{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# An introduction into the Lightkurve Corrector Class - Noise removal for TESS light curves\n", "Welcome everyone to our *TESS* Lightkurve splinter session!" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 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", "\n", "" ] }, { "cell_type": "markdown", "metadata": { "id": "p2yAwPl-XENV" }, "source": [ "## Learning Goals\n", "\n", "In this tutorial, we will teach the user how to remove scattered light and noise from a *TESS* light curve. \n", "\n", "The splinter session assumes a basic knowledge of python and astronomy, and will walk the user through several of the concepts outlined below,\n", "\n", "1. How to use *Lightkurve* to access the various data products and create time series.\n", "2. How to account for instrumental and noise effects within your data using the Corrector class.\n", "\n", "This tutorial is designed for users that have previous experience with *Lightkurve*." ] }, { "cell_type": "markdown", "metadata": { "id": "wnTUKQjlYHeh" }, "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": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "MrmknoO9jt5F", "outputId": "048c1e1b-f1b3-4d37-fd4d-3214d1bda24b" }, "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 lightkurve`\n", "\n", "This downloads the *Lightkurve* package." ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "id": "dS_W-DWjoEu0" }, "outputs": [], "source": [ "import lightkurve as lk\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "%matplotlib inline " ] }, { "cell_type": "markdown", "metadata": { "id": "yLzQXfvBYUTL" }, "source": [ "## Introduction to the Corrector Class\n", "\n", "*TESS* light curves can often have systematic trends caused by noise sources such as scattered light and instrumental effects. Only the [LightCurve objects](https://docs.lightkurve.org/tutorials/1-getting-started/what-are-lightcurve-objects.html) which have been fully processed, have had these effects removed. Data derived from either [TargetPixelFiles](https://docs.lightkurve.org/tutorials/1-getting-started/what-are-targetpixelfile-objects.html) or Full Frame Images must undergo further processing by the user to remove these sources of noise. \n", "\n", "To aid the user in this process, there exist several different tools within the \n", "*Lightkurve* package. These are known as the [Corrector class](https://docs.lightkurve.org/reference/api/lightkurve.correctors.corrector.Corrector.html?highlight=corrector%20class#lightkurve-correctors-corrector-corrector). We briefly describe each of these corrector classes below,\n", "\n", "- [**CBVCorrector**](https://docs.lightkurve.org/reference/api/lightkurve.correctors.CBVCorrector.html?highlight=cbvcorrector): Cotrending Basis Vectors (CBVs) are generated from the most common systematic trends observed in each Sector. Each *TESS* CCD and Camera has its own set of CBVs. There are three basic types of CBVs, \n", " - **Single-Scale**: Contains all systematic trends combined in a single set of basis vectors. Generally speaking, a single-scale CBV performs better at preserving longer period signals.\n", " - **Multi-Scale**: Contains systematic trends in specific wavelet-based band passes. There are usually three sets of multi-scale basis vectors in three bands. This type of correction performs better when the periods are close to the transiting planet durations, and help to preserve the signal.\n", " - **Spike**: Contains only short impulsive spike systematics. This correction is applied to remove short impulsive systematic signals.\n", " \n", "\n", "- [**RegressionCorrector**](https://docs.lightkurve.org/reference/api/lightkurve.correctors.RegressionCorrector.html?highlight=regressioncorrector): Here the light curve is de-trended against vectors that we think are predictive of the systematic noise. For FFI data, we have to select/define an aperture for our object of interest. Pixels outside of this aperture are used to create vectors that are predictive of the noise. These vectors are then removed from the data.\n", "\n", "- [**PLDCorrector**](https://docs.lightkurve.org/reference/api/lightkurve.correctors.PLDCorrector.html?highlight=pldcorrector): Pixel Level De-correlation (PLD) works by identifying a set of trends in the pixels surrounding the target star, and performing linear regression to create a combination of these trends that effectively models the systematic noise introduced by spacecraft motion/scattered light. This noise model is then subtracted from the uncorrected light curve. It is similar to the RegressionCorrector.\n", "\n", "In this tutorial, we will apply each of these methods to our data and compare the results. First, we need to obtain the data to test our various Corrector functions." ] }, { "cell_type": "markdown", "metadata": { "id": "5NAo0xYmnf8f" }, "source": [ "## 1. How to use *Lightkurve* to access the various data products and create a time series\n", "\n", "\n", "[*Lightkurve*](https://docs.lightkurve.org/tutorials/index.html) offers a user-friendly way to analyze time series data obtained by telescopes, in particular *TESS*. You can search for the various data products for *TESS* on MAST using the following *Lightkurve* functions.\n", "\n", "- To look for your object in a full frame image: [`search_tesscut()`](https://docs.lightkurve.org/reference/api/lightkurve.search_tesscut.html?highlight=search_tesscut)\n", "\n", "- To look for target pixel files: [`search_targetpixelfile()`](https://docs.lightkurve.org/reference/api/lightkurve.search_targetpixelfile.html?highlight=search_targetpixelfile) \n", "\n", "- To obtain light curve files for your object of interest: [`search_lightcurve()`](https://docs.lightkurve.org/reference/api/lightkurve.search_lightcurve.html?highlight=search_lightcurve) \n", "\n", "For the purpose of this tutorial, we will be examining [KT Eri](https://en.wikipedia.org/wiki/KT_Eridani), a bright nova in the constellation Eridanus that underwent an eruption in 2009.\n", "\n", "To test our various methods of noise removal, we will be looking at FFI data for this object. We can search [MAST](https://mast.stsci.edu) for TESS FFI data on this object using the [search_tesscut()](https://docs.lightkurve.org/reference/api/lightkurve.search_tesscut.html?highlight=search_tesscut#lightkurve.search_tesscut) function." ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 120 }, "id": "a_KEML4eojAA", "outputId": "eed270a7-8e68-43ca-cd48-e59148ad58ef" }, "outputs": [ { "data": { "text/html": [ "SearchResult containing 2 data products.\n", "\n", "\n", "\n", "\n", "\n", "\n", "
#missionyearauthorexptimetarget_namedistance
sarcsec
0TESS Sector 052018TESScut1426KT Eri0.0
1TESS Sector 322020TESScut475KT Eri0.0
" ], "text/plain": [ "SearchResult containing 2 data products.\n", "\n", " # mission year author exptime target_name distance\n", " s arcsec \n", "--- -------------- ---- ------- ------- ----------- --------\n", " 0 TESS Sector 05 2018 TESScut 1426 KT Eri 0.0\n", " 1 TESS Sector 32 2020 TESScut 475 KT Eri 0.0" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "search_lc = lk.search_tesscut(\"KT Eri\")\n", "search_lc" ] }, { "cell_type": "markdown", "metadata": { "id": "fqvplNZ7n83T" }, "source": [ "We see that there are two sets of data, one from Sector 5 and the other from Sector 32. Let's look at the data from Sector 32. To download the data we must specify a cut out size in pixels and use the [download()](https://docs.lightkurve.org/reference/search.html?highlight=download) function." ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 437 }, "id": "us4RpuK7pVvB", "outputId": "fc16bf0e-e6fd-420a-964d-c0eb1cdccecd" }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "S32 = search_lc[1].download(cutout_size=50)\n", "S32.plot()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Note that this cut out is much larger than a typical FFI, this is because when calculating our noise and systematics, we want a larger sample of pixels from which the correction will be applied." ] }, { "cell_type": "markdown", "metadata": { "id": "1SrO8uNNojYV" }, "source": [ "**Creating our light curve**\n", "\n", "Great! Now we have our data, we can create our light curve using the [to_lightcurve()](https://docs.lightkurve.org/reference/api/lightkurve.KeplerTargetPixelFile.to_lightcurve.html?highlight=to_lightcurve#lightkurve.KeplerTargetPixelFile.to_lightcurve) function. Our object is in the center, but it is kind of faint in comparison to some other objects. We must therefore create our own aperture as shown below." ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 437 }, "id": "vNsFsxcXpyPy", "outputId": "2686d9ea-185c-46a9-8943-088e6c20ae49" }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "aper_new = np.zeros(S32.shape[1:], dtype=bool)\n", "aper_new[24:27, 24:27] = True\n", "S32.plot(aperture_mask=aper_new, mask_color='red')" ] }, { "cell_type": "markdown", "metadata": { "id": "1qlB175rsKjr" }, "source": [ "Excellent it covers our object! Let's now make our light curve using this aperture and plot the result. " ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 404 }, "id": "60ceFL3Xw-X0", "outputId": "732b6a56-9704-4b91-9c29-9209044718dd" }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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kcrnFdpYAQz0RkT0x1BMRkaC6284SYPkNEZE9MdQTEZGgujt4Cri3Um80Gp0wIyKigY+hnoiIBKVUKnsM9VypJyKyD4Z6IiISlFwu77b8hjX1RET2w1BPRESCamtrg6+vr8V1Hj5FRGQ/DPVEROQQLL8hIrIfHj7lQDxRlogGuvs9CMsHZYmI7Ieh3oF4oiwRDXSNjY0IDAzs9h63tCQish+W3xARkWAUCkW3D8kCgEgkYk09EZGdMNQTEZFgetrOEuBKPRGRPblc+c3Fixdx/PhxfPPNN6irq4Ovry9GjBiBZ599FsOHDze1u3TpEvLy8rrtIz8/H6NGjTK7ptVqsXXrVpw6dQpqtRoymQxz585FRkZGr9oREQ1G91up55aWRET243Kh/rPPPoNarcasWbMQExOD5uZm7NmzB8uXL8fKlSuRkpJi1n7RokVITk42uzZs2DCLftesWYPy8nIsXrwY0dHROHHiBPLz82EwGDB16lSb2xERDUYKhQJjxozp9h63tCQish+XC/UvvfSSxUNY48ePR05ODnbv3m0R6qOioixW5b/v/PnzKC0txfLlyzFlyhQAwLhx46BQKFBYWIjJkydDLBZb3Y6IaLDiSj0RkXO4XE19d7sqeHt7Y+jQoairq+tVn0VFRfD29sakSZPMrk+fPh0qlQplZWU2tSMiGqwaGhoQFBTU7T2GeiIi+3G5lfrutLa24ubNmxg3bpzFvU2bNmHdunXw8vLCqFGjkJWVhbFjx5q1qaqqgkwms1hlj42NNd0fPXq01e16otForPp8PDw84OHhYVVbIqL+xGg0WpzH0YWHTxER2c+ACPWbNm1CW1sb5s+fb7rm4+ODWbNmISkpCf7+/rhz5w4++eQT5OXl4Y033sD48eNNbdVqNYYMGWLRr1QqNd23pV1PlixZYtXnk52djQULFljVlojIVXClnojIflw+1G/duhXHjx/Hiy++aLb7TUJCAhISEkwfjx07Funp6Vi6dCkKCwvNQr2jFBYWWnX4FFfpicgVtbW1QSKR9HifW1oSEdmPS4f6HTt2YNeuXfjJT36CH/3oRw9s7+fnhwkTJuCzzz5De3s7vLy8ANxbae9ulb3rWtdKvLXteuLj48MTZYlowLrfQ7IAV+qJiOzJ5R6U7bJjxw5s374dCxYsMCu7eRCj0Qjg3smGXWJjY3Hr1i2LFaSqqioA/7cFprXtiIgGI4VC0ePBUwBDPRGRPblkqN+5cye2b9+OrKwsZGdnW/26lpYWnDt3DvHx8fD09DRdT09Ph1arxZkzZ8zaHz16FMHBwUhMTLSpHRHRYHS/02QB88UUIiISlsuV3+zZswfbtm3D+PHjkZaWhmvXrpnd79qTPj8/H2FhYRgxYgT8/f1x+/Zt7NmzB42Njfj1r39t9pq0tDSkpqZiw4YN0Gg0iIyMxMmTJ1FSUoJly5aZdruxth0R0WAkl8stzgohIiLHcLlQX1xcDAAoKSlBSUmJxf39+/cDuFcqc+rUKRw8eBBarRZSqRRjxoxBbm5utyvqeXl52LJlC7Zt2wa1Wg2ZTIYVK1YgIyOjV+2IiAYbpVJ535p6IiKyH5cL9WvXrrWq3bx58zBv3jyr+/X29kZOTg5ycnIEaUdENNgw1BMROU+vQ/2xY8cEm8S0adME64uIiJyjs7PTtKsYERE5Vq9D/dtvvy3YQ08M9UREREREvden8pvY2Fikp6f3+vVnz55FZWVlX6bgUnJzcy2OT8/MzERmZqaTZkREJAy9Xs/dbYiInKhPoT4+Pt6mLSW/Ty6XD6pQX1BQwMOniGhAUqlUCAkJcfY0iIgGrV7vU+/j49Pn2klPT094e3v3qQ8iInK+Bx08RURE9tXrlfqdO3f2efBXXnkFr7zySp/7ISIi51IoFNz5hojIiVzyRFkiIupfuFJPRORcDPVERNRnSqWSoZ6IyIkY6omIqM+4Uk9E5FyCh/qamhr87Gc/E7pbIiLqx9RqNaRSqbOnQUQ0aAke6nU6HZRKpdDdEhFRP8d96omInMfm3W927Nhx3/sNDQ29ngwREbkeo9EIo9Ho7GkQEQ1qvQr1QUFBcHfv/qU6na7PkxqoeKIsEQ1Era2tLL0hInIym0N9WFgYlixZgkmTJnV7v6KiAq+++mqfJzYQ8URZIhqI5HI596gnInIym2vq4+LiUFFR0eN9kUjEt2GJiAYRbmdJROR8Nq/Uz5kzB1qttsf7kZGRWL16dZ8mRUREroOnyRIROZ/NoX7s2LH3vS+RSJCcnNzrCRERkWtRKBRIT0939jSIiAY1Hj5FRER9wpV6IiLn63Oob2pqwvr164WYCxERuaD6+nqEhIQ4expERINan0O9RqPBsWPHYDAYhJgPERG5GIPB0OM2x93hZgpERMJj+Q0RETmMu7s79Hq9s6dBRDTg2PygLPUeD58iooGmo6PDplV6sVgMvV5v02uIiOjB+FPVgXj4FBENNHV1dQgNDbW6fVeoJyIiYbH8hoiIek2hUNh08BRDPRGRfTDUExFRr9l6mixDPRGRfTDUExFRr8nlcptCvbu7O3Q6nR1nREQ0OAkS6rk9GRHR4KRUKm06eIor9URE9tHnUC+VSpGdnW2xqwsREQ18vamp50o9EZHw+pzE/fz8kJ2dLcRciIjIxbS1tdm0qxf3qScisg8urxMRkcOw/IaIyD4E26e+oaEBtbW1iI6ORlBQkOn63bt3sWXLFlRWViI8PBzZ2dlITEwUalgiInKS3jxPxVBPRGQfgoX6jz76CAcOHMBf/vIXU6jXarV4/fXX0djYCKPRiJqaGly5cgXvvPMOhgwZItTQLoMnyhLRQNLY2IjAwECbXsPdb4iI7EOwUH/58mXIZDLIZDLTtaNHj6KhoQFTpkxBdnY2zp8/j82bN+OTTz7BK6+8ItTQLoMnyhLRQGLrQ7IAV+qJiOxFsJr6+vp6i9X3c+fOQSwW4+c//zmioqIwa9YsxMXF4dKlS0INS0RETqJQKGzazhJgqCcishfBQr1Wq4W3t7fpY6PRiOvXryMhIQH+/v6m6zKZDPX19UINS0RETsKVeiKi/kOwUB8SEgK5XG76uLy8HBqNBsnJyWbt9Ho93N0Fq/ohIiInUSqVDPVERP2EYOl65MiROHnyJM6ePYtx48bhww8/hEgkwsSJE83a1dTUICQkpNfjXLx4EcePH8c333yDuro6+Pr6YsSIEXj22WcxfPhws7ZarRZbt27FqVOnoFarIZPJMHfuXGRkZFj0a21bW/okIhrIertSzwdliYiEJ1ionz9/PoqKirB27VoA98pvkpOTMXr0aFMbuVyOmpoazJgxo9fjfPbZZ1Cr1Zg1axZiYmLQ3NyMPXv2YPny5Vi5ciVSUlJMbdesWYPy8nIsXrwY0dHROHHiBPLz82EwGDB16lSzfq1ta0ufREQDWUNDA3e/ISLqJwQL9TExMfjjH/+Iffv2obm5GQkJCXjmmWfM2pSUlCAuLg7p6em9Huell16y+Edk/PjxyMnJwe7du02h/vz58ygtLcXy5csxZcoUAMC4ceOgUChQWFiIyZMnQywW29TWlj6JiAaD72/T+yA8UZaIyD4EPVE2ISEBr776Kt544w0sXLjQYvvGp556CuvXr8eECRN6PUZ3q0Le3t4YOnQo6urqTNeKiorg7e2NSZMmmbWdPn06VCoVysrKbG5rS59ERGSJNfVERPYhaKh3ltbWVty8eRNDhw41XauqqoJMJrNYOY+NjTXdt7WtLX12R6PRWPWns7PT6s+diMgZtFotJBKJza9jqCciso8BsQ3Npk2b0NbWhvnz55uuqdXqbk+tlUqlpvu2trWlz+4sWbLkQZ8KACA7OxsLFiywqi0RkTP0Zo96gKGeiMheXD7Ub926FcePH8eLL75osftNf1NYWGjVibIeHh4OmA0RUe/1ZjtL4F6ob2trs8OMiIgGN5cO9Tt27MCuXbvwk5/8BD/60Y/M7kml0m5Xzruuda2u29LWlj674+PjY1WoJyLq73q7Us8HZYmI7MNla+p37NiB7du3Y8GCBWZlN11iY2Nx69Yti388uurehw0bZnNbW/okIhrIFAoFIiIibH4dy2+IiOyjz6G+qakJ69evF2IuVtu5cye2b9+OrKwsZGdnd9smPT0dWq0WZ86cMbt+9OhRBAcHIzEx0ea2tvRJRDSQ9aWmnvvUExEJr8/lNxqNBseOHcPSpUtt3q+4N/bs2YNt27Zh/PjxSEtLw7Vr18zujxo1CgCQlpaG1NRUbNiwARqNBpGRkTh58iRKSkqwbNkysx1srG1rS59ERAOZUqlk+Q0RUT/icjX1xcXFAO4dZFVSUmJxf//+/ab/n5eXhy1btmDbtm1Qq9WQyWRYsWIFMjIyLF5nbVtb+iQiGqh0Oh08PT1tfh3Lb4iI7MPlQv3atWutbuvt7Y2cnBzk5OQI1taWPomIyBzLb4iI7MNlH5QlIiLn0Ol0vS63ZPkNEZF9MNQTEZFNVCoVgoODe/Valt8QEdmHy5XfuLLc3FyL1a3MzExkZmY6aUZERLZTKBS9OngKYPkNEZG9MNQ7UEFBAQ+fIiKX19vTZIF75TcM9UREwhOk/MZoNArRDRERuYC+rNR7eHgw1BMR2UGfQ71UKkV2drZD9qgnIiLn6+3BU8C9lfrOzk6BZ0RERH1O4n5+fj2e6kpERAMPV+qJiPofLq8TEZFNWlpaIJVKe/Va1tQTEdmH4A/K6vV6FBcXo7y8HM3NzRg5ciRmzJgBAKivr0dzczOGDh0KsVgs9NBEROQgIpGoV69jqCcisg9BQ/2lS5dQUFAAlUoFo9EIkUgEvV5vCvUXL17E+vXr8dprr+Hf/u3fhByaiIgcoK8bI3h4eLCmnojIDgQrv6msrMTKlSvR1NSEmTNn4vXXX7f44f/oo4/Cy8sLZ86cEWpYIiJyoJaWFvj5+fX69XxQlojIPgRbqd+5cyc6OzuxatUqpKSkdNtGIpFAJpOhoqJCqGFdCg+fIiJX15eHZIF7h08ZDAYBZ0RERICAof7y5csYOXJkj4G+S1hYGEpLS4Ua1qXw8CkicnVKpbLX21kSEZH9CFZ+o9FoEBIS8sB2nZ2dXKUhInJRcrm8Tyv1RERkH4KF+qCgINy6deuB7aqqqrjKQ0TkopRKJUM9EVE/JFiof+ihh1BdXY2ioqIe2xw5cgRKpRITJkwQalgiInKgvtbUExGRfQgW6ufPnw+JRIL8/Hxs3boV5eXlAID29nZUVVVh165d2LhxI6RSKZ5++mmhhiUiIgeqr69HcHCws6dBRETfI9iDsuHh4fj973+PP/7xj/jwww+xe/duiEQinD59GqdPn4bRaERAQADy8vIQFBQk1LBERORABoMB7u6Cn1tIRER9JOhP5rFjx2LTpk34/PPPUVpaCoVCAYPBgNDQUKSkpODJJ5/s0/7GRERERERkSfDlFh8fH8yePRuzZ88WumsiInKijo4OrtITEfVTgtXUExHRwFZXV8fdy4iI+ikuuTgQT5QlIlfGnW+IiPqvXod6jUYDd3d3eHp69nrwjo4O6HS6QXPKKk+UJSJXplAouFJPRNRP9br8Jjs7G5s2berT4Bs2bEB2dnaf+iAiIsdQKBSIiIhw9jSIiKgbvQ71RqMRRqNRyLkQEVE/plQquVJPRNRP9amm/urVq1i/fn2fXk9ERK5BqJp6sVgMvV4PsVgswKyIiAjoY6i/c+cO7ty506cJiESiPr2eiIgco62tDd7e3n3ux93dHZ2dnQz1REQC6nWoX716tZDzICKiQcLDwwM6nc7Z0yAiGlB6HeqTk5OFnAcREfVjBoNBsL7c3d0Z6omIBMbDp4iI6IEaGxsRGBgoSF9d5TdERCQchnoiInogIQ+eYvkNEZHweKKsA/FEWSJyVUqlUrBQz5V6IiLhMdQ7EE+UJSJXxZV6IqL+jeU3RET0QAqFQrCDpzw8PLhST0QkMIZ6IiJ6ICFX6ll+Q0QkPJcrv9FoNNi1axcqKipQUVGB5uZmZGdnY8GCBWbtLl26hLy8vG77yM/Px6hRo8yuabVabN26FadOnYJarYZMJsPcuXORkZHRq3ZERAOJ0LvfsPyGiEhYgoV6uVyOiIgIq9oWF2TaHUAAACAASURBVBdj4sSJvRpHrVbj0KFDiI2NRXp6Og4fPnzf9osWLbLYU3/YsGEW7dasWYPy8nIsXrwY0dHROHHiBPLz82EwGDB16lSb2xERDTTff9C/txjqiYiEJ1io/9WvfoWcnBxMmzatxzYdHR3YvHkzDh06hL179/ZqnPDwcOzYsQMikQhNTU0PDPVRUVEWq/Lfd/78eZSWlmL58uWYMmUKAGDcuHFQKBQoLCzE5MmTIRaLrW5HREQ944OyRETCE6ymvrOzE+vXr8e6devQ0tJicf/GjRv41a9+hYMHD1q9ot8dkUgEkUjUl6laKCoqgre3NyZNmmR2ffr06VCpVCgrK7OpHRHRQKLVaiGRSATrjzX1RETCEyzUv/3224iNjcWpU6ewdOlSfP3116Z7u3fvxmuvvYba2lpMnz4d77zzjlDDPtCmTZswe/ZszJ8/H7///e9x5coVizZVVVWQyWQWq+yxsbGm+7a064lGo7HqD/+xI6L+RMiHZAHufkNEZA+Cld/ExMSgoKAAW7ZswZ49e/D//t//w49+9CPcvHkTV69ehVQqxS9/+Uv84Ac/EGrI+/Lx8cGsWbOQlJQEf39/3LlzB5988gny8vLwxhtvYPz48aa2arUaQ4YMsehDKpWa7tvSridLliyxau7dPfhLROQsSqVSsO0sAZbfEBHZg6C734jFYjz//PN4+OGHsXr1ahw4cAAAkJKSgtzcXAQFBQk53H0lJCQgISHB9PHYsWORnp6OpUuXorCw0CzUO0phYaFVh095eHg4YDZERNaRy+WCrtS7u7ujo6NDsP6IiMgO+9RrNBocPnwYGo0GRqMRRqMRt27dQnV1tdBD2czPzw8TJkxAZWUl2tvbTdelUmm3q+xd17pW4q1t1xMfHx+r/jDUE1F/olQqBS+/4Uo9EZGwBA31ly9fxtKlS3HixAnEx8fjnXfewdy5c6FSqfD73/8emzdvdnodpdFoBACzh21jY2Nx69Yt6PV6s7ZdNfJdW2Ba246IaCARuqaeD8oSEQlPsFD/wQcf4D//8z9RV1eHZ555Bn/6058QGxuLRYsWYc2aNQgNDcX+/fuRm5uLyspKoYa1SUtLC86dO4f4+Hh4enqarqenp0Or1eLMmTNm7Y8ePYrg4GAkJiba1I6IaCARuqae+9QTEQlPsJr6jz/+GCEhIcjNzbU47Gns2LF49913sXHjRpw4cQLLli3Dxx9/3Ouxzp8/j/b2dmi1WgBAdXU1Tp8+DQB4+OGHIZFIkJ+fj7CwMIwYMQL+/v64ffs29uzZg8bGRvz617826y8tLQ2pqanYsGEDNBoNIiMjcfLkSZSUlGDZsmWm3W6sbUdENJDodDpBywJZfkNEJDzBQv2kSZPwyiuvwM/Pr9v7Pj4+WLZsGSZMmICNGzf2aayNGzdCoVCYPj59+rQp1G/evBkSicS0vebBgweh1WohlUoxZswY5ObmdruinpeXhy1btmDbtm1Qq9WQyWRYsWIFMjIyetWOiIi6x/IbIiLhiYxdReYOVFdXh9DQUEcP6zQajQZZWVnYtWuXVbvfEBH1FzqdDq+//jr+/Oc/C9bn1atXcfr0afz85z8XrE8iooHK2hwp+O431hhMgZ6IyJWpVCqEhIQI2idX6omIhCdY+c3ly5dtap+UlCTU0EREZCdC73wDsKaeiMgeBAv1eXl5ZttEPsjevXuFGtpl5Obmws3N/M2RzMxMZGZmOmlGRET3p1AoBN35BuBKPRGRPQgW6h977LFuQ73RaERdXR1u3rwJjUaDiRMn9vgw7UBXUFDAmnoicikKhQKxsbGC9smVeiIi4QkW6l999dX73ler1Xj33XdRXV2NP/3pT0INS0REdqRUKjFhwgRB++Q+9UREwnPYg7JSqRS5ubnQaDT44IMPHDUsERH1gT1q6ll+Q0QkPIfufiORSJCYmIji4mJHDktERL3U0tIieMkky2+IiITn8C0ttVotWlpaHD0sERH1ki2bIFiDK/VERMJzaKgvLi7GlStXEBUV5chhiYioF+x1NiFr6omIhCfYg7Lr16/v8Z5Wq8Xt27dRVVUFo9GIOXPmCDUsERHZiVqttstuZWKxGAaDQfB+iYgGM8FC/dGjRx/YJiwsDNnZ2Zg2bZpQwxIRkZ3Y4yFZIiKyD8FC/erVq3u85+HhgaCgIERERAg1HBER2ZlSqWSoJyJyEYKF+uTkZKG6GrB4oiwRuRKu1BMRuQ7BQj09GE+UJSJXolAokJCQ4OxpEBGRFRy+pSUREbkGrtQTEbmOXq/U/+xnP+v1oCKRCH//+997/XoiIrI/lUqFkJAQZ0+DiIis0OtQr1AohJwHERH1MwaDAWKx2NnTICIiK/Q61O/bt0/IeRARERERUS+xpp6IiCx0dHTA3Z17KRARuYpeh/rf/e53+Pjjj7u9p9Fo0NHR0etJERGRc3GPeiIi19LrUH/p0iXcunWr23vZ2dnYtGlTrydFRETOpVQqERYW5uxpEBGRlezy3qrRaITRaLRH1y6Nh08RkavgdpZERK6FBZMOxMOniMhVKBQKjBo1yq5jGI1GiEQiu45BRDRY8EFZIiKyYO+Vend3d+j1erv1T0Q02DDUExGRBXs/KOvu7g6dTme3/omIBhuGeiIistDW1gaJRGK3/hnqiYiE1aea+mPHjuHYsWMW10UiUY/3uuzdu7cvQxMRkQtzd3dHZ2ens6dBRDRg9CnUc4cbIqKBx2Aw2H0MDw8PhnoiIgH1OtTv27dPyHkQEVE/0djYiKCgILuO4enpyUMKiYgExJp6IiIy44g96j09PblST0QkIIZ6IiIyo1Ao7H6arJeXF9rb2+06BhHRYMLDpxyIJ8oSkStQKBQYMmSIXcfw9PRkqCciEhBDvQPxRFkicgVKpRLJycl2HcPLy4s19UREAmL5DRERmXFUTT1X6omIhMNQT0REZhobGxEYGGjXMVhTT0QkLIZ6IiKyIBKJ7No/t7QkIhKWy9XUazQa7Nq1CxUVFaioqEBzczOys7OxYMECi7ZarRZbt27FqVOnoFarIZPJMHfuXGRkZPS6rS19EhFR97y8vNDY2OjsaRARDRguF+rVajUOHTqE2NhYpKen4/Dhwz22XbNmDcrLy7F48WJER0fjxIkTyM/Ph8FgwNSpU3vV1pY+iYhcjUajgUQisfs4fFCWiEhYLhfqw8PDsWPHDohEIjQ1NfUY6s+fP4/S0lIsX74cU6ZMAQCMGzcOCoUChYWFmDx5MsRisU1tbemTiMgVKRQKRERE2H0cPihLRCQsl6upF4lEVtV6FhUVwdvbG5MmTTK7Pn36dKhUKpSVldnc1pY+iYhckVKptPvBUwAflCUiEprLhXprVVVVQSaTWaycx8bGmu7b2taWPruj0Wis+sOj04nIWRyxnSXA8hsiIqG5XPmNtdRqdbcnIkqlUtN9W9va0md3lixZYtXce3rwl4jI3pRKJVJTU+0+Dne/ISIS1oAN9f1RYWGhVSfKenh4OGA2RESW5HK5Q2rqWX5DRCSsARvqpVJptyvnXde6VtdtaWtLn93x8fGxKtQTETlLXV0dQkND7T4OH5QlIhLWgK2pj42Nxa1bt6DX682ud9W9Dxs2zOa2tvRJROSKdDqdQ94tZE09EZGwBmyoT09Ph1arxZkzZ8yuHz16FMHBwUhMTLS5rS19EhFRz1h+Q0QkLJcsvzl//jza29uh1WoBANXV1Th9+jQA4OGHH4ZEIkFaWhpSU1OxYcMGaDQaREZG4uTJkygpKcGyZcvMdrCxtq0tfRIRuRqdTuewn2NisRg6nc4hYxERDQYuGeo3btwIhUJh+vj06dOmUL9582bTaYh5eXnYsmULtm3bBrVaDZlMhhUrViAjI8OiT2vb2tInEZErcVQ9PQCrzhshIiLruWSof//9961q5+3tjZycHOTk5AjW1pY+iYhcSU1NDWQymbOnQUREvTBga+qJiMg21dXVGDp0qLOnQUREveCSK/WuKjc3F25u5r9HZWZmIjMz00kzIiL6P3fv3kVKSoqzp0FERL3AUO9ABQUF3KeeiPqtu3fvdntqNhER9X8svyEiIgBAS0sL/Pz8nD0NIiLqBYZ6IiICABiNRmdPgYiIeomhnoiIoNPpLJ75cQSDweDwMYmIBiKGeiIiglKpRHh4uEPH9Pb2Rltbm0PHJCIaqBjqiYgIt2/fRlRUlEPH9PX1hUajceiYREQDFUM9ERE5JdT7+PigtbXVoWMSEQ1UDPVERITbt28jOjraoWP6+PhwpZ6ISCAM9UREhNraWqeU33ClnohIGDx8yoF4oiwR9VfNzc3w9/d36Jje3t7QarUOHZOIaKBiqHcgnihLRP2ZSCRy6HhcqSciV/Kvf/0LOp0OjzzyiLOn0i2W3xARDXIdHR3w8PBw+LisqSciV3Ljxg3o9XpnT6NHDPVERIPcnTt3MGTIEIePy1BPRK7k7t27iIiIcPY0esRQT0Q0yDlj5xuA5TdE5Fru3Lnj8A0FbMFQT0Q0yCkUCqesPvn4+PBBWSJyGe3t7fD29nb2NHrEUE9ENMjV19cjODjY4ePy8CkiIuEw1BMRDXIqlQohISEOH5c19UTkKlpbW/v1Kj3AUE9ENOjV19c7JdRzn3oichXOevbIFgz1RESDnFardcoKlJubG4xGo8PHJSKylTNO3bYVD59yIJ4oS0T9DUM1EdGD3b59GwkJCc6exn0x1DsQT5Qlov6mvr4eoaGhzp4GEVG/dvv2bWRkZDh7GvfF8hsiokGsqqoKQ4cOdfY0iIj6tdraWkRGRjp7GvfFUE9ENIhVV1cz1BMR3YfRaIRer4dYLHb2VO6LoZ6IaBCrrq7GsGHDnDa+SCSCwWBw2vhERA/irAP6bMVQT0Q0iN26dcup27R5e3ujra3NaeMTET1IWVkZEhMTnT2NB2KoJyIaxDo7O+Hp6em08XkAFRH1d9evX8eIESOcPY0HYqgnIhqk9Ho9RCKRU+fg6+uL1tZWp86BiOh+bty4wVBPRET9V01NDWQymVPn4OPjw1BPRP2aRqOBr6+vs6fxQNyn3oF4+BQR9SeXL1/G2LFjnToHf39/NDc3O3UOREQ90Wg0LnPGEEO9A/HwKSLqT65cuYLnnnvOqXMICAhgqCeifuvGjRsYPny4s6dhFZbfEBENUrW1tU7d+QbgSj0R9W+usvMNwFBPRDQotbW1wcvLy+kPygYEBKCxsdGpcyAi6glDPRER9WvXr1/HyJEjnT0Nlt8QUb8ml8td4uApYIDX1F+6dAl5eXnd3svPz8eoUaNMH2u1WmzduhWnTp2CWq2GTCbD3LlzkZGRYfFaW9oSEfVHly9fRlJSkrOnwfIbIuq39Ho93NzcnP6OprUGdKjvsmjRIiQnJ5td+/6x6GvWrEF5eTkWL16M6OhonDhxAvn5+TAYDJg6dWqv2xIR9UdXr17FrFmznD0N+Pn5Qa1WO3saREQW+sO2v7YYFKE+KirKbFX++86fP4/S0lIsX74cU6ZMAQCMGzcOCoUChYWFmDx5MsRisc1tiYj6K7VaDalU6uxpQCwWw2AwOHsaREQWysvLXaaeHmBNPQCgqKgI3t7emDRpktn16dOnQ6VSoaysrFdtiYj6o6qqKkRGRjp7GkRE/ZorPSQLDJKV+k2bNmHdunXw8vLCqFGjkJWVZXbgSlVVFWQymcUKe2xsrOn+6NGjbW77fRqNxqr5enh4wMPDw6q2RES2+vTTT/HDH/7Q2dMgIurXvv32W8TFxTl7GlYb0KHex8cHs2bNQlJSEvz9/XHnzh188sknyMvLwxtvvIHx48cDuPc29JAhQyxe3/XW9HfrPW1p+31Lliyxat7Z2dlYsGCBVW2JiGxhMBhw6dIlvPTSS86eihmj0egyD6MR0cCn1+vR0dEBT09PZ0/FagM61CckJCAhIcH08dixY5Geno6lS5eisLDQFOodpbCw0KoTZblKT0T2UlxcjIceeqhfBWgfHx9oNBr4+vo6eypERADubft7v+cx+6NBV1Pv5+eHCRMmoLKyEu3t7QDurbJ3t8Lede27D5PZ0vb7fHx8rPrDUE9E9rJ7927MmzfP2dMw4+/vj6amJmdPg4jI5OrVqxY7J/Z3gy7UA/fe5gVgWqmKjY3FrVu3oNfrzdpVVVUBMN/+0pa2RET9yd27d+Hr64vAwEBnT8VMWFgYFAqFs6dBRGRy5coVl3pIFhiEob6lpQXnzp1DfHy8qU4qPT0dWq0WZ86cMWt79OhRBAcHm31TbWlLRNSfHDhwAJmZmc6ehoXo6Gjcvn3b2dMgIgIANDY2Qq1Wu8xJsl0GdE19fn4+wsLCMGLECPj7++P27dvYs2cPGhsb8etf/9rULi0tDampqdiwYQM0Gg0iIyNx8uRJlJSUYNmyZWY73djSloiov9BoNPjqq6/w05/+1NlTsRAdHY2zZ886expERACA48ePY8aMGc6ehs0GdKiPjY3FqVOncPDgQWi1WkilUowZMwa5ubkWK+p5eXnYsmULtm3bBrVaDZlMhhUrViAjI8OiX1vaEhH1B59++ilmz54NN7f+9wZtVFQUamtrnT0NIiIAwKlTp7By5UpnT8NmAzrUz5s3z+oHwry9vZGTk4OcnBxB2/YH99sqrry8HCNGjLjv6+vq6iCRSODn52eP6d1XW1sbxGIxPDw8oNPpcP36dYwcORLu7v/3V/d+W07pdDq4ubn1yyDTRa/XQy6XIyoqCgBQX1+PZcuW4bnnnsP06dPNvnctLS1O+T5Q/6LT6cz+GzAajWhvb0dlZSXCwsIQEhJiunft2jV8/vnnuHbtGgoKCpwx3QcKCgpCY2Ojs6dBRITKykp4eHi45G5cAzrU0z3/8R//gYqKCrz44ovw9fXF5MmT4ebmhoMHD+IPf/gDAODPf/4zLl26hAkTJmDYsGFYvHgx6uvrER8fD4lEAoPBAIPBgHXr1uHll1/GnTt38Ne//hUikQh+fn6Ij4+Hm5sbmpube3wI736/XDQ0NODAgQPQaDQIDAyEWCzG1q1bcevWLQD3di1qaWkxtR85ciSuX7+ORx99FEVFRTAajUhMTERBQQH8/Pzw/vvvY8uWLQCAp59+Gq+99hpaWlrQ0dEBPz8/+Pn5obKyEvX19QgJCTEdHtaTGzduICwsDAEBAT3Ov66uDpGRkabQ3draCl9fX+j1etTX16Ourg6JiYm4fPkyUlJS8M033+D8+fN45513AADvvfceQkND8dprr2H27Nn47W9/i9/+9reYNWsWrly5gps3bwIAFi5ciCVLluDxxx/He++9h4CAABw5cgTXr1+HVCrFrFmzkJ6ejtbWVkgkEri7u7v0HuB3796FVCqFVqtFTU0NtFotvv76a5SVlWHVqlWQSCTQ6XSQSCS4ceMGYmNjzQJvl/b2dnh5eTnhM3iwrof3a2tr8ctf/hIzZsxAfX09/P39sXXrVrz66qvw9fXFqVOnoNfroVQqMWzYMBw6dAghISEYN24cvvjiC1N/QUFBkMlk8PHxwVdffYWFCxdi/fr13X5d+gORSGT6GhAROdP777/vMou23ycy8iep3Wk0GmRlZWHXrl1W7VMvlMbGRsyZMwfp6el48sknUVpaisrKSnz55ZeIjo7GY489hqeffhoikQgFBQXQarUoKSnBsGHD8MYbbyA8PBylpaWYNGkS2trasH//fvzlL3/B2rVr0draio0bN2L06NG4cOECWltbER0djdraWvzmN79BbW0ttmzZgpkzZyIqKgpRUVF444038Itf/AL//Oc/UV1djaSkJHz99dcAgNDQUDz11FPQaDT4+OOPMWPGDGRnZ6OsrAxxcXGIi4uDVCqF0WjEiRMnoFKp4ObmhvHjxyM2NhZFRUXw9/c31QsvWbIEL7zwAhobG7Fq1SoUFxdDLBZDr9cjJiYGcrkcUqkUI0aMwNmzZ7Fq1So8+eSTcHNzg0KhQFlZGfbt24fi4mKkpKTg9OnTAGD6HH19fTFt2jRcv34dvr6+aG9vx9WrVy2+ByNGjEB5eTkAYNy4cabPNzo6GoGBgWhsbMTGjRuhUqnw/vvvo7OzE3PnzsXUqVOhUqnQ3NyMy5cv48iRI5g6dSqSkpKwZMkSeHp64oknnkBlZSXOnTuHtLQ0PProo9BoNNi8eTMSEhJw8+ZNBAUF4YknnsCBAwfQ2tqKP/zhDwgODkZRUREWLlwIpVKJpKQk6PV6uzwP0tHRYXonws/Pz/Q5azQaHD58GAEBAbh79y7UajXEYjEee+wxpKamYufOnaZfdr7/tevS9b3oMnfuXHz00Ud4+eWX8fzzz6OhoQFvvvkmGhsb4e7ujtLSUowZMwaVlZV49dVXkZqaanZSoNFoxMWLFxEfHw8/Pz+4ubmZ/TLUm1+Muv5bO3nyJIqLi5Gamorg4GDTO05vvfUWEhMToVQq4ePjg9raWiQnJ6O9vR2zZs2Cn58fgoOD8fbbb0Mmk0Gn0yEmJgbJycm4cuUKJkyYgKtXr6K4uBhr1qwxbamrUqmwf/9+jB07FmFhYRgzZozN3ztHe/PNN9HU1ASdTodFixbhoYcecvaUiGiQkcvlKCgowB//+EdnT8WMtTmSod4Bur4Z0dHRFmUgmZmZDt+NQq1W97if/oOCS1VVVbfbdl65cgWdnZ24e/cuTpw4gbq6Orzwwgv46quvYDAYcPToUeTl5aGoqAjNzc3IyclBZWUloqOjcfz4ccTFxSEjI6PPq8mdnZ1wd3e3KFlpaWlBaGgoRCIRTp06hZSUFNM7Cmq1Gp988gn27t2LwMBA+Pn5ob29HUajEatWrcKtW7eQlpaGtrY2uLu7o7OzEzdv3sSFCxeQnJyMsrIyVFRU4Pnnn4fRaMSHH34IiUSC5ORk7N27F/PmzcPYsWMhkUhMq/c3b97E8OHDe/15NjY2mub//VIMg8GAr776CmKxGGVlZSgpKcGKFSvg7e2N1157DSUlJXj99dfNfmh1bXM4atQo1NTUQCaTITY2FqGhoZg2bRqOHDmCtLQ0XLp0CcXFxfjxj38MtVqNf/u3f0NjYyNu374Ng8GAL774AklJSYiMjERjYyNyc3MREREBuVwO4N5ZDXq9HjqdDsOGDYNcLseCBQvQ0NCAyspKeHt748svv8SCBQswbtw4PPzww2hqakJjYyP8/f0RGRmJXbt24fnnnzd97wDgzJkzKC8vR1paGs6cOYPt27cjMTERU6ZMQUpKCrRaLeRyOZqbm2E0GvH3v//d9LnPmzcPhw8fhru7O+rr682+zjKZDH5+fnj++efx1ltvYejQofj3f/93ZGZmYt++fZBIJBgyZAjGjx+PmzdvYt26dXjkkUfw3//93/D09ERHRwcA4JFHHsGSJUtQXl6ODz74AHV1dQCA3/zmN6ipqYG/vz+Cg4ORkpKC+Pj4Xv+9cGXXr1/H22+/jfj4eOzatQujR4/GkCFD4OHhgaeffhqvvPIK4uLiIJPJsHbtWiiVSoSHh0OhUKCxsRFjxoyBWCzG2bNn0dbWBoPBgNu3b0OpVGLhwoWQSCSmc0a8vLxsPiWyu5+NWq0WEokEjY2NaG1thdFoRFhYGFpbW9HQ0IBPP/0Ut27dgp+fHzo7OxEfH4+GhgbExsbizJkzePrpp3Hw4EHTYkN9fT327t2LMWPGYOPGjdixYwcuX76Mp556Cunp6bhy5Qo6OjoQEBCAtWvX4sMPPwRwr0xRp9PZVJpnNBqh1+utfvfmfv82NDY2wtPT0/RO2GDfMKKtrQ0A4O7uDrFY7LLvkg5Gu3btQkREBKZOnersqZhhqO9HnLVST7YxGo0wGAwD/h+k7/7jrNPpUF1djaCgINy8edO0EiwSiVBRUYGvv/4aH3zwATIyMlBWVobp06fD09MThw4dwpgxY1BfX49z585h6NChMBgMmDVrFv71r39BLBYjLi4OWVlZiIiIQHt7O6qrq+Hv7w8fHx90dHQgJCQEBoPB7LA1vV4PlUqFsLCwPn2O165dQ0JCwn0PctPr9aisrMSlS5eQlJSEuro6PPzww6itrUVMTAy0Wi0uXLgArVaLS5cu4bnnnkNbWxs++ugj7Ny5E6+++ir0ej1u3LiBzz77DEajEUOHDsWUKVMwcuRIBAQE4KGHHkJzczP8/f0hkUh6/D6QuaamJmi1Wnz88ccYOXIkioqK4OXlhaioKBQXF6Ourg5lZWUWr+t6N27o0KGorq7G448/jmHDhuH8+fMW7/R4eXlh0aJFmDJlCv7xj39gzpw58PLywvDhw3H48GFUVlZi69atGD58OLy8vHDlyhUAQEhICH71q19Bq9Vi7dq1FnMICQlBfX093N3dodPpMH/+fKjVakyePBkXLlyAm5ub6Zfauro6iMViSCQSfPnll4iJiUFWVhauXLmC06dPIzo6GmFhYfjmm2/wxRdfYOTIkRCLxfD390d5ebmpRLKiosJiHtHR0Xj44Ycxbtw4XLx4EX5+fpg8eTKam5uRmpqKP//5z2hoaMDbb78NuVxuetds8+bNSElJQWpqKlpaWhAYGIjy8nKsWrUKS5cuRUVFBYYPH47m5mZ0dnZiz549aG1tNRt7xowZkEqlaG5uRkJCAsLCwlBUVITAwEB89dVXGDNmDOLi4tDZ2YmUlBSo1WoYjUaEhITg22+/xRdffIGSkhIYDAa8+uqrKC0tRWBgIMaOHYugoCCEhITg9OnTqKmpwfDhw1FTU4Pa2lrEx8fjxRdfhKenJ7RaLYKDgy2+Lm1tbdBqtdBoNIiKikJnZyfc3NxMP3e0Wq3Zv9NtbW1QKBQIDw+Hm5sbysrK8MEHH6ChoQGpqal46KGHsHnzZlRUVCA6OhrTpk3D3//+d9NZNvHx8Zg2bRpqamrw05/+FAcOHDDNsadnvdRqNeRyOYYPHw6DwWBqd/78ebS1teHRRx+Fm5vbfUsKH/RL2IPOqmhtrDllcgAAIABJREFUbUV7ezuCg4NN5bfu7u4wGAwQiUQ4d+4cEhIS8Jvf/AYxMTFISUlBSkoKQkJCIBKJ8NFHHyEtLQ1JSUlmX0u1Wm3zz/e2tja0tbXZ/XyN8vJyZGdn49SpUxY/r52Nob4fYagnGli6e3ekPz+MPdDodDqIxWK0tbXBy8sLbm5u+PrrrxETE4OgoKBuX9PR0YHW1lbTuydHjx6FWq3Gvn37kJWVhXfeeQcZGRk4efIkcnJyEBERgaFDh8LX1xeRkZFQqVTYvn07ZsyYgYMHD0KlUuGZZ57BhAkTTKVaXav/3w1BQmlqarJ4pqe9vR1arRYGgwEBAQEwGo1oa2vD5cuXERISghMnTuDGjRuYNWsWbt++jbfeegs/+MEPcPHiRfj4+CAlJQX/+te/0NHRgfb2duj1esyZMwdXr17FnTt30NzcDAAYM2YMPD09UVpaip///Oc4ceIEqqurMWfOHOzfvx+bN2+GUqlEQEAAOjo60NLSgpMnT2LIkCFQq9VQqVS4ePEinnrqKUydOhVKpRIXLlyAXC5HcXExVCoVhg4divT0dMjlclPplVQqxb59+zBjxgzU1tbi7NmzCAgIQGlpKWbOnImYmBg0NDQgPj4eKpUKjY2NOHfuHIxGI7y8vHD16lXTL3pdusr2AgICEBISYvYL0XfbPvLII1AoFPj2229Nfxe6Sh2feOIJXL9+HR9//DEA4Kc//SkkEgnu3LmDTz/9FB999BE0Gg2+/fZbxMTE4IMPPsDhw4eRkZGB+vp60y+IwL2zb86ePYsJEybgBz/4Ac6dO4e7d+9CLBZj1KhROHDgAIKDg6FSqcxKDsPDwyGVSqFQKKBWq5GZmYnhw4ejpaUFlZWVOHr0KObMmYNbt25h2rRp2LZtG15++WVs2LDB1EfXsywSiQSBgYG4e/cuRo4ciZEjR2Lfvn0A7u1MFRgYaCov7XoH0tvbG1qtFjNmzMDnn3+OuLg4fPvttwDu/WKr1+tND79LJBLTphd6vR4+Pj6Ii4uDj48PlEolnn32WXz++ecwGAxQKpWYMGECDh06BI1Gg7CwMCiV/7+9O49q6srjAP4l7FvYRBENoiCVTS3udam4lha1tihoaa2109ppR21rW7HWah2pHedUUQ/iOK3VqoiAWqwyIEVlQFAcFVQCyCYIyL7JloRk/vC8V2ISCJIAgd/nHM+B++67L3m/XPzlvvvuq2CvZnK5XGzbtg08Hg9nz55lb2jlcrkoKCjAyJEj4ejoCC6Xi3v37sHCwgIikQgikQgtLS24dOkSHj9+jKqqKnA4HEyYMAHZ2dnw8vLCpk2bEBER0ek9dr2Bkvo+hJJ6QgghfYVIJIKWlhZ7VVIgEEBXV1dmZPfZ0V5N+/La2NiI6OhomJiYYNasWcjMzISBgQEMDAzA4/Hw8OFDmJqaoqamBiYmJmhuboaFhQXq6+vZLxrm5uZdnqrVGYFAwF5pqq+vh56eHvLz8xEVFYWJEyfizTffhI2NDeLi4uDo6AgOh4OqqirY29vDysoKsbGxGDVqFJycnFBbW4u4uDjExMRgyJAhcHFxwW+//YZt27ahtLQUhYWFuHjxIhYvXoykpCRMnz4dCxcuRGtrK8RiMdra2iAQCGBpaYmCggJUVFQgLy8Pfn5+MDQ0xL179xAeHg5/f38cOHAAH3/8MSwsLNgEGwB7T1ZrayuEQqHUNDCBQICWlhZkZmZi7NixMDAwQG5uLurq6lBSUgKRSITbt29j3rx5yMrKwqxZsxAeHo65c+dCJBLB2toaLS0tGDVqFK5evQqRSITw8HBkZWVh3rx5yMvLY7+YMdPrGPr6+mhtbQXwdIlzIyMjmJubw8HBAdra2hg/fjx+++032Nvbo7i4GKNHj8bq1atVGmtVoaS+D6GknhBCCCFENRTd38cs79t+epNQKOxwKqYmUDaP7JvrmxFCCCGEECKHvIQeeDql6Nn58Jqe0HeF5lxHI4QQQgghhMhFST3plFAoxMmTJyEUCnv7pZBuolj2HxTL/oNi2X9QLPsPTYwlJfWkU0KhEKGhoRr1wSbyUSz7D4pl/0Gx7D8olv2HJsaS5tT3oM8++6xPPHyKEEIIIYT0L5TU96Aff/yRVr8hhBBCCCEqR9NvCCGEEEII0XCU1PewCxcuaGTb6qSp50RT21YnTT0nmtq2OmnqOdHUttVJU8+JpratTpp6TjS1bXVSx+umpL6H0QdblqaeE01tW5009ZxoatvqpKnnRFPbVidNPSea2rY6aeo50dS21YmSekIIIYQQQogMSuoJIYQQQgjRcJTUE0IIIYQQouFoScseIJFIAABNTU0Qi8VoampSy3HU1TbTpqa9bmpbFsWy/7RNsew/bVMs+0/bFMv+03ZfiiVTj8knFdGSdFaDdFtlZSVWr17d2y+DEEIIIYRoqCNHjmDQoEEKt1NS3wPEYjGqq6thaGgILS2t3n45hBBCCCFEQ0gkEjQ3N8PS0hIcjuKZ85TUE0IIIYQQouHoRllCCCGEEEI0HCX1hBBCCCGEaDhK6gkhhBBCCNFwtKRlP5WWloYrV66Az+ejsrISxsbGGD16NPz8/ODo6MjWa2pqQlhYGPLy8pCXl4f6+nqsWLECK1eulGlzz549iI+PV3jM3bt3Y8yYMbh79y42b97cYR2iPHXEEgByc3MRGhqKBw8e4MmTJ7C2tsbLL7+MpUuXwsDAgK3X3NyM48ePIzExEQ0NDRg+fDh8fHwwa9Ystb/3/qY3Y0n9UrXUFcvs7GwcP34cmZmZkEgkGD16NPz9/eHi4iJVj/ql6vRmLKlfqpaysVS2HkPZ/tbb/ZKS+n4qOjoaDQ0NWLx4MXg8Hurr63H27Fls3LgR27dvx7hx4wAADQ0NiImJgb29PaZOnYrY2FiFbfr5+cHLy0umfMeOHdDV1cXo0aOlyt955x24u7tLlY0YMUIF725gUUcsCwsL8eWXX2LYsGF4//33weVycf/+fZw6dQq5ubnYsmULWzcwMBAPHjzAqlWrMGzYMFy9ehW7d++GWCzG7Nmz1f32+5XejiVA/VJV1BHL7OxsbNq0CU5OTvj0008BAJGRkdiyZQsCAwOlEjzql6rT27EEqF+qirKxVLYeQ9n+1uv9UkL6pZqaGpmypqYmib+/v+Trr79my8RisUQsFkskEomktrZW4u3tLTlx4oTSx0lPT5d4e3tLfv31V5myxMTEbrwDwlBHLI8dOybx9vaWlJSUSJXv379f4u3tLWloaJBIJBJJamqqxNvbW3LlyhWpelu2bJG88847EpFI1K33NtD0ZiypX6qWOmK5detWib+/v6S5uZkta2xslKxcuVLyxRdfsGXUL1WrN2NJ/VK1lI2lsvUkEuX7W1/olzSnvp8yNzeXKTM0NISdnR0qKyvZMi0trW6tnX/p0iVoaWlh3rx5z90G6Zg6Yqmj8/QinZGRkVS5iYkJOBwOuz05ORmGhoaYMWOGVL158+ahuroa2dnZXXovA11vxpKoljpiyefz4e7uLjX9zcjICK6uruDz+aiurgZA/VLVejOWRLWUjaWy9QDl+1tf6JeU1A8gjY2NyM3NhZ2dncraS0pKwrhx42BjYyOzPSQkBEuWLMHy5cuxdetW3L9/XyXHJd2P5Zw5c2BsbIyDBw/i8ePHaGpqwo0bN/Cf//wHr776Kvsf0cOHDzF8+HBoa2tL7W9vb89uJ93TU7FkUL9Un+7GUigUQldXV6acKSsoKABA/bIn9FQsGdQv1UfZWCqqp2x/6wv9koZwBpCQkBC0tLRg+fLlKmkvISEBAoEA8+fPlyo3MjLC4sWL4ebmBi6Xi9LSUpw5cwabN2/Gt99+Cw8PD5UcfyDrbiyHDBmC3bt3IzAwEH/5y1/Y8kWLFkn93tDQIPcLm6mpKbuddE9PxZL6pfp1N5Z2dnbIysqCWCxmnxrZ1tbGjvAx/Y36pfr1VCypX6qfsrFUVE/Z/tYX+iUl9QPE8ePHceXKFXz44Ydy7+x+HrGxsTA1NcW0adOkyh0cHODg4MD+7urqiqlTp+Jvf/sbjhw5Qn+kukkVsSwrK8OOHTtgbm6OTZs2wczMDNnZ2QgLC0NLSwvWrVun4ldN5OnJWFK/VC9VxNLb2xv79u1DSEgIfH19IRaLERoaivLycgDo8PHwRHV6MpbUL9VL2ViqI0fqDZTUDwChoaEICwvD22+/DW9vb5W0mZ+fj5ycHCxevFjuJcZnmZiYYNKkSYiOjkZrayv09fVV8joGGlXF8ujRo2hubsa+ffvY6RnMSFFQUBA8PT3h7u4OU1NTuaMLTBkzAkG6rqdjKQ/1S9VQVSznz5+Puro6nD59GtHR0QCAMWPGYOnSpYiMjISlpSUAUL9Uo56OpTzUL1VD2Vh2Vk/Z/tYX+iUl9f1caGgoTp48iZUrV6ps2g3w9AZZAFiwYIHS+0gkEgDo1o25A5kqY5mXlwcejycz35pZlrSwsBDu7u6wt7dHQkIC2trapOYJMnMDacm159MbsVSE+mX3qPpvrI+PD5YsWYKSkhIYGhpi8ODBOHDgAAwMDNgRROqX6tEbsVSE+mX3KBtLZeop29/6Qr+ka3n92KlTp3Dy5En4+vpixYoVKmtXKBTiypUrcHJyUvpD+uTJE6SmpmLUqFHQ09NT2WsZKFQdSysrKxQWFqK5uVmqPDMzk90OAFOnTkVzczOuXbsmVe+PP/6ApaUlnJycuv1aBpreiqU81C+7R11/Y3V1dTFixAgMHjwY5eXlSExMxIIFC9gRW+qXqtdbsZSH+mX3KBtLZesp29/6Qr+kkfp+6uzZszhx4gQ8PDwwceJE9j94RvsHX9y8eROtra1sUlBYWIikpCQAwIQJE2RGAFNSUtDQ0IBVq1bJPfbu3bthbW2N0aNHg8vloqSkBGfPnkVtbS02bNigyrc5IKgjlosXL8bOnTvxzTffYMmSJeByucjKykJERAR4PB4mTJgAAJg4cSLGjx+P4OBgNDU1YejQoUhISMCtW7fw+eefy9zlTzrWm7Gkfqla6ojlw4cPce3aNTg6OkJXVxf5+fmIiIjA0KFD4e/vz7ZH/VK1ejOW1C9VS9lYdiXmyva3vtAvtSTMNR7SrwQEBODevXsKt58/f579ec2aNezNO8/697//jSFDhkiVffPNN8jMzMTRo0dl1sYGgPDwcCQmJqKsrAzNzc0wNTWFi4sLfHx8aATpOagrlunp6YiIiEBBQQEaGxthbW2NSZMmYdmyZeByuWy95uZm/Prrr1KPvV62bBk9jv459GYsqV+qljpiWVxcjP3797NXXqytrTFr1iz4+PjIDK5Qv1Sd3owl9UvVUjaWXYk5oHx/6+1+SUk9IYQQQgghGo7m1BNCCCGEEKLhKKknhBBCCCFEw1FSTwghhBBCiIajpJ4QQgghhBANR0k9IYQQQgghGo6SekIIIYQQQjQcJfWEEEIIIYRoOHqiLCGkWxYtWtSl+oMHD8ZPP/2EsrIyvP/++3Bzc8P333+vplfXdxQVFeH69eu4ffs2SkpKUFtbCxMTEzg7O2PJkiVwdXVVqp179+5h8+bNkEgkeOWVV/Dxxx/L1OnswSrbtm1jnzTLUCaOY8eOxc6dO2XK+Xw+wsLCkJWVBZFIBB6Ph9deew1z585V2FZlZSVOnDiBW7duoaGhAdbW1pg5cyaWL18OPT09ufsIBAKEh4cjISEBFRUVMDU1hYeHB9566y0MGjSo09fPiIuLQ1BQEPu7sbExTp06JVVH3vnQ0dGBubk5XF1d4ePjA3t7e3ZbZ+dcHuZhRcwDjZ59qNizDzricDgwMjKCmZkZHBwc4OHhgZkzZyo8X8+LOe6zD+DpS548eYIVK1ZIlQUGBsLd3b2XXhEhvY+SekJIt8yZM0emjM/no7S0FCNHjsTIkSOltrV/Wu1A8s0336CqqgpGRkZwcnLCmDFjUFRUhOTkZKSkpGDNmjVYsmRJh20IhUIcOHBA6WO+9NJLMk8iBQArKyuZMnlxZNy8eRP19fVwcXGR2ZacnIxdu3ZBIpHA1dUVXC4XaWlp2Lt3L/Lz8/H+++/L7FNaWoovvvgCdXV1GDFiBFxcXJCTk4OwsDCkpaUhMDAQurq6UvsIBAJs2bIFfD4flpaWmDJlCsrLyxEXF4fU1FTs3r0bQ4cOVea0sJjPp76+vsI67c9LU1MTcnJycPXqVSQlJWH79u0YO3YsAMDDwwODBw+WeZ98Ph/m5ubw8PCQaVtebORpH8empiaUlZUhMTERCQkJ+OWXX7B+/XpMnDhRqbb6Cx0dHTY2zN8bQgY6SuoJId3y6aefypTt2bMHpaWlmDp1KlauXCl3PysrKwQHB3eYUPUnPB4Pq1evxksvvSSVsEZHRyM4OBg///wzXnzxRdjZ2SlsIywsDCUlJZg/fz5iY2M7PeZ7770nNfLbEXlxBJ6OiP73v/8FAHh6espsCwoKglgsRkBAAF566SUAQE1NDb766iv89ttvmDx5Mpv4MoKCglBXV4dFixbhgw8+AAC0tbXhhx9+QHJyMk6fPo233npLap/Tp0+Dz+djzJgx+O6772BoaAgAOHfuHH766ScEBQVh165dSr1XRkefT8az50UkEmHfvn24fPkyDh8+jP379wMAli1bJrNvXFwc+Hw+hg8frvD8KkNeHGtqahAWFoYLFy5gx44d2Lp1q8zVl/7MwMCAPafM3xtCBjqaU08I6RU6Ojrg8Xgyo5v91Y4dO/Dyyy/LjEB7eXnhxRdfhFgsRlJSksL9CwsLERkZifnz58PZ2VndL5eVlJQEoVCIF154Aba2tlLbYmNj0djYiClTprAJPQBYWFhg9erVAJ4m3e1lZ2fj/v37MDc3Z+sAgLa2Nj766CPo6Ojg999/h0gkYreJRCL8/vvvAIC1a9eyCT0AvP7667C3t8f9+/eRk5OjujeugI6ODvtFoKCgAE+ePFH7MeWxsLDA2rVr4e/vD7FYjKCgIAiFwl55LYSQvoFG6gkhvULRnHpmvvOKFSvg6emJo0ePIj09HSKRCM7OzlizZg3s7OzQ1taGyMhI/PHHH6ioqMCgQYOwZMkSvPbaawqPFx4ejtu3b6O6uhpGRkZwc3ODn5+fzBShnjZy5Ejcvn0bVVVVcrdLJBIcOHAAxsbGePfdd3H9+vUee22XL18GIDtKDwA3btwAAEyfPl1m28SJE6Gnp4e0tDQIBAJ23ndqaioAYNKkSTJfcCwsLODi4oL09HTw+Xx2fnRGRgYaGxsxdOhQODg4yBxr+vTpKCgowI0bN+Do6NiNd6scc3Nz9ue2tja1H68jPj4+iI2NRXl5ORITE+XGSZ62tjacOXMGly5dQmVlJSwtLTF79mz4+vrKrS+RSJCQkIDr168jNzcXVVVV4HA4GD58OObOnQsvLy9wOH+OEx48eBAXL17EJ598goULF8pt74MPPkB5eTkOHz7MfrkvKirC6dOnkZmZiaqqKhgaGsLKygru7u548803YWlp+RxniZCBgUbqCSF9UllZGT7//HPk5ubCzc0NQ4YMwa1bt7B582bU1NTg+++/R0REBIYMGQJ3d3dUVFQgJCQEMTExMm3dv38f69atQ0xMDAwMDDBlyhTY2toiOTkZGzduRHp6ei+8wz89fvwYwNOkVp6LFy+Cz+fjvffeg6mpqdLtXrp0CcHBwQgJCUFUVJTUTZfKKC8vR0ZGBnR0dDBz5kyZ7QUFBQAgN9HW1dWFnZ0dBAIBiouL2fL8/HyF+7QvZ+q1/3nUqFFK76NOzBUBLpcLMzOzHjmmItra2uyXqrt37yq93+7du3Hs2DHU1tbCw8MD9vb2OHfuHAIDAyGRSGTqC4VC/POf/8Tt27dhZmaGyZMnw8nJCYWFhQgJCZG68Rh4egUKgNz+CADp6el4/Pgxxo8fzyb0OTk52LBhA65evQozMzNMmzYNTk5OEIlEiIqKkvocEUJk0Ug9IaRPio+Px+uvv47Vq1eDw+FAIpEgKCgIf/zxB77++mtwOBwEBwezq56kpaVhy5YtOH36tNTIYFNTE3744QcIBAJs2rRJalT5zp072L59O3788UccPnxYZuS4J5SWlrKj11OmTJHZXlVVhWPHjmHs2LEd3swqT1hYmNTvR44cga+vL/z8/JTa/+rVq5BIJJgwYYLMDc5NTU1obGwEAIUrzwwaNAg5OTmoqKhgr4ZUVFR0uk/7es+7jzo0NjYiOzsbhw4dAiB/Hn1vYL7sFBUVKVWfudHXxsYGu3btYm+cfvz4MQICAlBZWSmzj7a2NgICAmSusNTV1WHbtm2Ij4/H/Pnz4ebmBgCwt7eHs7Mz+Hw+8vPzZa6GMcl++756/vx5CAQCqfszGEVFRTA2Nlbq/REyUNFIPSGkTxo6dCjeffdd9pK+lpYWXn/9dQBP/4P/4IMPpJK8cePGYdSoUSgvL0dZWRlbfunSJdTU1GDp0qUy00TGjx+PV199FVVVVWxi3ZPa2tqwd+9eCIVCzJw5U+7UkZCQEAgEAnz00UdKt+vq6orPPvsMhw8fRkREBEJCQvD222+Dw+HgxIkTiIqKUqqdjqbeNDc3sz8rutmZWbGlfd2WlpYO92HKn2cfpp4qLVq0iP3n5+eHrVu3orGxERs3bmQ/j72N+cKl7Pz+6OhoAMBbb70ltRKSjY2Nwuk32traMjd5A4CZmRlWrVoFADLTwl555RUAkLmpu76+HikpKTA3N8fkyZPZ8rq6OgCQubEaeHqjOU29IaRjlNQTQvokNzc3aGtrS5XZ2NgAeHqzIjMi2B6zpGFNTQ1bdufOHQBPVzqRh1mm8cGDB91/0V106NAhZGRkwMbGRm7Sfu3aNaSkpMDHxwfDhw9Xul1/f394enrCxsYG+vr6GDZsGJYvX46vv/4aAHDy5Em0trZ22EZOTg47Oto+8eoKedM4mDItLa0ut9OVfVRlzpw57L9Zs2ZhzJgxqK+vxy+//NKl6S7q1JXzIxKJkJWVBQ6HI/deiFmzZnW4f15eHiIjI3Hw4EHs3bsXe/bswcWLFwEAJSUlUnVnzJgBU1NTXL58WerzFh8fD6FQiLlz50JH588JA8yX2j179iA7OxtisbjT90MI+RNNvyGE9Eny1lJnRn4tLCykbspjMCO27VcBYUbtP//88w6PV19f3+lriomJQUZGhlQZl8vFmjVrOt33WaGhoYiOjoa5uTm2b98uM1e+qakJhw4dgq2trcqmeXh4eMDR0RE5OTnIysqSOyLKuHLlCoCniZm8aUntV6BpbW2FkZGRTB0mkWtfl/lZ0ah6d/ZRdt33rpC3FGVubi4CAgLw7bffIjg4mP2y2VuYz66JiUmndRsaGiASiWBpaSk3rkZGRjA2NmanVjGEQiH27t2LhIQEhW23v7oCAHp6evD09ERUVBSSkpLY6WOxsbHQ0tLCggULpOq/8cYbyMjIwI0bN3Djxg0YGxvDyckJkyZNwty5c+V+xgghf6KknhDSJ3U06tiVEVtmtG/69Okdronv5OTUaVsZGRmIj4+XKhs8eHCXk/oLFy7g5MmTMDY2xvbt22WWigSeJo7V1dUYPHgwvv32W6ltzJWIGzdu4NGjRxg6dCjWrVun1LFtbW2Rk5OD6upqhXXa2trYtelnz54tt0775K+yslLu+vrM3Gxra2u2zNraGnl5eXLnbXe0T/ttyuyjTg4ODnjllVdw9uxZXLhw4bm+1KlSXl4eAHT4jAOGvKsnyjh37hwSEhIwYsQIrF69Gg4ODjAxMYGOjg6Ki4uxdu1auW17eXkhKioKsbGxmDNnDvh8PoqKijB27FiZz72RkRF27tyJjIwMpKam4u7du0hLS8Pt27cRERGBXbt2dfkBY4QMJJTUE0L6tUGDBqG4uBi+vr7dXrry008/7dZDhICnI+CHDh2Cvr4+tm7dqnBFF0Z5ebnCVWuqq6tRXV0tM6raEWbedfuR8GelpaWxXyhcXV0V1mPWh8/NzZVJKEUiEQoLC6Grq4thw4ax5SNHjmSXRZSHKbe3t5faB/gzeVVmH3VjHgb16NGjHjumPG1tbezzDZglQDvC5XKho6OD2tpaCIVCmdH69jdAt5eSkgIA+OKLLzBixAipbczqTfIMHz4c7u7uuHv3Lh49esTeIPvsKD1DS0sLrq6u7Oeurq4O//rXv5CQkIBjx47hq6++6vQ9EjJQ0Zx6Qki/Nm7cOAB/JiW96ebNm9i7dy+0tbWxefNmdj6/PO7u7jh//rzcf+vXrwfw9EbE8+fPY9++fUodv66ujp0+pGhJSeDPqTezZ8/u8KrIpEmTAEDuQ7NSU1MhEAgwbtw4do369vukpqbKPCyppqYGGRkZMDY2ljo3zs7OMDY2RmlpqdwvA8zxmbZ7ApPIqmPKT1dERESgoqICVlZWMivGyKOjowMnJyeIxWJcu3ZNZjtzheZZzJdBeSsQJSYmdnhM5obZc+fOITExEaampkq9VuDpjbjMw74ePnyo1D6EDFSU1BNC+jUvLy+YmZkhPDwccXFxMlMEWlpaEB8fr3Bqh6pkZGSwD9n68ssv4eHhoZbjZGZmIj09XeZ9lpWVYefOnWhpacGUKVMULg/Z0tLCfgFSNPWGsWDBAhgZGeH69etSCWJtbS2OHDkCADIrxDg5OcHZ2Rm1tbX45Zdf2PK2tjYcPHgQIpEI3t7eUjdQ6urqsg8VO3TokNTc+nPnzqGgoAAuLi5KTaFShdzcXHbEeeLEiT1yzGfV1NTg0KFDOH78ODgcDtavX6/0kqxMkn3ixAmpaVjl5eU4deqU3H2YqTLMyjmMpKQkmSlpz5o2bRrMzMwQExOD1tZWeHp6yn2t0dHRckf9//e//wHouelVhGgqmn5DCOnXTExMsHnzZvz9739HUFAQQkNDYWdnB11dXVRUVODRo0doaWlBUFCQwkRXFb777jsIBAIMGTIEKSkpcq8cuLi4yH36Zlc5wSHbAAAEJ0lEQVQ8evQIQUFBsLS0hK2tLSwsLFBZWYnc3FwIBALY2dnhk08+Ubh/SkoKmpubMXr0aPB4vA6PZWpqinXr1uEf//gHdu3aBTc3N3C5XNy5cweNjY1YtGgRe6WkvQ0bNmDjxo2IiopCeno6eDweHjx4gMePH+OFF17A8uXLZfbx9fVFWloa+Hw+PvzwQ7i4uKCiogJZWVkwNTVlr16o2p49e9ifRSIRe0yxWIzJkycr/QRXZSi6KvLzzz9LLQ9aVlaGgoICiMViWFhYYMOGDXjxxReVPs7s2bORnJyM5ORkrF27FuPGjYNEIkFaWhrc3NygpaUls+b/m2++iVu3buHo0aNISkqCra0tSkpKkJOTg6VLl+Ls2bMKj6erq4t58+YhMjISgOKpN9HR0QgODgaPxwOPx4O2tjaKi4uRl5cHPT09rFixQun3SMhAREk9IaTfc3Fxwf79+3Hu3DncvHkT6enp0NbWhqWlJSZNmoRp06Z1msB2FzNPuaysTGod/Wd1N6l/4YUX4OXlhezsbBQVFYHP58PAwAAjR47EjBkz4OXl1eENw+2n3ihj+vTp+P777xEWFoasrCyIRCLweDy89tprmDdvntx9bG1tERQUhBMnTuDWrVt49OgRrK2t4evri2XLlklN12Ho6elh586dCA8PR0JCAlJSUmBiYoI5c+bA399fbaO47UehORwOjI2N4erqCk9PT8ydO1fuKkxdJRAIACieysNcBeFwODA0NIS5uTlmzJiBCRMmYMaMGXLPV0e0tLTw5Zdf4syZM7h06RJu3rwJS0tLeHt7Y+XKlVi7dq3MPm5ubvjhhx/w66+/Ii8vD8XFxbC3t0dAQAAcHBw6TOqBp2vPR0ZGwtnZWWZOPsPf3x8pKSnIyspCWloaRCIRBg0ahIULF+KNN96Qe0M5IeRPWpLnvRWeEEII0UBxcXEICgrCihUr2PnavaW5uRm+vr7Q19fH6dOne2Ut/p5w4MABxMTEYP369Qq/7D2vPXv2ID4+HoGBgUrdLExIf0Uj9YQQQgaklJQUlJWVQV9fH3/961975TVcuHABEomEnfbSH5WXl+Py5cvgcrmYOXOmStpsaWnBwYMHAQB8Pl8lbRKi6SipJ4QQMiDl5+cjPz8fxsbGPZ7U//jjjygpKUFWVhZ0dHTk3keg6c6cOYP8/HzcuXMHAoEAq1at6nDqV1eIRKJOb9AlZKCh6TeEEEJID1u0aBGMjIzg6OgIPz+/fjltJCAgAPfu3YOVlRUWLlwIPz+/fns1gpC+gJJ6QgghhBBCNBytU08IIYQQQoiGo6SeEEIIIYQQDUdJPSGEEEIIIRqOknpCCCGEEEI0HCX1hBBCCCGEaDhK6gkhhBBCCNFwlNQTQgghhBCi4SipJ4QQQgghRMNRUk8IIYQQQoiG+z+QxgSe2ObK/AAAAABJRU5ErkJggg==\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "lc_S32 = S32.to_lightcurve(aperture_mask='threshold')\n", "lc_S32.plot(label=\"S32 FFI lc\")" ] }, { "cell_type": "markdown", "metadata": { "id": "xOAT8xRfu2um" }, "source": [ "## 2. How to account for instrumental and noise effects within your data using the Corrector class\n", "\n", "We can see from the above plot that our light curve is severely affected by scattered light, which needs to be removed. To remove this noise, let's try our first method,\n", "\n", "### The CBVCorrector\n", "\n", "Here we will use CBVs to remove our noise. \n", "\n", "Check out our [CBV tutorial](https://docs.lightkurve.org/tutorials/2-creating-light-curves/2-3-how-to-use-cbvcorrector.html) for more information.\n", "\n", "First, we must import the *CBVCorrector* from *lightkurve.correctors*, and then we can refer to our generate light curve." ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "Am50Zngwu2YE", "outputId": "3b4c7ae3-3d6c-4654-87a0-a13da01606e5" }, "outputs": [ { "data": { "text/plain": [ "[TESS CBVs, Sector.Camera.CCD : 32.2.4, CBVType : SingleScale, nCBVS : 16,\n", " TESS CBVs, Sector.Camera.CCD : 32.2.4, CBVType.Band: MultiScale.1, nCBVs : 8,\n", " TESS CBVs, Sector.Camera.CCD : 32.2.4, CBVType.Band: MultiScale.2, nCBVs : 8,\n", " TESS CBVs, Sector.Camera.CCD : 32.2.4, CBVType.Band: MultiScale.3, nCBVs : 5,\n", " TESS CBVs, Sector.Camera.CCD : 32.2.4, CBVType : Spike, nCBVS : 7]" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "from lightkurve.correctors import CBVCorrector\n", "cbvCorrector = CBVCorrector(lc_S32, interpolate_cbvs=True)\n", "cbvCorrector.cbvs" ] }, { "cell_type": "markdown", "metadata": { "id": "yUCqDhB1wzwL" }, "source": [ "There are 5 sets of CBVs, all associated with Sector 32, Camera 2, CCD 4. The number of CBVs per type is also given. Let’s plot the Single-Scale CBVs, which contain all systematics combined." ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 429 }, "id": "9fsOncnWwwly", "outputId": "2ed09fd7-50f9-4929-f09a-05bbb62a1c53" }, "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": [ "cbvCorrector.cbvs[0].plot()" ] }, { "cell_type": "markdown", "metadata": { "id": "TvTDdDUKxKVL" }, "source": [ "The first several CBVs contain most of the systematics. The latter CBVs pose a greater risk of injecting more noise than helping. The default behavior in CBVCorrector is to use the first 8 CBVs.\n", "\n", "Next, we need to decide what kind of CBV we want to apply. Since we want to try not to overfit, we are going to use the Multi-Scale and Spike options (see above for more details). We can specify the type via an array as indicated below." ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "id": "0q8V__dO2Qjz" }, "outputs": [], "source": [ "cbv_type = ['MultiScale.1', 'MultiScale.2', 'MultiScale.3','Spike']" ] }, { "cell_type": "markdown", "metadata": { "id": "gh-vw_Og_Qys" }, "source": [ "Since we only want to use the information from the first 8 CBV's when we use the SingleScale function, and all the Spike CBCs, we must also specify this via an array." ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "id": "UeUzqrFF_MQP" }, "outputs": [], "source": [ "cbv_indices = [np.arange(1,9), np.arange(1,9), np.arange(1,9), 'ALL']" ] }, { "cell_type": "markdown", "metadata": { "id": "LrQiT-e89s3u" }, "source": [ "Now we want to check that the application of these vectors will not under or over-fit our data. There is a handy way of checking this via the use of a goodness_metric_scan_plot. A \"Goodness Metric\" value of 0.8 and above tends to indicate a good fit to the data. " ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 316 }, "id": "vpQPnqMq_hOC", "outputId": "8b35c8c4-4e53-4498-f9b0-bb284f875d24" }, "outputs": [ { "data": { "text/plain": [ "[]" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "cbvCorrector.goodness_metric_scan_plot(cbv_type=cbv_type, cbv_indices=cbv_indices);\n", "plt.plot([1.5e-1, 1.5e-1], [0,1])" ] }, { "cell_type": "markdown", "metadata": { "id": "QV_DpOkBAEPT" }, "source": [ "The above plot indicates that a regularization factor alpha value of 1.5e-1 is appropriate for our data. We can now specify this and check it via a diagnose method." ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 545 }, "id": "Sqc5ALeAAZ3D", "outputId": "27a3f995-4444-42b2-a6a1-e2cef2a010de" }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "cbvcorrector = CBVCorrector(lc_S32, interpolate_cbvs=True)\n", "cbvcorrector.correct_gaussian_prior(cbv_type=cbv_type, cbv_indices=cbv_indices, alpha=1.5e-1)\n", "pltAxis = cbvcorrector.diagnose()\n", "pltAxis[0].set_ylim(300, 500);\n", "pltAxis[1].set_ylim(300, 500);" ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 404 }, "id": "9NCJUTQOpIqJ", "outputId": "869fbf6b-060a-426e-97ad-d0cb61230df3" }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "cbvcorrector_lc = cbvcorrector.corrected_lc\n", "cbvcorrector_lc.remove_outliers().plot()" ] }, { "cell_type": "markdown", "metadata": { "id": "UW4vrQ3xJUNG" }, "source": [ "We can see that a correction was applied which has removed some of the slope from our data and also labeled the big spike as an outlier. \n", "\n", "The above method can be adjusted more, but for now, let's move onto our next method." ] }, { "cell_type": "markdown", "metadata": { "id": "QJDB51reJdkH" }, "source": [ "### The RegressionCorrector\n", "\n", "Remember that this method relies on looking at pixels outside of our previously defined object aperture to determine our systematics. We can apply regression correction as follows." ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "id": "gdeNuOLuPrWM" }, "outputs": [], "source": [ "#Import the packages you need\n", "from lightkurve.correctors import RegressionCorrector, DesignMatrix" ] }, { "cell_type": "markdown", "metadata": { "id": "vExpAJpBXW0x" }, "source": [ "Next, we are going to define a design matrix which will contain all the systematics detected in the pixels outside of our aperture." ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "id": "6ezey-LBXyCV" }, "outputs": [], "source": [ "# Make a design matrix and pass it to a linear regression corrector\n", "dm = DesignMatrix(S32.flux[:, ~aper_new], name='regressors')#.pca(5).append_constant()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ " We only want the most dominant vectors and so specify the number of principle componant (PCA) as follows," ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "dm = dm.pca(10)\n", "plt.plot(S32.time.value, dm.values + np.arange(10)*0.2, '.');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "From this we can see that 10 is excessive and we should probably use only 5. Let's do this and plot it up." ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 16, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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iyiQiolaIN7wR0S0nyzJ2795tXX/XZDIBgM0NaCNGjEB0dLSQ+oiIqPVizy8R3XIWiwWbN29GWloaLly4gMLCQlRVVaFt27bo3bs3xo8fjxEjRjT4KF8iIiJHMfwSERERkW6w55eIiIiIdIPhl4iIiIh0g+GXiIiIiHSD4ZeIiIiIdIPhl4iIiIh0g+GXiIiIiHSDD7lwIlmWkZ+fD5PJxPVJiYiIBFAUBeXl5ejYsSMMBnFzfFVVVTCbzQ5t6+bmxqdbuhDDrxPl5+fjqaeeEl0GERGR7iUkJMDf31/IsauqqvCbX0/F9ULHYlaHDh3w8ccfMwC7CMOvE9U+orVimwdg4cwvEYnh1i1YdAm61+Wza6JL0C25UsHVvxVafyaLYDabcb3QDZ/89Sy8TbKqbcvKDXj6lV4wm80Nht/y8nIkJiYiJSUFxcXFCA4OxrRp0zB69Ogm92/vtpmZmVi2bBnOnz+PoqIieHh4ICgoCA888ADGjRtnMzY9PR1xcXH1Hi8+Ph5hYWF2/ulvDYZfJ7K2OlgkwMzwS0RiXHiku+gSdC/7C34NRJFkM7oiWRPth14mM7xUhl/ZjtuxFixYgIyMDMyePRtBQUHYtWsX4uPjIcsyxo4d65RtS0tL4e/vj9GjR8PPzw8VFRXYtWsXFi9ejLy8PMTExNTZ96xZsxAREWHzWvfu2vu3oNnwa+8Zh9qzDXvPeJpzVkVEJFL5bXxqvWhTx/8gugTdkisUZC4QXUUNiyLDoqgLv5Ym/vkeOHAAhw4dwvz58zFmzBgAQGRkJPLy8pCQkICoqCgYjcZmbxsREVEnyA4bNgyXL1/G5s2b6w2/Xbp00dwsb300G37VnnHYe7Zh7xlPc86qiIhEahNaILoE3du8arjoEnRLspjRC8miywAAyFAgQ93JaFPj9+7dC5PJhFGjRtm8PmHCBCxatAinT59GeHi407et5evri4KClv09RrPhV+0Zhz1nG/ae8TTnrAoAjO3bAxauIieK5fp10SUQCVVxrL3oEnTP75y62T5yHknlTKsryT//p26bxmVlZSE4OLhODgkJCbG+31CAdWRbWZahKApKSkqQkpKCtLQ0PPPMM/Xuf+nSpVi4cCE8PT0RFhaGmJgY9O/fv4k/0a2n2fDbkOaccdh7xtPsMyODBCjie42ISJ8+mv6R6BJ07903BosuQb+MCjBBdBGuU1xcjE6dOtV53dfX1/q+M7f98MMPsXnzZgA1S7DFxsZi0qRJNmO8vb0xZcoUDBgwAG3btkVOTg5Wr16NuLg4vPHGGxg8WFv/HjQffu0947DnbMPeM57mnFUBACQLINlxmUNmSCYi5xur8gYbcr7/dXB9V3IG7fS8WxQFFkVdPWrHu1p0dDTuvfdeFBYWYt++ffjoo49QUVGBRx55xDqmV69e6NWrl/X3/fv3x/Dhw/H8888jISGB4Vetps441Jxt2HvG05yzKgBwH3LFrj+b5aIP5Iu+do0lIrLXngqGX9GuPX2X6BJ0S5LN6JK3W3QZAADFgZ5fpYnxvr6+9eaQ2tdqs4qztg0MDERgYCAAYMiQIQCAzz//HHfffTfatWvX4LF8fHwwdOhQbNq0CZWVlfD09GzkT3VraT78NnXGocWzjeofAwHZjp5fWappkSAicqLffvKc6BJ0r/zOatEl6Jah2owuG0VXUcMCBRaV4bep8SEhIUhOTobFYrG5Qp2VlQWg8aXFmrNtrT59+mDTpk3Izc1tNPwCNU/bA6CJZedupPnw68gZR0NnG/ae8TTnrApATfDlDW9EJIgyqPGrU+R6QV94iy5BtyRFOz9/XbHaw/Dhw7FlyxakpqYiKirK+vr27dvRsWNH9OnTxyXb1jpy5AgMBkO9V8hvVFJSgv3796Nnz56ae1Kd5sPvzew946jvbMPeMx5nnBkREYmyYdiHokvQvd9Hj2p6ELmGmwLcJ7qIGq7o+R0yZAgGDRqEDz74AGVlZejcuTOSk5Nx8OBBvPTSS9bckp6ejtdeew3Tp0/HjBkzVG0LAEuWLIHJZEKfPn3Qvn17FBUVYc+ePdi9ezceeeQRmwwWHx+PgIAAhIaGom3btsjOzsaaNWtQUFCAuXPnqvrz3wotLvzac8bR0NmGvWc8zjgzIiISxQJtXWIkIueKi4vDsmXLsHz5cuuDuF5++eU6D+KqXTTAkW3DwsKwbds27NixA6WlpfDy8kKPHj0wb968Oo83DgkJQUpKCjZv3ozy8nL4+vqiX79+mDdvniYzk2bDr71nHGrONuw941FzZkREpDXPn6n75CW6tSxjA0WXoGNmAPtEFwGgZs1etbef2jPeZDIhNjYWsbGxDY6JiIjA+vXrHdoWqFnedcIE+9aMi46ORnR0tF1jtUCz4dfeMw61Zxv2nvHYO46ISGvKze6iS9A9086DokvQLy21PbjghjdqPs2GX3vPONSebdh7xmPvOCIircm+1vgd2OR6vZoeQjpgUWp+qd2GXEuz4bclc+t/Bbip506+3Aby5TZiCiIiXbEUaevOaj0qib5TdAm6JSlmeJXvEV0GgJrHbahte2D2dT2GXxcwHwvgUmdEJIxUye8/ormXWESXoGMyoJF/AhZIqm9A5Q2rrsfwS0TUyrgFlosuQfe8s/g1EEayACGii6ghKzW/1G5DrsXwS0TUyhhPscVKNDPbrgUyg7d8UmMYfomIWpnKDmq7DMnZpL2HRZegX5pa7YFtD1rE8EtE1Mp4Z2uk4VHHlBEDRZegY2YAP4ouAgDDr1Yx/BIRtTJDH04XXYLuZf+1WHQJ+qWhmV9ZkSAr6sKs2vGkHsMvEVErs29dhOgSdK/tTLaeiCIpZngVpYguAwBnfrWK4ZeIqJXxjcoTXYLutVt8UXQJ+mVUgHFND7sVZBigdtE7WSvrtLViDL8uwIdcEJFIeWf8RJegex1NV0SXoF9GzrpT4xh+XYAPuSAikUL+axZdgu4V3hsuugTdkhQz/Mq0cfLBnl9tYvglImplCkL5eGPRAj7cK7oE/dLQDW/s+dUmhl8iolbGrUx0BVQ+dZjoEvRLMcPLkiq6CgCARTHAovKJbRaFV45djeGXiKiVud5fdAXU83/2iS5BvzQ08yvDALUdyLzhzfUYfomIWpngHez5FU0eNUh0CTpmBnBAdBEA2PagVQy/REStzPVQd9El6F5AWrXoEkgDLIqkuo3BwhveXI7hl4iolemyTRt3uuuagZeuhZEsQDvRRZCWMfy6ANf5JSKhqtn2INrluzuJLkG3JNmMoGzRVdRQIKnu+VXY9uByDL8uwHV+iUiksj7+okvQvcA910WXoF+SBegmuogaFhhggbrlHtjz63oMv0RErYx7KWd+RZO92XctjKSdyScLDLAoDL9aw/BLRNTKGHaliS5B9/KeHSG6BN2SZDO6XhBdRY2apc7UhV+Z4dflGH6JiIicrLSryicbkNMYzAqgkfBbs9qD+m3ItRh+iYiInEzqUSq6BN2SqiwAny5NjWD4JSJqZYyhPUWXoHvmKqPoEnTLUK2dWXfe8KZNDL9ERK2MJSNTdAm65+MbLroE3ZKqLKJLsJIVA2SVN7zJbHtwOYZfF+A6v0RE+lZcaBJdgm4ZNLTOtezAzC9veHM9hl8X4Dq/RET65nPES3QJuiVZtBN+LYoEA2940xyGXyJyKvabise2B/FKQrRz6V1vDGYLkCG6ihpc6kybGH6JyKkYvIgAxU07N13pjaKyx9aVamZ+1YVZe5ZGKy8vR2JiIlJSUlBcXIzg4GBMmzYNo0ePdtq2mZmZWLZsGc6fP4+ioiJ4eHggKCgIDzzwAMaNG+fUmm41zYZfNR+6mg/c3rEt6YtIREQaw/ArjobCr6ssWLAAGRkZmD17NoKCgrBr1y7Ex8dDlmWMHTvWKduWlpbC398fo0ePhp+fHyoqKrBr1y4sXrwYeXl5iImJcVpNt5pmw6+aD13NB27v2Jb0RSTSEsnTU3QJuqdUVoouQfc8czT747XVM2in5RcyJMiqt2ncgQMHcOjQIcyfPx9jxowBAERGRiIvLw8JCQmIioqC0Vj/Untqto2IiEBERITN9sOGDcPly5exefNmmxzWnJpE0Oy/Tns/dDUfuL1jW9oXkUhLpNAeokvQPeXoSdEl6F5129Y/+6hVBrN2PnuLYnDghrfG39+7dy9MJhNGjRpl8/qECROwaNEinD59GuHh9S+115xta/n6+qKgoMDp+72VWtySBL6+vjbBs7EPPD8/H6dPn1Y9Vs0+iegmRom/RP8i4YwVEn8J/KUVNQ+5UP+rMVlZWQgODq4zCRcSEmJ935nbyrIMi8WCwsJCfPPNN0hLS8Ojjz7qtJpE0OzMby1ZlqEoCkpKSpCSkoK0tDQ888wz1vft+cBrzzbsHatmn/Uy2HmRQ5YALmlCrYx8+IToEoiINEFRJMgqZ36balkuLi5Gp06d6rzu6+trfd+Z23744YfYvHkzAMDNzQ2xsbGYNGmS02oSQfPht6kPXc0Hbu/Y5n4R3e/Ia/T9WpZLPpAvtbVrLFFLwZ5f8RQNLfKvV94/cWJDFEnWzmdvgUH1wmVaWyQvOjoa9957LwoLC7Fv3z589NFHqKiowCOPPCK6NIdpPvy2xA+9+sdAQLajo0RD/0CJnMaitW/dOiTzayBaRYB2+k71xmBWgPOiq6hR83hjtds0/r6vr2+9k3C1r9VO1Dlr28DAQAQGBgIAhgwZAgD4/PPPcffdd6Ndu3bNrkkEzYffpj50NR+4vWOb/UWUDXzCG+mWfOcA0SXonrTnkOgSdM9YzskNUSRL6/7sQ0JCkJycDIvFYtOeWdtX2717d5dsW6tPnz7YtGkTcnNzreHXGfu9lTQffm9284eu5gO3d2xL+yISaYl7Zq7oEnSPTQ/iuVWIrkC/JA1d+LBAcnrbw/Dhw7FlyxakpqYiKirK+vr27dvRsWNH9OnTxyXb1jpy5AgMBoNNe6gz9nsrtbjwe/OHruYDt3dsS/siEmmJOYfhl6ikq9rVXclZDGYZOCu6ihquaHsYMmQIBg0ahA8++ABlZWXo3LkzkpOTcfDgQbz00kvWSbv09HS89tprmD59OmbMmKFqWwBYsmQJTCYT+vTpg/bt26OoqAh79uzB7t278cgjj1hnfdXuVws0G37t/dDVfOD2jm1pX0QiItIW92K2voli0FDboStmfgEgLi4Oy5Ytw/Lly61PoX355ZfrPIW2dsUsR7YNCwvDtm3bsGPHDpSWlsLLyws9evTAvHnz6n28sb371QJJ0dJDsG+wbds2bNu2DRcvXrT50O+99956H2+8bNkym0cRR0dHN/h4Y3vGqtlnrbKyMsTExKB6fyf2/ApkuZYvugRdU0YOEl2C7rHnV7yMJXeKLkG3DNVm9N+2BytXroS3t7eQGmrzwJA3Fbh5qdvWXAEceFMSWn9rp9nw2xIx/GoDw69Y0hDe8CaacuCo6BJ0L+/ZEaJL0C1JNqPrhWRNhN/BbwBGL3Vzv5YKBQffAsOvC2m27aElc+t/BbjpQod8uQ3ky23EFER0CxnzS0SXoHu84U284p7s+RXFYJaBC6KrIC1j+HUB87EAzvySbpkzz4sugUg4hbeGCKOl69kyJNVdvzWnTRr6Q7RCDL9E5FSlj7LXUbQ2X/8gugTd4zq/4hjM2vnsLYoBUFS2PSgKtPect9aF4ZeInKrdjzmiS9A9tj2I51GgnQCmN1p6yIWsSJBUhl+1S6O1RhcvXsTWrVuRkZGBoqIi3HnnnZg9ezYA4OTJkzh79izGjBkDHx8fh/bP8OsKssK/vaRbcjv2thNJ/BEgjJY+ewsMuPkeoKa30dAfQIC1a9fis88+g8VSM/stSRIKCgqs75eVleFf//oXjEYjJk6c6NAxGH6JyKkMBbzhTTTeaiWezJ+uwkjamfjlzK9K+/btw6efforbbrsNTz31FMLDw60zvrUGDRoEX19ffP/99wy/RKQRFkYvIr9jbD4RRtHOZy/D4MANb/pNv2vXroWXlxfefvttm8cn38hgMCAoKAg//fSTw8dh+CUip7oyoZvoEnSvw38c/6FAzlHYgz9eRZEsQIdM0VWQIzIzMxEWFtZg8K3l7++Ps2cdf4Y1/3USkVP5Xk033owAACAASURBVKgSXQKRcKYrvAIiiqRo57OXFUn1ag96bnswm83w9PRsclxRURHc3ByPsAy/LuAWcRV1HnKR6w05lzcCUevnXlQpugTd0/HPTs3ocLRQdAn6JVmAINFF1GD4Vadz5844e/YsLBYLjMb6F8uuqKhAZmYmgoODHT4Ow68LmNP9+ZAL0i1DUbnoEnSPK4SKd35qB9El6JbBYkbvQ6KrqCE7sM6vrKWndNxiI0aMwBdffIGkpCQ8/vjj9Y5ZsWIFSkpKMGrUKIePw/BLRE6VFxUougTd8zvteC8cOUfAEe3cdKU7GrrhzQIJikNPeNOnhx56CMnJyfjqq69w/Phx3HlnzUOT8vLysGnTJnz//fdIS0tD9+7dcf/99zt8HIZfInKqDqc480tU3oHPNxZFkhXgqugqarDtQR2TyYQFCxZg8eLFOHz4MI4dOwYASE9Px9GjR6EoCgYMGICXX34ZHh4eDh+H4ZeInMrjp+uiS9A97cx76ZfpOptPhFH42bdkHTp0wNtvv40zZ84gLS0NeXl5kGUZ/v7+GDhwIPr169fsYzD8EpFzyXq+aEdUw6OQpyDimAFv0TXUkOFAzy9vWQUA9O7dG71793bJvhl+icipLt/j+B245Bx+H18UXYLuVXZwF12CfikS2mhkxcWaqQCGX61h+CUip5I48UuEcj+u+COKJBuAXNFV1LAoEhTVPb8aej7zLbZz505V48eOHevQcRh+XYDr/JKema6x346obVa16BJ0zAxoZOJdUQw1y52p2sZFxbQAixcvhiQ1Hf4VRYEkSQy/WsJ1fknPPK9p5HojkUCFIRpJXzokyRJ8c0RXUUNWJEgqZ3LVzhS3JtHR0fWGX1mWcfXqVRw7dgxXrlzBuHHjEBAQ4PBxGH6JyKkkPa/TQ/QzIx90KIyWWq9kSJBU9vyqXRe4NXniiScafb+6uhr/+te/8MMPP2Dx4sUOH4fhl4icKmcE23tE65IqugLSUgDTG4nn362Wu7s75syZgx9//BH/+c9/MH/+fIf2w/BLRE7V9gJ/6hO1X7ZXdAn65aYA94kuogbbHpzPaDSid+/eSEtLc3gfDL9E5FTe2RWiSyASLmfeCNEl6JZkMSPkTLLoMgAAsmKAxBvenK6wsBAVFY7/rGH4JSKnqm7HG31E8xRdAKHDaT7kQhhFO589Z36dS1EUbNq0CSdOnGjWAzAYfonIqSSudCbcsxmnRZege/8XKroCHdNS2wNveFPl9ddfb/C9iooK5ObmoqioCJIkYcaMGQ4fh+HXBbjOL+mZW6l2Zl30akqbMtEl6N7/iS6ANIEzv+ocPny40fcNBgP69u2L6dOnY/DgwQ4fh+HXBbjOL+lZtS+/rYgW+d7vRZege53BJTeI1Proo48afM/NzQ3t27eHu3vzW+v4U4qInIqL+4v3t983/AOEbo2F70WILoE0gDO/6nTu3PmWHIfhl4icqvOua6JL0L27X2PjtWgLRRdAmqAokvowq+Pwe6toNvwePnwYO3fuxIkTJ3D16lW0adMGoaGhmD59us0dfunp6YiLi6t3H/Hx8QgLC7N5rby8HImJiUhJSUFxcTGCg4Mxbdo0jB492qFxRGSrKoC97aJ9UthJdAlEhJqZX9VhVpHQVONkczKKvdvam8MA9Vms1rVrzZss8fPzc2g7zYbfTZs2obi4GFOmTEHXrl1RVFSENWvWYP78+XjrrbcwcOBAm/GzZs1CRITtZabu3bvX2e+CBQuQkZGB2bNnIygoCLt27UJ8fDxkWcbYsWNVjyMiWwWhXGhLtI8yo0SXoHsdkCG6BNIAGRJuvgG+aU2H3+ZkFHu3VZvDAPuzWK2nnnoKkuT4TPe6desc2k6z4XfOnDlo3769zWuDBw9GbGwsvvrqqzofepcuXRo8s6h14MABHDp0CPPnz8eYMWMAAJGRkcjLy0NCQgKioqJgNBrtHkdEdbU7WyW6BN3za5cvugTdKxRdAGmCozO/jWlORlGzrdocBtiXxW4UFhbWrPDrKM2G35s/cAAwmUzo1q0brl696tA+9+7dC5PJhFGjRtm8PmHCBCxatAinT59GeHi43eOIiLTo7HXHLgWS8/iDve/kmvDbnIyiZltX5LCbLVwopjtes+G3PqWlpTh79iwiIyPrvLd06VIsXLgQnp6eCAsLQ0xMDPr3728zJisrC8HBwXXOiEJCQqzvh4eH2z2uQUbZvj+Q7MA/CiKNK+3C1R5EMxr4fFSi1qo5GaW5+aaxHAbYl8W0oEWF36VLl6KiogKPPfaY9TVvb29MmTIFAwYMQNu2bZGTk4PVq1cjLi4Ob7zxhs0iyMXFxejUqe6NIL6+vtb31YxriPuQK3b9eSwXfSBf9LVrLFFLYfbiCZ1o0d0OiS5B93aAN34SICtwYOa38bebk1Gam2/qy2GAuiymBS0m/CYmJmLnzp145plnbO4y7NWrF3r16mX9ff/+/TF8+HA8//zzSEhIEPKBVx8IsO8hFzJDArU+/mlFokvQvcfapokuQfd2YFTTg6jVc0XbgygN5TDANVns0qVLyM7ORnl5ORSl/jMCRxcgaBHhNykpCStXrsQTTzyByZMnNznex8cHQ4cOxaZNm1BZWQlPz5q7z319fes9q6l9rfbMx95xDbIY+IQ30q3qdl6iS9C9F88/KroEwmXRBZAGKC4Iv83JKI5uqzaHAQ1nsaYcOXIES5cuxU8//dTgGEVRIElS6w2/SUlJWLFiBWbOnFlnmr0xtWcJN95FGBISguTkZFgsFpt+l6ysLAC/LMdh7zgiqsviyRM/0e72Pym6BN3bgA6iSyANcHSps8Y0J6M4sq2jOQyoP4s15syZM3jzzTehKApGjRqFCxcu4MKFC3j44YeRm5uLw4cPo6ysDOPHj4e/v7+qWm6k6fD7xRdfYMWKFYiJicGMGTPs3q6kpAT79+9Hz5494eHhYX19+PDh2LJlC1JTUxEV9cs6mNu3b0fHjh3Rp08fVeOIqK6y2zT9bUUXFn9/j+gSdK8PDogugTTAFW0Pzckoard1NIcBDWexxqxatQoWiwV//vOfcccdd+Dvf/87Lly4gCeffBJAzQz1kiVLcPDgQSxevFhVPTfS7E+pNWvWYPny5Rg8eDCGDBmCkydtZzJq15GLj49HQEAAQkND0bZtW2RnZ2PNmjUoKCjA3LlzbbYZMmQIBg0ahA8++ABlZWXo3LkzkpOTcfDgQbz00kvWsyB7xxFRXdcmVIguQffa/WASXQIRwTVtD/ZmlPT0dLz22muYPn26NbiqyTf25jBAXRZrzPHjx9GzZ0/ccccd9b7v6+uLl156CU8//TQSExNV7ftGmg2/+/btAwAcPHgQBw8erPP++vXrAdRM4aekpGDz5s0oLy+Hr68v+vXrh3nz5tV79hMXF4dly5Zh+fLl1sf6vfzyy3Ue62fvOCKy1TVJs99WdOPSr8pEl6B7t/1TdAXUmtmbUWRZrnOzmL3b2pvDAPVZrCHFxcUYMGCA9fdubjU/TyoqKuDlVXM/iYeHB/r374+0NMdv7JWUhm6hI9XKysoQExOD6h9u4w1vAlmuXxddgq5Jd2hvTUe9yZhr3yVGcp3eT3DFDWHcFHjdV4mVK1fC29tbSAm1eeDaM2FQPNRdLZaqLPD76KTQ+kV58sknERISgjfffBMA8Pnnn+Prr7/G+++/b9OP/Pbbb+Pw4cNYtWqVQ8fhFI0LuEVcxc0N63KuN+RcrvtIrd+p3/DvuWi3dz8nugTdKxVdAGmCokg1rQ+qNtLmUme3QufOnZGbm2v9fWhoKBRFwebNm/HMM88AAHJzc3HkyJF61yu2F8OvC5jT/TnzS7rVc5VFdAm6d7iiV9ODyKV6w76HHVHrJjsQfiUdh9/BgwcjMTERFy5cQLdu3TBkyBAEBARg48aNOHPmDPz9/XH48GFUVVVhwoQJDh+H4ZeInKqoGy+5ixbUL7fpQUTkcopS80vdRi4ppUUYP348vL29IcsyAMDd3R2vvfYa3n33XZw6dQqnTp2CJEm4++67MWXKFIePw/BLRE7le7FKdAm6V7DW8cuB5BwmsPWEatb5VVSu8yupXhe49fDz88MDDzxg81qPHj3w0UcfISsrCyUlJejSpQs6dGjeOtoMv0TkVG6lZtEl6N71YaIroIAPRVdApH05OTno3LmzXWOd+YAxhl8icqpLd/OGN9Hc8nR83ZRIQ3jDW+PmzJmDvn37YuzYsYiKimr00czOxPBLRE7VJpvBS7TSLvr54UmkZbzhrXGenp44efIkTp06hY8//hiDBw/GuHHjMGzYMLi7u7vsuAy/RORUBnY9CFfeg33XRFrAG94at2zZMnz//ffYuXMnDh06hH379mH//v0wmUwYNWoUxowZg4iICKcfl+GXiJwqbyTTr2jtf+SKG0RawLaHxnl6emLMmDEYM2YMioqKkJycjJ07d+L06dPYunUrvv32W/j7+2PMmDEYO3YsunXr5pTjMvy6AB9yQXpmuuS6S1Vkn3ZZ1aJLICIw/KrRtm1bTJ48GZMnT0Zubi6+++477Nq1C9nZ2fj666/x9ddfo2fPnhg3bhyioqKateIDw68L8CEXpGee10RXQBYPfv8h0gL2/DqmU6dOmDFjBmbMmIGMjAx899132L17N86ePYvMzEwkJCQgMjISb731lkP7Z/glIqcqDdZRw5pGKW5G0SXonrfoAohaidDQUISGhuI3v/kN9uzZg6VLl6K4uBiHDh1yeJ8Mv0TkVG0ucdZCtMAPUkWXQETgDW/OYLFYcODAAezcuRP79+9HdXVNW1ebNo63kjL8uoIi8y8v6ZbFJLoCIiJtYM+v444fP46dO3ciJSUFpaWlUBQFRqMRQ4cOtS6H5iiGXyJyqvJAnvkREQEA2POrysWLF7Fz507s2rULV65cgfLztHmfPn0wbtw4jB492ikPwmD4JSKncivX7zduIqIbKVB/IVhv0wf5+fnWJc7OnTsHAFAUBbfddhvGjh2LcePGoUuXLk49JsMvETlV27N6+9ZNRFQ/R9oeVLdJtGCvv/460tPToSgKFEWBj48PRo4ciXHjxqFfv34uOy7Drwu4RV5DnXV+c7wh5/L+X2r98kZaRJege+2Xia6AiKhphw8ftunjHTp0qEsfa1yL4dcFzEf8uM4v6ZZk1s+sBRFRo9j30Kg5c+YgKirKKX28ajD8EpFTeV3mGrNEREDtUmdq2x5cVIwG3X///UKOy/BLRE5V3qNKdAlERJrgyDq/egq/ojD8EpFTtT/gIboEIiJN4A1v2sTwS0ROVRLCaQvRAkUXQEQ/kxx4aAXDr6sx/BKRU/mG5YsugYhIE9j2oE0Mv0TkVOZdfqJLICIiahDDryvISs0vIh0qCeE6v0REALjUmUp5eXkwmUxNLn1WUlKCsrIyBAY61uTF8OsCboPywYdckF4p3gy/REQAb3hT67e//S3uvvtu/OEPf2h0XEJCArZt24Z169Y5dByGXxfgQy5Iz4wF/LYimtGvo+gSqEM70RXol8EC4LToKmpw5leV2sccuxp/SrkC2x5IxyztzaJL0D3LNd50KBy/BuK4KXAPFV1EDc78ukZRURE8PBxfVlOz4ffw4cPYuXMnTpw4gatXr6JNmzYIDQ3F9OnT0bt3b5ux5eXlSExMREpKCoqLixEcHIxp06Zh9OjRdfZr71g1+6zD4MjSJkStg99e1z+XnYioReDMb5OOHj1q8/vr16/Xea2WxWLBTz/9hIMHD6Jbt24OH1Oz4XfTpk0oLi7GlClT0LVrVxQVFWHNmjWYP38+3nrrLQwcONA6dsGCBcjIyMDs2bMRFBSEXbt2IT4+HrIsY+zYsTb7tXesmn0S0S+KeoqugLjeBhG1FHFxcZCkXyYM09LSkJaW1uB4RVEgSRIefvhhh4+p2fA7Z84ctG/f3ua1wYMHIzY2Fl999ZU1/B44cACHDh3C/PnzMWbMGABAZGQk8vLykJCQgKioKBiNRlVj1eyzXmx7IB1zK+VVDyKiGhLUP7Si6fHNuTpt77ZqrsA3p6Zx48ZZw++OHTvQqVMnhIeH1zvWzc0Nfn5+GDp0aL012Euz4ffm4AsAJpMJ3bp1w9WrV62v7d27FyaTCaNGjbIZO2HCBCxatAinT5+2foj2jlWzz3qx7YF0zNyGJ35ERABc1vbQnKvT9m6r5gp8c2p68cUXrf+/Y8cO9OvXDy+88ELTH0IzaDb81qe0tBRnz55FZGSk9bWsrCwEBwfXmYkNCQmxvl8bVO0dq2af9ZIsgGTH316ZIZlaH9mD4ZeICIBLwm9zrk6r2dbeK/DNrelG//3vf5sc4wwtKvwuXboUFRUVeOyxx6yvFRcXo1OnTnXG1i6QXFxcrHqsmn3Wx/1O++7ytWR5Q77gY9dYopbCWM4TOiIiADUTXGonuZoY35yr02q2tfcKfHNrEqHFhN/ExETs3LkTzzzzTLP6PG6F6h862rfOr8yQQK1PlR8fckFEBACKUvNL7TaNac7V6eZe2a7vCrwz9nuj6upq7Nq1C8eOHUN+fj7M5oaXz3znnXfs2ufNWkT4TUpKwsqVK/HEE09g8uTJNu/5+vrWOxNb+9qNj8izd6yafdbLYuBDLki3TNkt4tsKEZHruaDtoTlXp5t7Zbu+K/DO2G+ta9eu4U9/+hNycnKafNjFjStEqKX5n1JJSUlYsWIFZs6cWefDBmrOKpKTk2GxWGzOOLKysgAA3bt3Vz1WzT6JyJbpzqtNDyIiohblVlyB//TTT5GdnY2wsDA8/PDD6NKlC0wmk9OPo+nw+8UXX2DFihWIiYnBjBkz6h0zfPhwbNmyBampqYiKirK+vn37dnTs2BF9+vRRPVbNPonIVv6lun1idGv5iy6AiGq4oOe3OVenHd22sSvwza3pRmlpaQgICMBf/vKXZj3BrSmaDb9r1qzB8uXLMXjwYAwZMgQnT560eT8sLAwAMGTIEAwaNAgffPABysrK0LlzZyQnJ+PgwYN46aWXbGZu7R2rZp9EZMu3s32Xt4iIWjtJsW/xp5u3aUxzrk47sm1TV+CbW9ONqqurERkZ6dLgC2g4/O7btw8AcPDgQRw8eLDO++vXr7f+f1xcHJYtW4bly5dbF1Z++eWX611Y2d6xavZJRL8oudhWdAlERNrggp7f5lydVrutPVfgm1vTjbp3715nJQlX0Gz4/d///V+7x5pMJsTGxiI2NtZpY9Xsk4h+MWxwhugSdO+66AKIqIYL2h7svTqdnp6O1157DdOnT7cGVzVXtu29Aq92v4159NFH8e677yI9PR0RERF2beMIzYbflsxtUD5ufjyhnG2CnOMtpiCiW+iHI9peilAP+mCf6BKICHDZE97svToty3KdVRPs3VbNFXg1+21Mr1698PDDD+Ptt9/GQw89hEGDBsHfv+G7GAIDA+3e940kpam1JMhuZWVliImJQXWqP5c6E8hSVCS6BF07u2KQ6BJ0r9fMQ6JLIBLHTYHXfZVYuXIlvL3FTDrV5oFj94yE7K5untFQbUb/b/cIrV+UKVOmQJIkKIpi11Jm69atc+g4nPklIqeSq3niR0RE6vXv379Z6/fai+GXiJyr2F10BURE2uCitofWSs39Xs1hd/gtLS1FmzZtHDrIvn37MGzYMIe2bYkUR55nSNRa+FaLroCISCMcuOENrp/51Du7w+/vf/97xMbGYuTIkXbvPD8/H0uXLsUPP/zgcF8GEbUsY/pytQfRskUXQEQAXLPOr55kZ2ejqKgIvr6+CAoKctp+7Q6/169fx8KFCzF06FDMmTOn0bvvAOCbb77BsmXLrEteEJE+7EwLF12C7nG1ByKNYNuDapWVlUhKSsLWrVtRWloKABg/fjxeeOEFAMC2bduwfv16vPDCC+jZs6dDx7A7/L777rtYsmQJ9u3bh/T0dMyaNQsPPPBAnXHnz5/HkiVLkJGRAYPBgOjoaEyfPt2h4oio5ekfflF0CbrHxhMiaokqKioQFxeHs2fPon379hgyZAj2799vM6Z///54//33sXv3bteH3379+uH999/Hl19+iVWrVuFf//oXdu7cieeeew7du3dHVVUVVqxYgXXr1sFisSAsLAzPPfccunXr5lBhRNQyHTsVLLoE3euDHNElEBGptmrVKpw5cwb33XcfYmNj4e7ujilTptiM6dy5M4KDg3Ho0CHMnj3boeOoWu3Bzc0NM2fOxKhRo7BkyRKcPHkSc+fOxcSJE3HgwAFcvnwZ3t7emD17NiZNmuRQQa2B+6DruLlh3fKTF+RsLzEFEd1C04YeEF2C7h0RXQARAWDPr1opKSkIDAzEnDlzGn0qXEBAAM6dO+fwcRxa6qxbt25YuHAhkpKSkJSUhI0bNwIAhg0bhmeffRYdOnRwuKDWoPpgOz7kgnTr61T9rOyiVaH4QXQJRAS45PHGrdmVK1cwdOjQJh+H7O3tjZKSEoeP4/A6vzt27MA333wDANZH52VmZiIjI0NXy5oRka3AntdEl0AknFuP7qJL0C+DBcAZ0VXU4A1vqnh6eqLIjqe0Xr58Gb6+vg4fR3X4zc3NxQcffIDDhw8DqHkU3dSpU7FixQps374d77zzDu666y7ExsaiY8eODhfWoingOr+kW9fTAkSXoHvttPKDX8/MFtEV6JdBFl3BLxh+VenduzeOHz+OK1euICCg/p8lWVlZyMzMxJ133unwcewOv7IsY+3atUhKSkJlZSV69OiB559/Hr179wYAvPDCCxg3bhz+7//+D6mpqdZGZD33/hLpkdmk4+/cRD8zX7wkugT9clPgNkB0ETXY86vO5MmTcejQISxYsAAvv/wyunTpYvN+Xl4e/va3v0FRFEyePNnh49gdfl988UWcP38e7u7umD17Nh566KE6PRmRkZFYsmQJkpKSsGbNGixduhTfffcdV30g0hH3Yva7E7l15aonwhhkAJmiq6jBmV9Vhg0bhqlTp2LdunX43e9+h+DgYEiShLS0NGsOtVgsePTRRxEREeHwcewOv+fOncPAgQPx7LPPolOnTg2Oc3d3x6xZszBmzBj885//tK4IsXr1aoeLbGnk8jLArN+GddI5PU9bEP1MvnJVdAn6ZeT3oJbs6aefRp8+ffDVV1/h/PnzAGqeGJyfn4+goCDExMRg7NixzTqG3eF37ty5GD9+vN077t69O+Lj47FhwwYkJiY6VBwRtTyVt5lFl0AknFxRIboE/XLTUPjlzK9DoqKiEBUVhcLCQuTl5UGWZfj7+8PPz88p+7c7/KoJvrUkScKDDz6IESNGqN62JfMYUYk66/xmGWHJcnhxDVJBGTlIdAm65tmBP/SFG+b45UBykn3poisgDWDPb/O0a9cO7dq1c/p+b0kac1ZSbymqUj3Z9iDQmVj2nIok8WEuwilu5aJL0D3+BCAAXOdXozgVSa1O6OyDoksgIp176lSW6BJ0q7pCwqq4QNFl1GDbg2oFBQXYuHEjjh07hvz8fFRXV9c7TpIk/Pvf/3boGAy/RERETja5TY7oEnSrzGDAKmgj/LLtQZ2LFy/i1VdfRXFxsfUBaq7A8EtE1NoMjxRdge7dN2+46BJ0S1LM8EOK6DLIAZ9++imKioowYsQIREdHIygoCF5ezm+lY/glImptfuDNVqJdmcrwK4rBLMHve9FV/IxtD6ocP34cQUFBeOWVVyBJrut9ZvglImpt+Hh14TzDCkWXoFtSlQXQSPhl24M6iqKge/fuLg2+AMMvEVHrYzA2PYZcSpZ5x74okpY+e878qhIaGoqcHNf3yzP8EhG1MmcWDRVdgu71flQjU4965KYA94ku4mcMv6rMmDEDr732Gnbv3o2oqCiXHYfh1wX4kAsiEqn3PAYv0a7MuUt0CbolyWYE/7RbdBkAapKA6rYHl1TScjz44IN47733cODAAdx+++3w8/NrsA1iwIABDh2DacwF+JALIhIp4/PBokvQvfDXL4kuQb8MFqCf6CLIEXFxcZAkCYqi4LvvvsPOnTsbHb9u3TqHjsPwS0TUyihl/NYumuUnrvMrjFGBG8NvizRu3DiX3+wGaDj8lpWVYeXKlcjMzERmZiaKioowY8YMzJw502Zceno64uLi6t1HfHw8wsLCbF4rLy9HYmIiUlJSUFxcjODgYEybNg2jR492aBwRkdb0mbNPdAm6l/kF11oWxVBlQd+VP4ouowZ7flV58cUXb8lxNBt+i4uLsWXLFoSEhGD48OHYunVro+NnzZqFiIgIm9e6d+9eZ9yCBQuQkZGB2bNnIygoCLt27UJ8fDxkWcbYsWNVjyMiIrpZ221tRJegW5JsFl2CFZc60ybNht/AwEAkJSVBkiQUFhY2GX67dOlSZ5b3ZgcOHMChQ4cwf/58jBkzBgAQGRmJvLw8JCQkICoqCkaj0e5xRERE9fH/sUh0CfolWYDOoov4GWd+HWaxWHDu3Dnk5+cDADp27IgePXo4JX9pNvy6oudj7969MJlMGDVqlM3rEyZMwKJFi3D69GmEh4fbPY6IiKg+skmzP17pVnJR+G1Oa6a929rbfgqob0FtTHV1NZYvX47NmzejvLzc5j2TyYSJEydi5syZ8PDwsHufN2s1/zqXLl2KhQsXwtPTE2FhYYiJiUH//v1txmRlZSE4OLjOWUNISIj1/fDwcLvHNcho5990GYCWFuMmIiKncL9wVXQJ+mWQgQ6ii/iZA20P9oTf5rRm2rut2vZTwP4W1IZUV1fjT3/6E06dOgWgJncFBgYCAPLy8nD+/HmsWbMGx48fxzvvvAN3d3e7932jFh9+vb29MWXKFAwYMABt27ZFTk4OVq9ejbi4OLzxxhsYPPiXJX+Ki4vRqVOnOvvw9fW1vq9mXEO8JlTZVbs5ww3mDMe+cNQIPtqViAQ7Oa+r6BJ0y2A2o9+uc6LLcJnmtGaq2VZt+ylgXwtqY9auXYuTJ0+iounaqgAAIABJREFUX79++N3vflcnOGdlZWHp0qU4fvw41q1bh2nTpjl0nBYffnv16oVevXpZf9+/f38MHz4czz//PBISEmzC761SscMEWOyY0ZUB3IIlPXRHsYiugEiovOdGiC5B93rPSxVdgn618ie8Nac1U822t2LJsZslJyejXbt2eOONN2Aymeq83717d/z5z39GbGwsdu3apd/wWx8fHx8MHToUmzZtQmVlJTw9PQHUzNzWN2tb+1rtzK694xoiyQb72xkM9g0j+ymy6AqIxApcwuBFpAWSA+G3qTaJ5rRmNrutswn2tKA2JicnB0OHDq03+NYymUwYMGAA9u/f73CdrTL8AoDy86XvG89cQkJCkJycDIvFYvOFz8rKAvBLX4q944ioLkMbLvEkmlxaKroE3aucNFR0CTpmhhf2ii6ihgtmfpvTmtncts6GqGlBbYzRaERlZWWT4yorK5u16kOrDL8lJSXYv38/evbsaXM34PDhw7FlyxakpqYiKirK+vr27dvRsWNH9OnTR9W4BkkGtjOQfhl4OYPoWgTv5xBFskhod1J0FT/TyVJnzmpB7d69O44cOYLc3Nx6QzoA5Obm4siRIzbHU0vT4ffAgQOorKy0LnVx4cIF7NmzBwBwxx13wMvLC/Hx8QgICEBoaCjatm2L7OxsrFmzBgUFBZg7d67N/oYMGYJBgwbhgw8+QFlZGTp37ozk5GQcPHgQL730kvUswt5xRFSXUmXfDZ9ErVlJD+08aEFvDNVmQCPh1xVtD81pzWxuW6caDbWgNmbixIn4+9//jri4OPzqV7/C6NGjrSs6VFdXY9euXVixYgWqq6sxadIkh2vTdPj98MMPkZeXZ/39nj17rOH3448/hpeXF0JCQpCSkmJdD87X1xf9+vXDvHnz6p2hjYuLw7Jly7B8+XLr+nYvv/xynfXt7B1XL4MEKJz5JX2quJuPdRXNc6PjvXDkHB3TOEkiiiRraOrUBTO/zWnNvNVtnfW1oDZm/PjxOH78OLZu3Yr3338f77//Ptq3bw9JknD9+nXrPidOnNisp+1qOvx+8sknTY6Jjo5GdHS03fs0mUyIjY1FbGysU8YRkS0GL/Gq7hsiugTd8/+XRnpO9UhLqz24QHNaM5vd1qlCQy2oTXnuuedw++23Y/369Th9+rQ19Lq5uaFv376YPHkyRo4c2azaNB1+WyqPYcUAbM9yLJc8IV9qesqfmk9D5/xEQnhsOSC6BCICXDLza29rZnp6Ol577TVMnz4dM2bMULVtLXvaTwGoakG1x8iRIzFy5EhYLBYUFdU8Krxt27ZOaztl+HWB6v1t7Vvnl4iIiFotV/T8Ava3ZsqybG09ULstYF/7KQDVLaj2MhqN6NDB+Y/rk5SbPxVyWFlZGWJiYlC1sx3Dr0ByRYXoEoiISBQ3BV73VWLlypXw9vYWUkJtHjgfOhqKUd08o2QxIyQjWWj9WnDq1CkcP34c+fn5AICOHTsiPDy8WU+Qq8WZX1cwGHjDGxGRnnG5S3E09NG7aua3NTt//jz+8Y9/IDMzE0Ddm+Z69OiBF154AT169HD4GAy/RORcBt7lLpzMR3yLZmjkCVXkYkYFgEauAOpknV9nuXTpEl599VWUlpbC398fI0aMQGBgIADgypUrSE1NRWZmJl599VXEx8eja9euDh2H4ZeInIvBiwhyWZnoEvTLTcfpsYX7/PPPUVpaimnTpuFXv/pVnRvcnnzySSxfvhyrVq3CsmXLEBcX59BxGH6JyKkMOu5R0woGL/EMP98IRAIYFQBNPyL3luDMryrp6eno1q0bZs2aVe/7RqMRs2bNwr59+5Cenu7wcRh+icipGLyIAEPn20SXoF8GC4BC0VUAcKz9WEMty7ecxWJBSEhIk+NCQkJsVqFQi+HXFSTwZgfSLaMLlqUhdSw/LwpP4pjPZYkuQb/cFLg1f0EA59HxTK5aISEhyM3NbXJcbm6uXSG5IQy/LuA+uBB1HnLxkxfkbF4Go9ZP8uaNPsIx/ApXHDNcdAm6JSlmeJWmiC4DAFd7UOuxxx7D22+/jW+//Rb33HNPvWO2bduGjIwMvP766w4fh+HXBaoPtgMsBtFlEAkhF2jjciORSN55VaJL0DEzoJVbD9jzq4qXlxcmTZqEJUuWYPv27YiKikJAQACAmtUedu/ejRMnTmDSpEnw8vLC0aNHbbYfMGCAXcdh+CUip5JLS0WXQCScZ+YV0SXol8EC9BNdxM8YflWJi4uDJElQFAXHjx/HiRMnbN6vXfN306ZN2LRpU53t161bZ9dxGH6JyKmMfh1Fl6B7lmv5oksgWccJhshB48aNsz7MwpUYfonIqRi8iADzxUuiS9AvNwVu9l39djn2/Krz4osv3pLjMPwSERERuQLbHjSJ4dcVDAZA4Q1vREREesaZX21i+CUiInIyOep20SXomBnAftFF1ODMr2rV1dVITk7G0aNHkZ+fD7PZ3ODYd955x6FjMPy6gPug66izzm+2CXIO1z8lItIDt8Jy0SXol2QB2oouogZnftXJy8vD66+/jtzcXOvKDg1pzo1xDL8uUH2oA9f5JSLSMfnISdEl6JebAgSLLuJnnPlV5d///jdycnIQGRmJKVOmoFOnTvDycv4Dwhh+icipJE9P0SXonlJZKboEIiLVDh8+jC5duuCtt96C0Wh02XEYfonIqW7FGo3UOB1PHBFpC2d+VXFzc0NISIhLgy/A8EtETmbgQy6Ek3/KFl0CEYE9v2r17dsXly65fo1shl9qdXjZXTB3flshIgLAmV+VfvWrX+HVV1/F+vXr8eCDD7rsOPwpRa2OgeFXKPP5C6JLICLSBElRgCZWLah3G53q3bs3/t//+3947733sHfvXgwaNAh+fn4NttONHz/eoeMw/FLrY2DPKRERaQBnflU7dOgQCgsLkZeXh2PHjtU7RlEUSJLE8EtUSzJxPWWhCgpFV0BERC3Q6tWrkZSUBHd3d9x1111c6qwl4UMuBPNi2wMREYnHG97U2bhxI7y9vbFo0SIEB7tusWaGXxfgQy4Ek2XRFRAREbHtQaXr16/j9ttvd2nwBRh+qTVy8fqARERE9uDMrzqdO3dGebnrHw2u2fBbVlaGlStXIjMzE5mZmSgqKsKMGTMwc+bMOmPLy8uRmJiIlJQUFBcXIzg4GNOmTcPo0aMdHqtmn6QtCpfaIiIirdBxmFVr0qRJSEhIwMWLF9G1a1eXHUezKaG4uBhbtmxBSEgIhg8fjq1btzY4dsGCBcjIyMDs2bMRFBSEXbt2IT4+HrIsY+zYsQ6NVbNPIiIiops5Mour55nfBx54ADk5Ofjzn/+MJ554AgMHDoSfn5/Tj6PZ8BsYGIikpCRIkoTCwsIGw++BAwdw6NAhzJ8/H2PGjAEAREZGIi8vDwkJCYiKirI+Js/esWr2SdqjeGr2rzUREemJI0FWx+F36tSpAGqWMvvHP/7R5Ph169Y5dBzNpoSGFjS+2d69e2EymTBq1Cib1ydMmIBFixbh9OnTCA8PVzX2/7d359FNlfn/wN83zdaWlq5AaSldoGxjLbRIFQvoEXfFBQQcBBkdHGf4qoj+YeUg6u+UGfHAODqITpFxWBxQBg8MCnJAbQWVfVhs2WwLKFCgC6VJ2jT3/v4ojYYGmqQJz03u+3VOj5I897mfmzbJJ588izd9kvooJoPoEIiIiMhLCQkJ1+Q8qk1+PVVVVYWUlJR2ldi0tDTn/W2JqqdtvenTrTAPVxuQJUDhhgz+xoeUiIjUIFDDHjozL8nTY72Ze9XZmNosXrzY47adEfTJb0NDA3r06NHu9qioKOf93rb1pk93jPm1HsXuqIqAoyrSo7bkOSWMy8yJxM8eRESXKD4s9+DB9sadmZfk6bHezL3qbEzXWtAnv2rU/J2H6/zKTBMCQTZxPLZIfPSJiFoFovLbmXlJ3hzr6dyrzsbUEYvFAkmSEO7H3VuDPvmNiopyW4ltu62tWutNW2/6dMuh4yYXAik6fqggIiIVCMCEt87MS/LmWE/nXnU2Jnd27dqFdevWoaysDDabDQBgMpkwaNAg3HvvvcjNzfW4L3eCPvlNS0tDSUkJHA6Hy6eKqqoqAEDv3r29butNn6RCzH2JSLCwrEzRIWiXzgGgXHQUAABJhtfvSR1VfjszL6nTc5oCENPliouLsW7dOiiXhn9EREQAaK0A79q1C7t378Z9992HJ5980us42wR98pufn4+NGzdi27ZtKCgocN6+efNmxMXFISsry+u23vRJ6uMwseouUtC/qBD5gePwMdEhaJdegSGEP3t0Zl5SZ+c0Bbrf0tJSrF27Fl27dsX48eNxyy23IDKydW6UxWLBl19+iZUrV2LdunXo16+fS47mDVW/T+3cuRNNTU3Ore6OHz+OrVu3AgByc3NhNpuRl5eHnJwcLFy4EBaLBUlJSSgpKcHu3bsxc+ZMl08hnrb1pk93JEkCvPi6gPyMDz0REakB1/n1yvr162EwGPDnP/8ZycnJLvdFRETgnnvuQU5ODp555hl89tlnoZn8vvvuu6iurnb+e+vWrc7kt7i4GGazGQBQWFiIpUuXYvny5c7lNV588UW3y2t42tabPi+nKIpHszUpMFj5JSIiVVB8qMd0kD50Zl5Sp+c0BbjfyspKZGdnt0t8fy05ORnZ2dkoKyvzKVZA5cmvp+u9hYeHY9q0aZg2bZrf2nrT5+VY+RVL1vOxJyIiFQjAUmedmZcUqDlN/urXbrc7C5tXYzabYbfbfYoVAFgiCwB9Tg30ueddfnRJFtFhaYYi8UfkDxERtZIU336uJj8/H1arFdu2bXO53ZN5SZ05NlAx/VpSUhIOHDjgXOHBHZvNhgMHDiApKcmnWAGVV36DVcveOC51JpDMv2oiIlKDAIz59XRe0v79+zFr1ixMmDABEydO9OrYNp7MvfKl3yu5+eabsWLFCsydOxdPP/10u0l0p06dwqJFi3DhwgXce++9HvXpDtMECjkc9kBERGrgyyYXniTMns5LkmXZuWSYt8cCns+98rbfK3nwwQfx/fffY8+ePfjDH/6ArKwsdOvWDZIk4cyZMzh8+DBkWUafPn3wwAMPeNzv5STl8keFfGaxWDB+/HjYtyWw8ivQ2bGDRIegaXEffCs6BCLSMr0C8x1NWLlypXON2GutLR+oCxsOSF7WGZUWxDi2Co1fJKvVin/961/YtGkTmpubXe4zGo0YPXo0Jk+e3Kkd31j5pZCjcH9dIiJSgwBMeAt14eHheOqppzBlyhQcO3YMNTU1AIC4uDhkZmZ6NCGuI0x+iYiIiAIgUMMetMBsNmPQoMB8k8vkl0IOJ7wREZEqMPnt0P/+9z+cP38effr0QWpq6lXbHj9+HEePHkVCQgKys7N9PifTBAo5DiMnvBERkXgSoLlk1htnz57Fa6+9hoSEBCxYsKDD9gkJCSgqKsK5c+fw3nvvIT4+3qfzclYWhRxJ5o/IHyIiukRWfPvRiC+++AItLS14/PHHPZrcFxERgalTp6K5uRmbNm3y+bys/AaAPqcGl29oKP8cDvmU9mZtiuDo/Fh4IiIiCrC9e/ciOjoaN954o8fHDBs2DDExMdi1axcmTJjg03mZ/AYAN7kQSzaIjoCIiAgc8tCBkydPYsCAAV4f16dPH5SXl/t8Xia/FHIkh+gIiIiIfFztQUNsNhsiIyO9Pi4yMtK565wvmPxSyHGYREdAREQE39b51VC5uEuXLqirq/P6uLq6OnTp0sXn8zL5pZDDTS6IiEgNWPm9utTUVBw6dAhNTU0wmTyrXNlsNpSXlyMrK8vn8zL5pZAjG/hqQ0REKsC3o6saOnQo9u/fj5UrV2Ly5MkeHbNq1So0Nzdj6NChPp+XyS+FHC63RUREaiBx2MNV3XnnnVizZg1Wr14Nk8mEcePGQadzv2CALMtYtWoVPvnkE8TGxuLOO+/0+bxMfinkOMzaeeEgIiIKVmazGS+99BJmzZqFFStWYOPGjRg+fDgyMzPRtWtXAEB9fT2OHTuGrVu34vz58zAYDHjppZdgNvu+rimT3wDgOr+CKdzhjYiIVIDfRHaof//+mDdvHubPn4+qqiqsXbu2XRtFaS1qpaamYubMmUhPT+/UOZn8BgDX+RVL0bPyS0RE4nHYg2fS09Px9ttvY/fu3dixYwd+/PFHNDQ0QFEUREdHIyMjA3l5ecjNzfXL+Zj8UsiRzfyoTUREKqC9PLZThgwZgiFDhgT8PEx+KfTwxYaIiNSAlV9VYvJLoYcjToiISAW4zq86Mfml0BPGVxsiIlIBVn5VickvhR49x/wSERGRe0x+KeTomPwSEZEKcNMldWLyS0RERBQIHPagSkx+A4CbXIhlNLeIDoGIiKiVt7ks92kKOCa/AcBNLsQKC+P3TEREJJ6k4FL1l9SEyS+FnHCjXXQIRERErYmv18kvk+VAC/rkd//+/SgsLHR737x589C/f3/nv61WK5YtW4ZvvvkGDQ0NSElJwdixYzFixIh2x3rTltSlhVV3IiIiuoKgT37bTJ48Gdddd53Lbb1793b5d1FREY4cOYIpU6YgOTkZX3/9NebNmwdZljFq1Cif25K6mAwc80tERCogg2N+VShkkt+ePXu6VHkvt3PnTuzduxcvvPACRo4cCQDIzs5GdXU1lixZgoKCAoSFhXndltQn3MBhD0REJJ7EYQ+qpJnvh7/99luEh4fj5ptvdrn9tttuQ01NDQ4fPuxTW1IfnaTwR+APERFd0pb8evtDARUyye+iRYswZswYPPLII5g9ezYOHjzocn9VVRVSUlLaVWzT0tKc9/vS1q0w2bMfJgpEREShi8mvKgX9sIeIiAjcf//9+M1vfoPo6GicOnUK//nPf1BYWIhXXnkFQ4YMAQA0NDSgR48e7Y6Piopy3t/Gm7buGIbVeBS7oyoC8vEuHrUlz+m5pQ4REalBgMb8dmZSfiAm/3uz+IAaBH3ym5mZiczMTOe/Bw0ahPz8fPzf//0flixZ4kx+ryX79x6u8ytzVHsgRBqaRIegaY2iAyAiUolAjfntzKT8QE7+92TxATUI+uTXnS5dumDo0KH4/PPP0dTUBJPJhKioKLcV27bb2qq6bf/vaVu3HDpuciGQMcwhOgRNY/IrXlhCvOgQNM9x7rzoEChEdWZSfqAn/3e0+IBahGTyCwDKpU9aktRaXU1LS0NJSQkcDofLL6tt/O6vP5l405bUJzKsWXQImlYrOgBi4kWkFgGo/F5tUv6bb76Jw4cPY8CAAZ0+tjPnUbuQTH4vXryIHTt2ICMjA0ajEQCQn5+PjRs3Ytu2bSgoKHC23bx5M+Li4pCVleW8zZu2pD5ccYC0Liw6WnQImue4cEF0CKQGAUh+PZmUf6Wk1JtjfTnPokWL8MYbb8BkMqF///4YP348Bg0adNXrESHok9958+YhMTERffv2RXR0NH7++WesWbMGdXV1eO6555zt8vLykJOTg4ULF8JisSApKQklJSXYvXs3Zs6c6fLL9aYtqU+03io6BCKhlGZ++0GkCgFIfjszKT9Qk/89XXxALYI++U1LS8M333yDDRs2wGq1IioqCgMHDsTzzz/frkJbWFiIpUuXYvny5c5Ziy+++KLbGY7etCV1CQ/jJhdi8cOhcPyATqQOGtnhTY2LD1xN0Ce/48aNw7hx4zxqGx4ejmnTpmHatGl+bUvqYlf4xk/apoviEoqiyY2c+kmBWe2hM5Pyr+Xkf3eLD6hF0Ce/RJfrGsZhD2KFiw5A85T4GNEh0OkzoiOgENWZSfnXevL/5YsPqAWT3wDQ59Tg8u8t5J/DIZ+KEBOQxph1HPYgFpNf0WpyYkWHoHldD3bchjQgAJXfzkzKv5aT/90tPqAWTH4DoGWvh5tcUECYmPySxnU9wq/ciVRBUQDZy+RXd/X2nk7K379/P2bNmoUJEyZg4sSJXh3rbVtPFx9QCya/FHKidBz2QNomGznuXTSWPwiAb5VfD9p7OilflmXn0ANvj/WmrTeLD6iBpFz+qJDPLBYLxo8fD/u2BFZ+BXp85/9Eh6Bpi7PSRYegeQ0T8kWHoHmxX1WIDkG7dDL0g09g5cqViIgQM9ywLR9oOZwFyF5+GNU5oM86LDT+UMfKL4Uco8TtjUnbGpP44Vu0WJVN8NEUNT32Aar8Uucw+aWQY5BaRIdAJJQtnm+eonGjEYHCZNER/EL2Ycyv1wsDk7eY/FLIidFZRIdAJFT0MdEREHQcdy2Mmiq/pEpMfinkODjVhDRO38TKkXB2Vn6FUVPlV5EBxctkXFFR/CGKyW8AcJ1fsSIlvumQtjmMrHwJp6LdrDRHp6LkUYEPY34DEgn9CpPfAOA6v2IZJBW98BEJUN9XdASUuIEfQIRR07AHjvlVJSa/AaD4tKML+YuZqz2QxukvqujNX6Oa+/YUHYKGtUCPE6KDaMXVHlSJyS+FnAiJLxykbc0xfA6IdnYwt/kWRZJbkKqWZZaZ/KoSk18KOUY1feVFJEDEKT4HRIs8zeFXokicMEYdYPJLIcckcbw1aVtDBof+iOYwcakzUSSHDvFloqO4hJVfVWLySyEnDKx6kbYp4ax8iRZ+lh/CRZG8nmAWQLIMeP105PM30Jj8BoAkSeqabaoxBokVF9K4MBW9+WuUPZLvAaJIsgScFR3FJaz8qhKT3wDQX99+nV/Hz+GQT3ECxLWgB5Nf0jbJyueAaPYo0RFol6oW/GHyq0pMfgPAvjeW6/wSkTCKgV+bimZJYQIjis7eAhwQHcUlig/r/HLFooBj8kshJ4wT3kjjYro3iA5B82IirKJD0K4m9ZR+FUX2fs8KrlYRcEx+iYhCTHLXetEhaN7B8l6iQ9Asnb0Fv8FR0WGQijH5pZBjV9TzqZ9IhIOHU0SHoHmvjPpUdAiaZbcB/90QJzqMVr5sb8xhDwHH5JdCjo5LnYmVny06As2TjPzaVLRFP44QHYJmSc0OdINKFvrlhDdVYvJLv5AUhKVa4DgeASjBm0DKXg+wUg+7XcJ/Pk/AQ3edg8EQnNdhSzCLDsF3igwzjsOGVCCIx47/Jv246BB816IA39UB+TGAPnhfhw6d7iY6BJ9JDhnx+3/G+et6QgkLvueBrtkB1Tz6vqzzK/HDa6Ax+aVf6BSE9bbAcTIccATvm04wD3uw2HX4+L/dcOdt1YjQB+cL4IXU4H1ZkeQWxJw4jrO90qDogvc66mpjRYfgM6nZgd7bqlDVtzcUY/Au2Xao4F+iQ/CZxarDxOVZ2PTkV4gIwg1TLFYdJv47S3QYrVj5VaXgfXUnugI7gjf5bblUtW6BA/Yg3eXnQt/gjBsAdC0ycAJoyJQhB+mHDwAIsxlEh+AzXXNrpdFmM0CWgzf5XVzfQ3QIPrPbWv/7rwvdYGgWG4sv2uJXA0VWWqu/3uCY34Bj8hsAhpxacJMLcSxy8Ca/1ksTIyyyA4q3L5gqEd47eJfZkppb/3bMvS4GddVRpwvOvx0AkHStvwOT2Q4liMcul1uTRIfgM4dNAWDDYWsPhAXhELi2+FVBUXxY6ozJb6Ax+Q0AbnIhVp0cvI+97VLs9bIOTUH6vn9r6mHRIfhMtik4AWBkylHozMH3pt9my3GVfOXrA+nSB0BZ1kEJ4ufyvB57RIfgM4tVh4nIwv/rvi94hz0geJ8DFHhMfgXQJVn9WgX2d3/+Iuo662VTh212lcQhd0SNP8Lya19Nl97sL8gmNPmh8iviOv/Wc4dH/a3/Mgb33FLX2bD82lfbm+YbSbv99qYv4joHVPTvsE3XsjOoH9DdH2H5tT+d41Ly69BB9kMRQa3XCajzORAIWrlOt2TFhwlvrPwGGpPfK7BarVi2bBm++eYbNDQ0ICUlBWPHjsWIEZ1fviasp3+TQn/35y+irrPaEdVhm+0lCeg13O6PsPzaV7PcWm08K3eB0dH5F0Ax12nxqL/Pvoz125uYP/vyNxHXaTZ2/HuKO3QGTdf7by1Uf/UnXRqzbzL6Z9iDWq8T4HNAdF/XhCJ7v3oShz0EHJPfKygqKsKRI0cwZcoUJCcn4+uvv8a8efMgyzJGjRolOjy6ihpHlw7bOKDzqJ0n/NmX/dJw5VpHJAx+GLos5jo9S34pcEyGlg7bSJJn7Tzlr/6kS6u1mAwtUPyw3J9ar5O0QWHlV5WY/Lqxc+dO7N27Fy+88AJGjhwJAMjOzkZ1dTWWLFmCgoIChIUF72SYUHfG3rXDNi2KzqN2nvBrX5cKdtX2rtD74U9MzHVW++V85LvqivgO23S1/+hRO0/5qz+dvQXdAJytjINs6PxblLDrzPHbKSmYsfKrSkx+3fj2228RHh6Om2++2eX22267DW+++SYOHz6MAQMGCIqOOvKjNaHDNs1yPX60+uerS3/2JTcpAOpQaYuHzg+zrMVc5xG/nI989/CN2ztsU7nD5lE7T/mrP4dNwbFNwP037EKYHyYdqvU6SRsUxYfKr47Jb6Ax+XWjqqoKKSkp7aq7aWlpzvvdJb9K26c1fUvrd2NXJAN6OyBL3i+B4pYCSH74Gq7tqxbJ4acdZvwUl5f9/VQb3WEbnaPBo3ae8GdfaJIRhjqcqo0CTJ2f7CPiOi3xnsUty60TzPzBX3219eGvuAAx12myN3nQmeJZO0/5qT9HS+vrkKmlCWF2P6y4Ieg6Pfk9qfE5APj/eXCtr7PtfkUNFVS9DzH4cgx5RVJU8dehLk899RR69OiBV1991eX2mpoaTJkyBZMnT8a4cePaHXfu3DlMnTr1WoVJREREV7BkyRIkJHT8TWAgNDc348knn0Rtba1Px8fGxqK4uBhGo9HPkRHAyq9fxcXF4f3334der4d01cpvK4PBAIMheHdiIiIiUhtFUWC1WhEX579VPrxlNBpRXFyMlhbfvv3U6/VMfAOIya8bUVFRaGhov0tV221RUe6X0tLpdEhKCt5dfYiIiEJBZGQ8/d/LAAAN20lEQVSk6BBgNBqZwKpU8G6fE0BpaWk4efIkHA7XtaaqqqoAAL179xYRFhERERF1EpNfN/Lz82G1WrFt2zaX2zdv3oy4uDhkZXHbRCIiIqJgxGEPbuTl5SEnJwcLFy6ExWJBUlISSkpKsHv3bsycOZNr/BIREREFKa72cAVWqxVLly512d543LhxftnemIiIiIjEYPJLqK6uxtmzZwEAiYmJ6Natm+CIiEjLLl68iC5d/LMtN/lm9+7dGDJkiOgwiAKCwx407MSJE/jb3/6GM2fOIDExEYqi4Ny5c+jevTueeeYZ9OrVS3SImvbUU0/hvffeEx1GSKuursY777yDM2fO4IYbbsBjjz3mnJ39wgsv4M033xQcYeirqKjAW2+9BZ1OhxkzZuCDDz7Avn37EB0djdmzZyM9PV10iCHv+PHj7W57++238dprr0FRFKSmpgqIiihwmPxq2FtvvYUHH3wQw4cPd7l969atWLBgAebPny8oMu1w96bTxmazXcNItGnhwoUYNmwY+vXrh3Xr1mHWrFmYM2cOIiIiYLfbRYenCe+99x4mTJiAxsZGvPLKK5g0aRJeeeUVfPvtt/jggw/w+uuviw4x5E2fPh2JiYkut9XW1mLOnDmQJAnFxcWCIiMKDCa/Gnbx4sV2iS8ADB8+HEuXLhUQkfZMnz4d3bp1c7sN54ULFwREpC21tbW45557AAAzZszAqlWrMGvWLCZc15DVakV+fj4AYNmyZbj11lsBADfeeCM++ugjkaFpxsSJE3Ho0CH88Y9/dA57e+KJJ7B48WLBkREFBpNfDYuOjsaWLVswatQo6HStq97Jsowvv/zyiht5kH8lJibiL3/5C+Lj49vdx62yA6+pqcnl34888gj0ej1mzZoFq9UqKCpt+fUHv+zs7CveR4EzceJEHDt2DPPmzcOtt96Ku+66y6NdSomCFZNfDXvuuefw97//Hf/4xz8QFxcHSZJw7tw5ZGZm4rnnnhMdniYMGzYMp0+fdpv8Dhs2TEBE2tKrVy/s2rULubm5ztseeugh6HQ6fPDBBwIj046YmBhYLBZERERgxowZzttramq4O9Y1lJmZiaKiIixfvhwvv/yyz9vyEgUDrvZAqK+vd1ntoWvXroIjIro22sb1GgyGdvedP3/e7YcSujYsFgssFgsSEhJEh6I55eXlOHDgAMaOHSs6FKKAYPJLRERERJrB7Y2JiIiISDOY/BIRERGRZjD5JSIiIiLNYPJLRERERJrB5JeIiIiINIPr/BKRV2w2GzZs2IDt27fjxIkTuHjxIkwmE1JSUpCTk4Pbb7/duUsUERGR2nCpMyLyWHl5OebOnYuamhqYTCb069fPuUnBkSNHUF9fD4PBgNmzZyMnJ0d0uHTJggULsGXLFhQVFeG6664THQ4RkVCs/BKRRyoqKvDyyy+jubkZDz/8MCZMmACz2ey8X5ZlfPfdd/jnP/+Jc+fOCYyUiIjoypj8ElGHFEXB/Pnz0dzcjEcffRQTJ05s10an0+Gmm27C9ddfz+SXiIhUi8MeiKhDu3btwpw5c5CQkIDi4mKEhYV5fKzNZsOnn36K0tJSnD59Gnq9Hunp6bj77rsxYsSIdu2feOIJVFdXY926dVi/fj0+++wznD59GjExMbj77rvx0EMPQZIkHD16FMuXL0d5eTkcDgeys7Mxbdq0duONf/2Vf1NTE1atWoWKigqEhYUhOzsbjz32GHr16uU29i1btmDDhg2orKyEw+FAz549MWLECIwZMwZGo/GK55EkCR999BGOHDkCABg0aBCmTp2K1NRUt+fZvn07/vvf/+Lo0aOw2WxITExEQUEBHn74YYSHh7u0femll3DgwAEUFxfjxx9/xOrVq1FZWQmDwYAhQ4Zg6tSpLlsC33fffVf83RQXF6N79+5XvJ+IKBSFzZkzZ47oIIhI3datW