{ "cells": [ { "cell_type": "markdown", "metadata": { "id": "bo0eLE4v4IYE" }, "source": [ "# Removing noise from *K2* and *TESS* light curves using Pixel Level Decorrelation (`PLDCorrector`)" ] }, { "cell_type": "markdown", "metadata": { "id": "A9eLo3kLAn9E" }, "source": [ "## Learning Goals\n", "\n", "By the end of this tutorial, you will:\n", "\n", "* Understand how to apply the [Lightkurve](https://docs.lightkurve.org) [PLDCorrector](https://docs.lightkurve.org/reference/api/lightkurve.correctors.PLDCorrector.html?highlight=pldcorrector) tool to remove instrumental noise from *K2* and *TESS* light curves.\n", "* Be able to create an exoplanet transit mask and use it to improve PLD.\n", "* Be aware of common issues, caveats, and potential biases associated with the use of PLD." ] }, { "cell_type": "markdown", "metadata": { "id": "wMnkYd8EA40B" }, "source": [ "## Introduction\n", "\n", "The [*K2*](https://archive.stsci.edu/k2) and [*TESS*](https://archive.stsci.edu/tess) missions both provide high-precision photometry for thousands of exoplanet candidates. However, observations by both telescopes can be muddled by instrumental systematic trends, making exoplanet detection or stellar characterization difficult.\n", "\n", "Pixel Level Decorrelation (PLD) is a method that has primarily been used to remove systematic trends introduced by small spacecraft motions during observations, and has been shown to be successful at improving the precision of data taken by the *Spitzer* space telescope ([Deming et al. 2015](https://ui.adsabs.harvard.edu/abs/2015ApJ...805..132D/abstract)) and the *K2* mission ([Luger et al. 2016](https://ui.adsabs.harvard.edu/abs/2016AJ....152..100L/abstract); [2018](https://ui.adsabs.harvard.edu/abs/2018AJ....156...99L/abstract)). 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. This noise model is then subtracted from the uncorrected light curve.\n", "\n", "This method has been shown to be very effective at removing the periodic systematic trends in *K2*, and can also help remove the scattered light background signal in *TESS* observations. This tutorial will demonstrate how to use the [Lightkurve](https://docs.lightkurve.org) [PLDCorrector](https://docs.lightkurve.org/reference/api/lightkurve.correctors.PLDCorrector.html?highlight=pldcorrector) for each mission, and will give advice on how to best implement PLD. The [PLDCorrector](https://docs.lightkurve.org/reference/api/lightkurve.correctors.PLDCorrector.html?highlight=pldcorrector) is a special case of the [Lightkurve](https://docs.lightkurve.org) [RegressionCorrector](https://docs.lightkurve.org/reference/api/lightkurve.correctors.RegressionCorrector.html?highlight=regressioncorrector). For more information on how to use [RegressionCorrector](https://docs.lightkurve.org/reference/api/lightkurve.correctors.RegressionCorrector.html?highlight=regressioncorrector) to choose custom regressors and remove scattered light from *TESS*, please see the tutorial specifically on removing scattered light from *TESS* data using the Lightkurve [RegressionCorrector](https://docs.lightkurve.org/reference/api/lightkurve.correctors.RegressionCorrector.html?highlight=regressioncorrector).\n", "\n", "Before reading this tutorial, it is recommended to first familiarize yourself with using target pixel file (TPF) products and light curve products with Lightkurve." ] }, { "cell_type": "markdown", "metadata": { "id": "5wOFCyG74-fA" }, "source": [ "## Imports\n", "\n", "We only need to import the **[Lightkurve](https://docs.lightkurve.org)** package for this tutorial, which in turn uses **[Matplotlib](https://matplotlib.org/)** for plotting." ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "execution": { "iopub.execute_input": "2023-11-03T14:22:12.536833Z", "iopub.status.busy": "2023-11-03T14:22:12.536717Z", "iopub.status.idle": "2023-11-03T14:22:13.974960Z", "shell.execute_reply": "2023-11-03T14:22:13.974659Z" }, "id": "d-idwZ_c5GJp" }, "outputs": [], "source": [ "import lightkurve as lk\n", "%matplotlib inline" ] }, { "cell_type": "markdown", "metadata": { "id": "O9KCiDg2sCmc" }, "source": [ "---" ] }, { "cell_type": "markdown", "metadata": { "id": "VqvB7m3c1wbF" }, "source": [ "## 1. Applying PLD to a *K2* Light Curve\n", "\n", "The dominant source of noise in *K2* data is created by the motion of the *Kepler* spacecraft due to periodic thruster firings. This causes stars to drift across different pixels on the detector, which have varied sensitivity. There are two classes of sensitivity variation on a charge-couped device (CCD) detector — variation between pixels (inter-pixel) and variation within each pixel (intra-pixel). Both inter- and intra-pixel sensitivity variations are present on the *Kepler* detector, which ultimately causes different flux levels to be detected as the target's Point Spread Function (PSF) drifts across the variations, introducing the systematic trends.\n", "\n", "The [PLDCorrector](https://docs.lightkurve.org/reference/api/lightkurve.correctors.PLDCorrector.html?highlight=pldcorrector) uses information from nearby pixels to create a noise model, so we need to use the [TargetPixelFile](https://docs.lightkurve.org/reference/targetpixelfile.html?highlight=targetpixelfile) data product (for more information, see the tutorial on using *Kepler* target pixel file products). We can use the [search_targetpixelfile](https://docs.lightkurve.org/reference/api/lightkurve.search_targetpixelfile.html?highlight=search_targetpixelfile) method to identify available observations for the desired target, and the [download](https://docs.lightkurve.org/reference/search.html?highlight=download) method to access the data.\n", "\n", "In what follows below, we will demonstrate PLD on the exoplanet system K2-199, which was observed during *K2* Campaign 6. We can download the pixel data as follows:" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 420 }, "execution": { "iopub.execute_input": "2023-11-03T14:22:13.976912Z", "iopub.status.busy": "2023-11-03T14:22:13.976765Z", "iopub.status.idle": "2023-11-03T14:22:16.255767Z", "shell.execute_reply": "2023-11-03T14:22:16.255442Z" }, "executionInfo": { "elapsed": 11452, "status": "ok", "timestamp": 1601325033072, "user": { "displayName": "Geert Barentsen", "photoUrl": "https://lh3.googleusercontent.com/a-/AOh14Gj8sjdnDeqdejfe7OoouYPIclAQV0KSTpsU469Jyeo=s64", "userId": "05704237875861987058" }, "user_tz": 420 }, "id": "hOFE_Ab19QXL", "outputId": "1651145e-c9c3-4542-cb2d-2c6a99d56ea8" }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "tpf = lk.search_targetpixelfile('K2-199', author='K2', campaign=6).download()\n", "tpf.plot();" ] }, { "cell_type": "markdown", "metadata": { "id": "Re-Wj1Bn6wuZ" }, "source": [ "There are two ways to create a `PLDCorrector` object. The first is to create an instance of the class directly and pass in the `TargetPixelFile`." ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 34 }, "execution": { "iopub.execute_input": "2023-11-03T14:22:16.257652Z", "iopub.status.busy": "2023-11-03T14:22:16.257529Z", "iopub.status.idle": "2023-11-03T14:22:16.303446Z", "shell.execute_reply": "2023-11-03T14:22:16.303154Z" }, "executionInfo": { "elapsed": 1246, "status": "ok", "timestamp": 1601325069125, "user": { "displayName": "Geert Barentsen", "photoUrl": "https://lh3.googleusercontent.com/a-/AOh14Gj8sjdnDeqdejfe7OoouYPIclAQV0KSTpsU469Jyeo=s64", "userId": "05704237875861987058" }, "user_tz": 420 }, "id": "0yOLHCKJ1qJc", "outputId": "dcd72580-46bd-495b-b4cb-468a8c6c5bff" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "PLDCorrector (ID: EPIC 212779596)\n" ] } ], "source": [ "from lightkurve.correctors import PLDCorrector\n", "pld = PLDCorrector(tpf)\n", "print(pld)" ] }, { "cell_type": "markdown", "metadata": { "id": "4n_9tbJA7DsT" }, "source": [ "For convenience, you can also use the [to_corrector](https://docs.lightkurve.org/reference/api/lightkurve.LightCurve.to_corrector.html?highlight=to_corrector#lightkurve.LightCurve.to_corrector) method of the `TargetPixelFile` object, and pass in the string `'pld'` to specify the desired corrector type." ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 34 }, "execution": { "iopub.execute_input": "2023-11-03T14:22:16.305174Z", "iopub.status.busy": "2023-11-03T14:22:16.305048Z", "iopub.status.idle": "2023-11-03T14:22:16.354523Z", "shell.execute_reply": "2023-11-03T14:22:16.354203Z" }, "executionInfo": { "elapsed": 952, "status": "ok", "timestamp": 1601325073513, "user": { "displayName": "Geert Barentsen", "photoUrl": "https://lh3.googleusercontent.com/a-/AOh14Gj8sjdnDeqdejfe7OoouYPIclAQV0KSTpsU469Jyeo=s64", "userId": "05704237875861987058" }, "user_tz": 420 }, "id": "9NcNvXn4AN-w", "outputId": "72746534-8df3-4aa0-a6db-c28d5c3b5bcf" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "PLDCorrector (ID: EPIC 212779596)\n" ] } ], "source": [ "pld = tpf.to_corrector('pld')\n", "print(pld)" ] }, { "cell_type": "markdown", "metadata": { "id": "IeiKtfNZ7f5G" }, "source": [ "Both of these approaches return an identical `PLDCorrector` object. From here, getting a corrected light curve is possible: call the `correct` method." ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "execution": { "iopub.execute_input": "2023-11-03T14:22:16.356153Z", "iopub.status.busy": "2023-11-03T14:22:16.356041Z", "iopub.status.idle": "2023-11-03T14:22:35.072231Z", "shell.execute_reply": "2023-11-03T14:22:35.071260Z" }, "id": "SI8OAsVn8Cg4" }, "outputs": [], "source": [ "corrected_lc = pld.correct()" ] }, { "cell_type": "markdown", "metadata": { "id": "Elc6Dlyt8I_T" }, "source": [ "Now we can compare the output of PLD to an uncorrected light curve. To create the uncorrected light curve, we can use the `to_lightcurve` method of the [KeplerTargetPixelFile](https://docs.lightkurve.org/reference/api/lightkurve.KeplerTargetPixelFile.html?highlight=keplertargetpixelfile) object, which performs simple aperture photometry (SAP) to create a light curve from the pixel data.\n", "\n", "Below, the uncorrected light curve is shown in red and the PLD-corrected light curve is plotted in black. " ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 389 }, "execution": { "iopub.execute_input": "2023-11-03T14:22:35.078438Z", "iopub.status.busy": "2023-11-03T14:22:35.078118Z", "iopub.status.idle": "2023-11-03T14:22:35.388625Z", "shell.execute_reply": "2023-11-03T14:22:35.388296Z" }, "executionInfo": { "elapsed": 1791, "status": "ok", "timestamp": 1601325094416, "user": { "displayName": "Geert Barentsen", "photoUrl": "https://lh3.googleusercontent.com/a-/AOh14Gj8sjdnDeqdejfe7OoouYPIclAQV0KSTpsU469Jyeo=s64", "userId": "05704237875861987058" }, "user_tz": 420 }, "id": "dlCmbjzF8OlH", "outputId": "8e3e0893-9d39-4596-bf40-712a40de86b9" }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Create and plot an uncorrected light curve using Simple Aperture Photometry\n", "uncorrected_lc = tpf.to_lightcurve()\n", "ax = uncorrected_lc.normalize().scatter(color='red', label='Uncorrected Light Curve');\n", "# Plot the PLD-corrected light curve in black on top\n", "corrected_lc.normalize().remove_outliers().scatter(ax=ax, color='black', label='PLD-corrected Light Curve');" ] }, { "cell_type": "markdown", "metadata": { "id": "aa_H_3yIpeub" }, "source": [ "The uncorrected light curve is dominated by a short period (about six hours) sawtooth-shaped pattern caused by the *Kepler* spacecraft thruster firings. PLD captures this trend in the noise model and has subtracted it, leaving the much more accurate light curve in black.\n", "\n", "We can quantify the improvement by comparing the Combined Differential Photometric Precision (CDPP) values for each light curve." ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 51 }, "execution": { "iopub.execute_input": "2023-11-03T14:22:35.390497Z", "iopub.status.busy": "2023-11-03T14:22:35.390367Z", "iopub.status.idle": "2023-11-03T14:22:35.430137Z", "shell.execute_reply": "2023-11-03T14:22:35.429743Z" }, "executionInfo": { "elapsed": 884, "status": "ok", "timestamp": 1601325115841, "user": { "displayName": "Geert Barentsen", "photoUrl": "https://lh3.googleusercontent.com/a-/AOh14Gj8sjdnDeqdejfe7OoouYPIclAQV0KSTpsU469Jyeo=s64", "userId": "05704237875861987058" }, "user_tz": 420 }, "id": "cCN34aicNkkS", "outputId": "3dd21702-af7f-480a-ad4b-cec3749422ae" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Uncorrected CDPP = 2928 ppm\n", "Corrected CDPP = 105 ppm\n" ] } ], "source": [ "uncorrected_cdpp = uncorrected_lc.estimate_cdpp()\n", "corrected_cdpp = corrected_lc.estimate_cdpp()\n", "print(f\"Uncorrected CDPP = {uncorrected_cdpp:.0f}\")\n", "print(f\"Corrected CDPP = {corrected_cdpp:.0f}\")" ] }, { "cell_type": "markdown", "metadata": { "id": "i6EwwaxuNk1b" }, "source": [ "By this metric, the photometric precision improved by more than a factor of 25 after applying PLD. \n", "\n", "Another important trait of PLD is that long-term variability trends in the light curve are preserved. In this example, we can see the stellar rotation of K2-199 as the sinusoidal signal left in the light curve after correction. This is done by fitting a polynomial spline model to the light curve while simultaneously fitting the noise model, because the uncorrected observation is a combination of the signals. " ] }, { "cell_type": "markdown", "metadata": { "id": "DjiRK0mHkEAS" }, "source": [ "## 2. Diagnosing the Success of the Correction\n", "\n", "The success of PLD depends on a number of factors including the brightness of the object, the choice of pixels used to create the light curve and the noise model, and whether or not there exists a correlation between the instrumental noise and the astrophysical signals. For these reasons, it is important to carefully review the correct operation of the algorithm each time you use it, and tune the optional parameters of the algorithm if necessary.\n", "\n", "The most convenient way to diagnose the performance of PLD is to use the [diagnose()](https://docs.lightkurve.org/reference/api/lightkurve.correctors.PLDCorrector.diagnose.html?highlight=diagnose#lightkurve.correctors.PLDCorrector.diagnose) method, which generates a set of diagnostic plots which we will explain below the graph." ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 764 }, "execution": { "iopub.execute_input": "2023-11-03T14:22:35.432088Z", "iopub.status.busy": "2023-11-03T14:22:35.431975Z", "iopub.status.idle": "2023-11-03T14:22:36.006640Z", "shell.execute_reply": "2023-11-03T14:22:36.006344Z" }, "executionInfo": { "elapsed": 3724, "status": "ok", "timestamp": 1601325169792, "user": { "displayName": "Geert Barentsen", "photoUrl": "https://lh3.googleusercontent.com/a-/AOh14Gj8sjdnDeqdejfe7OoouYPIclAQV0KSTpsU469Jyeo=s64", "userId": "05704237875861987058" }, "user_tz": 420 }, "id": "RlPUcH_8pbpT", "outputId": "16533b42-d387-4e4c-8b5d-f9343d045f54" }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "pld.diagnose();" ] }, { "cell_type": "markdown", "metadata": { "id": "Jhe5lRIksuAs" }, "source": [ "The diagnostic plot is composed of the following panels:\n", "- **Top panel**: The uncorrected light curve (`original`) is shown in black, with the Combined Differential Photometric Precision (CDPP), a measurement of the light curve's scatter, noted in the legend. \n", "- **Middle panel**: The PLD-corrected light curve (`corrected`) is plotted in gray with the noise model created by the combination of pixel values (`pixel_series`) in blue, the estimated background trend (`background`) in red, and the polynomial spline fit to the stellar variability (`spline`) in yellow. For *K2*, the background signal is minimal compared to the systematic trends due to motion, but it is much more significant for *TESS* observations. Notice that the corrected light curve closely matches the spline, which is tracing the preserved stellar variability.\n", "- **Bottom panel**: A direct comparison between the uncorrected light curve (`original`) and the PLD-corrected light curve (`corrected`), again noting the CDPP of each light curve in the legend. This panel also indicates which cadences were flagged as outliers (`outlier_mask`), which lie greater than five standard deviations above or below the light curve, as well as which cadences are excluded from the spline fit (`~cadence_mask`). As we will see below, `cadence_mask` is a Boolean array with the same length as the `TargetPixelFile`'s time array, where `True` is included in the spline fit and `False` is excluded. The tilde (`~`) indicates that the inverse of the mask is marked in this plot, that is, the excluded cadences will be crossed out in blue. " ] }, { "cell_type": "markdown", "metadata": { "id": "lo-1ipZkkPyD" }, "source": [ "The plot above makes it convenient to review the components of the noise removal algorithm. The performance of the algorithm is strongly affected by the choice of pixels which go into the model components. To diagnose this part of the algorithm, we can use the `diagnose_masks` method:" ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 391 }, "execution": { "iopub.execute_input": "2023-11-03T14:22:36.008868Z", "iopub.status.busy": "2023-11-03T14:22:36.008744Z", "iopub.status.idle": "2023-11-03T14:22:36.509899Z", "shell.execute_reply": "2023-11-03T14:22:36.509568Z" }, "executionInfo": { "elapsed": 3398, "status": "ok", "timestamp": 1601325212709, "user": { "displayName": "Geert Barentsen", "photoUrl": "https://lh3.googleusercontent.com/a-/AOh14Gj8sjdnDeqdejfe7OoouYPIclAQV0KSTpsU469Jyeo=s64", "userId": "05704237875861987058" }, "user_tz": 420 }, "id": "Z9vnchy_kN3q", "outputId": "5db05284-7563-4a27-a9e9-85221f801c64" }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "pld.diagnose_masks();" ] }, { "cell_type": "markdown", "metadata": { "id": "eH2Lh5LswENV" }, "source": [ "The panels in the figure visualize the following pixel masks:\n", "\n", "* `aperture_mask`: Pixels used to create the SAP flux light curve from which the noise model is subtracted. \n", "\n", "* `pld_aperture_mask`: Pixels used to create the correlated noise model. \n", "\n", "* `background_aperture_mask`: Pixels used to create the background model. \n", "\n", "\n", "You can alter the `pld_aperture_mask` and `background_aperture_mask` by passing them as optional arguments to the `correct()` method we used earlier. For more information about these masks, and how to use them effectively, please see the full list of optional parameters and FAQ at the end of this tutorial." ] }, { "cell_type": "markdown", "metadata": { "id": "MrIdImCPp8OL" }, "source": [ "## 3. How to Avoid Overfitting Exoplanet Transits\n", "\n", "In the example above, it looks like PLD did a great job of removing the instrumental noise introduced by the *K2* detector drift, but the bottom panel of the diagnostic plot seems to indicate that we've falsely labeled in-transit data points as outliers. To alleviate this, we can introduce the `cadence_mask`.\n", "\n", "### 3.1 Overfitting\n", "\n", "It's necessary to mask out transits and flares when fitting the spline. The spline term fits a polynomial to the long-term trend of the light curve, and the highest likelihood solution generally follows the median of the corrected light curve. The presence of transits or flares can pull the median of the light curve down or up, respectively, causing the spline to deviate from the underlying stellar trend. \n", "\n", "In practice, this causes transits to be partially \"fit out\" by the spline, reducing their depth and giving an incorrect estimate of the planet's radius.\n", "\n", "You can use a custom `cadence_mask` by creating a Boolean array with one value per cadence, where `True` indicates a cadence you wish to include and `False` means that the cadence is masked out.\n", "\n", "For this example, we want to be sure that the in-transit cadences are not marked as outliers or used in the spline fit, as they can cause the spline to erroneously deviate from the stellar signal. To accomplish this, we can create a transit mask using the `create_transit_mask` method of the `LightCurve` object, using the known parameters of the planet system:" ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "execution": { "iopub.execute_input": "2023-11-03T14:22:36.511926Z", "iopub.status.busy": "2023-11-03T14:22:36.511702Z", "iopub.status.idle": "2023-11-03T14:22:36.513943Z", "shell.execute_reply": "2023-11-03T14:22:36.513660Z" }, "id": "FXIoU0Qfp7oN" }, "outputs": [], "source": [ "transit_mask = corrected_lc.create_transit_mask(period=[3.2277, 7.3745],\n", " duration=[0.25, 0.25], \n", " transit_time=[2385.6635, 2389.9635]) " ] }, { "cell_type": "markdown", "metadata": { "id": "OxY7dgn1IgYK" }, "source": [ "We can double-check to make sure the transit mask looks good by plotting it on top of the corrected light curve in red:" ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 387 }, "execution": { "iopub.execute_input": "2023-11-03T14:22:36.515598Z", "iopub.status.busy": "2023-11-03T14:22:36.515482Z", "iopub.status.idle": "2023-11-03T14:22:36.743114Z", "shell.execute_reply": "2023-11-03T14:22:36.742786Z" }, "executionInfo": { "elapsed": 