p1HREq2XDp0qWYNWsWfH19dWub+9vZuXMnOnbsqFv7wJsVsnnz5vHue/z4MUqWLKnr9Qi2QeiZZ3QyMzPh5uZm724QGJDwG4LuzJ8/X7VqzZo1azBs2DDs37+fd7/RtbO3bNli9T5eunQJgP0kByMiIuxyXVtgDaN+3bp1urfJ5Pjx44L70tPTMXz4cNVt16tXT/W5RoMpG3jy5EldpCe57TMRKwamhevXr/Nupyb7BMeic+fOghWo//jjDxv3RhlNmjSxmxAAgR9i1BN05dixY9i8ebOmEI2zZ89qloWzZ7x3Xl6eVWJ2uTx9+pT13tEq3xkRPqO+Tp06mtrctm2bpvOlEPutNWvWDGfOnFHdttEn0Uo4ceKEza9pjfh4oe/bETS07UVeXh5u3Lhh724AsJQmHTlypOCxb731Fv3aqPLOJNbfWBCjvoCSkpKCX375Rfd2v//+ewD6GgNms5meJMj1TttbmcUWCbPc+P127dpp1iYvCOTk5AjqDfM9oIRCKHr27Klrv2zB9u3b0bRpU1SsWJG1/dNPP7VTj2zH/fv3rdo+35hnDSUbpmdUi8pOQWLu3Lno1auXvbsBAFiwYAHrvVjIFDMHLzU11Wp90kJBM+qtPY5ohRj1BZTLly9bxainbvDdu3fr1uawYcPQqlUr3dqzBlxj2l4DXUEbYNVw8uRJdOnSRfK4sWPHAhCWuXTEz7pUqVKIjIy0WAkbMmSInXpkfeLi4nDu3DnMnTvXqtfRw5Ehp9DX69ev6dcff/yx5msWBGyVxCwH5venBKOumjniOKgFo66YUBCjvgBiNputPkBwi2to4e+//9atLWthq9k7Nw7Yll6Dtm3bWmwbPXq0XcIatCD226ceUNWqVaNf+/j4oGvXrhbHGiVpW24ibmhoKFxcXFjbfHx8ZE1wHJXz589j/Pjx2LVrl8U+IxojmzdvljyGrMYVTB49eoRz587ZuxsW5Fc1JqFcASOOG0yI+o0NMYqk5ZEjRzBlyhSrtH3z5k0A1vUqpKSkwN/fX9axt27dwsOHD1G/fn2r9QewNPCsdeN3796d9f7Zs2coU6YMRo0aZZXrMeHTxT927Bhatmxp9WvbmkKFCsHNzQ0+Pj4IDg6Gq6urRWy8UQZ3KnFaCj7j/6+//tK7O4ZCTAHIKN8fE25xvYoVKyqKBc/NzTXMZNMoMAum5eTkCCal2gqmp75Hjx6Kzg0LC4O3tzeWL19uEUJnLwYPHqxKAtrImM1mOpTY0SBGvQ0xiqTlrVu3rNLur7/+Sr+2ppZ5ly5dMGDAAF4ZsLi4OHh4eAAAmjdvjq5duyIuLs7qyYr2WhqlDBNKAcUe/bCXCo81iYyMhKenJ9q0aQOTyQR/f38EBwfjyJEj9DFMo7B06dJ2q/Ir9zvPj9+TFNR3xGfA623U79u3T9f2AP7v7OTJk6z3fn5+9OSlQYMG+c7A0gpzopSeng5vb2879ob9O1FT1+TFixeGja/PLzx+/BibNm2ydzdUQcJvCiDWWr5dunQp/Zqb4a83QjfcunXr6KX2tLQ0ZGVlyXp4c+PksrOzFfWHmxhLVa4sCDhaOICYEUytmvn4+KBQoULw9PQE8MZwmjFjBn3c/v37Wb8re65WCMm/cimIBW6uXr0quO/333+X1catW7dkJVnKXTERgi+5ns+ov3v3Luv9jh07NF23IKFGfnHRokUWEym9UOvkM2p8fX5B7HdixBU+JsSoJzgk2dnZFg834M1DkHnTyYlRBSwTzjZu3KioP3379mW9t5VRP3jwYJtch4Lv4Sakm21U+HI0+vbtKzkRLVasGBo1akS/NvrgzoVawSpIUNWX+ZDr0X769KkmOcS7d+/KWh3l07UvUaKE4PFi32eDBg3kdC1f8Ntvv8l2LKgxhrdv345///1X8Xl8REdHa+4PAMTGxgJ4MxHUauDn5OQgJyeHtx0hlTAupMq4cSBGPcEwDBw4UNHxly9ftthmNpstPFe3b9+WDD3gSs8p9ehwB0RbxbXa2kvOJ9G3detWq6/M6Mnq1asttl29ehXNmjUTPc9kMqFChQqsbb6+vli7dq2qZXRb8/7779u7C3aDzwEgpGrERWvY0rJlywSrwDLhU0VZsGCBoJJYrVq1BNsqSAWBfvjhB6SlpVmtfa6jSAvfffedLu1QCbNNmzbVnDw7YcIEBAUF8RYVFEuiZ0r6zp8/X1MfjMSaNWtEJ/y2kKvWAjHqCyDMuGAjoXT52snJCa9evWIlcAp5LaQKszx69EjRteX0TQmXLl1iJXSpxdrLskKxnHIVWIxEcnIyEhMTeVV95FCvXj306dMH7733HkqVKqVz7/SnadOm9GtfX1/WeyZ79+61VZdsBp9Ck9FWWviSej09PVGqVClUr17dYl/hwoVt0S2HQO532aFDB6u2L0a/fv0stqkdr5mTNqWholyoZ59QUrlQxWpKFAMAjh49mm9qXURHR4tWgza6A4cY9QWMunXr2kwikgphsdYkIjs7G+vXr0fv3r3pbUKD5JYtWxS1rXUQV2rUX7lyBevWrVN1LSFP4tdff62qPTG++eYb3u1GjPG8fPmyaJXdKVOmYPDgwbyqPkJ88MEH9OtGjRph0KBBmvpoL0qXLo3IyEjWNldXVwAFM0xHjBEjRkgeI/b7T05OljXpZRpJXPiSO4XGmPyuaKQFNSsYZrNZ8/MgISEBSUlJFtuLFCmiqj29xtucnBz6+SHUphxltfT0dIeTNhbC0dWjiFFvQ8LDwzFy5EjWH59+srXgU2fQIxYuJyeHV11m1apVeP36Na9KjR7MmzcPixcvZnkq7KHwwRdTrvQh8NVXXyEvLw/Lli1TrGzw448/0srN2VIAACAASURBVK+ZBqrcREA9MJpRf+TIEfTv3x8///yz4DFqiogwy7aLERQUZBP9dy2x3lwOHjyIHTt2wM3NTbc2CwpijotLly5pTqLlk2EUClf84YcfALxRAisoKBlvP//8c0Vt6xFaGB4ezrtd7QSa6azQMuEIDQ3lnWxwmTp1quprOBLp6em8BeCsXbhOT4hRb0MiIyOxdOlS1p8tNer5bszvv/9eczxiWloavvrqK4vtjx49QsOGDTW1LQY3tu3atWuaH55q4JsYqR1oV6xYobigFPN4e3npjCSXeO/ePXoiKbZicufOHcVt+/j48IZCcHFzc8OXX35Jv7fWpIdrcGhZnSlcuDD8/Py0dslh0FOCVM4Y+urVK9Xt8xn1NWrUoF8HBgbSrymjxKhhlvYmPj5e9rHUCosWw9ka9z4zt+nZs2eq67Aw7wGxWHFryLUakYsXL9q7C5ohRn0BZ8+ePWjevLm9u8GL3PhHatAUiv1Tg9pQGApbFjiRK2mohaFDh4ruN5JuMjOBmmvUc0NOlFKyZEneRFtAfNn2zJkzmq4rl9atW+Pw4cO6t0uF5gDqy9zbGj2MdrGQGCbU72zAgAGCvwO+lbOuXbvKUlaRKhbYp08fi216VvU2EhcvXrQIIVVqdMtNdtywYYOq9plYO2n5+vXrujhVzp49q0NvHBsjOafU4pDFp65fv44NGzbg6tWrSEtLg6+vL5o1a4auXbtaxKhdvHgRmzdvxuXLl/H69WuUKFECLVu2tBgEMzMzsXbtWhw+fBipqanw9/dHjx49LJLJ5B5HkMfmzZvx8uVLC0lJALKrxlLelIULF4oet3v3btkTBT6VFyH4Bnx7VS1cuHAh+vfvr3uBMak8jD59+hiy6A3XqLdmQZGBAwciKiqKd58tE4mLFCkCJycn1gNKKBdCDUrzReyFHqugv/32m6LjP/zwQ3z22WeoW7euxT6+UKk7d+7QK31ixl+xYsVEr/vuu+9abHOUyZdS1q9fjydPnmDZsmWq2zh8+DDatGkjeRylLqbFqFeSs6MGoTGHjz/++APJyclWC4l1dIRWVYwWXiqGY4zODG7fvo2JEyfi4cOHCAsLw/Tp09G0aVNER0dbyEXFxcVh6tSp8PDwQHh4OGbMmIHu3bvzfkHz5s1DbGws+vTpg5kzZ+Kdd95BRESERVyi3OMcDWv/aCdOnIhu3bpZbD9//jxOnTrF62Vv3Lixrn2YPn0673a9lW8AbUvteqDVI60GIw58XAPU1hKg/fv3p1+PGzdOdt0EuTDDPsSqJrdq1UpRu2L3nqMnklkD6rdfuXJlwWOEvh+TycR77yj5nOXmejg6ZrMZMTExFh5VpUa33GJS1Hjx/fffSx6bnZ3N+z1aK8RWzcr0mTNnWBV2uYit8mlV2XEEhCbWVatWtXFP1ONwRn18fDxevXqFKVOmoEmTJqhVqxb69euH1q1b48SJE/RD7smTJ1iyZAnatm2LCRMmoH79+ggMDETbtm0tCgWdPn0a586dwyeffIL27dsjMDAQo0ePRu3atREVFUV/0XKPc0Tq1atn1fYPHDiA27dvW2ynHmh8GfbVqlWT3b4WL3GnTp1UnyuEliqP3AeD2WxW5HlfuXKlXSQmjbJ0yYyLpJbPAeWGrRaoFUPK2Lh16xauXLmC+fPn6xrLPXr0aPp1uXLl6NdqZTopuKteRvlubY2tqrXyFcmaOHGixTbmd8zExcWFdzufjKIjI7RiKJRLwlefAHjjsZYD0wkgdQ8EBwfj4MGDrG1i6ltyEapTIEeVhgsVJrlixQqMHDnSYn9UVJSgc4b5v6lx4Ny/f9/wzs9r165ZbCtdujQCAgJ0De+1Jg5n1FNhDdzyyp6ennBycqL379u3D1lZWejRo4dkm8eOHYObm5uFd6pVq1Z4+vQpnR0u9ziCMEqXhCtVqiTrOLkV/+rWrWth8Gr13mqVO5MaIO/duyfrd0zx008/2SU+0iieeqEqonKVnn755RfNfaBioKmVgoULF9Kfjy3CIubMmaNre45k1GdmZtq8oir13aodC/gSbflUiAICAhS1m5+eSRkZGRg2bBgAy1yHmJgY3nOuXr3Ku11uCBnz2SDHUUJ9j9OmTUNWVhbatWsneGydOnVk9UHPGhjU7zM5OZl3teL8+fO0U4RrgDM/C7FKzUIcOnQIkyZNUnyeLVm8eLHFNqp+jL1CapXicEZ9y5Yt4eHhgZ9++gn3799HRkYGTp48ib1796JDhw60hywxMRFeXl5ISUnBmDFjEBoaiv79+2PJkiUWSTLJycnw9/e3WO6kBtDk5GRFxwmRkZEh6y+/xkIC/B51MWNQ7hK0krhFrhGvZxEaNbHLfJ55ihMnTtCFs5jLn2rDOOLj4/HkyROrhKFw/49r165ZZRVEiJycHF2ShosXL665DcrpwFy2dSTDmAufTrpRSU5O1mXVVImSlFajng++mG81oU8DBw7krb7taDBrjfDJ0aanp6N169asbULjXF5eHo4dOyZ5TebvSOw3RX3/ZrMZjx8/xp49eyQT1sXkdu0J9ZlxHWXM/3/JkiWq2qZW5o3iAGIiFF6ktpaAvXCMqQeD0qVLIyIiAvPmzWMpcnTq1In1/smTJ8jOzsY333yDnj17YujQobh69SrWrVuH5ORkzJ8/nx6AU1NTUaZMGYtreXl50fuVHCfEkCFDZP2Pffv2zXfLpnzk5OQIxpNScB9igwcP5vUSWENyS03RETWxd2Ja41evXqUfDsyKf76+voqvA7zRaJ49ezamT58uO2Tp6NGjso7jGq2HDx8WrFJoDbZs2aJbGXY1VK1aFVWqVGElLTKTva2dMGdNtm7daliVLC0sWLAA48aN490nN+4a+E9aVMpYyc3N5TXM5SbbqzHqL126pEsYiL3Zvn07/Zrvc961a5eFwIGY8yIhIUFScpl5vlhblPPi9evXtLE+efJk0baNVtGYC3c8nzNnDkJDQ0XP+fLLL/Hq1SveCu7Ud7Zy5UrcvHmTVwbbmqSmpuKTTz7B2rVrefd/8cUXvNv57rmXL1+iaNGiuvZPLxzOqH/w4AHmzJkDHx8fTJ48Gd7e3khKSsLGjRuRlZWFMWPGAHjzA3r16hUGDhyInj17AgBq1qyJQoUKYfny5Th//jxq165t075HRUVZhA3xIRQfmR+gBrLs7GwEBwejQ4cOog9C7jKp0ED48OFD1X0Sun5iYiJq1qwpeT5VORcAypYtq/j6csNCmCE4np6eiq+jFrlxxdzPkW8p05rotcJVvnx5Vee1bNkSLVu2lDyuS5cuhlQK4nL69GkcPXoUY8aMgaenJ1xdXfNdstyxY8cEjXol3sSIiAjF56xYsYJ+LSecYfv27Vi6dCmANyo7BQ3ms4Dvc+araCqm1S8nt4UpeNC6dWvB+5aqFXL79m1Zq6Dt27eXPMZe/Pjjj1i5cqXgyiKfshPF3r17Bfd9++23cHFxwb179wRzHaxJZmam6IrV06dPLbZNmDCBt3ZHQkICOnbsqGv/9MLhwm9Wr16NzMxMzJ49G8HBwahRowa6deuGoUOHYv/+/bhw4QKA/7zn3Lg1qsw7swqol5cXr5ed2ka1Jfc4Idzd3WX96WnUK0mAFZrBWgOqMM/u3bvp74yia9eu9Gt7Km3I0TLevn07Dh06pOk6XO/yvXv3dKn0a2uYD1p7LK/q5fnS04NWpUoV3u1UbLDRadSoET766CMAjlPMiK8ipBB8yftCMCs3c6FCE5jedb6kVuZ9oVSSsWzZsrRhO3v2bEXn5geY9yXf+EIVlWLGvu/Zs0ewPTnj+59//qmkizCbzbKcID4+PoralYOc8D45z6rz58/Lbk8pr1+/VrUCrgdSeRR8/69QxV8jK4A5nFF/48YNlCtXziLO6Z133gHw3yAtlFDEF/sYEBCAlJQUi5g5Kkae8tzJPc5IKDGuuMa1NaC8GMxMeu7n2bdvXzpBlnsj6hErK3dAkfPZzZkzR3OfuBn348eP16TBLAW1NCo3zvbFixcW2/hCA5hx/tz8EirZyJoIDdr2qrILCPfJkQq9CHmyjYrccDFAPKSCW3lUzAtJwbwvfvjhB4v9clWp+JJkgf9yNYxsVFgLKU89BfUZS9UaefnypeI+SCmg2LPyqpL/R6pqeXZ2Nq/0pVp5TmYiuNKJkt7w5TpMnToViYmJkudSVZxtLY2sBIcz6kuUKIHbt29bJMpQBkqJEiUAvPEwAZaVHKnlM2bca1BQEDIzMy0eBrGxsShevDjtbZN7XEFHLK6ZueQsRMWKFemQFsprX7NmTZQtW1ZWwRC9ePTokaxsfeoG5xq6zJn/jBkzFBlyW7ZswaRJk2QNNEqhBli50op8scVHjhyxmHgcP36cVo7hhmmIaSPrhdBkbfLkyUhJSbH69Y3Gr7/+CuBNldOChF4hQnzL8UrgMzz58hL4xgWhWG8qjpdvsihWUEiuIyMuLk7RvdKsWTPZx2rh5MmTrPEqJydHMNwuLy8PiYmJvHVRmCQlJWHBggWK+kHdU0LIzZtRWoOFuXotBJ8EqhBUDogQwcHBvNvVyvFyw5Zs4UDkQt2PfM4sof5wn+nUfWfkfAiHi6nv3LkzvvrqK0ybNg2hoaEoWrQorly5gi1btqBcuXJ0eE2dOnVQv359REdHw2w2491338XVq1cRHR2NevXqoXr16nSbdevWRe3atbF06VJkZGTAz88PCQkJOHv2LD7//HPaKyL3OKNAPdxu3ryJChUqSB5/584dVdfhPryEBgTqGkqSJ0NCQpCWlobq1avj+fPnqFixoqo+MmHekGID4YMHDxAbGyu4n/sw5i6Jnzt3jg7/2rNnD3Jzc1GxYkXZS6+xsbG6yplx0eJtcHZ2toitpGTSuKElp06dUn0dLrt370a7du14jRqxarF8koGODtP44guNCQwMBMBfbTQ/IxZyQcHND/j666/Rvn170TyrBw8eICsrS7YahpA3+f/+7/9YYRA7d+5k7W/durXgNaixi+/3379/f80rYtOnT8fw4cPpkCsxbt26JWkc6sXIkSNRqlQpVvjr48ePecNh+/TpI3tCtm7dOowbNw4nT55E3bp1JUM0mDUwtCAU1iGEt7c3SpYsKZrwbI/aJHIxshEMQNAm4dY2Mfr/ATigp75BgwaYO3cu3N3dsXz5csyePRsHDhxA27Zt8c0337Di0SdOnIjOnTtj7969mDlzJvbs2YPQ0FBaQ5rJ1KlT0aJFC6xbtw4zZszAlStXMGHCBAvPitzjjAD1UKEShaVQOwvnesbEfvgvXrxQLHPYu3dv1KhRA40bN0bhwoVlqwgJwXzYHjhwwGI/1T+pEvFcLzr3Ic584OXl5WHv3r0WMY1UYre1EKuEqFYzuHfv3rzbmb8fphzarFmzVF2HSWZmJpYtW4bp06cLemLVTkrthdaHMHMS4+rqynvM4sWLdS0sRyVqOjI9e/ZEyZIlWdu2b9/OW3iGyx9//CEr3G7u3LmCRv0///xDJ9YCluPnjBkzVN2bJpOJpQBnbZTUztADrhhCp06deFXi1KywjBw50tBGsdlslnQaXrp0SXZ7RqhfoKS/eqAmz4vrqae+AyMb9w7nqQfeeKAoL5QYrq6uGDx4MAYPHix5rJubG4YNGyaZwCb3OD7Cw8MtPAEhISFWKyPN/BHLiZ9Wu9Kwa9cu1nu5hT34kDMBGTFiBKKiogT3S8lkCu3r0KEDdu/ejUmTJmHHjh2SiVTcG5vb7ty5cxETE8PSV+YeIxX/K6bq4+fnJ7nqsWHDBlSqVAldunQRPU4JEyZMoF//+uuv+N///mdxzNy5c+nXUvGbUuTk5ODRo0d06JaaBC4jxkA+fvyYJXlpDYKCgnRtr379+rq2pzdiCkiLFi3CZ599hkmTJmH27NksBY6cnBzs3LlT0lD97rvv8P7770uufrRr1052GAszZ+XHH38UXQkQqihLITS5M7IRIsXMmTNtch05zy17qT+ZzWbDFj8aPXq0aBI5wP/7k8p50BultRoGDhxosa1NmzY4e/asoe8nh/PUOzKRkZFYunQp689aBj3ANiD79+8vebzaHyp3MmDtH7zU5ENKNvTixYu8xTMo9SJu/+WoJACWBjsVX8mMw9RDFYZarp86daqs45kGtt5QOSxqSElJkZQiPXfuHIKCglhl3dWosKxfv17xOUbHiBMVeyNk1O/evZsVFjh9+nT6NRVXLTd/Re74pmbCJqWbLrXKKTThVTuGCaFENUgr3PAkWyGVeEqNQ7YoFlmlShU0atQIY8eOVXyu2WzGw4cPdRGZ4ENK9nndunW8uQu///67TYuibd26FYB8CWk+uMXNjAgx6vMxYh7Nbdu2AQBrGVpOkg/fDcGnJW/rMu1MoqOjRfd/+umnvJ5+obyDESNGSBYWA4Q/b72lHqmKp0o91kIl05XA9QTy6fLLNTZnzJghWZmQSnRnhkKp8dTzJftWq1bNYpsjFX0TyyEoqAgZ3GK5KdRY6CiI1TgQMvr1VhyxhVGvdziMVLVv7m9HShqVSkyWmojpQbt27VSHSyYnJ6NDhw60VKXecGXDuVy9epU3NDIhIQEnT57UnJAuF+r7lbIPKPich1QuBPHUEwwHNWsfNWqU7HOePHlikTgC8P/4Bw0apL5zGqhTpw6rWISSGFOhpfcXL16gRYsWksmWQgVhmEbounXrZPdHiMKFCwNQPkHgykwCUDz56tChg+QxcgdpOXrFfP+jmokR32SUamfp0qX48MMPsWrVKoSHhytuWy1GfjA4KnyfKTUJBvglCfkmidass2DNFRa1laaB/2rAcJXl+GB6jPWqGp2bm8sKF1OqECOF0uRUa/wGqCJjtgyloX7fn3zyic2uKRez2axI0Y65YquEW7duKa4nI5a7Z+Sxmxj1+RixQYl6sCgZuLi6zRR8clBy1Ha0sHv3bt7tlKQixfDhwwXbEJqxc29YKvaW+VndunXLQoeaioWdMWMGvc1sNrMmAzdv3hTsj1IvsRKPdUpKCm/Zcmssycox/CnlHKnBkW+CoHdRlPr162P+/Pm0BrHeMI1KJno9GPj00AsqfHHRbdu2pV/zGVNMj3BYWBgAZb8xZtVROVg7RlxtXQYqLlppjQy9HDhms5l+LlFJ91999ZUubVPt80Ep2nD3iz0b5Sgs8VGjRg0cPHhQtSKVlomGlrHeWhXMleYoqA0lVZrUHRoaKhnGa1SIUZ+PEXswUTe4kofXwoULebfzPUTUeoyqVq0q6zgpqcfSpUtLeun59PSjo6NlVfS9ePGi4ADLlKxMTEyUPXBRGtRyESpQw8etW7cE96kpwqIF6vOQ84C6ceOGxTa9lpGt9aDiYm2FI6UeyPwM30RJrKw9l3Pnzim+ppiRzheeZm18fHwsFI+Uhjg8fvxYMt+F2bZUGJ0UOTk5rNwjKtdMj9AoKcUmoUmx0LMxLi5OtVEPvMndUjuhr1WrFmrVqiW431orTGK1Z6QQ65MWUQ0tSGn69+3bl3e7kT30FMSoz8cI3Uw7duyAv78/Jk+ebNVlZjV07tzZrtevXLmy4I3L/KzEbm7mvg0bNggexxfnrQSmsdKvXz9B5QspWrZsSS8Lq0FoABSCiu+VE37DFz/MV6yHL/5WSLO7Zs2aCAoKUjyJUovQqpVeDwhmzY2CDt9nqneBJLPZzEqOFNMuZ4YC2pLFixez3itNSIyIiLCouwG8MXT5nDhiamRyyMrKslhl1QumYlOLFi0s9nMLVFJERkbybh8/fryiqsV6EhgYiOXLlwvut8bKa0xMjGRtFbHigmKOQ3vZH3xS1kowsnFPjHobEh4ejpEjR7L+uHKQesJ3w3Tp0gV+fn7w8PBAjx49EBAQILs9KQUFtUalWvbv309ntHMZN24cWrZsCeCN114KoQGcj59++kk0Pu+9996jX/OVDU9OTsbWrVsxcuRI1nalAxxzYBk3bpxo4RmptoWq3eqRXMtlx44ddJ/EBkehwjZ84Q5MeUIKrhY5xaJFixAWFmazSqtC/6MeD4bGjRsbVurOHnA9f2pXSVavXi247/Dhw6yEVLHP38fHB40aNbL5agpfnpPSUIfjx49b1Ji4ePEibxifnljLsWM2m1n1AbhcuXKF9V4qUZZqUy5iCc56YY18jRIlSgh61KnVTrHPwdYrwUrIycnhTfqWGpuNbNSTp4ENiYyMtGmcFt+NVqZMGdb72rVrw8vLS5a6C5eVK1eylgKLFSumWZNcCcWKFRP0TDATenft2iW5BM/1JrRo0QIHDx5kbaM+z/3794smzQoZkxSnTp3i9bZoiRU3mUyKwgy4CD3A/v77b9Z7LQVnsrOz4erqShcdkTLqT5w4wbtdzsMWEK6kajKZ6MqhaiTilGLNB4BYBdSCCPez7tatm+Cxbm5ugkmhK1eupF8HBgbin3/+od+npaWxKnuKSexOmTKF/p0LJdJTCP3e9SIrK0u244WqpM2XXG8NmN+b3Ptbb7irfXLGY3vIyoqFrFirP0KrjXFxcQAsbY2FCxdizJgxyMrKEpUg/vnnnwG86bcS58Tvv/+O7t27w2w24+XLl3B3d0dycjIqV64suw3gzUSLTyxEaMymPvt8adRrXb5gQnlUCfrCNyjxJTUdPHhQlUG4efNm1s1cunRp1sBYrVo1fPDBB6JLc1phPlCbNGmiuh1ukR7u5Af4b+DSKuf2/PlzXvnQFi1aiC6t8tGwYUPW9+zq6qqqQIqQp4U5eJ04cUJ1gTLgzRItc7UnJycH//zzD2JjYyUNHi4nT56UVQjp7bfftvi+mP+TnPoNRkbL95EfUfKwjYqKQp8+fXj3Me8HrqHEHc/EcnC8vb1l98fa3yXfPf7gwQNZK5kUQnlVADBv3jyMHz+eVudSghGMJK7ePJWH0L59e8EYerljba9evbR1TiYpKSmslWK9rs33/TB/29zf1tq1azF8+HDZjqqgoCBs375dVg6K2WzG119/je7du+Pq1avo168fFi9ejFGjRumyGjJgwADBnD2TyQSTySQr785eqDbqFy5cqNuNSIx626H3j5GplLBs2TJW+7/99pvoQ0APihUrhri4ODRv3lxTISRuFUe+eOuMjAxdltGFwkqqVKmiuK2uXbuyjI5Zs2bh+vXrFpMDqWViof3z58+nXwsZHWFhYaK5AxTp6emsMBmqVHlUVBSvUS/WZ241QiMrwAj9H3p41eyVaJafefz4MR3iVbt2bdSvX1+0pD03bMMojBo1ihVbz7eqGRISImoIcX+7YknqVEihNY16tavKEydOlFScEbofp06dismTJ/PmZsgJvylatKiiiZMW+vfvj+PHj9Neb6kkYSZSldiZzJ07F02bNqXfCz17lYQnXbx4UXFiuZwxVCiULicnx6J/JpOJrj8gxP79++lClUZEU/hNQECApjLkx48fF1XlIGjDWkkoZrMZZrPZIraZb8Jgi0QYT09PHDx4UJEajBR8pdo7d+6sSPdeCD1XLrgT4latWqFVq1b44IMPMGLECHr7v//+q+k6YnKPcr2Ra9as4a1zwE3iu337Nt5++23RtrhGAFclh5ogcb/HwoUL2zwGnemtKly4MH3fREdHY/z48ZraJka9OHz3MYXQ2NSuXTvWMd26dZOVxMmUsjUCgwcPZhn1Yl5TIY/zhQsXkJWVJfo5MrG2x71Nmza4fv26YpUiOd5qoZBKseeK0G9o0qRJtEPEmp9Jz549sXnzZta21NRUFCtWDAC7mrkQ1GpmqVKlULRoUVl5VM2bN2f9Jvz8/NC6dWvs37+f3padnW3hfBFj6tSpopr1zZs3t9hGfbZU/YmnT5/Czc2N9Z3FxMTwtvfnn3/ixYsXrG3cVQ4+pJKG7Y2mp1vFihUVK18wefDgATHqrYjeet4UCxYswNmzZ2UlwPTu3Rt5eXmyPLlakJo5BwUF8RaeEUJosKZiCLl8+eWXstu2BR988AHrvVRYj1RIkV4rPHI0tLt164bTp0/LlkJ7+fKlRQGc9evXA3ij4hEaGkpvt4dqBXMp12QyoUqVKkhKStKlvLySh2ZBo0KFCqITODnjo9lslu0ssFadA70Qyj86cOCAqMTf06dP8dZbb1mrWwDkO39atGiBlJQUTdeKj4/HggULLAoZzZw5Ex07dlTUFrXayKVnz56sVU5r0KpVK3Tp0sXCqJfi559/xvDhwxEVFQU/Pz+ULFkSZrMZz58/h6urK8sDLwTfRGXGjBkso57PgSNFv3796LGbCzXpon4rWVlZdD/Wrl0L4E2xyVatWskqtHXnzh0LB9u3336ruM9GQ7Wbx93dXbPaSeHChXX1rhLYqPGSHzt2TPKY9evXixZRYvLWW2/J1p63JlyJN7UIeV26dOnCeq/0AS+nYJMS1HiH6taty0oAZHoxpBQvunfvrvh6Yjx48EB0dYFZCI2Z1AiwQ4bsoRPOhWnUOzk50fel2uqIwH+yoEb4/4yKmmrFXKpXrw4PDw9Zii/WLrinBuakRkjWUkhBjMJaziE16CHfqqcSkZQzhApZtMaK9TfffMMbUiT1u6c+wxIlStCiDiaTCcWKFRMV8mDWY+C7htzVHDG7kW+StG7dOt4QmsaNG1v0Iycnx2LyKvTZ37lzx2KbvSRo9US1UR8dHc1a3lfDyJEjBat6ErSjZiCRO+tXk4ypVcvYlgh9dnI/U6oypVyoge7rr79WdJ7eMJUnmGoc5cuXFz1vypQpmq7LXfWZOnWqqKwgM3GNa3QoTbq1Jb6+vvTDT4umNKUyReQs1SPnXqbiqJmrPdbg8OHDVmmXqcQlVI1TagXTbDajbt26onr8FJSRlZGRIaoQxncNOVg7vEds9Yzv2vPmzRNtz1rfqxyE4s2p8UepfVCnTh36tZbvQWmV4AULFrBU2Jj95o6hubm5MJvNsuxKpqJVfoIEZNoQe+vUN2zYUPKchIQEfP/991bpP7bqMAAAIABJREFUh9QgQsmoGQGhvsrVbZejzMKHvVUgmNdnGstqjMfPP/9c9rHc6pVKqsYayZMoxfr163VNHicx9epRYtRY+76U6+VUSuvWrenXar3F1HlyQucovv32W0ybNo1339mzZy0q0OoRiqYEKuacy2+//SZ4zqlTpxRdw9fXFy4uLhg/frwmZTY+5DiNuCuYTLy9vRVHSTBDsNTeD6dPn5aUfOZDaHI0cOBA1vv79+9j9erVrAq4Qr97pVWWHQXyRLAhkZGRWLp0KeuPKodtDbjGjlwDQO8iGXIfJkrk36yN1uVSpQoQVIiS1PKf0hUApTAH6+fPn2tqS8lnoGWAdSSjvkiRIrpWsrX3JNCRUfK74VN+ev78ObZs2aJnl3SHqeTBTQqUC6XuIyfBn/o9ZmdnC67m/vPPP4iKisKjR4/obUKSkVz0qvMyYsQI3omUmFEvh0qVKuHHH38E8N//1L59e1SqVElTu1y4URLckBaz2SyaRxUbG4vixYsL7pfKoVDjTKBWUGvUqCHLscFX/ZcgDTHq8zFcmSmxpGamqgu3CAegT0ygUButW7c2XBEdboy8taGK5FSvXl10UqU15I1CTlypGuk4JnxqBULs3btX9XWYS7DWTk4zGsRTL4xUDQIlnx3f5CkpKUlxXQkmtq4yqxatoXVcqNVOany5e/cuSxpZDCcnJ8GJrLOzM/r16yerHWdnZ94JglYHwcaNG2WtiOvNtm3b6Nd6TPSpz0Eo30Lo3hGrtTBu3Dj6dePGjSX7kJqaylvpXIkt8ujRI1y7dk3Wse+//77sdo2M7k+EO3fuWN2bSJAHc3nN29tbVH6U6Um4c+cOJkyYwNovNdhNmjRJVR9HjRqFQoUKGc44EVqetRXffPMN631gYKCu7cvxomt9ODg5OclWk9Dy/TMfPEaNp/fw8KC9U3p614123xiJzp07i+6vWrUq7VUVQsqA0PL5U5NevVdGuTAdAVzpV71h/rZTU1N51ZmoSTj12YaGhgrW7uBD6DvJy8tDeHg4/d7V1RXDhg2T3S7VBqDOoWFthSAxuOpkWp1wlHEuJS3MRcxY5yvoKAXf98eX4CpE+/btZR+rt9iDvdD9iZCTk8NaViMYg65du4ru5xoaBw8epF8/ePAAPXr0ED1fjpYvd6Dp1KkTBg8eDCcnJ5uFUPCpWFSsWNEm11YCVw5MjUoUXxw8pYvu5OQkKVPJVJiRQ8+ePVnvTSYTSzFBDEoJJr9K3MbExCA4OFi39qj71dPTU7c2CxqUvKgYaou28cGtScBX3dsaMI0pSgghKyuLVd1ZLzZt2gTgTWXTf//9Fx9//LHFMdYa6wMCAljv1Rj1VMiQmsmPvZRTTp06xXJCiQkMMJNdxfD09FQ12bRFOKAWgQGu1DOT/BLKqNio37Bhg+if3Ng4gm2R+sGKzchTU1MVzY65UA8+rpFJFWuxpVHv7u5ukXRDPYi42EouUMy7QUljOjk58T4gxeD7zqkHj9Bn/vz5c1o1QWnBKq7RQtUOYKroSCFUKIQPStbREShSpIiuD42ff/4ZANCgQQPd2iyISFWhlpr4MiVglVKxYkV06tRJ9flyYf7uKKN+0aJFsmQ6lUJVMKXGDj7JR+p5oEV9hG/MpBRPqDAKNZ5hCspTL/f76dChg26hkUrhjiu//fab4GRTzjOkYsWKgpPduLg49O7dW/BcpnyvFsQks9XWRurdu7du/TMyqoz6vXv34q+//uL9U/IAJ9gOqWXid955R1P75cqVE9z34YcfYv369ahevTpv2eqQkBB89NFHmq4vF5PJJFtpwlbLcWJxiNT31r59e1kFNZiIGZGtW7fmHbjHjh2remLOvR71f4n9f0wyMzMlDV9mnP7s2bNllQnPz+QX75IRCQ0NFc310ZJUSSmT2KIKLd9v5NWrV3jy5ImmdrkhgnK5fv06AGUTeOA/J4vJZOINH6TGGWrFUEu+A6XG88UXX8g6fsSIEQ4Rky3HCeDu7i5oL3h6elqE5jJRongmhpByEiB/dYzrrCtZsqToeGmNWgL2QLFOna+vL4YMGSLoXbxx4wYrIYLwH+Hh4RY3S0hIiFUVcCi0KG7IMRxq1aoluM/Dw4M2IOvVqwcA2LlzJ72/bt26qvtmTQYOHIgffvhB9JjmzZsr1t2Vi7u7O2bOnKk4rpGC73ujBq7w8HD88ssvvN54rqEst+CLVgOzSZMmkt6uQYMGsar6ij1guJBCdwQlmM1m0d+0kgrVwBuDytXVVVWNDy3wGWiFChWiVW3UUKpUKcGKoYmJiaz33M+R8t4rNaJ8fX0t2itUqJDgeCWViNy9e3ds3brVYnKzY8cOWo1LrkPCnvH0fGiZ0AwfPlyyQrsQcj8vKfRwVjC17YH8Y7RLodhTX6FCBdF4M5PJVGA+PKXYWtKSiVqlBb1m3hQmkwmxsbGalkbVUr58eQvZTKGCLHIxmUyyKysLrWIJ3S8JCQmqDXoA8PHxEd0vtBTJfchxNaWF0GMg5mujZ8+edNIjd/+hQ4dkt602mZtQMNE7qbRChQo4cuQIANuusHBX5DIzMyXDiqSgYpOpMDAmXKOeiZwCVkLwfWZ8xnTZsmVlFTocPnw4r0c4ISEBd+/eFbymI7BixQrV5zZs2FBxRXQmWpTMAEtjXC3cyZ7ZbBYNP8ovdqtio75r166oVq2a4H4/Pz+reS4prl+/jrlz52LQoEHo3r07RowYgQ0bNrCkGC9cuIBOnTrx/vGVy87MzMTy5csxaNAgdOvWDWPGjEFCQoLq44yC1iTQ+Ph4yYFNaUKNvfTof//9dzRq1AgAaCUSsRUGQLr0u9hnw1XWEPJiWGsw+eijjzB27FjB/V26dOFdJfn9999Z722ZjMnnYQoODqYnN1oesvll0CZIo0e8ODeRVS8vpK3hPgOaNGkimmzILFglBDVB5ku8FLtHuZ+pmlVaZvuzZ88GYGlI1qxZU1ZbQipgQlKORsZoqwVqSUhIEI2plwtT7INCrDK61omuUVAcfiO1FF+kSBHZN5Qabt++jYkTJ6Js2bIICwtD0aJFcfHiRURHR+P69ev48ssvWccPHDjQoj98X+y8efNw9epVDBo0CGXLlkV8fDwiIiKQl5fHiuOVe5xR2LRpE/73v//RS5dqYA6iX331lew4QyNDhY9JGYkLFiwQ1awXO19uFVZrVZPs168fbt26pbiCqR7qVdykWblwvSvVqlVDcHAwHYdLIMhBSq1LDtwJfevWrQW9kHJVnowClTDLh5zJL7XyazKZ4OHhwZKk5I4fQmFMShPx+fIbKENMTZVS4I1Xv3379vi///s/RVWsjciiRYssFMgckTVr1ljFwBZLsB0wYACaNWum+zXtgfLa73YmPj4er169wpQpU2glj1q1auHp06eIiYlBWloay7P41ltv4b333hNt8/Tp0zh37hzGjx9Pf7GBgYF4+PAhoqKi0KRJEzg7O8s+zmj8+uuvqs6jio4wy4PbShHGKPj7+4vuFzPqixUrhipVqiApKUnwmPHjxyM0NFR1/6TgPqBtVfCmT58+urRTqFAhmEwm9O7dG2lpaaKeFkciMDBQtfrH/fv3de4NAXijhCOWPCo2SVdqVBq5voDSGhbx8fEsj/uqVatkXUeppOann34KAChdujSdH6N19a1s2bKYM2cOgP9WDaTa/O6771hOizFjxmjqg15IfW/2rNCqdDXfGquqYtWIS5cunW889ZpHlhcvXmDRokV69EUW1MDK/YI8PT3h5OQk2zvK5NixY3Bzc7NI/m3VqhWePn1KG2Vyj8sv7N+/HwA7bpIbaydX99aoyJmE1a9fX1XblStXxvr160WPKVKkiFUTOLlFtCpVqsRK8KMq2XJRG3/OlQvVCmU8FClSBJ9++ik8PT1Ve6OMFH6jRSlDi04zQRipAm9ivx8lzpyYmBjZyecFDa4K29SpUy2O+eKLL+giU9ZwokmNYVwbQ6tynK2wp1HPh1i+mDVVzfgmGFJhuI6EZqM+IyMDBw4csJnOeMuWLeHh4YGffvoJ9+/fR0ZGBk6ePIm9e/eiQ4cOFqEMy5YtQ2hoKHr16oXp06fzJuokJyfD39/fYoCgilkkJycrOk6IjIwMWX+UnBbBuuzdu1dWWBLfMYMGDUL9+vVlxXiLhb/ITbJVCzdZljvxbdOmDe95aqtcurq6alJe4ML30BYagMW8n0uXLkWTJk1065dWRo8ebe8u5FvEPHJ8CCl9cFcl9TLqS5QoYegETB8fH8WVmcWcO0psA27hJCpOnBne5OTkRN/rbm5uOHnypIKeSiNlUObl5bHuX6PI6kr9pqwV5qkWLZKwepNfvPSAA4bflC5dGhEREZg3bx6GDh1Kb+/UqRPrvbu7Ozp37owaNWqgaNGiuHfvHrZu3YqpU6dixowZrEEoNTWVV42FGuypQhRyjxNiyJAhsv7Hvn37ol+/frKO1ZNOnTphx44dis4xkvdTKXKXzPlWf0aPHo358+fLSiL94IMPMG/ePABAo0aNcPToUXpf27ZtZfZWH+QaEy9evFDdPp8Xun379qr075UYP0JG/YkTJwwZFqcVqWqoBRWlwgXLly/nDRfjPujFxrr8kqQIvAknMZvNiI2NlX1OYGAgzp49y7svISEBLVu2lNWOUAhJx44dLbbVr18fXl5euoUydevWTTJBtmfPnihfvjzL8eYoz0CjTSSZz84VK1YgLCzMbn3JT6ufDmfUP3jwAHPmzIGPjw8mT54Mb29vJCUlYePGjcjKyqLj2ypVqoRKlSrR51WvXh1BQUEYPXo0oqKi7BI2EhUVJcuLZK9Z47hx4xQZ9dzQjvxK8eLFebfLDVFxc3Pj9YhPnjzZ5rG19hrYw8LCaKO+UaNGSEpKklWNU8nnI3SskQ36lJQUybwNLtR3mF/yC+yN3NWy0qVLWySFUthDolcJNWrUEJWapKhbt66qENa+ffsKxtIrXXmuVauWrKRVvkKGWqhRo4akUU+N+UwFt+DgYF37oRaxmPrOnTvbbLxQulIG8CdBWxNvb2+W48pWkSa2wLjZOgKsXr0amZmZmD17NoKDg1GjRg1069YNQ4cOxf79+3HhwgXBcz09PVGvXj3cunWLVQDEy8uL18tObaM88XKPE8Ld3V3Wn72Merkeh2+//RbAmwdAflq2EoJbSl6LdjwTPRQ6lGKvBD1mKEOfPn3QtGlTAG8MJTGUlAQ3svEuxIMHD1Sfa80E64KIlKrXyJEjbVIB1hrIncxLjUlC9yt3jGRCPVfk6o9TOXoRERGi7eqNEsOOGdZolHFHbOV5+vTpmuWt5eLu7k7Xf+nQoYPosWKSy3rCLFgIwCIPND85SBzOqL9x4wbKlStnER9GJatQ1eqEoAYY5iAXEBCAlJQUiyUYKkae+sLlHueoyDXqKU/OF198obpUuKPh6upKKx5p0TCmfnfUxMjWqPHC6X1ds9mM9u3bA5CuCEsZ/3JQWwWRULCh7kkfHx8LHXUmRlaskcKeoReUzLRcqVxPT0+cPn0aLVq0QOXKlVnVx22JkrHHyERERNj8mlRoTXh4uOhkIiQkRHUYoZLJFDdMlnk/DBgwQNXqglFxuFGqRIkSuH37NjIzM1nbqYJSYjP7tLQ0nDp1ChUrVmQtVQUFBSEzM5MV6wwAsbGxKF68OP2jk3uco1K0aFFZx1E3gIeHh+xzHJkSJUpIFqGSS//+/bFs2TLZMaZ6cvr0adFkKVsZ/GazGe+//z527typazyqI3qu1fz/lHffUWJ5jQ5ztZG6B3bv3s17rNGSDeUiFmIkNLbxVZyeMGECtm/frqoPly5dEt3PV3HbZDLZLLSJ66mX8zzv2rWrtbqjG/ZQvaGKPAJvauUIUaxYMVohjpLQlouWFRKmA/azzz5T3Y4RcTijvnPnznj58iWmTZuGQ4cO4fz589i0aRNWrlyJcuXK0eWrIyIisGrVKhw5cgQXLlxATEwMxo8fj+fPn1skrNatWxe1a9fG0qVLERMTg3/++QeLFy/G2bNnMWTIEPrHI/c4R0WuJ4r6jI2WeGMtWrVqhTVr1ujSVr169VRVUbQFfN4KShvaGuj5sHZzc8Pw4cN1a89WqFmxoQQBiFGvD6VLl8aRI0cA/Dem8Rm0ANCwYUPDSQPKQWps37dvHwD2b4pvYuPt7a2qVsmrV6+wdu1a0WPs/fzkGvVynodGLDhpBKjPTomjSGmleaF7VA6enp42F6mwFbq45mz5cGnQoAHmzp2LLVu2YPny5UhPT4evry/atm2Lnj170l6XgIAAHD58GHv37kVmZia8vLxQrVo1hIeH887Ap06dijVr1mDdunVITU2Fv78/JkyYYLEEJ/e4/MiIESMAFBxjnoL6f21VuMlezJ0716KQilThNjUwxwuxFZD//e9/stuUUzDHiNy5c8feXSBAfrKsyWRyyKX6SZMmCdakaNy4MYoXL44SJUpY7X9jem4dBSmDtEePHg4fcmtNlMoiK129Xrx4sWi1dznUq1dP0/lGRLNR7+Xlhb59+9o03jAwMFCyUEjPnj0VFalxc3PDsGHDMGzYMF2Oy48IPRQKClOnThVclnd02rdvb3VjpWfPnti8eTPLqA8ICED58uV5azwIaejzORGWLFmiX0cdhII2ubYFJpNJkwfQqLz99tuoUKECbt68abGPCj/YuXOnhSHr6+vLioUXUgLLj0itHEyePNlGPVHPsWPH7N0F2UjZkO7u7qwqxP7+/li4cCEr2TY4OJhedZOiW7duFmHc+QHNRr2np6cihYqCTHh4uMUPNyQkBCEhIXbqkSX16tXDqVOnePcxvaEF0YgqUqSI6qJM9mT58uV49uyZ4P5y5cqhX79+ePXqlcU+OcW55CKk6a/UOOVTXLLGioIt0GKYq610TNCGNStAW5O1a9eKyi/y3Vd79uyhwwVDQkLytWe6VatWLOEHe4cD6UF+UKfbtWsXnJ2d4eXlhb///hujRo2i93F/z4sWLZId3kqFEec3HE6n3pGJjIw0/NKti4sLypUrJxkW0KBBAxv1iKAVvmJQTLZt2wYAvHKwSjXUxRg2bBiioqIsPO1CHhohgzc/xbFqeejmB6PDaDg7O0t+rmPHjkXx4sXxyy+/AACrHoqR4fu/5syZI3le27ZtERMTg1mzZlmjW4aBK/pgL6UwAhumjGpQUBB++OEHOkyU+YxwRIebNdAtZubZs2dITEy08Ajev38fERER+PTTTzFr1iwkJSXpdUmClchPhRgI8uHzyuup9kEZsFyjXqgap5BRn58etiSExlj0799fsIgSRZEiReDu7k5PRm2ppa4FPqO+XLlykufJNeYDAgKUdslQcJ0LWuO1CdahUaNGLAN