4fDhw9j9OjRyMvL8/g4i8WCwsJCfP311wCAwYMHIzY2Fj/88ANKS0vR2NiI3Nxcl2PWrl2LxsZGNDY24uOPP0ZycjJSUlJw8uRJ7Ny5E4qiQK/X4+WXXwYAZGVlwWazoby8HDt27MDtt98Ovf6XL7W+++47VFRUwGQyYfHixYiJiUH//v3R1NSEgwcP4quvvkJubi5iY2Nd4njnnXewbNkyXLhwAddddx1SU1NRVVWF7du3Y9++fRg5cqTb80RFReHdd99FeHg4+vbti+bmZhw6dAilpaW49dZb2yWzixcvxvvvv4+amhpkZGQgPT0d58+fx/bt27Fnzx6MGjXK5TybN29GdXU19Ho9iouLERcXh8zMTFy4cAFlZWXtHoMzZ87AZrPh4sWLGDJkCAYMGID09HSkp6dj6NChLkNXiIi0gMMeiKhDx44dAwBkZmZ6ddzSpUtx9OhR5OTkoLCw0Jn4nThxAoWFhVi7di0GDx7sNqHeunUr5s+fj969ezuPefbZZ7FmzRps2bIFjz32GMaMGQMAsNvtmDNnDvbt24fS0lLcdttt7fr77LPPMH36dNxxxx0AWodyfPjhh1i9ejXeeust/PWvf3U598aNGxEfH4+ioiL07NkTQGsy/+qrr+KHH37AihUrMHXq1HbnWbt2LZ5//nmMHDkSAOBwOPDGG29g27ZtWL9+PSZNmuRsW1paik8//RQZGRkoLCx0VmFbWlqwaNEibNy4EStWrMDvfvc7t9fz2muv4frrrwfQWmGfPXs2ysrKUFJSgtGjRwMAZsyYgQULFuDUqVMYO3YsJ7wRkeZxnV8i6lBDQwMAoGvXrh4fY7PZ8MUXX0Cn0+Hpp592qXj26tULjzzyCIDWqrI7kyZNcia+bcfk5eWhqakJiYmJzsQXAAwGA+6//34AwP79+932N2DAAGfiCwCSJGHSpElISEjAsWPHUF5e7ryvLabf/va3zsQXACIiIvD0009DkiR8/vnnsNvt7c4zYsQIZ+ILAGFhYRg3bhwA4ODBgy5tP/74YwDAiy++6DL8QK/XY9q0aYiNjcUXX3wBWZbbnWfMmDHOxBcAzGYzHnjgAQDAgQMH3D4GRETE5JeIPODL1ICjR4+iubkZffv2dUkg29xyyy0AgLKyMrf9u1sqrUePHgBah09c6b7a2lq38RQUFLS7Ta/X46abbgIA/PDDDwBaq66HDh2CJEkuSWybtLQ0pKWlwWq1oqKiot397mJLTk5uF1tdXR0qKirQq1cvpKSktDvGaDSiT58+aGxsxM8//+zzeYiIyBWHPRBRh6Kjo/HTTz+hvr7e42NqamoA4IoTqrp06YLIyEg0NjbCYrEgMjLS5f74+Ph2x7SNT73afe6qsQCuuPFGW3znz58H0FrlbmlpQWxsbLtJbb/uq6KiwnmNv/bryWZt2qrev46turoaQOtwjqtNSgOACxcutLvNl8eAiIiY/BKRBzIyMlBWVoZjx445K7b+JEmSR7cFwpWq2p6cvzNxtw1liIuL63BDkKioKJ/PQ0RErpj8ElGH8vLysH79emzduhVTp071aKmzuLg4AK2rDbjTtqKD2WxutwJCILRVWi939uxZAL9UUqOioqDX61FbW4umpiaYTKYrHnP5ChHeaKsQx8TEYMaMGT73Q0RE3uGYXyLqUG5uLlJTU3Hu3DmsWrXqqm0tFguqqqrQp08fGI1GHDlyxO2Y1a+++goAMHDgwGtSxSwtLW13m8PhwLZt2wC0TogDWscB9+vXD4qioKSkpN0xVVVVqKioQHh4ONLT032OJyEhAcnJyaisrMTp06d97scTBoMBQOv1EhFpHZNfIuqQJEmYOXMmjEYjVqxYgQ8//BA2m82ljaIo+P777zFjxgwcOXIEZrMZo0ePhizLePfdd13a//TTT1i5ciUA4N57770m11BWVoZNmza5xLt8+XKcPXsW6enpzuQX+GVjiBUrVrgkphaLBYsWLYKiKLjzzjudSaWvxo8fD1mWMXfuXFRVVbW7/9SpUy4x+6qtCv/TTz91ui8iomDHYQ9E5JGMjAy8/vrrmDt3Lj755BOsW7cO/fv3R0xMDBobG3H06FHU1dXBaDQiMTERADB58mQcOnQIe/fuxe9//3sMGjQITU1N2LdvH5qbm3Hfffdh6NCh1yT+u+66C2+//TY2bNiAHj16oLKyEsePH0d4eDieffZZl7bDhw/HHXfcgY0bN+JPf/oTsrOzYTKZcODAAdTX16Nfv3549NFHOx3TLbfcgqqqKqxevRrPPPMMMjIy0L17d1itVlRXV+PkyZNIT093rtnrqxtuuAH//ve/sXjxYuzZswfR0dEAgMcff9z5/0REWsHkl4g8NnDgQLz//vvYsGEDtm/fjsrKSly8eBFmsxkpKSm46667cPvttzvHs0ZERGDu3LlYs2YNSktLsX37duj1evTp0wd3332326XEAqWgoAB5eXn4+OOP8f3330Ov12PYsGGYPHmy222Hp0+fjoEDB2LDhg04ePAgHA4HevTogfvvvx9jxoxxOxbYF48//jgGDx6M9evXo7y8HJWVlejSpQvi4+Px0EMPuV2izVt9+vTB888/j08//RR79uxBc3MzgNbKM5NfItIaSfFlAU8ioiCxYMECbNmyBUVFRdzdjIiIOOaXiIiIiLSDyS8RERERaQaTXyIiIiLSDI75JSIiIiLNYOWXiIiIiDSDyS8RERERaQaTXyIiIiLSDCa/RERERKQZTH6JiIiISDOY/BIRERGRZjD5JSIiIiLNYPJLRERERJrx/wFqjH1Jp79bWgAAAABJRU5ErkJggg==\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "dm = DesignMatrix(S32.flux[:, ~aper_new], name='regressors').pca(5)\n", "dm.plot()" ] }, { "cell_type": "markdown", "metadata": { "id": "dzM3E8WCX56e" }, "source": [ "\n", "*Lightkurve’s RegressionCorrector* uses linear algebra to find the combination of vectors that makes the input light curve closest to zero. We therefore needed to add one more component - an “offset” term, to be able to fit the mean level of the light curve. We can do this as shown above by appending a“constant” to the design matrix.\n", "\n" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [], "source": [ "dm = DesignMatrix(S32.flux[:, ~aper_new], name='regressors').pca(5).append_constant()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Next we pass this design matrix to the *RegressionCorrector* which de-trends the light curves against the vectors. " ] }, { "cell_type": "code", "execution_count": 18, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 545 }, "id": "K080X2P4X1Um", "outputId": "dd5888c3-b6c5-4b4e-82d3-4edab8801e36" }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "rc = RegressionCorrector(lc_S32)\n", "rc.correct(dm)\n", "pltAxis = rc.diagnose()\n", "pltAxis[0].set_ylim(300, 500);\n", "pltAxis[1].set_ylim(300, 500);\n", "\n", "corrected_ffi_lc = rc.correct(dm)\n" ] }, { "cell_type": "markdown", "metadata": { "id": "OEQIDQbMckDN" }, "source": [ "**HOWEVER!** The *RegressionCorrector* assumes that you want to remove the trend and set the light curve to the mean level. \n", "\n", "This isn’t true for *TESS* scattered light, as the *TESS* FFI light curves have an additive background. As such, we want to reduce the flux to the lowest recorded level.\n", "\n", "To do this, we can look at the model of the background that *RegressionCorrector* built and apply that. This model should never go below zero, to ensure that this is the case we only subtract the model flux value at the 5th percentile.\n", "\n", "We can then apply all these factors to the FFI light curve using the following code," ] }, { "cell_type": "code", "execution_count": 19, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 387 }, "id": "gybYr3l9aJ9l", "outputId": "321fe699-b086-42c1-d018-c6550eb427e4" }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Optional: Remove the scattered light, allowing for the large offset from scattered light\n", "corrected_ffi_lc = lc_S32 - rc.model_lc + np.percentile(rc.model_lc.flux, 5)\n", "corrected_ffi_lc.plot(label='Corrected light curve');" ] }, { "cell_type": "markdown", "metadata": { "id": "I0ghY9DaeKIc" }, "source": [ "This has removed all the scattered light and the slope, but again could be adjusted further. However, we will move onto our final tool.\n", "\n", "### The PLDCorrector\n", "\n", "PLD is built on top of *RegressionCorrector* and again works by identifying a set of trends in the pixels surrounding the target star, and performing linear regression to create a combination of these trends that effectively models the noise. This noise model is then subtracted from the uncorrected light curve. The difference between *PLDCorrector* and *RegressionCorrector* is that *RegressionCorrector* asks the user to define the pixels, where as *PLDCorrector* does not.\n", "\n", "We will create a *PLDCorrector* object, and use the default values for PLDCorrector.correct to remove this scattered light background.\n" ] }, { "cell_type": "code", "execution_count": 20, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 771 }, "id": "pCIleUJR186M", "outputId": "05109b51-6eb2-449f-e4c7-1f91c010330c" }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from lightkurve.correctors import PLDCorrector\n", "pld_S32 = PLDCorrector(S32)\n", "pld_S32.correct(pca_components=5)\n", "pltAxis = pld_S32.diagnose()\n", "pltAxis[0].set_ylim(300, 500);\n", "pltAxis[1].set_ylim(300, 500);\n", "pltAxis[2].set_ylim(300, 500);\n", "\n", "corrected_pldlc = pld_S32.correct(pca_components=5)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can also examine the apertures used to perform this correction. For *TESS*, the dominant source of noise is the scattered light background, so by default only those pixels will be used. In the third panel, we can see that the background_aperture_mask contains only background pixels, reducing the risk of contamination by neighboring stars." ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "pld_S32.diagnose_masks();" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now lets specifically look at our corrected light curve. " ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 22, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "corrected_pldlc.plot()" ] }, { "cell_type": "markdown", "metadata": { "id": "yxQlYbhymWDp" }, "source": [ "The large spike from the scattered light has sucessfully been identified and removed, but there is a slope in our data still. We can determine from the diagnostic plots that this is due to the application of a flat background, unlike that which was applied in *RegressionCorrection*.\n", "\n", "Note that there are various componants that can be altered in *PLD* most of which can be found [here](https://docs.lightkurve.org/reference/api/lightkurve.correctors.PLDCorrector.correct.html?highlight=pca_components). " ] }, { "cell_type": "markdown", "metadata": { "id": "ZNCM407j3YL-" }, "source": [ "## Comparison\n", "\n", "Let's now plot up all of our corrected light curves in addition to the light curve originally derived from the FFI's, and compare our results. " ] }, { "cell_type": "code", "execution_count": 23, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 404 }, "id": "zY3xJhZy3z-J", "outputId": "ec5942a9-6a28-4c65-8c65-24af16ac7b72" }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 23, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Lets plot and compare the different methods \n", "ax = lc_S32.normalize().remove_outliers().scatter(color='black', label='Uncorrected Light Curve');\n", "# Plot the CBV-corrected light curve in green\n", "cbvcorrector_lc.normalize().remove_outliers().scatter(ax=ax, color='green', label='CBV-corrected Light Curve')\n", "# Plot the regressor-corrected light curve in blue\n", "corrected_ffi_lc.normalize().remove_outliers().scatter(ax=ax, color='blue', label='Regressor-corrected Light Curve')\n", "# Plot the PLD-corrected light curve in red \n", "corrected_pldlc.normalize().remove_outliers().scatter(ax=ax, color='red', label='PLD-corrected Light Curve')" ] }, { "cell_type": "markdown", "metadata": { "id": "Bsh4mwTL5MLf" }, "source": [ "## Summary\n", "\n", "The plot above indicaates that there is no one solution. The result from the *RegressionCorrector* seems to have removed the most scattered light and the slope in the data, whilst retaining the periodicity. \n", "\n", "As you may have discovered, removing the noise from the data can be a complex issue with multiple paths. You should always examine your method of noise removal and inspect all final products. \n", "\n", "The tutorials listed below will aid you in better understanding the fine details of each process.\n", "\n", "- [Removing noise from Kepler, K2, and TESS light curves using Cotrending Basis Vectors (CBVCorrector)](https://docs.lightkurve.org/tutorials/2-creating-light-curves/2-3-how-to-use-cbvcorrector.html)\n", "- [Removing scattered light from TESS light curves using linear regression (RegressionCorrector)](https://docs.lightkurve.org/tutorials/2-creating-light-curves/2-3-removing-scattered-light-using-regressioncorrector.html)\n", "- [Removing noise from K2 and TESS light curves using Pixel Level Decorrelation (PLDCorrector)](https://docs.lightkurve.org/tutorials/2-creating-light-curves/2-3-k2-pldcorrector.html)\n", "\n", "\n" ] } ], "metadata": { "colab": { "collapsed_sections": [], "name": "NoiseRemoval.ipynb", "provenance": [] }, "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.7.7" } }, "nbformat": 4, "nbformat_minor": 1 }