+4sSJFsfk5xUlKXQz6rds2YIvvviCVW0vMzMTkyZNwuHDh3Hnzh2cOXMGX375Je7fv6/XZQk2JD8ZUwRLbCUdxzUuIiIiLGRiAflqTI7ssSYTaGNRpEgRWUZ6QEAA2rRpgzZt2jiMChHfBLJGjRqqzuPDEVWBxHBE+VI9V1YdhV69ells+/333+mVtIKGbkZ9YmIi/P39WT+q2NhYPHv2DE2bNsWyZcsQFhaGrKwsTcV7CPbDEQc5grGIiYmxUMJwcXHhVa8RisHnIlZJ0ehwC9kRHIPGjRvTVTMdxahXi1yjXov8rSOq4xgRKdlQo0Mp7FHs2bNHcRuUmEWdOnUAiCus5Ud0M+qfPHli4ek7deoUnJ2dMXToULz11lvo3LkzKlSowBu7SzAOVHVeAkFvSpQoIelZ379/P06fPi3bWP/uu+/06JpdIEa9Y+No4VP9+vWjX0spyFHo/T/yhfP88MMPul6joOLp6amqjoBRCAsLY72X+9sbP348/ZqrXrV582btHXMgdDPqMzMzWaoAZrMZV65cQaVKlVgJKP7+/njy5IlelyXoTJ06dVC7dm17d4NQgFEqj1u1alUr9cT65Hcvb0HAkb7DcePG0a/lqn+YTCZVhpGXlxfv9pCQEHTq1ElxewR5bNmyJd/UVJEbWtmnTx8r98Rx0C1IukSJEnT5cgC4evUqMjIyULNmTdZxubm5BTY22xEkLQcPHgwAiIqKwosXL+zbGYJdsXX57NOnT+Ply5cWKhRC/PLLLw5fL4J46h0bDw8Plna20VHrddc7hKF79+7YsWOHrm0S3uDi4oJ9+/YhJibG3l3RxDvvvINixYrZuxsOh27W9bvvvouEhAQcP34cgYGB2LRpE0wmk4WW8p07dxxGLUBvHEHSkqJHjx5YuXKlvbtBsCMDBgyw+TXlGvSjRo1CtWrVrNwb4/H48WN7d4HAIDw83KE89UysHTo0ceJETJs2zarXIPDj6uqKzp0727sbmiAGvTp0C7/p1asXXFxc8PXXX6Nv3744efIkatSowVoaf/DgAe7cuYMqVarodVmClSCqHAQjM3jw4AKZuC1VP4JgW4oUKeJwxaji4uJQpkwZqxv17du3l3WclgRba/HRRx/ZuwsFFsqZ6Gj5KkZBN099uXLlMH/+fPz55594+fIlKlWqhG7durGOOXv2LCpUqICgoCC9LkuwEo7qfSLoQ0H0gjsCZLJN0AqlKmVNo0lJIaAhQ4ZYrR9qcZQV9fxIrVq18Ouvv/JWOCdIo2twe6VKlViJOFzat28ve/ZOsC/EqC+YnDx5EvXr18eMGTPs3RUCD9R96erqaueeEBwZMr7zEx4ejsjISDJ5tjNylZmkWLx4sS7tOBK6hd8Q8hfcQY3SZCbkb5QqzxC0oyRZlrovHT0JjmB/rOWpnzBhglXatQVUdAEJv8kfFMSoEPIEJ8iiXbt29u4CwYYQT7Dt2LVrl+xjKaOeTL4IWjCbzVYz6kuXLk2/djSxBRcXFwwePFh2wj6BYDQKpraknXAESUsKyniYM2cOb7VPQv7l0KFDDpf854hQS/2ZmZmyz6HCJohRTzAiHh4erAT29957j/e4atWqYdOmTejVq5etuiYLZ2dnjBo1yt7dIBBUQ4x6G+JIkpZ5eXmoUKECyYEogBCD3jbUqFFD8TkvX74EQJQhCNqwlqd+3759LCcQd/J58uRJevtbb72l+/UJhIIOMeoJvDg5ORXYImEEgi2QWy2RyRdffAGAeOoJ2rCWUc8N23NxcWG9Z/5uXVxc0LFjR937QCAUZDQ/GV68eIFFixbp0ReCgRg2bBiWLFli724QCPkWyqi/fv264nOJp56gBSOo3zg7O2PmzJn27gaBkK/QbNRnZGTgwIEDRAIqn+Hh4YHixYvbuxsEgijHjh2zdxdUQ1VMVFMllhj1BC107txZVfgXgUAwNiS+gkAgOCzc5X1HglIJSUhIUHwuCb8haMGIVVwJBIJ2yJOBQCAQHAziqSc4GuvXr7d3FwiEfA/x1BMIBAKBQLAKLVq0QHp6OqpUqWLvrhAI+R5i1NsQR9KpJxAIBAJBKw0bNsSrV6/s3Q0CoUBAjHob4kg69QQCgUAgaKVbt2727gKBUGBwSKP++vXr2LBhA65evYq0tDT4+vri/9u797Coqr0P4F9uxnW4IwgoppIXUENNK0FRyxQvaaBilnky6lyy8nbU1DKT7KXXwnxFXzuHY2qIYppmiqkJoRjyouIFAUHFGyCi3GaQy8z7B89MjjMDMzDMsOH7eR4fYe21114ziw2/WXvt3x4xYgSmTJmi9DS7xyUmJmLDhg2wtLTE7t27VbZLJBJs374dKSkpqKiogJeXF0JDQxEUFNSsekREREREhqKXoN6QOW8LCgqwePFieHp6Yu7cuRCJRLh06RJ27tyJvLw8LF++XGWf+/fvIzY2Fk5OThCLxWrbjYyMRG5uLmbPng1PT08kJSUhKioKUqkUI0eO1LkeEREREZGhtDiot7OzQ3h4uMFSrCUlJaGmpgZLly6Fh4cHAGDAgAEoLS1FYmIiKisrYWtrq7TP//zP/6Bfv36wtbXFqVOnVNpMT0/HuXPnsHDhQowYMQIA0L9/fxQXFyM2NhaBgYEwMzPTuh4RERERkSG1OBK3tbVFeHi4PvqiFXPzhs8hT65Nt7W1hampqWK73G+//YaLFy/ir3/9q8Y2U1NTYWVlheHDhyuVjxkzBqWlpcjJydGpHhGRvq1atcrYXSAiojZMcHnqR40aBRsbG8TExKCwsBBisRhpaWk4fPgwxo8fr7Sm/uHDh9iyZQtmz54NFxcXjW3euHEDXl5eKrPsPj4+iu261NNELBZr9a+2tlbbt4OIOohffvnF2F0gIqI2TO83ytbX1yMtLQ25ubkoLy/HM888g5deeglAw9r28vJydO3atdnLVDp37oyoqChERkbinXfeUZRPnDhR6XsAiImJgZeXF8aPH99omxUVFXB3d1cpt7OzU2zXpZ4mc+bMaXS7XHh4OGbOnKlVXSISvrNnz+LZZ59ttI6FhQXq6+sN1CMiIhIavQb1Fy5cwLp161BaWgqZTAYTExPU19crgvrz588jOjoaixcvxosvvtisYxQVFWH16tVwcHDAkiVLYG9vj5ycHMTHx6O6uhrz5s0DAJw8eRJpaWmIjo5uM09fjI2N1SqlpYWFhQF6Q0RtxfXr15sM6qurqw3UGyIiEiK9BfXXr1/HqlWrIJVKMXHiRPTp0wdffvmlUp0XXngBmzZtwqlTp5od1G/duhUSiQTr169XLLXx8/ODSCRCdHQ0goOD0bNnT2zatAkTJkyAk5MTKisrAQB1dXUAgMrKSpibmyv2t7OzUzvLLi+Tz8RrW08Ta2tr5qknIhVtZeKBiIiES29B/c6dO1FbW4vPPvsMAwYMUFvH0tISXl5eyM/Pb/Zx8vPz4e3trZKPvlevXgAaUl66ubnh4cOH2LdvH/bt26fSRnh4OIYOHapIf+nj44Pk5GTU19crLQuSr5Hv1q2bTvWIiHShTVpgMzMz1NfXK65GEhERPU5vQf3FixfxzDPPaAzo5VxdXXGdBBdcAAAgAElEQVTu3LlmH8fZ2Rk3btyARCKBlZWVovzKlSuK7Y6OjoiMjFTZNyEhARcvXsSnn34KkUikKB82bBgSExNx6tQpBAYGKsqPHTsGJycn+Pr66lSPiEgb7u7uKCwsxIkTJzBlypRG68rX04eFhRmia0REJDB6C+rFYjGcnZ2brFdbWwupVNrs40yaNAlr1qzBihUrMHnyZIhEImRnZyMhIQHe3t4YNGgQLCws4O/vr7Lv0aNHYWpqqrJt8ODBGDhwIDZu3AixWAwPDw8kJycjIyMDCxYsUMzKa1uPiEgbXbp0QWFhIU6ePKn1Po9PZhAREcnpLah3dHTErVu3mqx348YNuLq6Nvs4Q4cOxeeff46EhARs2bIFVVVVcHV1xdixYxEWFtbsm0yXLVuGbdu2YceOHaioqICXlxcWLVqEoKCgZtUjImqKrvfYfPrpp63TESIiEjy9BfXPPvssfv31V6SmpuL5559XW+fo0aO4d+9ek5eZm9K/f3/0799f5/0++ugjfPTRR2q3WVlZISIiAhEREY22oW09debPn6/y5N2QkBCEhITo3BYRCV/Pnj2RkpKidf2AgIBW7A0REQmZ3oL6adOm4ffff0dUVBSmTp2KoUOHAgAePXqEGzdu4PTp09i1axfs7Ozw6quv6uuwgrJu3TpmvyEiBV3zzj85KUBERCSnt6Dezc0NK1euxJdffoldu3Zh9+7dMDExwcmTJ3Hy5EnIZDLY29tj2bJlcHR01NdhiYgES5usN49jUE9ERJro9eFT/fr1w6ZNm/Drr7/i3LlzKC4uhlQqhYuLCwYMGIBXXnkFtra2+jwkEZFg6Zoxi0E9ERFpotegHmi48Wvy5MmYPHmyvpsmImpXxo8fj5UrV2pdn0E9ERFpwr8QREQCwaCeiIg04V8IIqI2rrq6GgD4LAwiItKo2UG9WCxGTU1Niw5eU1MDsVjcojaIiNqDxm6aLS8vBwCYmJgYqjtERCQwzV5THx4ejtGjR2PevHnNPvjGjRvx22+/4aeffmp2G0LCPPVEpEl9fT3MzdX/SpYH85ypJyIiTZod1MtkMp3TsXV0zFNPRJo0tl5eHtRzTT0REWnSouw3ly9fRnR0dIv2JyLqyFxcXFBSUqLV0hoG9UREpEmLgvq7d+/i7t27LeoA14gSUUfm7u6OkpKSRuvInzzL5TdERKRJs4P6NWvW6LMfREQdknxi48GDB3ByclJbR77UkTP1RESkSbODen9/f332g4ioQ/L29saFCxcavUdpwoQJBuwREREJEad9iIiM6I033jB2F4iIqB1o0Zp60g1TWhKRJnV1dcbuAhERCRiDegNiSksiepJ82c3cuXNx4MABI/eGiIiEistviIjagJZmEiMioo6NQT0RURvA9L5ERNQSDOqJiNoABvVERNQSDOqJiNqAxlJaEhERNUVvQX1RUZHWddPS0vR1WCIiQZM/cIpBPRERtYTest988MEHiIiIwKhRozTWqampwXfffYfExET89NNP+jq0YDClJRE9ycXFxdhdICKidkBvQX1tbS2io6ORnp6Ov/3tb7C1tVXafvXqVfz3f/83bt++DXd3d30dVlCY0pKIiIiIWoPelt9888038PHxQUpKCt5//31kZmYqtu3evRuLFy/G7du3MWbMGKxfv15fhyUiIiIi6vD0NlPv7e2NdevWYdu2bdi7dy9WrFiBCRMmIC8vD5cvX4adnR3+8Y9/4Pnnn2/xsfLy8hAXF4fc3FxUVlbC1dUVI0aMwJQpU2BpaQkAyM/Px7Zt23D9+nWUl5ejU6dO8PT0REhICIKDg1XalEgk2L59O1JSUlBRUQEvLy+EhoYiKCioWfWIiIiIiAxFr0+UNTMzw1tvvYVBgwZhzZo1+PnnnwEAAwYMwPz58+Ho6NjiYxQUFGDx4sXw9PTE3LlzIRKJcOnSJezcuRN5eXlYvnw5AKCqqgouLi4ICgqCs7MzqqurkZSUhHXr1qG4uBjTp09XajcyMhK5ubmYPXs2PD09kZSUhKioKEilUowcOVLnekREREREhqLXoB4AxGIxjhw5ArFYrCi7desWCgoK9BLUJyUloaamBkuXLoWHhweAhg8NpaWlSExMRGVlJWxtbeHv7w9/f3+lfZ977jkUFRXh8OHDSkF9eno6zp07h4ULF2LEiBEAgP79+6O4uBixsbEIDAyEmZmZ1vWIiIiIiAxJr3nqL168iPfffx9JSUl4+umnsX79eoSGhqK0tBQrV67Ed999h9ra2hYdw9y84XPIkzec2trawtTUVLFdEzs7O5XAOzU1FVZWVhg+fLhS+ZgxY1BaWoqcnByd6hERERERGZLegvqtW7di+fLlKCkpwdSpU/HVV1/Bx8cHb775JiIjI+Hi4oIDBw5g/vz5uH79erOPM2rUKNjY2CAmJgaFhYUQi8VIS0vD4cOHMX78eMWaejmpVIr6+nqUlZXh4MGDOHv2LF577TWlOjdu3ICXl5dKsO/j46PYrks9TcRisVb/WvrBh4iIiIg6Fr0tv9mzZw+cnZ0xf/58lWUv/fr1w7fffouYmBgkJSVhwYIF2LNnT7OO07lzZ0RFRSEyMhLvvPOOonzixIlK38vFxMTg8OHDABpm+SMiIjBu3DilOhUVFWrTbNrZ2Sm261JPkzlz5jS6XS48PBwzZ87Uqi4RdQxNXYUkIqKOTW9/JYYPH642P72ctbU1FixYgCFDhiAmJqbZxykqKsLq1avh4OCAJUuWwN7eHjk5OYiPj0d1dTXmzZunVD8sLAwvv/wyysrKkJaWhs2bN6O6uhpTp05tdh+aKzY2Vqs89RYWFgboDREJySuvvGLsLhARURumt6B+8eLFWtULCgpC3759m32crVu3QiKRYP369YqlNn5+fhCJRIiOjkZwcLDSlQI3Nze4ubkBAAYPHgwA+P777zF69GjY29sDaJhpVzfLLi+Tz8RrW08Ta2trPnyKiJqle/fuxu4CERG1YXq9UVZbLXksen5+Pry9vVXWzvfq1QtAQ8rLxvj6+qK+vh6FhYWKMh8fH9y6dQv19fVKdeVr5Lt166ZTPSIifZs8ebKxu0BERG2Y3mbqL168qFN9Pz+/Zh3H2dkZN27cgEQigZWVlaL8ypUriu2NyczMhKmpqdLa+GHDhiExMRGnTp1CYGCgovzYsWNwcnKCr6+vTvWIiPSluroaACCTyYzcEyIiasv0FtQvW7YMJiYmWtf/6aefmnWcSZMmYc2aNVixYgUmT54MkUiE7OxsJCQkwNvbG4MGDQIAbNiwAVZWVvD19YWDgwPKy8tx8uRJ/P7775g6dapi6Q3QsCxn4MCB2LhxI8RiMTw8PJCcnIyMjAwsWLBAke1G23pERPqSn58PACpXCImIiB6nt6A+ODhYbVAvk8lQUlKCvLw8iMViPPfccxpvptXG0KFD8fnnnyMhIQFbtmxBVVUVXF1dMXbsWISFhSluMu3duzeOHj2K48ePo6qqCpaWlujevTvmz5+P4OBglXaXLVuGbdu2YceOHaioqICXlxcWLVqEoKCgZtUjItJWnz59kJWVpXbb6tWrATSk5yUiItLERGaga7oVFRX49ttvUVBQgK+++qpFgb3QiMViTJ8+HZ6enjA1Vb6NISQkBCEhIUbqGRG1FYMHD0Z6erpK+aRJk3Dnzh38/PPPalPqEhFR+yaPI+Pj4xtNuGKwxMd2dnaYP38+IiIisHXrVvz973831KHbjHXr1jH7DRHpRL7s5snkAERERI8zaPYbS0tL+Pr6Ii0tzZCHJSISrLq6OgCAg4ODkXtCRERtmcFTWkokElRWVhr6sEREbZ661ZC8QZaIiLRh0KA+LS0Nly5dQpcuXQx5WCIiQXj06JFKGYN6IiLSht7W1EdHR2vcJpFIcOfOHdy4cQMymQxTpkzR12GJiNqNffv2YcaMGUplDOqJiEgbegvqjx071mQdV1dXhIeHY9SoUfo6LBFRuyF/0NTjGNQTEZE29BbUr1mzRuM2CwsLODo6onPnzvo6nCDNnz+fKS2JSCP5TbFNlRERET1Jb0G9v7+/vppqt5jSkoh0xYdOERGRNgye/YaIiLRnoOcDEhGRwDGoJyJqIxjAExFRczV7+c3cuXObfVATExNs2bKl2fsTEbVHDOqJiKi5mh3UFxcX67MfREQdHoN6IiJqrmYH9fv379dnP4iIOrzY2Fi8++67xu4GEREJENfUExG1EUxfSUREzdXsmfqPP/4YAQEBeO2111S2icVimJubo1OnTi3qXHvDPPVERERE1BqaHdRfuHABbm5uareFh4dj9OjRmDdvXrM71h4xTz0RERERtYZWWX4jk8l4wxcRERERkYFwTT0RURvn6Oho7C4QEVEbx6CeiKiNe/JeHCIioifxLwURURtnZmZm7C4QEVEb1+wbZYmISH/+9re/4dq1a2q3caaeiIia0qKg/vjx4zh+/LhKuYmJicZtcj/99FNLDi1ITGlJRJoMGjRIbfAeEBCA999/3wg9IiIiIWlRUM8MN7phSksi0sTU1BT19fUq5RkZGfDw8DBCj4iISEiaHdTv379fn/3QSV5eHuLi4pCbm4vKykq4urpixIgRmDJlCiwtLQEA58+fx4kTJ5CVlYWSkhLY2NigV69emDFjBnr27KnSpkQiwfbt25GSkoKKigp4eXkhNDQUQUFBzapHRKQLU1NTSKVSjduIiIgaI7g19QUFBVi8eDE8PT0xd+5ciEQiXLp0CTt37kReXh6WL18OADh06BAqKiowadIkeHt7o7y8HHv37sXChQuxatUqDBgwQKndyMhI5ObmYvbs2fD09ERSUhKioqIglUoxcuRInesREenC1NQUBQUFareZmJgYuDdERCQ0ggvqk5KSUFNTg6VLlyouSQ8YMAClpaVITExEZWUlbG1t8d5778HBwUFp34CAAERERGD37t1KQX16ejrOnTuHhQsXYsSIEQCA/v37o7i4GLGxsQgMDISZmZnW9YiIdHX//n0cOnQIq1evVtnGoJ6IiJoiuGu65uYNn0OeXJtua2sLU1NTxfYnA3oAsLKyQteuXVFSUqJUnpqaCisrKwwfPlypfMyYMSgtLUVOTo5O9YiIdNXYEhsG9URE1BTBBfWjRo2CjY0NYmJiUFhYCLFYjLS0NBw+fBjjx49XrKlXp6qqCnl5eejatatS+Y0bN+Dl5aUyy+7j46PYrks9TcRisVb/amtrtXkriKgdaSyoZ1ICIiJqiuCW33Tu3BlRUVGIjIzEO++8oyifOHGi0vfqbNq0CdXV1Zg2bZpSeUVFBdzd3VXq29nZKbbrUk+TOXPmNLpdLjw8HDNnztSqLhG1D43NxjOoJyKipgguqC8qKsLq1avh4OCAJUuWwN7eHjk5OYiPj0d1dTXmzZundr/t27fjxIkTePfdd9VmvzGE2NhYrVJaWlhYGKA3RNSWqJupr6ysBMCgnoiImia4oH7r1q2QSCRYv369YqmNn58fRCIRoqOjERwcDH9/f6V94uLiEB8fjzfeeAMTJkxQadPOzk7tLLu8TD4Tr209TaytrZmnnojUUhfUSyQSAICjo6Ohu0NERAIjuDX1+fn58Pb2Vlk736tXLwBQSQkXFxeHH374ATNnzlRZdiPn4+ODW7duqTz4Rb5Gvlu3bjrVIyLSlY2NjUqZPNDnjbJERNQUwQX1zs7OKCgoUMxgyV25ckWxXW7nzp344YcfMH36dISHh2tsc9iwYZBIJDh16pRS+bFjx+Dk5ARfX1+d6hER6UrdssDc3Fwj9ISIiIRIcMtvJk2ahDVr1mDFihWYPHkyRCIRsrOzkZCQAG9vbwwaNAgAsHfvXuzYsQMBAQEYPHiwIuiX6927t+LrwYMHY+DAgdi4cSPEYjE8PDyQnJyMjIwMLFiwQJHtRtt6RES6Mjc3R2BgoFJZYWGhkXpDRERCI7igfujQofj888+RkJCALVu2oKqqCq6urhg7dizCwsIUN5mmpaUBADIyMpCRkaHSzoEDB5S+X7ZsGbZt24YdO3agoqICXl5eWLRoEYKCgppVj4iIiIjIUAQX1AMNT3Ht379/o3W++OILndq0srJCREQEIiIi9FKPiKilpFKpsbtAREQCIcigXqjmz5+vkuEiJCQEISEhRuoREbVlDOqJiEhbDOoNaN26dUxpSURERER6J7jsN0REHQUfOkVERNpiUE9E1EZx+Q0REWmLQT0RURt19OhRY3eBiIgEgkE9EVEbdfbsWWN3gYiIBIJBPRFRG/H777+jpqbG2N0gIiIBYvYbA2JKSyJqSn19vbG7QEREAsSg3oCY0pKImsKMN0RE1BxcfkNE1IYwqCciouZgUE9E1IY8evTI2F0gIiIBYlBPRNSG7Nmzx9hdICIiAWJQT0TUhvBGWSIiag4G9UREbdi4ceOM3QUiIhIAZr8xIKa0JKKmmJiYAPhzxv7QoUNYvXq1MbtEREQCwKDegJjSkoi0dfDgQWN3gYiIBITLb4iI2pCKigoA4JNliYhIJwzqiYjaCE9PT+zcuRMAYGZmZuTeEBGRkDCoJyJqI1544QXF1/Kgvnfv3sbqDhERCQiDeiKiNuLWrVuKr+U31fft29dY3SEiIgFhUE9E1EYUFRUpvpZnwYmIiDBWd4iISECY/caAmNKSiBojD+SBP2fqXVxcjNUdIiISEAb1BsSUlkTUmMc/9D8e4BMRETWFy2+IiNoIBvJERNRcgpypz8vLQ1xcHHJzc1FZWQlXV1eMGDECU6ZMgaWlJQBALBYjPj4e+fn5yM/PR3l5OcLDwzFz5ky1bUokEmzfvh0pKSmoqKiAl5cXQkNDERQU1Kx6RES6ysnJUXz95FI9IiKixgguqC8oKMDixYvh6emJuXPnQiQS4dKlS9i5cyfy8vKwfPlyAA0PcElMTISPjw+GDRuGI0eONNpuZGQkcnNzMXv2bHh6eiIpKQlRUVGQSqUYOXKkzvWIiJpLKpVy1p6IiHQiuKA+KSkJNTU1WLp0KTw8PAAAAwYMQGlpKRITE1FZWQlbW1u4ubkhLi4OJiYmKCsrazSoT09Px7lz57Bw4UKMGDECANC/f38UFxcjNjYWgYGBMDMz07oeEVFz2Nvbo6ysDIcOHeJMPRER6URwfzXMzRs+hzx5w6mtrS1MTU0V201MTLSe6UpNTYWVlRWGDx+uVD5mzBiUlpYqLolrW4+IqDnkv7Oqqqqwdu1aI/eGiIiERHBB/ahRo2BjY4OYmBgUFhZCLBYjLS0Nhw8fxvjx4xVr6nVx48YNeHl5qcyy+/j4KLbrUk8TsVis1b/a2lqdXwMRCd/Dhw8BADKZDFVVVUbuDRERCYnglt907twZUVFRiIyMxDvvvKMonzhxotL3uqioqIC7u7tKuZ2dnWK7LvU0mTNnjlb9aeyGXiJqv7p3745r165BJpMZuytERCQwggvqi4qKsHr1ajg4OGDJkiWwt7dHTk4O4uPjUV1djXnz5hm7ixrFxsZqlafewsLCAL0horbmlVdeQUxMDBITE43dFSIiEhjBBfVbt26FRCLB+vXrFUtt/Pz8IBKJEB0djeDgYPj7++vUpp2dndpZdnmZfCZe23qaWFtb8+FTRKSRp6cnAPD+HCIi0png1tTn5+fD29tbZe18r169ADSkvNSVj48Pbt26hfr6eqVy+Rr5bt266VSPiKgluPyGiIh0Jbig3tnZGQUFBZBIJErlV65cUWzX1bBhwyCRSHDq1Cml8mPHjsHJyQm+vr461SMiag559hsG9UREpCvBLb+ZNGkS1qxZgxUrVmDy5MkQiUTIzs5GQkICvL29MWjQIEXd9PR0PHr0SPEBoKCgACdPngQADBo0SDHbP3jwYAwcOBAbN26EWCyGh4cHkpOTkZGRgQULFiiy3Whbj4ioJRjUExGRrkxkAvzrkZmZiYSEBFy/fh1VVVVwdXXFkCFDEBYWBpFIpKj39ttvo7i4WG0b3333HTp37qz4XiKRYNu2bUhJSUFFRQW8vLwQFhaGoKAgpf20rfc4sViM6dOnIz4+nmvqiUijxMREfPzxxzAzM1Ms80tPTzdyr4iIyJi0jSMFGdQLjXwwPD09VZ4SGRISgpCQECP1jIjaEgb1RET0JG2DesEtvxGydevWcaaeiDRqKoMWERGRJoK7UZaIqL16/vnnAXBNPRER6Y5BPRFRGyHPfiOVSo3cEyIiEhoG9UREREREAsegnoiojUpMTDR2F4iISCAY1BMRtVGOjo7G7gIREQkEs98Y0Pz585nSkoi09uTvCyIiIk0Y1BsQU1oSERERUWvgNBARERERkcAxqCciakO++uorY3eBiIgEiEE9EVEb4uPjY+wuEBGRADGoJyIiIiISOAb1REREREQCx6CeiIiIiEjgmNLSgJinnoiIiIhaA4N6A2KeeiJqikwmM3YXiIhIgLj8hoioDTExMTF2F4iISIAY1BMRtSHdunUzdheIiEiAGNQTEbUhnKknIqLmYFBPRERERCRwDOqJiIiIiASO2W8MiCktiYiIiKg1MKg3IKa0JCIiIqLWIMigPi8vD3FxccjNzUVlZSVcXV0xYsQITJkyBZaWlop6EokE27dvR0pKCioqKuDl5YXQ0FAEBQWptKltXV3aJCJqrl9++cXYXSAiIgERXFBfUFCAxYsXw9PTE3PnzoVIJMKlS5ewc+dO5OXlYfny5Yq6kZGRyM3NxezZs+Hp6YmkpCRERUVBKpVi5MiRSu1qW1eXNomImsvNzc3YXSAiIgERXFCflJSEmpoaLF26FB4eHgCAAQMGoLS0FImJiaisrIStrS3S09Nx7tw5LFy4ECNGjAAA9O/fH8XFxYiNjUVgYCDMzMwAQOu6urRJRNRcx44dM3YXiIhIYASX/cbcvOFzyJNr021tbWFqaqrYnpqaCisrKwwfPlyp3pgxY1BaWoqcnBxFmbZ1dWmTiKi57O3tjd0FIiISGMEF9aNGjYKNjQ1iYmJQWFgIsViMtLQ0HD58GOPHj1esqb9x4wa8vLxUZs59fHwU2+W0ratLm+qIxWKt/tXW1ur0nhARERFRxya45TedO3dGVFQUIiMj8c477yjKJ06cqPR9RUUF3N3dVfa3s7NTbNe1ri5tqjNnzpxGt8uFh4dj5syZWtUlw6mtrcXu3bsRFhYGCwsLY3eHWhHHumPgOHcMHOeOo6OPteCC+qKiIqxevRoODg5YsmQJ7O3tkZOTg/j4eFRXV2PevHnG7qJGsbGxWqW07Ig/iEJQW1uLuLg4vPrqqxyjdo5j3TFwnDsGjnPH0dHHWnBB/datWyGRSLB+/XrFUhs/Pz+IRCJER0cjODgY/v7+sLOzUztzLi+Tz67Lv9amri5tqmNtbc089URERESkd4JbU5+fnw9vb2+lfPQA0KtXLwANKS+BhnXut27dQn19vVI9+br3bt26Kcq0ratLm0REREREhiK4oN7Z2RkFBQWQSCRK5VeuXFFsB4Bhw4ZBIpHg1KlTSvWOHTsGJycn+Pr6Ksq0ratLm0REREREhiK4oH7SpEkoLy/HihUr8Pvvv+P8+fPYtWsX/vWvf8Hb2xuDBg0CAAwePBgDBw7Exo0bkZiYiMzMTGzYsAEZGRmYM2eOUgYbbevq0mZrOHjwoKDbN8QxDPEaWlt7eI/aw2tobRyHtnOM1sZxMH77htAe3qP28BpaW1seB8EF9UOHDsXnn38Oa2trbNmyBZ999hmOHz+OsWPHYu3atUo3RixbtgzBwcHYsWMHPvnkE2RnZ2PRokVqn/yqbV1d2tS39nCytYfX0Nraw3vUHl5Da+M4tJ1jtDaOg/HbN4T28B61h9fQ2tryOAjuRlmg4Smu/fv3b7KelZUVIiIiEBERobe6urRJRERERGQIggzqhWr+/PkwNVW+OBISEoKQkBAj9YiIiIiI2gMG9Qa0bt06prQkIiIiIr1jUG8AMpkMACAWi1vUjlQqbXEbxmzfEMdozfbl7fI9Mv4xWrt9Q4w1x8H4x+A53XaOwXE2fvuGOAZ/dzfvGPKv5fGkJiaypmpQi5WUlGDOnDnG7gYRERERCVRsbCxcXFw0bmdQbwBSqRSlpaWwsrKCiYmJsbtDRERERAIhk8kgkUjg5OSkcm/m4xjUExEREREJnODy1BMRERERkTIG9UREREREAsegnoiIiIhI4JjSktq98+fP48SJE8jKykJJSQlsbGzQq1cvzJgxAz179tS5nlxeXh7i4uKQm5uLyspKuLq6YsSIEZgyZQosLS0BABcuXMCyZcvU9isqKgq9e/dunRfdAbXWOOfk5GD79u24cuUKZDIZevXqhVmzZqFv375K9SQSCbZv346UlBRUVFTAy8sLoaGhCAoKavXX3tEYc6x5ThuOtuOXn5+Pbdu24fr16ygvL0enTp3g6emJkJAQBAcHq7Sr7bnKc9owjDnO7e18ZlBP7d6hQ4dQUVGBSZMmwdvbG+Xl5di7dy8WLlyIVatWYcCAATrVA4CCggIsXrwYnp6emDt3LkQiES5duoSdO3ciLy8Py5cvV+rDm2++CX9/f6Wybt26tf6L70BaY5xzcnKwZMkS+Pr64qOPPgIA7NmzB8uXL0dkZKTSL/zIyEjk5uZi9uzZ8PT0RFJSEqKioiCVSjFy5EiDvhftnbHHGuA5bQjajl9VVRVcXFwQFBQEZ2dnVFdXIykpCevWrUNxcTGmT5+u1K625yrPacMw9jgD7eh8lhG1cw8ePFApE4vFslmzZsk+/vhjnevJZDLZ999/L5swYYLszp07SuXffvutbMKECbKKigqZTCaTZWZmyiZMmCBLSUnRx0uhRrTGOK9cuVI2a9YsmUQiUZRVVVXJZs6cKVu0aJGi7MyZM7IJEybITpw4obT/8uXLZW+++aasrq6u2a+LVBlzrHlOG44u46fOggULZG+99ZZSmbbnKs9pwzHmOLe385lr6qndc3BwUPDvKm0AABp+SURBVCmzsrJC165dUVJSonM9ADA3b7jIZW1trVRua2sLU1NTxXYynNYY56ysLPj7+yuWUwENY96vXz9kZWWhtLQUAJCamgorKysMHz5caf8xY8agtLQUOTk5LXptpMyYY02Go8v4qWNnZwczMzOlMm3PVZ7ThmPMcW5vGNRTh1RVVYW8vDx07dq1WfVGjRoFGxsbxMTEoLCwEGKxGGlpaTh8+DDGjx+vFBgAwKZNmzB58mRMmzYNK1euxKVLl/T+mkhVS8e5trYWFhYWKvXlZdevXwcA3LhxA15eXip/WHx8fBTbqXUZaqzleE4bR2PjLJVKUV9fj7KyMhw8eBBnz57Fa6+9plRH23OV57RxGWqc5drL+czpROqQNm3ahOrqakybNq1Z9Tp37oyoqChERkbinXfeUZRPnDhR6Xtra2tMmjQJfn5+EIlEuHv3Ln788UcsW7YMn3zyCQICAvT7wkhJS8e5a9euyM7OhlQqVTzFr76+XjHLU1FRofjf3d1dpV07OzuletR6DDXWPKeNq7FxjomJweHDhwE0XE2NiIjAuHHjlOpoe67ynDYuQ41zezufGdRTh7N9+3acOHEC7777rtoMGNrUKyoqwurVq+Hg4IAlS5bA3t4eOTk5iI+PR3V1NebNmwcA6NGjB3r06KHYr1+/fhg2bBjef/99xMbGCu4XhpDoY5wnTJiA9evXY9OmTZg+fTqkUini4uJQXFwMAI0+rpsMx5BjzXPaeJoa57CwMLz88ssoKytDWloaNm/ejOrqakydOtUIvaXmMuQ4t7fzmUE9dShxcXGIj4/HG2+8gQkTJjS73tatWyGRSLB+/XrFUhv5J/3o6GgEBwer3EkvZ2triyFDhuDQoUN49OgRnnrqKf28OFLQ1zi/9NJLKCsrw65du3Do0CEAQO/evTFlyhTs2bMHTk5OABpmf9TN3MnL5LNDpH+GHmt1eE63Pm3G2c3NDW5ubgCAwYMHAwC+//57jB49Gvb29gC0P1d5ThuHocdZHSGfzwzqqcOIi4vDDz/8gJkzZzZ6iV6bevn5+fD29lZZO9+rVy8ADSkvNQX1ACCTyQAAJiYmur4MaoI+xxkAQkNDMXnyZNy5cwdWVlZwc3PDhg0bYGlpqZhF8vHxQXJyMurr65XWcMrXbQoyNZoAGGOsNeE53Xq0Hb8n+fr64tChQygsLFQEe9qeqzynDc8Y46yJUM9nXjumDmHnzp344YcfMH36dISHh7e4nrOzMwoKCiCRSJTKr1y5otiuSWVlJc6cOYOnn34anTp10vGVUGP0Pc5yFhYW6NatG9zc3FBcXIyUlBS8/PLLihmcYcOGQSKR4NSpU0r7HTt2DE5OTvD19W3ZCyMVxhprdXhOtx5dx+9xmZmZMDU1VVpbre25ynPasIw1zuoI+XzmTD21e3v37sWOHTsQEBCAwYMHKwJvOflDZbStBwCTJk3CmjVrsGLFCkyePBkikQjZ2dlISEiAt7c3Bg0aBKDhiXSurq7o1asXRCIR7ty5g7179+Lhw4f48MMPW/mVdyytMc43btzAqVOn0LNnT1hYWODatWtISEiAh4cHZs2apag3ePBgDBw4EBs3boRYLIaHhweSk5ORkZGBBQsWqGRgoJYx5ljznDYcbcdvw4YNsLKygq+vLxwcHFBeXo6TJ0/i999/x9SpUxWzt4D25yrPacMx5ji3t/PZRCa/xkDUTi1duhQXL17UuP3AgQM61ZPLzMxEQkICrl+/jqqqKri6umLIkCEICwuDSCQCAOzevRspKSkoKiqCRCKBnZ0d+vbti9DQUM706FlrjPPt27fx7bffKq7KuLq6IigoCKGhoSpLryQSCbZt26b0SPKwsDA+Ur4VGHOseU4bjrbjd/ToURw9ehQ3b95EVVUVLC0t0b17d7z88ssIDg5W2U/bc5XntGEYc5zb2/nMoJ6IiIiISOC4pp6IiIiISOAY1BMRERERCRyDeiIiIiIigWNQT0REREQkcAzqiYiIiIgEjkE9EREREZHAMagnIiIiIhI4PlGWiFpk4sSJOtV3c3PDv/71LxQVFWHu3Lnw8/PDF1980Uq9aztu3ryJP/74A2fPnsWdO3fw8OFD2Nraok+fPpg8eTL69eunVTsXL17EsmXLIJPJ8Morr+Dvf/+7Sp2mHuby6aefKp56LKfNOPbv3x9r1qxRKc/KykJ8fDyys7NRV1cHb29vhISEYPTo0RrbKikpwY4dO5CRkYGKigq4uroiMDAQ06ZN0/ho9pqaGuzevRvJycm4d+8e7OzsEBAQgNdffx0uLi5N9l/u6NGjiI6OVnxvY2ODnTt3KtVR936Ym5vDwcEB/fr1Q2hoKHx8fBTbmnrP1fnuu+/QuXNnvP322yguLlZ8LycvlzM1NYW1tTXs7e3Ro0cPBAQEIDAwUO+Pspcf98kH7rUllZWVCA8PVyqLjIyEv7+/kXpEZHwM6omoRUaNGqVSlpWVhbt376J79+7o3r270jb503Y7mhUrVuD+/fuwtraGr68vevfujZs3byI1NRWnT5/G22+/jcmTJzfaRm1tLTZs2KD1MV944QWVJ98CgLOzs0qZunGUS09PR3l5Ofr27auyLTU1FWvXroVMJkO/fv0gEolw/vx5fPPNN7h27Rrmzp2rss/du3exaNEilJWVoVu3bujbty+uXr2K+Ph4nD9/HpGRkbCwsFDap6amBsuXL0dWVhacnJwwdOhQFBcX4+jRozhz5gyioqLg4eGhzduiIP/5fOqppzTWefx9EYvFuHr1KpKSknDy5EmsWrUK/fv3BwAEBATAzc1N5XVmZWXBwcEBAQEBKm2rGxt1Hh9HsViMoqIipKSkIDk5Gf/5z3/wwQcfYPDgwVq11V6Ym5srxkb++4aoo2NQT0Qt8tFHH6mUff3117h79y6GDRuGmTNnqt3P2dkZGzdubDSgak+8vb0xZ84cvPDCC0oB66FDh7Bx40b8+9//xrPPPouuXbtqbCM+Ph537tzBSy+9hCNHjjR5zL/85S9KM7+NUTeOQMOM6O+//w4AKo9ir6ysRHR0NKRSKZYuXYoXXngBAPDgwQP885//xE8//YTnnntOEfjKRUdHo6ysDBMnTkRERAQAoL6+Hl9++SVSU1Oxa9cuvP7660r77Nq1C1lZWejduzc+++wzWFlZAQD27duHf/3rX4iOjsbatWu1eq1yjf18yj35vtTV1WH9+vX47bffsGXLFnz77bcAgLCwMJV9jx49iqysLHh5eWl8f7WhbhwfPHiA+Ph4HDx4EKtXr8bKlStVrr60Z5aWlor3VP77hqij45p6IjIKc3NzeHt7q8xutlerV6/GiBEjVGagx40bh2effRZSqRQnT57UuH9BQQH27NmDl156CX369Gnt7iqcPHkStbW1eOaZZ9ClSxelbUeOHEFVVRWGDh2qCOgBwNHREXPmzAHQEHQ/LicnB5cuXYKDg4OiDgCYmZnhr3/9K8zNzfHzzz+jrq5Osa2urg4///wzAOC9995TBPQA8Oqrr8LHxweXLl3C1atX9ffCNTA3N1d8ELh+/ToqKytb/ZjqODo64r333sOsWbMglUoRHR2N2tpao/SFiNoGztQTkVFoWlMvX+8cHh6O4OBgbN26FZmZmairq0OfPn3w9ttvo2vXrqivr8eePXtw7Ngx3Lt3Dy4uLpg8eTJCQkI0Hm/37t04e/YsSktLYW1tDT8/P8yYMUNliZChde/eHWfPnsX9+/fVbpfJZNiwYQNsbGzw1ltv4Y8//jBY33777TcAqrP0AJCWlgYAePHFF1W2DR48GJ06dcL58+dRU1OjWPd95swZAMCQIUNUPuA4Ojqib9++yMzMRFZWlmJ99OXLl1FVVQUPDw/06NFD5Vgvvvgirl+/jrS0NPTs2bMFr1Y7Dg4Oiq/r6+tb/XiNCQ0NxZEjR1BcXIyUlBS146ROfX09fvzxR/z6668oKSmBk5MTRo4cienTp6utL5PJkJycjD/++AN5eXm4f/8+TE1N4eXlhdGjR2PcuHEwNf1znjAmJga//PIL/vGPf2Ds2LFq24uIiEBxcTG2bNmi+HB/8+ZN7Nq1C1euXMH9+/dhZWUFZ2dn+Pv747XXXoOTk1Mz3iWijoEz9UTUJhUVFWHBggXIy8uDn58fOnfujIyMDCxbtgwPHjzAF198gYSEBHTu3Bn+/v64d+8eNm3ahMTERJW2Ll26hHnz5iExMRGWlpYYOnQounTpgtTUVCxcuBCZmZlGeIV/KiwsBNAQ1Krzyy+/ICsrC3/5y19gZ2endbu//vorNm7ciE2bNmH//v1KN11qo7i4GJcvX4a5uTkCAwNVtl+/fh0A1AbaFhYW6Nq1K2pqanD79m1F+bVr1zTu83i5vN7jXz/99NNa79Oa5FcERCIR7O3tDXJMTczMzBQfqi5cuKD1flFRUfj+++/x8OFDBAQEwMfHB/v27UNkZCRkMplK/draWnz11Vc4e/Ys7O3t8dxzz8HX1xcFBQXYtGmT0o3HQMMVKABqz0cAyMzMRGFhIQYOHKgI6K9evYoPP/wQSUlJsLe3x/PPPw9fX1/U1dVh//79Sj9HRKSKM/VE1CYdP34cr776KubMmQNTU1PIZDJER0fj2LFj+Pjjj2FqaoqNGzcqsp6cP38ey5cvx65du5RmBsViMb788kvU1NRgyZIlSrPK586dw6pVq7Bu3Tps2bJFZebYEO7evauYvR46dKjK9vv37+P7779H//79G72ZVZ34+Hil72NjYzF9+nTMmDFDq/2TkpIgk8kwaNAglRucxWIxqqqqAEBj5hkXFxdcvXoV9+7dU1wNuXfvXpP7PF6vufu0hqqqKuTk5GDz5s0A1K+jNwb5h52bN29qVV9+o6+7uzvWrl2ruHG6sLAQS5cuRUlJico+ZmZmWLp0qcoVlrKyMnz66ac4fvw4XnrpJfj5+QEAfHx80KdPH2RlZeHatWsqV8Pkwf7j5+qBAwdQU1OjdH+G3M2bN2FjY6PV6yPqqDhTT0RtkoeHB9566y3FJX0TExO8+uqrABr+wEdERCgFeQMGDMDTTz+N4uJiFBUVKcp//fVXPHjwAFOmTFFZJjJw4ECMHz8e9+/fVwTWhlRfX49vvvkGtbW1CAwMVLt0ZNOmTaipqcFf//pXrdvt168f5s+fjy1btiAhIQGbNm3CG2+8AVNTU+zYsQP79+/Xqp3Glt5IJBLF15pudpZnbHm8bnV1daP7yMubs4+8nj5NnDhR8W/GjBlYuXIlqqqqsHDhQsXPo7HJP3Bpu77/0KFDAIDXX39dKROSu7u7xuU3ZmZmKjd5A4C9vT1mz54NACrLwl555RUAULmpu7y8HKdPn4aDgwOee+45RXlZWRkAqNxYDTTcaM6lN0SNY1BPRG2Sn58fzMzMlMrc3d0BNNysKJ8RfJw8peGDBw8UZefOnQPQkOlEHXmaxtzc3JZ3WkebN2/G5cuX4e7urjZoP3XqFE6fPo3Q0FB4eXlp3e6sWbMQHBwMd3d3PPXUU/D09MS0adPw8ccfAwB++OEHPHr0qNE2rl69qpgdfTzw0oW6ZRzyMhMTE53b0WUffRk1apTiX1BQEHr37o3y8nL85z//0Wm5S2vS5f2pq6tDdnY2TE1N1d4LERQU1Oj++fn52LNnD2JiYvDNN9/g66+/xi+//AIAuHPnjlLd4cOHw87ODr/99pvSz9vx48dRW1uL0aNHw9z8zwUD8g+1X3/9NXJyciCVSpt8PUT0Jy6/IaI2SV0udfnMr6Ojo9JNeXLyGdvHs4DIZ+0XLFjQ6PHKy8ub7FNiYiIuX76sVCYSifD22283ue+T4uLicOjQITg4OGDVqlUqa+XFYjE2b96MLl266G2ZR0BAAHr27ImrV68iOztb7Yyo3IkTJwA0BGbqliU9noHm0aNHsLa2VqkjD+Qeryv/WtOsekv20Tbvuy7UpaLMy8vD0qVL8cknn2Djxo2KD5vGIv/ZtbW1bbJuRUUF6urq4OTkpHZcra2tYWNjo1haJVdbW4tvvvkGycnJGtt+/OoKAHTq1AnBwcHYv38/Tp48qVg+duTIEZiYmODll19Wqj916lRcvnwZaWlpSEtLg42NDXx9fTFkyBCMHj1a7c8YEf2JQT0RtUmNzTrqMmMrn+178cUXG82J7+vr22Rbly9fxvHjx5XK3NzcdA7qDx48iB9++AE2NjZYtWqVSqpIoCFwLC0thZubGz755BOlbfIrEWlpabh16xY8PDwwb948rY7dpUsXXL16FaWlpRrr1NfXK3LTjxw5Um2dx4O/kpIStfn15WuzXV1dFWWurq7Iz89Xu267sX0e36bNPq2pR48eeOWVV7B3714cPHiwWR/q9Ck/Px8AGn3GgZy6qyfa2LdvH5KTk9GtWzfMmTMHPXr0gK2tLczNzXH79m289957atseN24c9u/fjyNHjmDUqFHIysrCzZs30b9/f5Wfe2tra6xZswaXL1/GmTNncOHCBZw/fx5nz55FQkIC1q5dq/MDxog6Egb1RNSuubi44Pbt25g+fXqLU1d+9NFHLXqIENAwA75582Y89dRTWLlypcaMLnLFxcUas9aUlpaitLRUZVa1MfJ114/PhD/p/Pnzig8U/fr101hPnh8+Ly9PJaCsq6tDQUEBLCws4OnpqSjv3r27Ii2iOvJyHx8fpX2AP4NXbfZpbfKHQd26dctgx1Snvr5e8XwDeQrQxohEIpibm+Phw4eora1Vma1//Abox50+fRoAsGjRInTr1k1pmzx7kzpeXl7w9/fHhQsXcOvWLcUNsk/O0suZmJigX79+ip+7srIy/O///i+Sk5Px/fff45///GeTr5Goo+KaeiJq1wYMGADgz6DEmNLT0/HNN9/AzMwMy5YtU6znV8ff3x8HDhxQ+++DDz4A0HAj4oEDB7B+/Xqtjl9WVqZYPqQppSTw59KbkSNHNnpVZMiQIQCg9qFZZ86cQU1NDQYMGKDIUf/4PmfOnFF5WNKDBw9w+fJl2NjYKL03ffr0gY2NDe7evav2w4D8+PK2DUEeyLbGkh9dJCQk4N69e3B2dlbJGKOOubk5fH19IZVKcerUKZXt8is0T5J/GFSXgSglJaXRY8pvmN23bx9SUlJgZ2enVV+Bhhtx5Q/7unHjhlb7EHVUDOqJqF0bN24c7O3tsXv3bhw9elRliUB1dTWOHz+ucWmHvly+fFnxkK3FixcjICCgVY5z5coVZGZmqrzOoqIirFmzBtXV1Rg6dKjG9JDV1dWKD0Calt7Ivfzyy7C2tsYff/yhFCA+fPgQsbGxAKCSIcbX1xd9+vTBw4cP8Z///EdRXl9fj5iYGNTV1WHChAlKN1BaWFgoHiq2efNmpbX1+/btw/Xr19G3b1+tllDpQ15enmLGefDgwQY55pMePHiAzZs3Y/v27TA1NcUHH3ygdUpWeZC9Y8cOpWVYxcXF2Llzp9p95Etl5Jlz5E6ePKmyJO1Jzz//POzt7ZGYmIhHjx4hODhYbV8PHTqkdtb///7v/wAYbnkVkVBx+Q0RtWu2trZYtmwZPv/8c0RHRyMuLg5du3aFhYUF7t27h1u3bqG6uhrR0dEaA119+Oyzz1BTU4POnTvj9OnTaq8c9O3bV+3TN3Vx69YtREdHw8nJCV26dIGjoyNKSkqQl5eHmpoadO3aFf/4xz807n/69GlIJBL06tUL3t7ejR7Lzs4O8+bNw3/9139h7dq18PPzg0gkwrlz51BVVYWJEycqrpQ87sMPP8TChQuxf/9+ZGZmwtvbG7m5uSgsLMQzzzyDadOmqewzffp0nD9/HllZWXj33XfRt29f3Lt3D9nZ2bCzs1NcvdC3r7/+WvF1XV2d4phSqRTPPfec1k9w1YamqyL//ve/ldKDFhUV4fr165BKpXB0dMSHH36IZ599VuvjjBw5EqmpqUhNTcV7772HAQMGQCaT4fz58/Dz84OJiYlKzv/XXnsNGRkZ2Lp1K06ePIkuXbrgzp07uHr1KqZMmYK9e/dqPJ6FhQXGjBmDPXv2ANC89ObQoUPYuHEjvL294e3tDTMzM9y+fRv5+fno1KkTwsPDtX6NRB0Rg3oiavf69u2Lb7/9Fvv27UN6ejoyMzNhZmYGJycnDBkyBM8//3yTAWxLydcpFxUVKeXRf1JLg/pnnnkG48aNQ05ODm7evImsrCxYWlqie/fuGD58OMaNG9foDcOPL73RxosvvogvvvgC8fHxyM7ORl1dHby9vRESEoIxY8ao3adLly6Ijo7Gjh07kJGRgVu3bsHV1RXTp09HWFiY0nIduU6dOmHNmjXYvXs3kpOTcfr0adja2mLUqFGYNWtWq83iPj4LbWpqChsbG/Tr1w/BwcEYPXq02ixMuqqpqQGgeSmP/CqIqakprKys4ODggOHDh2PQoEEYPny42verMSYmJli8eDF+/PFH/Prrr0hPT4eTkxMmTJiAmTNn4r333lPZx8/PD19++SW2bduG/Px83L59Gz4+Pli6dCl69OjRaFAPNOSe37NnD/r06aOyJl9u1qxZOH36NLKzs3H+/HnU1dXBxcUFY8eOxdSpU9XeUE5EfzKRNfdWeCIiIgE6evQooqOjER4erlivbSwSiQTTp0/HU089hV27dhklF78hbNiwAYmJifjggw80fthrrq+//hrHjx9HZGSkVjcLE7VXnKknIqIO6fTp0ygqKsJTTz2Fv/3tb0bpw8GDByGTyRTLXtqj4uJi/PbbbxCJRAgMDNRLm9XV1YiJiQEAZGVl6aVNIqFjUE9ERB3StWvXcO3aNdjY2Bg8qF+3bh3u3LmD7OxsmJubq72PQOh+/PFHXLt2DefOnUNNTQ1mz57d6NIvXdTV1TV5gy5RR8PlN0RERAY2ceJEWFtbo2fPnpgxY0a7XDaydOlSXLx4Ec7Ozhg7dixmzJjRbq9GELUFDOqJiIiIiASOeeqJiIiIiASOQT0RERERkcAxqCciIiIiEjgG9UREREREAsegnoiIiIhI4BjUExEREREJHIN6IiIiIiKBY1BPRERERCRwDOqJiIiIiATu/wEz9lKnbfgc1wAAAABJRU5ErkJggg==\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "lc36 = search_lk[2].download()\n", "lc36.plot()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This very clearly shows the transit of the system. The flux displayed is the PDCSAP flux which has been fully corrected. Let's see what the SAP flux looks like in comparison. We can do this by specifying the column in the plot function." ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "scrolled": true }, "outputs": [ { "data": { "text/plain": [ "(2290, 2293)" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ax = lc36.scatter(normalize=False, label='PDCSAP')\n", "lc36.scatter(ax=ax, column='sap_flux', normalize=False, color='red', label='SAP')\n", "plt.xlim(xmin=2290, xmax=2293)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "\n", "The above plot clearly indicates the significant difference in amplitude between the PDCSAP and SAP flux. The plot illustrates how much of a difference the flux fraction and crowding metric can change the absolute magnitudes of the light curves.\n", "\n", "Now we plot the normalized PDCSAP and SAP flux to show that the transit depth has changed." ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(2290, 2293)" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ax = lc36.scatter(normalize=True, label='PDCSAP')\n", "lc36.scatter(ax=ax, column='sap_flux', normalize=True, color='red', label='SAP')\n", "plt.xlim(xmin=2290, xmax=2293)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The transit depth of the SAP flux is not the same as the PDCSAP. This difference is a good indication that the data suffers from crowding." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 2. Examining a Target Pixel File for crowding\n", "\n", "To fully appreciate how crowded our object is, we can examine its surroundings via downloading and plotting the associated TargetPixel File (TPF)." ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "tpf = lk.search_targetpixelfile('WR21a', sector=36).download(quality_bitmask='hard')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Note for this tutorial we are specifing the `quality_bitmask` to be 'hard'. This is to ensure that only good quality data is downloaded. We can now plot our TPF and display the aperture mask that has been defined by the SPOC for our object of interest. " ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "tpf.plot(aperture_mask=tpf.pipeline_mask)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The above plot indicates that we are focusing on the right object, but that it is indeed crowded by a much brighter star and as such, we need to remove the contaminating flux.\n", "\n", "\n", "## 3. Creating a light curve from a TPF \n", "To do this, we must first create the light curve of the object using the default mask, as shown below." ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "tpf_lc = tpf.to_lightcurve(aperture_mask=tpf.pipeline_mask)\n", "tpf_lc.plot()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "A quick glance at this light curve indicates that there are also long term trends/noise that need to be removed before we can correct for crowding." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 4. Removing the effects of scattered light and noise\n", "\n", "As indicated above, the SAP light curve is effected by scattered light and noise. We must remove this before correcting for crowding. To do this, we can used one of *Lighkurves* built in corrector functions, in this case [Pixel Level Decorrelation (PLD)](https://docs.lightkurve.org/tutorials/2-creating-light-curves/2-3-k2-pldcorrector.html).\n", "\n", "The inputs required are the TPF, the aperture, and the number of principal componants." ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/Users/rhounsel/opt/anaconda3/envs/astroconda/lib/python3.7/site-packages/astropy/utils/decorators.py:535: LightkurveDeprecationWarning: \"aperture_mask\" was deprecated in version 2.0 and will be removed in a future version. \n", " return function(*args, **kwargs)\n" ] }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "pld = PLDCorrector(tpf, aperture_mask=tpf.pipeline_mask)\n", "pld.correct(pca_components=5)\n", "pltAxis = pld.diagnose()\n", "pltAxis[0].set_ylim(ymin=6000, ymax=8000)\n", "pltAxis[1].set_ylim(ymin=6000, ymax=8000)\n", "pltAxis[2].set_ylim(ymin=6000, ymax=8000)\n", "\n", "\n", "pld.diagnose_masks();\n", "pld_lc = pld.correct(pca_components=5, aperture_mask=tpf.pipeline_mask)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's compare this corrected light curve with our previous light curves." ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(2290, 2293)" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ax = lc36.scatter(normalize=True, label='PDCSAP')\n", "tpf_lc.scatter(ax=ax, normalize=True, color='red', label='SAP ORIGINAL')\n", "pld_lc.scatter(ax=ax, normalize=True, color='green', label='PLD SAP')\n", "plt.xlim(xmin=2290, xmax=2293)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The depth of the PLD SAP light curve still does not match that of the PDCSAP, but there is some improvement in the light curve overall. Let's now apply the crowding correction to the pld_lc." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 5. Removing the effects of crowding\n", "\n", "To do this, we must first pull out the two parameters we need to calculate the correction - CROWDSAP and FLFRCSAP" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [], "source": [ "CROWDSAP = tpf.hdu[1].header['CROWDSAP']" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "0.78926158" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" } ], "source": [ "CROWDSAP" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [], "source": [ "FLFRCSAP = tpf.hdu[1].header['FLFRCSAP']" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "0.7079128" ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" } ], "source": [ "FLFRCSAP" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "From the above values, we see that the aperture contains only 71% of the object's flux, and an extra 21% of the flux in the aperture is due to other objects.\n", "\n", "To correct for the crowding and missing flux, we must first calculate the median flux of our time series. Note that we want only data that is of a high quality, which is why we originally set our `quality_mask` as hard. " ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [], "source": [ "median_flux = np.median(pld_lc.flux.value)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The excess flux in the aperture is then calculated as (1-CROWDSAP) times the median flux" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [], "source": [ "excess_flux = (1-CROWDSAP)*median_flux" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This excess flux must then be subtracted from the time series data" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [], "source": [ "flux_removed = pld_lc.flux.value - excess_flux" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This residual flux, however, does not account for the flux of our object outside of the aperture, as such there is one more correction to apply - FLFRCSA." ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [], "source": [ "flux_corr = flux_removed/FLFRCSAP" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The uncertainties on this flux are also now altered to be" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [], "source": [ "flux_err_corr = pld_lc.flux_err.value/FLFRCSAP" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can now convert this into a LightCurve Object again via the following" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [], "source": [ "lc_corr = lk.LightCurve(time=tpf.time.value, flux=flux_corr, flux_err=flux_err_corr)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's plot and compare to our previous light curves. " ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(2290, 2293)" ] }, "execution_count": 21, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ax = lc36.scatter(normalize=True, label='PDCSAP')\n", "tpf_lc.scatter(ax=ax, normalize=True, color='red', label='SAP ORIGINAL', alpha=0.5)\n", "pld_lc.scatter(ax=ax, normalize=True, color='green', label='PLD SAP', alpha=0.5)\n", "lc_corr.scatter(ax=ax, normalize=True, color='blue', label='PLD SAP CORR', alpha=0.5)\n", "plt.xlim(xmin=2290, xmax=2293)" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "8574.747152437736" ] }, "execution_count": 22, "metadata": {}, "output_type": "execute_result" } ], "source": [ "np.nanmedian(lc_corr.flux.value)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The corrected light curve is now significantly closer to that of the PLDSAP light curve. There are still some minor descrpancies, but these are are realated primarily to the removal of noise. Adjustments in the noise removal procedure applied to the SAP light curve can further improve this reduction.\n", "\n", "Let's try another method - the CBV corrector.\n", "\n", "## CBVCorrector" ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[TESS CBVs, Sector.Camera.CCD : 36.3.1, CBVType : SingleScale, nCBVS : 16,\n", " TESS CBVs, Sector.Camera.CCD : 36.3.1, CBVType.Band: MultiScale.1, nCBVs : 8,\n", " TESS CBVs, Sector.Camera.CCD : 36.3.1, CBVType.Band: MultiScale.2, nCBVs : 8,\n", " TESS CBVs, Sector.Camera.CCD : 36.3.1, CBVType.Band: MultiScale.3, nCBVs : 8,\n", " TESS CBVs, Sector.Camera.CCD : 36.3.1, CBVType : Spike, nCBVS : 6]" ] }, "execution_count": 23, "metadata": {}, "output_type": "execute_result" } ], "source": [ "from lightkurve.correctors import CBVCorrector\n", "cbvCorrector = CBVCorrector(tpf_lc)\n", "cbvCorrector.cbvs" ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Select which CBVs to use in the correction\n", "cbv_type = ['SingleScale', 'Spike']\n", "cbv_indices = [np.arange(1,9), 'ALL']\n", "# Perform the correction\n", "cbvCorrector.correct_gaussian_prior(cbv_type=cbv_type, cbv_indices=cbv_indices, alpha=1e-4)\n", "cbvCorrector.diagnose();" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's check to see if we have over or underfit the data." ] }, { "cell_type": "code", "execution_count": 25, "metadata": { "scrolled": true }, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "with warnings.catch_warnings():\n", " # ignore \"RuntimeWarning\"\n", " warnings.simplefilter(\"ignore\", RuntimeWarning)\n", " cbvCorrector.goodness_metric_scan_plot(cbv_type=cbv_type, cbv_indices=cbv_indices);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We might be slightly overfitting, so let's adjust our alpha." ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "cbvCorrector.correct_gaussian_prior(cbv_type=cbv_type, cbv_indices=cbv_indices, alpha=1e-1)\n", "cbvCorrector.diagnose();" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now we can apply the crowding corrections. " ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [], "source": [ "# Perform the FF and CM corrections\n", "median_flux = np.median(cbvCorrector.corrected_lc.flux.value)\n", "excess_flux = (1-CROWDSAP)*median_flux\n", "flux_removed = cbvCorrector.corrected_lc.flux.value - excess_flux\n", "flux_corr = flux_removed/FLFRCSAP\n", "flux_err_corr = cbvCorrector.corrected_lc.flux_err.value/FLFRCSAP\n", "lc_cbv_corr = lk.LightCurve(time=tpf.time.value, flux=flux_corr, flux_err=flux_err_corr)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can now compare to the PDCSAP and SAP light curves. " ] }, { "cell_type": "code", "execution_count": 28, "metadata": {}, "outputs": [ { "data": { "image/png": "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