1610, "status": "ok", "timestamp": 1601325273989, "user": { "displayName": "Geert Barentsen", "photoUrl": "https://lh3.googleusercontent.com/a-/AOh14Gj8sjdnDeqdejfe7OoouYPIclAQV0KSTpsU469Jyeo=s64", "userId": "05704237875861987058" }, "user_tz": 420 }, "id": "Tm_ISx4PrAze", "outputId": "17705db1-6bd7-49c9-b598-459982a57da4" }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ax = corrected_lc.scatter(label='Corrected Light Curve')\n", "corrected_lc[transit_mask].scatter(ax=ax, c='r', label='transit_mask');" ] }, { "cell_type": "markdown", "metadata": { "id": "RdVcFjDZUMDh" }, "source": [ "The red points appear to match the in-transit cadences for both of the planets around K2-199. \n", "\n", "An additional option for the `PLDCorrector` is the ability to remove the long-term trend. This is ideal for planet candidates, which can be more difficult to detect in the presence of stellar variability. Here, we can set the `restore_trend` parameter to `False` in order to return a light curve with the long-period trend removed.\n", "\n", "Now, we can call the `correct` method of the `PLDCorrector` again, this time passing in our `cadence_mask`." ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 764 }, "execution": { "iopub.execute_input": "2023-11-03T14:22:36.745114Z", "iopub.status.busy": "2023-11-03T14:22:36.744918Z", "iopub.status.idle": "2023-11-03T14:22:56.341010Z", "shell.execute_reply": "2023-11-03T14:22:56.340621Z" }, "executionInfo": { "elapsed": 5807, "status": "ok", "timestamp": 1601325293513, "user": { "displayName": "Geert Barentsen", "photoUrl": "https://lh3.googleusercontent.com/a-/AOh14Gj8sjdnDeqdejfe7OoouYPIclAQV0KSTpsU469Jyeo=s64", "userId": "05704237875861987058" }, "user_tz": 420 }, "id": "m52H3ZWIrCg7", "outputId": "46de7312-77cb-432f-cfe6-4261b9c22b78" }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "corrected_lc = pld.correct(cadence_mask=~transit_mask, restore_trend=False)\n", "pld.diagnose();" ] }, { "cell_type": "markdown", "metadata": { "id": "irADOmNjb1G8" }, "source": [ "Now, only points that are greater than five standard deviations above or below the light curve but not in-transit will be marked as outliers, and the in-transit points (marked in blue in the bottom panel) will not be used to fit the spline.\n", "\n", "If we examine the light curve and its cadence mask again, we will see that the long-period trend has been removed, and the transits are clearly visible by eye." ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 387 }, "execution": { "iopub.execute_input": "2023-11-03T14:22:56.343402Z", "iopub.status.busy": "2023-11-03T14:22:56.343273Z", "iopub.status.idle": "2023-11-03T14:22:56.546882Z", "shell.execute_reply": "2023-11-03T14:22:56.546479Z" }, "executionInfo": { "elapsed": 2127, "status": "ok", "timestamp": 1601325306335, "user": { "displayName": "Geert Barentsen", "photoUrl": "https://lh3.googleusercontent.com/a-/AOh14Gj8sjdnDeqdejfe7OoouYPIclAQV0KSTpsU469Jyeo=s64", "userId": "05704237875861987058" }, "user_tz": 420 }, "id": "abiEX8zWRLrx", "outputId": "bf915a95-f692-4b0a-a70f-81e4fecc7c60" }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ax = corrected_lc.scatter(label='Corrected Light Curve')\n", "corrected_lc[transit_mask].scatter(ax=ax, c='r', label='transit_mask');" ] }, { "cell_type": "markdown", "metadata": { "id": "i1GKgzCARaOA" }, "source": [ "This correction looks great! We have demonstrated that PLD is effective at removing systematic trends in *K2* data. Now, let's apply PLD to *TESS* observations." ] }, { "cell_type": "markdown", "metadata": { "id": "ldY8hLjlKJ-r" }, "source": [ "## 4. Applying PLD to a *TESS* Light Curve\n", "\n" ] }, { "cell_type": "markdown", "metadata": { "id": "ZwG6JkcnVG0a" }, "source": [ "*TESS* has multiple observing modes. For example, there are two-minute cadence observations, which were retrieved for specific targeted objects, and there are 30-minute cadence Full Frame Images (FFIs), which capture the entire *TESS* field of view.\n", "\n", "In this example, we will examine a target using the FFI observation. The *TESS* FFIs are dominated by the scattered light background signal on the *TESS* detector, which creates high-amplitude, periodic variation. This background can make planet detection difficult, but it can be removed using PLD. \n", "\n", "To access FFI data, we will use the [TESScut](https://mast.stsci.edu/tesscut/) tool on the Mikulski Archive for Space Telescopes (MAST), developed by [Brasseur et al. 2019](https://ui.adsabs.harvard.edu/abs/2019ascl.soft05007B/abstract). Lightkurve has a built-in search method for creating cutouts called [search_tesscut](https://docs.lightkurve.org/reference/api/lightkurve.search_tesscut.html?highlight=search_tesscut), which uses the same syntax as the [search_targetpixelfile](https://docs.lightkurve.org/reference/api/lightkurve.search_targetpixelfile.html?highlight=search_targetpixelfile) method above. We will search for the Wolf-Rayet star WR 40, which was observed by *TESS* in Sector 10." ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 78 }, "execution": { "iopub.execute_input": "2023-11-03T14:22:56.548854Z", "iopub.status.busy": "2023-11-03T14:22:56.548730Z", "iopub.status.idle": "2023-11-03T14:23:01.045801Z", "shell.execute_reply": "2023-11-03T14:23:01.045032Z" }, "executionInfo": { "elapsed": 3522, "status": "ok", "timestamp": 1601325326993, "user": { "displayName": "Geert Barentsen", "photoUrl": "https://lh3.googleusercontent.com/a-/AOh14Gj8sjdnDeqdejfe7OoouYPIclAQV0KSTpsU469Jyeo=s64", "userId": "05704237875861987058" }, "user_tz": 420 }, "id": "m0Q4Pweqb2b3", "outputId": "9964dbc9-65ab-44eb-9470-8706b7990ac8" }, "outputs": [ { "data": { "text/html": [ "SearchResult containing 1 data products.\n", "\n", "\n", "\n", "\n", "\n", "
#missionyearauthorexptimetarget_namedistance
sarcsec
0TESS Sector 102019TESScut1426WR400.0
" ], "text/plain": [ "SearchResult containing 1 data products.\n", "\n", " # mission year author exptime target_name distance\n", " s arcsec \n", "--- -------------- ---- ------- ------- ----------- --------\n", " 0 TESS Sector 10 2019 TESScut 1426 WR40 0.0" ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" } ], "source": [ "search_result = lk.search_tesscut('WR40', sector=10)\n", "search_result" ] }, { "cell_type": "markdown", "metadata": { "id": "5YrXnxhnXRrH" }, "source": [ "We can download the pixel data with the [download](https://docs.lightkurve.org/reference/search.html?highlight=download) method. When using TESScut, this method takes the additional parameter `cutout_size`, which determines how many pixels each side length of the cutout target pixel file should have.\n", "\n", "Here, we use seven pixels on each side, which strikes a good balance between downloading enough pixels to create a good background model, and not downloading too many pixels, which can result in the corrector running slowly or including neighboring stars in the noise model." ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 420 }, "execution": { "iopub.execute_input": "2023-11-03T14:23:01.049143Z", "iopub.status.busy": "2023-11-03T14:23:01.048916Z", "iopub.status.idle": "2023-11-03T14:23:02.655795Z", "shell.execute_reply": "2023-11-03T14:23:02.655350Z" }, "executionInfo": { "elapsed": 14922, "status": "ok", "timestamp": 1601325388777, "user": { "displayName": "Geert Barentsen", "photoUrl": "https://lh3.googleusercontent.com/a-/AOh14Gj8sjdnDeqdejfe7OoouYPIclAQV0KSTpsU469Jyeo=s64", "userId": "05704237875861987058" }, "user_tz": 420 }, "id": "HzVkJdboxNbx", "outputId": "3f214311-9196-4202-b9ba-73ef72eee8e3" }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "tpf = search_result.download(cutout_size=12)\n", "tpf.plot();" ] }, { "cell_type": "markdown", "metadata": { "id": "XjbfbE46zVmW" }, "source": [ "We can create an uncorrected SAP light curve from this target pixel file using a threshold mask." ] }, { "cell_type": "code", "execution_count": 16, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 387 }, "execution": { "iopub.execute_input": "2023-11-03T14:23:02.657749Z", "iopub.status.busy": "2023-11-03T14:23:02.657523Z", "iopub.status.idle": "2023-11-03T14:23:02.815964Z", "shell.execute_reply": "2023-11-03T14:23:02.815540Z" }, "executionInfo": { "elapsed": 1028, "status": "ok", "timestamp": 1601325429733, "user": { "displayName": "Geert Barentsen", "photoUrl": "https://lh3.googleusercontent.com/a-/AOh14Gj8sjdnDeqdejfe7OoouYPIclAQV0KSTpsU469Jyeo=s64", "userId": "05704237875861987058" }, "user_tz": 420 }, "id": "zxTuP09cdS0H", "outputId": "d4550c45-0278-498b-86f5-0eaa4ab269dc" }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "uncorrected_lc = tpf.to_lightcurve(aperture_mask='threshold')\n", "uncorrected_lc.plot();" ] }, { "cell_type": "markdown", "metadata": { "id": "zK7mRJkAzmc-" }, "source": [ "The dominant trend in the SAP light curve above is the dramatic ramp up in flux due to the scattered light background on the *TESS* detector. The pulsation signal of WR 40 can also be seen clearly, with some additional long-period variability. \n", "\n", "We will create a [PLDCorrector](https://docs.lightkurve.org/reference/api/lightkurve.correctors.PLDCorrector.html?highlight=pldcorrector) object, and use the default values for [PLDCorrector.correct](https://docs.lightkurve.org/reference/api/lightkurve.correctors.PLDCorrector.correct.html?highlight=pldcorrector%20correct#lightkurve.correctors.PLDCorrector.correct) to remove this scattered light background." ] }, { "cell_type": "code", "execution_count": 17, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 764 }, "execution": { "iopub.execute_input": "2023-11-03T14:23:02.818144Z", "iopub.status.busy": "2023-11-03T14:23:02.817967Z", "iopub.status.idle": "2023-11-03T14:23:04.522460Z", "shell.execute_reply": "2023-11-03T14:23:04.522081Z" }, "executionInfo": { "elapsed": 3206, "status": "ok", "timestamp": 1601325435795, "user": { "displayName": "Geert Barentsen", "photoUrl": "https://lh3.googleusercontent.com/a-/AOh14Gj8sjdnDeqdejfe7OoouYPIclAQV0KSTpsU469Jyeo=s64", "userId": "05704237875861987058" }, "user_tz": 420 }, "id": "x6q-cAPfDvUu", "outputId": "bdd0c002-183a-4ce0-9393-18538d6ec6d4" }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "pld = PLDCorrector(tpf)\n", "corrected_lc = pld.correct()\n", "pld.diagnose();" ] }, { "cell_type": "markdown", "metadata": { "id": "ytZmzD0wRxAj" }, "source": [ "The `background` component of the PLD model (shown in blue in the middle panel) has successfully isolated the large spikes without fitting out the pulsations of WR 40.\n", "\n", "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": 18, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 391 }, "execution": { "iopub.execute_input": "2023-11-03T14:23:04.524325Z", "iopub.status.busy": "2023-11-03T14:23:04.524191Z", "iopub.status.idle": "2023-11-03T14:23:04.961470Z", "shell.execute_reply": "2023-11-03T14:23:04.961168Z" }, "executionInfo": { "elapsed": 2450, "status": "ok", "timestamp": 1601325443065, "user": { "displayName": "Geert Barentsen", "photoUrl": "https://lh3.googleusercontent.com/a-/AOh14Gj8sjdnDeqdejfe7OoouYPIclAQV0KSTpsU469Jyeo=s64", "userId": "05704237875861987058" }, "user_tz": 420 }, "id": "GxDcg8Cew4TX", "outputId": "bd03fe73-7553-4490-911a-84944652564f" }, "outputs": [ { "data": { "image/png": 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ffMOWLVuIiIhg6dKl3HrrrURHRxMYGEheXh6ffPIJGzZs4IcffmDMmDEVvnUKCwtjxowZXHvttbRt2xYPDw8sFgvnzp3j22+/ZfPmzbzzzjt07dqVFi1a2Pa7dOkSy5YtA2DSpElMmjTJ9nh+fj5JSUls2bLF4dENcXFxvPPOO5hMJiZNmsQDDzxgd0SHq3Gmhjj7nEPpCIJXX32VkpIS2rVrx4wZM+jbty+enp6YzWbOnDlDXFyc3W9Fr2Y0GnnrrbfYtm0b/v7+vPDCC/To0aPcNhcuXOAf//gHJpOJTp068Ze//IXOnTujKAoHDhzg3XffZcmSJdX+rlOnTtlC2dtvv51mzZphNBq5fPkyALt27bK1c/311zNr1ixCQkIwGo1s3bqVDz74gKSkJF577TW7F1hasJ7v3HnnnbZvuwsKCvjhhx9YtmwZBw8eZOPGjYwZM6bcfjt37rSFEVFRUcycOZPg4GCKi4tZv349n3zyCUlJSZr2deDAgdxwww307NmT5s2bA6VBgfW8+dy5c7z//vvlRhtc7ZNPPsHPz49XXnmFvn37otPpOH78OO+++y5JSUm88cYbvPfee7Rs2bLcflrUwNWrVwPw6KOPMmzYMLy9vcnJyUGn0/HVV1+xfv16Fi9eTMuWLR16fdVUVf0B+OWXX/j888/x9fXlzjvvZMyYMTRv3tz2nvvss884ePAgCxYs4P3339dsVNdHH31E69ateeaZZ4iMjMRkMrFt2zb+9a9/ce7cOf73v/+xa9cuOnTowJ///Gfat29PSUkJv/zyCx9//DFHjx5l/fr13HzzzeXaDQgI4Pbbb7etImgNebKysvj555/5+uuvWb58OT179qxw/vOf//wHo9FIv379mDlzpm00V0lJCWlpaWzbto3g4GCHju/MmTPMmzePrKwsevfuzXPPPedQ7SpL5pAQjB07lmnTptG5c2fbKAadTkdISAh/+tOfuPXWW7FYLKxatcru/vn5+YwcOZLZs2fbhh35+fkRHR3NlClTAFi5ciWZmZnl9vv4448pKSnhrrvu4i9/+Qvh4eG2D6dWrVrx0EMPMX78eMxmM7GxsZX2Pzw8nOeff77csKKwsDDnn5Aaqqo/y5cv5/z58/Ts2ZNXXnmFXr162Z5zf39/Jk2aZDtZj42NxWw2a9Kn/Px8pk2bxpQpU2wXUi1atODpp5/Gx8eHwsJCli1bxiOPPMItt9xiK2phYWE89dRTQGnCe/To0QptP/bYY4wePdoWRgB4eXnRp08fFixYQGBgIKdOnSIhIaHcfta2Ro4cyU033WQr/DqdjsDAQAYPHswzzzxT7bEZjUbeeOMNfvrpJ/z9/Xn55ZcljGhk8vPzeeihh7jllltso6CCg4N56qmnbCfmX375pUNtZWZmsnLlSgCmTJlCdHS07YM1MDCQOXPmMHz4cNuoLi106dKFhx9+mL59+5b7EG/SpAkTJkzgr3/9K4CtX5UJDAzkpZdestUeDw8Phg0bxtNPPw3AiRMn2L59e7l9tKpJOp2OBQsW0KdPH1to6ehQzdpQVX8SEhLYvHkzgYGBLFy4kBtuuMH2vBsMBq6//noWLVqEj48PO3bs0HSFpmuuuYYnn3zSVi/9/Py47777yr1OR40axezZs23figYEBPDII4/QunVrLBYLv/76a4V2o6OjmTx5Mu3bt7d9jur1etq3b8/f//53BgwYQFFREevXry+337Fjx7BYLLRp04aZM2eWu3D29/enR48ePPTQQ3Tu3LnaY1u+fDn/+Mc/MJvNzJw5k5kzZ7pFGAHO1RBnn3MovUApKSkhLCyMN954gwEDBthGkXh4eNC5c2dmzpxZ6a2SZfv94osvsm3bNlq0aMHrr79eIYwA+Prrr2234s6fP9/299TpdPTt25eXX36Z4uLiap+nwsJCJk2axPTp023ne15eXrbXs3VUQo8ePZg7dy4hISG2bUaNGsUTTzwBlH7+19aKO/n5+URHR3PfffeVOye95557bKNGtmzZUmG/L774Aij9kuWpp56yXYx5e3szbtw4/vznP2ta9wFeeOEFhg0bZgsjrL9v8ODBvPrqq3h5ebFjxw7bKFR7iouLefnll+nXr5/t/dalSxfmz59PkyZNKCgo4Jtvvim3j1Y1sLCwkCeeeIIbb7zRNrKqadOmqm7v0lJV/SkoKODTTz8F4JlnnmHKlCm25936nnvllVfo3LkzGRkZ/PLLL5r1y8vLi/nz5xMZGQmUjkYYPnw4kyZNAko/2318fJg3b54tGDAYDNx2222MGDECgK1bt1Zod9CgQTzwwAN079693IgT6xfN1lFPV9/elJ2dTVpaGgB/+9vfyt1aZjAYaN++PVOnTnXoS9xDhw4xd+5csrKyiIqKYt68earDCJBAQjjAev/RkSNHKt3m7rvvtvvzyZMnYzAYbN/UWV28eJGDBw/i4eHB7bffXmm71ls1Dhw4UOmJ8OTJk2slZXdWVf1Zt24dUPpNVGVDWAcNGoSfnx85OTmcPHlSkz4ZDAa79z/6+fnZ5gcJDg62Fb6yQkNDCQ0NBVD97YCvry89e/YEKr5+rEMAs7OzVbVZVkFBAfPmzePXX38lKCiIRYsWOTysWDQcLVu2tPvBqdfriY6OBuDs2bMOvX7j4+Mxm80YDAYmT55sdxs1t39owVqD09LSbN9E2nP77bfbTsLK6tu3L926dQMqnohrVZNGjhxZ4Ru4+lRVf6wnmiNGjKj0G6CWLVvaaon11h0t3HnnnXYv0vv162f777vuuqvC4x4eHraL0zNnzqj+vdbb7a6uw9aAurCwkKKiItXtQukItU8//ZQlS5bg4eHB448/bjvRdhda1hCryp7z1NRU28/uu+8+p0dbZWZm8swzz3D48GHatm3LG2+8YXfOCkVRbOdft9xyi92LxbZt2zJ06NBqf6der6/0lrUzZ85w7tw5oDTMtXceNHDgQLp06QLg8AhItby8vCo9rxw0aBBQ8VymbN+jo6Pt3hp38803VxjpUptatGhBhw4dUBSFxMTESrcbOnSo3fv8AwMDGTt2LFDxYlarGtiuXTsGDhxY/cHUkar6s23bNvLz8+nYsSP9+/e3u42HhwfDhw8HtK37N998c4VbVoBy/Zg0aZLdW9ut2zgzOsdagxITE8tdQ/n6+tpe41lZWarbtYqPj+ell14iPz+f2267jaeeesrpeZfklg0BlA7nW7VqFYcOHeLChQsUFhba7q+yunqEg1XLli0rHZHg5+dH586dOXLkSLkTWeu344qiVHlfsrUP1nkF7N1HZz3RdhWV9SczM9OWcv/rX/+q8l5w64nhpUuXbIlqTYSHh1d6v571Oe3cuXOl32YFBgaSlpZmu9f1art27WLTpk2cOHGC7Oxsu9+0XP36ufbaa/n222/ZuXMnL730EqNGjaJnz54Of+BnZWUxd+5cTp8+TZs2bXj55Zft3h8vGr5evXpV+trt0aMHHh4emM1mTp48SURERJVtWevUNddcU2nK36ZNG1q0aFFpTXRGQUEBa9euZdeuXZw/f578/Hzbvd5lZWRklPs2rayqvk3t3bs3R48eLVeHtaxJ7lKH4Y/PH+uEupUpKCgAqPLbSbUqu/XQWoebNGli+1a5sm0q+5b2zJkzrFmzhqNHj3Lx4kWKiops9/FbZWRklPv/Ll260LRpU7Kysvj73//OLbfcQp8+fWjbtq1DoxvMZjP//Oc/2bx5M76+vsydO7dcuOIunK0hzjzn1tefXq+3e2+/I86fP09MTAyXLl2ia9euvPjii5V+K33hwgXba8b6BYE9vXr1YtOmTVX+3tDQ0ErnM7DWFg8Pjyq/GOjbty/Hjx/X7AuXq7Vr167SofbWe9pzc3PL/bxs3+2NMIHSv1evXr3YvHmzZn21WCxs2bKFrVu3cvr0aXJycigpKamw3dWvobJ69+5d6WN9+vThm2++ITc3lwsXLthqi1Y10B3r/vnz56ucL8X6/Kenp2vWL2sId7Wy76XqPhsqO/++fPkyq1ev5rfffiM1NZX8/PwK12/FxcXk5eXZRgx5e3vTu3dv9u/fz7x58xg7dizXXXcdHTt2dDhQWLVqFR999BEWi4V7773XNiLeWRJICLZv386bb75pm9gEKDcBpMlkIi8vr9JvT6q7gLQ+XvabcGsiZ7FYHP6GvLLhhFrNhquVyvpT9uIlJyfHobYcGULpiKrug7NehFS1jfWbjqtHqVgsFv7xj3+U+9bVw8ODgIAA27et1snsrn799OjRg+nTp/PVV1+xb98+WxrdsmVL+vTpw6hRo6r8oP3555+B0tEf8+fPd/heN9HwVFWDDAYDTZo0ITs726Fac+XKlWrbhNLXqVaBREpKCs8//3y5k05vb+9yE8ZZ+17Vt9hV9dn6mPX4QNuaVNWka/Whqv5YP38KCgpsJ9xV0aoOA5WGXNYa60gdthdUrVy5ko8//th2Imqd4Mx6cmmdXO7q109AQABPPvkkb731FmfPnuXDDz8E/rhdY+jQoQwbNqzS0TNHjx61neg/+uijbhlGgHM1xNnn3DrKqWnTpk5P7Pfdd98Bpa/zV155pcrXTdn3fFWTzDnyZUBV51vW56Zp06ZVXtRYRy6V7ZeWnDmXcbTvWo6QKCoqYv78+Rw8eND2M09PT5o0aWLrZ15eHiaTqcoaVFWfyv69r1y5YgsktKqB7lj3S0pK7IY+V9Oy7lf2miw7iqi6beyNEk9MTGTevHnlQmpfX1/bSEmLxWL7bL/6eB555BEWLFjAmTNniI2NJTY21ray0KBBg6pdWemDDz4AYNy4cTUOI0ACiUYvJyeHd955B6PRSO/evbn77rvp0qVLuWG/Bw4c4Pnnn9f091rfWIGBgXz11Vc1asuVbteAyvtTNrF8//33VS2l46rWrVvHli1b0Ov1TJkyhZEjRxISElLum9Z//OMfbN68ucK3RlB6e8uIESP49ddfOXz4MImJiWRkZLBhwwY2bNhAVFQUTzzxhN2T4euuu44jR46Qn5/P4sWLef7552tl1mYhatvixYvJyMigVatWPPDAA/Tu3bvciYDZbK6VIfBa1qSqRlfUh6r6Yz3uOXPmVFgW0R2dO3fOdmEcFRXF5MmT6dChQ7kLq19++YV3333X7v59+/blk08+Ydu2bRw4cIDExERSU1PZtWsXu3bt4ttvv+WVV16xe+FjHS2QlJTEJ598QseOHW23+DVkNXnOtZhXIyoqip07d5Kdnc3777/P3/72N4fOhWr6u13tfe7Ovv76aw4ePIjBYOC+++5j8ODBBAcHl/sbPf300xw5csTu+VNNaFUDXe314EjdHzZsmG1uNHdmNpt58803bbeh3HvvvXTv3r1c6J2Wlsaf//xngAqvoVatWvHOO++wf/9+9uzZw9GjRzlz5owtZP7mm2945plnKh15ecMNN7B582Z+/vln+vfvX+Nbd1zrlSTq3J49eygoKCAgIIAXXniBXr16VbgHuap7lqHyWzmufrxscmkdcpyTk+P0fataKlvEKktOazqZUdlh1loOBatP1pERN910E/fccw9hYWEVPhCq+1a6RYsWTJw4keeee46vvvqKd99917bUZ3x8vG3W5Kt17tyZ+fPnExAQwIEDB3jllVdc4rUk6l5VNchoNNqG5zrybY71G0BH61pNlZ0s9sknnyQqKqrCtxKOjiKrqk/Wx8p+w+mKNclaP6r6BsuRb/SqYj1uLW/FqE/x8fFYLBbCw8N56qmn6NKlS4Vveav7HPfx8WHUqFE89thjfPjhh3z++edMnz4dg8FQbuTE1QICAnj11Vfp2LEjGRkZzJ07t9xqJu5CbQ2pyXOuxfnPgAEDeO655/Dy8mLz5s3885//rHSerbLv+aruF69pTbM+Nzk5OeVG3F7NOhLs6tEW1kClqn21nlTSytG+a3mbnnVeh7vvvpuJEyfSqlWrCoFRde/b6vpU9u9tr/a7Sg20/u2rqvs1/dtb/8aucsw1lZiYyKVLl9Dr9bz44osMGDCgwgi86l4/er2e/v378+c//5m3336bpUuX8ve//53g4GDy8vJ46623Kn0/PPbYY4waNQqTycSiRYsqTJitlgQSjZz1g6FNmzaVfru8f//+atuwztZ6tYKCAtu9eWVn6bau5WyxWNi7d6/abqviyDcCZddYruxevWPHjtWoH61bt7Z9w7Rr164ateUqrM9Vx44d7T5eWFio+nmLiIjgkUcesd0LWNXr75prrmHBggU0adKEQ4cOMW/ePAoLC1X9PuH+Dh8+XOk3SAkJCbYTdUdWCrBuc+LEiUpfS6mpqVXe06tG2XYqW/e8uhpsVXbob2WPlX0O6rImOfpNmrUWV/b8FhQU2Cafc5a1tuzevbtG7bgK63PVoUOHSp/nAwcOqGqzRYsW3HHHHbaROVW9Bps2bcqCBQvo1KkTmZmZPPvss5w/f17V76tvamtITZ5z60TSNT3/GTBgAM8//zwGg4EtW7bw1ltv2Q0lQkJCbBNnHjp0qNL2qnrMEdbnxmw2V9mW9Xm5+p5563u/qnD0+PHjNepjZcr2vbIJ3C0WC4cPH9bsd1pfQ5XV/YsXL1Z6bl2WI3X/6rlp6qoGWt8b1Y3wqK7uQ83/9tbrjlOnTtVoIkdXYX2fNGvWrNLbdtTWfT8/P2644Qbbyl7Z2dkkJyfb3Vav1/Poo48yZswYTCYTb7zxBvHx8ap+X7n2nN5TNAjWD6nU1FS7yeTp06cdmgnZuo751ZYvX05JSQkeHh4MGTLE9vOwsDDbpEdfffVVtcnn1RMQqWFNDCubEAZKAxnrnBn23lAWi4Vvv/3W6T5YWdcQXrduHadOnapy25occ12xPreVzfoeGxtb6UVdVd9CALaROtVdyHTq1IlXX32Vpk2bkpCQwEsvvVTjb1CFe0lPT2fDhg0Vfm6xWGzLnYWHh1c7oSWUDoXW6/WUlJTwww8/2N3Gula9Fsp+o2HvfVRQUFDlssdl/fDDD3br+MGDB22jMIYNG1busbqqSdbjrK7Wd+jQAaDcqkxl/fDDD9XWjupYjzk5ObnSEVhWRUVFNf59tc363CYlJdk98d+zZ0+lF4jVHZv1c7G6YL9JkyYsWLCAa665hqysLJ599tkaB0d1SW0NqclzHhYWVm4p0Zp8XvXv398WSvz666+88cYbFeYY0el0tvOvNWvW2D0XSk1NtbucrBodOnSw3fb19ddf2w1H9uzZY/uSwrqagZX1uc3KyrL7RUZ2drZt7iitXd33qycFhNIaqVUQDdWfP1mXIa1OfHy83QDwypUrrF27FqDCCip1VQOt8yI4Wvf37dtnd9SQ9VaymoiKisLf3x+TycSSJUuqDEksFkuV1wyuwHr9lp2dbXckREZGRoXlPq0crftQde3X6/U88sgj3HzzzZhMJt588027y5M6QgKJRq5fv37o9Xpyc3N56623bEO/jEYjW7du5cUXX6xygiAofVNs3LiRjz76yDZJUUFBAV9//bUtqBg3blyFBG/27Nn4+vqSkpLCE088wY4dO8qdTGdmZrJx40aee+4529rWzrAug7Vt27ZKC4ynp6ftA/ubb75h69attjfs+fPnWbhwoVNL7lxt0qRJREREUFJSwnPPPcfKlSvLTSaXl5fHnj17+Oc//8nTTz9d499X26wzhP/yyy+sXbvW9pxdvnyZjz/+mO+++67SSXEWLFjA4sWL2bNnT7m/S25uLrGxsbZk17rkYVU6dOjAq6++SrNmzTh69KiEEo2Mv78///nPf/j555/LzZD95ptv2r4hqmpW7bJatGjBuHHjgNJA7ZtvvrG9lq5cucIHH3zA5s2bnV6q72rh4eG2CVkXL15cbub5xMREnn32WYdPjC5fvszLL79sOzk1m83Ex8fz2muvAaXhXdlgGOquJrVr1w4o/ba5qgvVskuu/e9//yv33H/55Zd8/fXXNX7ue/XqZVvi8YMPPuDjjz/mwoULtseNRiOJiYl89tlnPPDAA7U2+Z5WrHX47Nmz/Oc//7EFR0VFRaxZs4bXXnut0jr87bff8tJLL7Fx48ZyF1vWcwBrKOdIHQ4ICGD+/PlERkZy+fJlnn322Uq/XXM1amtITZ5zgD//+c8YDAZSU1N56qmn2Lt3ry1IMJvNHD9+nPfee8+h0VH9+vXjxRdfxNvbm23btvH6669XuOC48847MRgMZGdn88ILL9jCR0VROHDggG3/mpo+fTpQ+j5/7bXXbO8rk8nE5s2befPNN4HSb+itS3BadevWjVatWgHw9ttvc+LECRRFwWKxcOjQIZ599lnN51Ioy/r3PXjwIG+99Zbt/VBSUsKaNWv48MMPNav78MdyjrGxsWzbts0W4Fy4cIE333yTX3/9tdzo3coYDAZeeukl9u/fb3t+jh8/zgsvvEBOTg6+vr7ceeed5fapqxpoPf8uKCio8kJ16NChtmuRN9980/bcFxcXs2HDBhYuXFjl+8kRAQEB/OlPfwJKbzd++eWXOXbsmC18slgsnDt3jh9++IGHH37Y5UfQde/eHR8fHxRF4fXXX7fdKmc2m9m3bx/PPvtspfsmJibyyCOPsHz5cs6dO2d7DhRF4ejRo/znP/8BSiegre6LHJ1Ox8MPP8ytt96K2WzmrbfecmpJX5nUspELCwvj9ttv57vvvmP79u1s374df39/iouLMZlMtG7dmv/7v//jH//4R6VtdOjQgcjISL777jtWrlyJv78/BQUFthd43759uf/++yvs1759e+bNm8drr73G+fPnefXVV9Hr9bbfXzacqGwZNEfcfPPNxMXFcfToUe655x4CAwNtkyQuWbLEtt3999/PwYMHycrK4o033sDT0xODwUBBQQG+vr688MILVb7BHeHr68u8efNYtGgRx44d48MPP+Sjjz7Cz88PRVHKXUS7w8RgkyZNsqXz7733Hv/5z3/w9fWloKAARVEYO3YsJSUlbNy4scK+JSUlrF+/nvXr1wN/fFtQ9jmIioqyzSdRnYiICBYuXMhzzz1HYmIiL7zwAi+//LJDH+jCvd16660kJCTw73//mw8++AAfH59yF/HR0dEMHjzY4famT5/OuXPn2L9/P19++SX//e9/8fPzIz8/H0VRuOOOOzh27Jgmw3f1ej0PPvggCxcu5OzZszz22GO2C4Pi4mJ8fHx4/vnnHZpY+G9/+xuvv/46Dz30EP7+/pSUlNguTIKDg3nmmWcqTHxXVzUpKiqKr776iitXrjBnzpxyKww8+eSTtmHso0ePJi4ujoMHD7Js2TJiY2Px9/e3fcM2ffp0du/eXePnfs6cOej1en755RdWrFjBihUr8PX1xcPDo9znF2gzCWFt6tOnD8OHD2fLli2sWbOGNWvW4O/vb1u+u3PnzowePdruPBCKopRb5chgMODt7U1eXp7t4iY8PJxZs2Y51Bd/f39eeeUV5s2bx9GjR3n22WdZsGCB7RtQV6W2htTkOYfS2xyfe+453njjDZKTk5k3bx6enp74+vpSWFhoCyesF63V6dOnDy+99BKvvPIKO3bsYNGiRcydO9c2r0VYWBiPP/44b775JidPnuRvf/sbvr6+WCwWiouLadGiBTNnzmTx4sUOL/tnz8CBA5k5cyaffvopO3bsYMeOHeXOKaH0s/rpp5+uUIv0ej0PP/ww8+fPJyUlhccffxxvb28URaGkpISwsDAefPBBW6ihtcGDBzNlyhS+/vprtm7dytatWwkICKCwsBCz2UyPHj3o3r27bcRMTd17773s37+f7OxsFi1ahIeHBz4+PrZad99997Fv375qa92sWbP48ssveeGFF/D29kav19tGpnp5efHkk0/agp6y6qIGhoWF0adPHw4cOMAbb7zBu+++awsWJkyYwMSJE4HSUcpTpkxh2bJltsl0/f39KSoqwmw2M2jQINq3b+/waMHKjB49mpKSEj766CP27t3L3r178fLywsfHp9z7ribHXFf8/f154IEHeP/990lISODBBx/E19cXs9lMSUkJTZs25W9/+xvz58+3u39SUhJLlixhyZIlttpTUFBgC8b8/Px44oknHJ4s96GHHkKv17Ny5Ur++c9/YrFYGDlypMPHI4GEYPr06bRr145Vq1aRlJSEyWQiNDSUQYMGcccdd3D69GmH2ujUqZOtDU9PT9q2bcvo0aMZN25cpS/o7t2788EHH/Dzzz+zc+dOzp49S35+Pt7e3oSHh9OpUyeuvfbaCkm6Gj179uTFF1/kxx9/5NSpU2RnZ9sdjteyZUv+8Y9/EBMTw969e7ly5Qo+Pj4MGjSI6OhowsLCnO5DWS1atOD1118nPj6eLVu2cOLECXJyctDr9bRq1YqIiAj69OlTYYidKwoICODNN98kJiaGHTt2kJWVZVuD/Oabb2b48OG8/fbbdvedPXs2e/fu5fDhw6SmpnL58mWMRiNBQUFcc801jBo1qsK3udVp164dCxcu5Pnnn7d9Q2Cd+FI0XJ6enixYsIDly5cTFxfHhQsX8Pf3p3PnzkyaNMmhb3fLMhgMzJs3j1WrVrFhwwbOnz+Poih0796d2267jaFDhzJ37lzN+j9w4EBee+01YmNjOXr0KMXFxTRv3pw+ffpwxx130LZtW4faGTRoEG+88QbffvstR44cobi4mNatWzN48GCio6MrfR/URU0KCAhg0aJFLFu2jISEBK5cuWIbiVH221wPDw9efPFFvv/+e7Zs2cLFixfR6XT069ePyZMn06dPH02+ufLy8uKRRx5hzJgxrF27liNHjpCZmYnRaKRZs2a0bduWHj16EBUVpelSf7Xl73//O5GRkaxbt46UlBQsFgsREREMHTqUSZMmVfqN1c0330yLFi04ePAgycnJZGVl2Sa6bteuHUOGDGHs2LHlhvBWx8/Pj5dffpmXX36ZhIQEnnvuOebPn1/pvfKuwJka4uxzbtW/f38+/PBDVqxYwZ49e7hw4QLFxcUEBQXRtm1bBg8eXOkM9/b06tWLefPm8fLLL7N7925effVV28SXUBoKhoWFERsby+HDh8nPz6dFixZcf/31TJkyxTZ3Qk1HAUyaNImePXvy448/cvjwYbKzs/H29qZTp04MGzaMW2+9tdLQo3///hVqYXBwMEOGDOGuu+6q9raymrr33nvp2rUry5cv5+TJkxiNRsLDwxkxYgSTJk3i66+/1ux3tWrVyjaRoPWc08vLi+uuu47bbruN/v3724LCqrRu3ZrFixcTGxvL7t27ycrKIjAw0LZyXmWrJ9VVDXzmmWdYtmwZe/bsIT093Tap5NW3cVgnRl+1ahXJyclYLBY6dOjATTfdxNixYzW7VfKWW26hf//+rFq1iv3793Px4kXy8/Px8/MjJCSErl27cv3111e57LyruOWWWwgODub777/n5MmTmM1mWrRowbXXXsudd95pd4loKJ2/5emnn+bgwYOcOHGCrKwscnJyMBgMhIaG0q9fP8aPH6/67z579mw8PDz48ccfeeeddzCbzbaRONXRKbU5/kk0aEuXLiUmJoaePXuyaNGi+u6OEKKRmTt3LocPH2bq1KlMmzatvrtTL6xDmYFK7xcVQojqfPnll3zzzTf07t2bV199tb67I6oxfvx4ABYuXGibk00IdyVzSAghhBBCCNFIXblyhXXr1gF/zI8hhBB1RW7ZEEIIIYQQogFbsWIFxcXFREVF0bp1azw8PDAajRw4cIAlS5aQnZ1Ns2bNHB5iLYQQWpFAQgghhBBCiAbs4sWLrFixgi+//NI2gXjZSez8/f15+umnadq0aT33VAjR2EggIYSL+/77721Lrznq9ttvZ/LkybXUIyHE1eR92rAdPXqUhQsXqtqnW7duNV6ZSQitjBo1Cr1ez+HDh8tNYte6dWv69+/PhAkT3GICV1cidaHhc3TJ8LK++uqrWuhJwyaBhHDatGnTGu1EcnWpqKiI7Oxs1fsI0dC50mS69fU+7dWrl0xmWQdMJpPqv29ubm7tdEYIJ3Tq1MmlVzpxR/VZF6Tu1w21f1/hHFllQwghhBBCCCGEEHVOVtkQQgghhBBCCCFEnZNAQgghhBBCCCGEEHVOAgkhhBBCCCGEEELUOQkkhBBCCCGEEEIIUeckkBBCCCGEEEIIIUSdk2U/NWSxWMjKysLX1xedTlff3RFCuBlFUSgsLCQoKAi9vmHlxVIfhRA1IfVRCCEq5841UgIJDWVlZTFjxoz67oYQws199tlntGzZsr67oSmpj0IILUh9FEKIyrljjZRAQkO+vr4AFG8OALP2CbdiMWvepk1tti3Kc9dvPxSldtqtxedD5+FVe237GLRv1MOCYdBlWy1pSKQ+CodIfSxP6uMfGkF9HLwxg7PmQNX736ic5lbLaVbrO7Je17HcY/2VVP7PcoSvdN3Ypwuxu7+3YmK2coAQ8vmPri/ndE0d+r39LRe4l6N8RVfS8eMhDnABfz6kF8VOXGKMIZlbSWI1EWTiw70k8hVd2Udrh/b3xsRsDpUeB304R5OKfeZile2Gk+v0cVjb/o2W9COD1USwjvYO71/VcZTrdyV/x3LHoeSUOY7eFOsqP47+ygW7bY9Rkmx/j3W6CPXHoZh4nD20oojVtGcd6tuo7O+h5vlQexxtyeXvyl4e97iR0/rmqvtcnVqpj+DWNVICCQ3ZhtmZdbVywl0rbVpZ3PQk0B257Ql3LbVbq89HLbZtrr3hcA1xyK7UR+EQd33tS30sT+qjKtZjOmsO5LQSpGrfaebD3Gk+zucevVlKzwqvxfbmK/iZTWTq/Ditr9i2r2JkkSWOCHJ5Wj+CY7oWDv/u9pYc/BQTBsw8xj6SaMZchlKoUx92TVOOcicn+YweLNV1Y6SSjB8mMvHltK76i0JfxcgifiWCHJ5mOMd09p/H9kpOpe1GKlk1Og5r21FcsB2HWpUdxx/99qv2IjlSyeIx5ffj0A2r9jjaWyq2PU05wp3KST7T9WCprrtzx6FsJYQCfLBwnCCH/o4VjqOSv4ejz4czx6FXwE8xlU60qNTG+Urt3k7hjjXSvW4wEUIIIYQQQjDNfJjp5oOlYYRHT9X7/xFG5KgOI8qayrEahxEzSNDgIv5KlWFEVSKVLF5nS42OI4pUAOJoU7/HocQ5HEbYM005wgwlocZhRARXiKGr6v1Bm79HTY9D1B0JJIQQQgghhHAjrhBGhCp5AKTj1+jDiGnKUUaQAkA8Yar3b4hhxNO6EaQRoLoNCSMaHwkkhBBCCCGEcBOuEEZEKplMJRGAWLo0+jBiBgnE0Ub1vuA6YUQUKZqGEfX396hZGOGtmFTvI2pGAgkhhBBCCCHcgKuEEa9b4kindPK8EjxUt9HQwojP6OHWIyMARpDS6MMIX8XII/ymej9RMxJICCGEEEII4eJcKYxIoimxTs4P4AphRCh5moYR7jxnRNTvt5qUzn3RuMOIRcpWwshTva+oGQkkhBBCCCGEcGE1DSMMilnTMGKufgQlOvccGQENaCJODeaM+GPuC/W3nDS0MCKCKyymv+r9Rc1IICGEEEIIIYSLqmkYARBNoqZhhLtexIeSDzSQiTg1msCyRnNfNLAw4mndCJJ1zVS3IWpGAgkhhBBCCCFcUI1HRmAGIJjCRh9GRCpZDWciTg1X03DnkRGuMBGnqDnP+u5AQ+R1fR6gK/cz8zkDlnOG+umQEEK4CKmPQghh34XBHniVuX+9GcUEn7nC5+ednzNiivkIADF0bfRhxOtsIR0/wslz24k4Q8njUWWfpkt7jlSSVe3vKmEE1P9EnEIbEkjUAuPOADDrqt9QCCEaGamPQghhX8h2M6eV0uHiWkxgudC0iWAKAUjTBahuwxXCCANmTVfTWEN7nmCf6jZcIYwAmEoip2iuWRihlquEEVGkAvU7EafQjtyyIYQQQgghhIvQKoyIUK6wTK/+Yg1cI4wAiOa4pkt7uu/IiDJzXzTyMGKacrTeJ+IU2pJAQgghhBBCCBegZRjxjOdItx4ZARBMgWZhhDvfbvLH3BeRjT6MmEH9TsQptCeBhBBCCCGEEPXsRuW0pmHEMX1L1W24QhjhqxiJ5jgAMUTW+8VvfYcR1rkvACdHeNR/GBFKnqZ/j3jCVO8vYYTrkkBCCCGEEEKIenar5bSEEb9fxAdTAEAazozwaFhhRBLNiKWL6v3BNcIIgKkcq/+/h4QRLksCCSGEEEIIIerZan1HCSN+v4iPoavq/cE1wgitJ+J0fu6L+g8jQn9fNSYdPwkjRKVklQ0hhBBCCCHq2XpdR1DU7dMQw4inGU4YuarbcIUwAkon4gyiSNu5L1S+LlwhjCg/90UXCSNEpWSEhBBCCCGEEG7GVcKIKFJd6vaG+hwZAa4wEadrhBGvK3E1nPtCwojGQgIJIYQQQggh3IirhBEAI0hp9GGE60zE6TphROncF5Gq9wcJIxobCSSEEEIIIYRwE64SRkQpKQDE0abRhxGuMRFnzcIIA2ZNw4i5umEyMkI4ROaQEEIIIYQQop71V9Job75S5TYGxcwUyxGCKWSZvjthSi5h5srnW+hhSS/9t5IBltKfhSp5TCWRdHxZQwcGKSmq5yiIUlIYwXkAsvFmpJKsan8DZqI5TjAFxBBJGLmEKX8cRw8y//h3JX0LJY+pHCMdP9bQnkGkVnscV7cbRSojSCGONqThV6Pj2EkII0itss/OHscf/f7j71hWFCl/HIfir+o4epABwAwO44+RGLqWvq4UdfN4lB5H4u/HEcEgJdXWtqPPiaN/j8qej9K/x7HfX1fOHUfP3/ss6o5OURSVJUhUpqCggOjoaCy5ALpyj5nPemJOrmH+U5t/Kp2u+m0aE50MHqpAsfMJqAGdh/r03PHGa/HvqK+F94yHgvfIHGJjY/Hz89O+/Xok9bEBkfpYkdTH8qQ+qmKtj21ycysMXR6XlMS4ZHUXyVdTuLrqascd23bHPkvbddeute1HPceQqA/WvvHaqI/g1jVSRkjUgpLtPmCSE1ghhLia1EchhLCvX3wmmabyFxIHaM0BWlf45tfR2wJ6kMFETvMjHcnCx/YNdixdnBpOX/Yb7Gy8bW0n4NhtI44eR9l+X9122W/iY4lUdRzWdo8QSHeyiaMN8bRxeP+qjuOPPnciQVf981F2pEosXSnRVX4cPZQMJnKqQtvWkSpxtCVe58RxKGZmcIgWFJc+F7q2qtuo6jj+6HfVr5GyIzwc+XtYn+sVus4k6Fv+PnLoaOnIIV030vTqb5sJteRxt3KUKxhoTSEmJ94fwjkSSAghhBBCCFHP9ulCOK1vXuHn1nvigyjiCd1IdffEW2Aip8nCmykc5xTNazTXQtkJLEcqyUzkNAm0ZJO+fbX7qzqO3/t9dduRShaPKvtKj0M3TP1x/N5ud7JrPPFjheOw9lnXkk36iCrbiFQyfz+OQMfm8LDAROVUubanWRIYwXk+0/Vkqb6Hk8cRhz8mAOJ1bavtt+rjsPa7itfINOUII5QUdX8P63Otb8kOXRsWWuIIopgnPUZxTN9C1TEARFoy+auyl1O65nyi783b5o2q2xDOk3GXQgghhBBCuCCtJuibyrH6n/hR4wkTnVuitOxEnPW1CkXNJxSdZklghnK4ZmGEJY4Icoihq+r9QaPjqOlEnIqZhea40glePW5wOox4zbyZJF0znvUYQbFOvq+va/KMCyGEEEII4WK0uPgNJQ+AdPwafRgxTTnCiN8DCWdu02iIYcTT+hGlkz6qnIbJFcIIgCmWowRRrFkYUajzUv1ciJqTERJCCCGEEEK4EK0u4qeSCEAsXRp9GDFDSSDOiSACXCeMiFJSNA0jjumcuIh3gTDCgBmAYAq1DSNEvXDZERKFhYV8//33HD9+nOPHj5OXl8ejjz7KjTfeWG675ORkYmJiOHnyJJcvX8bb25t27doxefJkBg4cWG7bt99+m40bK78n6PPPP6dFi9IXtNFo5H//+x+bNm0iLy+PiIgI/u///o9+/fppf7BCCCGEEEKg7UV8On6Ek+fUBJauEEaEksejyj5NwojPdD1IU/xtoyQc5SphBFDzOSMaQBjhqxiJ5hgAy/TdJIxoAFw2kMjJyWHZsmUEBwfToUMHDh06ZHe79PR0CgsLGT16NEFBQRQXF7Nt2zbmz5/Pww8/zNixY23b3nLLLfTt27fc/oqi8P7779OqVStbGAHwzjvvEB8fz4QJEwgLC2PDhg28/PLLvPrqq/Toob4ICCGEEEIIURWtRxSsIYIn2Ku6DVcIIwCmkuj8BJZUvPgdqahbQtVVwogoxTr3RdtGH0YsUrYSTAEAaTr1q2lIGOF6XDaQCAoK4ssvv6R58+acOHGCxx9/3O52AwYMYMCAAeV+Nm7cOB577DGWL19eLpDo2rUrXbuWn7glISGB4uJibrjhBtvPjh8/zpYtW5gxYwaTJ08GYNSoUfzlL3/h888/580339ToKIUQQgghhABvxaT57Q2DlFTVbbhCGFFu7guNwgi1XCWMsK6mATi1tGdDCyMiuEIMXZnBEdVtSBjhmlx2DgkvLy+aN6+49JEjPDw8aNmyJfn5+dVuGxcXh06nY8SIEbafxcfHo9fry4UZBoOBMWPGkJiYSHp6ulP9EkIIIYQQwp7ZHHSBuRbqP4woP/dFZL1f/NZ3GDFDOUwcbVXvC64TRkSRounfIw0ZGdGQuOwICbWKioooLi6moKCAnTt3snfvXoYNG1blPiaTiV9//ZWuXbvSunVr289Pnz5NmzZt8PPzK7d9ly5dADhz5gzBwcGVN+zh4PSsFsCic2xbIYRoCKQ+CiGEXc08inhSN4ITuuZUOdW/nfrYkMKIms990bDCiM90PUnDnxHKeVX7u0oYATCCFE3/HmFKrqo2JIxwbQ0mkFiyZAlr164FQK/XM3jwYB588MEq99m3bx+5ubnlbtcAyMrKsjs6w/qzzMzMKtv1GV3sUJ9NJzwxnZA3hBCi8ZD6KIQQ9j00ZhQAPhRVud3V9bGhhRE1m/ui/sOIUMU6Ead2S3uOtCSp2t9Vwog/5r5oU3/hkIQRLq/BBBITJkwgKiqKrKwstm7disViwWg0VrlPXFwcnp6eDB06tNzPS0pK8PKq+GI1GAy2x6tStMEbzA58s2epfhMhhGhIpD4KIYR9IeuLSLIEVr9hmfroCmGEAbOLzH1R/2EEWCfiDNQsjFDLVcKIcnNfOLHcqoQRjYfLziGhVnh4OH379mXUqFG89NJLFBYWMn/+fBTF/pC3wsJCdu7cSb9+/WjatGm5xwwGg90wwxpEWIOJSpl1YHLgHxmOLIRobKQ+CiGEXXozquqjK4QRANEcc4G5L+o/jPhjIk5fCSO0mPtCwohGo8EEEleLiorixIkTpKTYX2t4x44dFVbXsAoKCuLy5csVfm79WdnlQYUQQgghhKhLrhBGGDADEExBow8jyk/E2VXCiN+Pw+lVQSSMaFQabCBhHc1QUFBg9/HNmzfj6+vLwIEDKzzWoUMHUlJSKux77Ngx2+NCCCGEEELUNVcII3wVI9EcByCGro0+jLBOxAlQonNiIk4XCCNClTxNwwinj0PCiEbH7QOJ7OzsCj8zmUxs3LgRg8FAeHh4hcevXLnCgQMHGDRoED4+PhUej4qKwmKx2CbJBDAajaxfv57IyMiqV9gQQgghhBCiFrhKGLGIXwmm9Is7p5ZgbGBhRBLNiCVS9f7gGmEElM59IWEEjDWfVr2PqBmXntRy5cqV5Ofn21a12LVrl+2/b7vtNvz9/XnvvfcoKCigZ8+eBAUFkZ2dzebNmzl//jwzZ87E19e3Qrtbt27FbDbbvV0DIDIykqioKL788kuuXLlCaGgoGzdu5NKlS/z1r3+tteMVQgghhBDCHlcKIyK4QgxdmcER1W24QhjhMhNxukAYEaq4yNwXLhBGTDMnMEE5qXo/UTMuHUj88MMPXLp0yfb/27dvZ/v27QDccMMN+Pv7M2zYMNatW8fq1avJzc3F19eXzp07M336dK6//nq77W7evJnAwED69OlT6e9+/PHH+e9//8umTZvIy8sjIiKCF198kZ49e2p7kEIIIYQQQlTB1cKIpxlOGLmq23CFMAJKJ+IMokjbuS/sz6NfKVcIIyKVTNeY+8JFwojplkOs0HWWUKKOuXQgsWTJkmq3GT58OMOHD1fV7ltvvVXtNgaDgQceeIAHHnhAVdtCCCGEEEJoRYuL+ChSGUGKZmHEMV0QYYq6QMIVwoiyE3E+oRtZf3NfuEgY8boljnR8CSev/ua+cKEw4nN9L3bpQ5lgkkCiLrn9HBJCCCGEEEI0RFpc/AKahxFquUIYUToRZ+kE9fU6EacLhRFJNCWWrqr3B9cII0KVPE3DiKUe6o9D1JxTgcQnn3zCsmXLtO6LEEKIOib1XAgh7Kvv+qjNyIgUAOJo0+jDiEXK1vqfiLOGF/EGxaz50p7uOjIC4G7LUQkjGgCnbtlYtWpVpfMzCCGEcB9Sz4UQwr66ro/9lQu0t+QAEEoeU0kkHT/WEFE6YaLKOQqiSGHE74FENt6MVJJV7W/ATDTHCaaAGCIJI7fcbRo9yPz93xlgsd+Gs8fRgwzbv6MspccRRxvSFH8nj+MYwRSwk1BGkEII+XRWLjvcRnvlCo+yj1QC+JhetCGvwnGEkG/7d2clq0Ibt1hOM4FTrKATu3ShdrepTIhS2va9JNAUI4t1/TGjU9WG7TiUfaTiz8e63rQh19Z2Zf2uyXGUb7v0+fZWTDzCb4SRx2Ksx+H43wKg5++vj3w8WavrwCAlRfX7Y4jlPCOU88Tp2pKm82ekJalcn8OVK5W+rmvCEwsm1IdA1bHoIKUW2q0LOkVRVP75YNasWXTs2JFnn322NvrktgoKCoiOjsaSC6Ar95g52QNzsgtP2aGvnRewzqP23hg6j1q840jvnnczKWZz7TVuUV0qHKPUQrWvA7XyXHsq+NxURGxsLH5+ftq3b0dd1XOpjxVJfaxbUh/rjtRHdaz1sU1uboWhy+OSkhiXrO4C/GoKV1dd7bhj2+7YZ2m77tp117YLPD2JHju2TmukVpw6Axw0aBAbN26koKDA7Q64LpRs8wZTbb2MhRBCO3Vdz6U+CiHcRV3Xx37xmRhMFtuIgli6cIBWHKCVqnasE1jG0YZsvJnIaX6kIwk4Nry//MiIrqThb3e7HmT+3nYnEnQtyz0WqlhHRvgSS1fVtwX0JNO20kGcri3b9OGq9rcexxTzEYIpZJm+O2m6AEKUPGZYDvGa1xDO6ZupbrM6niiYnLgFwqG2FXOtte1hMdbKt/YAnhaT5m2HK1eYa97OZ/peXNDZf31WZoj5PCM4Txxt2ebRtsLjPSwZTFBO8pm+F7v1oRUe91ZM/MW8jzDy+Jf+WpJVvI6us6Qxw3KIFXRkDMmkEsC79KNYp/6S/BblNBM4zQo6skbXkTCd+lVvXIVTgcS0adM4dOgQL7/8Mn/+85/p1KmT1v0SQghRB6SeCyGEfXVdH9Px4zH2cYrmzGWo00t7lp3AcqSSzEROk0ALNunaV7u/dc6IIIp4ghuqvrdfobRtXUs26SNsP45UMnlU2ccpApmrd+7e/ijL73Nf6MJ51WuY6v19FSMLTZsIopgnPUdzTF8amHS2ZDHDcohz+mac1Kuff6Fa7jqCjFocQab2XgpH/D54bLc+lJMq5p+YZk5gBOernTNigvkkF3T+Fdr2VYwstMQRQj5PeYzkmMrXULiu9Jasm0gqfZ/XYE6VCZwuN6eKe46nK+VUIPHqq6/i5eXF0aNHefzxx2nevDnBwcEYDIZKtxdCCOF6pJ4LIYR9dV0fH+JA6YSJNQgjZpBQz6tplJ8w0dmJH0co5wHYpq/4DXZ1rGFEhHKFZzxH2sII0bjVdAJLX8XIQnNc6evK4wbVYQRAqCUPKA0f62uCV1fkVCBx6NAh238rikJWVhZZWfYnNNHpZGiuEEK4KqnnQghhX13Xxwv4Sxjx++oNcbq2tlBCDQkjhD2uEEZEWjK5WzkKQCyREkaU4VQg8cknn2jdDyGEEPVA6rkQQthX1/XxQ3pJGPH7UpIX9E0YYVYXSEgYIexxlTDiNfNm0vElnDxKnJhTo6GGEeBkINGqlbrJdYQQQrgmqedCCGFfXdfHYidOy10hjAhV8nhU2adZGLFU34NRnFW1v4QRwh5XCiOSdM1Yq+vA3y27VbfRkMMIoMLqQkIIIYQQQggX5wphBMBUEjUNI9SSMELYU9MwwqCYNQ0jnvUYoXq1GWj4YQQ4OULC6uzZs/z888+cOHGCnJwcrr/+embMmAHA0aNHOXHiBCNHjqRJkyaadFYIIUTtkHouhBD2uWJ9dIUwIpR8ANLxlTBCuJSahhEAUyxHCaJYszCiUOelesGRxhBGQA0CieXLl/PFF19gNpcuE6PT6cjJySm3zZIlS/Dy8uKWW26pWS+FEELUGqnnQghhnyvWR1cIIyKVLKaSCEAsXSWMEC5Di5ERAMEU8qTHKO3CCJUaSxgBTt6ysXv3bj799FNatmzJ3Llz+eqrr1CU8pFPt27daNq0KTt37tSko0IIIbQn9VwIIexzxfroKmHE62whHT8A54ahSxghaoEWc0ZMsZSuhLFM303CiDri1AiJ5cuX4+Pjw/z58wkJCal0u44dO5KSkuJ059yVYUgxUH75J3OyB+bkGt0hI4QQmqvrei71UQjhLuq6Pl6M8sZAcbmfla2PrhRGJNGMNbTnCfapbkPCCFEbtJrAMphCANJ0AarbkDDCOU6dAZ46dYrIyMgqizNA06ZNSUhIcKpj7qxkmzeYar4etRBC1La6rudSH4UQ7qKu62Pr+GJOm5vbfaymYYQBs6ZhxFyGMohU1W1IGCFqg5araSzTdWO6clh1GxJGOM+pQMJoNOLr61vtdtnZ2Xh4qB/GJYQQom5IPRdCCPtcpT7WNIwAiOY4QRRpFkY4NUGfC4QR7ZVs1fsI16b10p5h5IJZXRuuEEZ4KybV+7gKp+aQaN26NWfOnKlyG6PRSFJSEmFhYU51TAghRO2Tei6EEPa5Qn3UYmQEQDAF2oYRKrlCGBFpyeCv5j2q9xOua6z5tKZhhLvOGeGrGJnNQdX7uQqnAonrr7+eS5cusXz58kq3+f7778nJyWHIkCHO9k0IIUQtk3ouhBD21Xd91GLOiGiOAxBDZKMPI14zbSIV9fMCCNc1QTkpYYRiZJGylZDfl+F1R07dsnHHHXewefNmPvvsM44dO8bgwYOB0iFr27dvZ/v27cTFxdG6dWvGjRunaYeFEEJoR+q5EELYV5/1UasJLIMpACDNiQtxVwgjDIpZszAiSdeMTzz68rZpveo2hGtaoessYYSylQiu8Db9Ve/vKpwKJAICAliwYAGvvfYa8fHxbNu2DYB9+/axb98+FEUhPDyc5557Dj8/P007LIQQQjtSz4UQwr76qo9arqYRQ1dmcER1G64QRgBMsRwhiGJNwohnPUfSRsl1qh/CNa316Kh6n4YYRjytG4FR574Thju9zlqbNm1YvHgxu3bt4rfffuPSpUtYLBZatmxJ3759GTJkiEyAJoQQbkDquRBC2FfX9VHrpT3DUH8B7gphxB9zXxTypOdoTcIIZybiFA2Lq4QRUaQwQknRLIw4pguiI5dVt+MqarTwu16vZ9CgQQwaNEir/gghhKgHUs+FEMK+uqqPY0jmTk5qFkYc0wURpnJEgCuEEb6KkSmW0lEdy/TdtQsjRKPmKmEEwAi0DSPcnVOTWgohhBBCCCG0cytJmoYRarlKGLHIEkcwhQCk6ZyY+0LCCHEVVwkjhpjPAxBHGwkjyqjRCInTp0+zevVqEhISyMrKAiAoKIgePXowduxYOnfurEknhahrwZY8minFmrfrqZgx6Wpn6LunYsao1M79Y1d03qQj8wc0ZFLPhRDCvrqqj78Syi5C6KyoG3rtjYlH2E8YeSymP2Z0tjZCfp/UsgeZVd6uEEoeUzlGOn6soT2DSK329oYeZJb+W8kAC0QpKYzgPHG0JQ1/RlqSVB2HQTETTSLBFLKLUIZznhAln86WLIfbaK9k81fzHlIJ4BOPvqVzRpQ5jnbKFVV9Eq6tnZJT7Tbeiom/mPcRRh7/0l+LWaejs1L5aypEKV2tooclw/azUCWPuy1HSceXtboODFJSVN/+M8RynhGUBhLZeDPSkqxqfwNmojlGMAXE0JUwJbfcCKgW+gJSiVDXKRehUxTFqbupYmJiiI2NxWKx2G9YpyM6Oppp06bVqIPupKCggOjoaCy5AOUvDM3JHpiTa5T/1C597Vwk62rxvnOdR+0M8Am25PNJ8U/4YNK8bYWrXxnu0XYRHsz0uo10nb/2jSv2a4irU8xm7Rv1VPC5qYjY2Ng6nUCyLuq51MeK3LE+AqB3z8GVtfKetbLU0o3pUh//0AjqY5vc3ApDl8clJTEuWd2Fy9Xc9dyjttouwoNZ3hNI19fCOY3Ux4pqoT4GK/ksMa7Eh9rptzu+rgs8PYkeO7bOa6QWnDoD3LhxIzExMfj4+DBu3DiGDx9O69atAbh06RJbtmxh1apVxMbGEhISwqhRozTttKsz7moC5oovtZqOGKvNYlFbJ8a1eVKsMxhqpd1Acw4+xSbeCLqZs15/DIXysRh56PJmwkzZ/Lv5SJIN6u5pvK4wiftztlOi8+CcdwveD7mZYg/1L4qbs/Yz/vI+fmren5+D+gIwIPcU0y/F8XmLoezxr3rGYW+LkTmX1hNmvMy7rW7irHfVxxFeksnTF1bR3N+DTK8mqvtbHaWgUPM2bW2XlNRa2ziX5dZ9m9Wo63ou9bFsu+5XHwF0TbWvA1ZKM/XDsx2lKzHWWttcrp1vXaU+1nKb1ajz890dvlx9fbWKbqzyVH8Lh1W4coW55u18Sk8u2PlSIVTJYyqJpONLLF0pUTGKs4eSwUROcYQgupNFnK4t2/ThqvtowMwU8xGCKWSZvjtpugBCdAXMMB3gNa8hnNM3U91mVXIMTcjQB9TKRaHURztqoT5m0oRZeRNrZTRzuOUKz5T8ymf6XugUhbuV0pERX+u7qXp/WA0xn7eNHLqi82GCcpIf6UgCjt02Ujoy4rhtZEQa9oO0FtTe50VtcyqQWLFiBR4eHixcuLDCMLWIiAgiIiIYMmQITz75JCtWrGh0gYRoGM56BXHK0AoAX0sJ89OXE2LO4ZlWd3DcO0R1e9cVnAbgoldTnuhwH4Ue3qrbmHrpV8Zf3scXrUYQ02qo7edti0uHlV3wasZJn8r75mspZsH5bwkxXeHptlM57huqug+iYZF6LoQQ9tV1fTytbw5a33r5+8CO3fpQTl51v3mkksmjyj5OEchcvRP3xFtgonKK7mTxuUdvlnr0VN09X8XIQtMmgigut5rGNbrLzDAd4Jy+GSeduN+/Kjp97QW2ou6k6wNIp/ZCmkv48RdlH6d0zZ1f2tOcwAjO87m+F0s9ejDSksQE80kSaMEmXftq97fODRNEEU9wQ5VzRrjzKhtOfT1z7tw5evfuXeU9c507d6Z3796cO3fO6c4J4QqsYUSEMZNng293KozoUnyB6Nw9AHzTcrDTYcT9l+IqhBGOsoYRESXpzG0TLWGEAKSeCyFEZRpyfYxUMnndEkcSTZ0LIyidMwIgThdeozAiQrnCM54jnVpNQ4ja8lfL3hpNYDnNnMB0yyFbGKGWFhPVugunAgk/Pz8CAqpPpPz9/d3uHhYhytIqjFiY/gPpHqXD+Er06gcmSRghaovUcyGEsK+h1kctwohplgTbBH3b9G1V7y9hhHB1qQRIGFFHnAok+vfvz+HDhykurvy+neLiYhISEujfv7/TnROiPvlYjJqFEUleLfi2ybVO9UPCCFGbpJ4LIYR9DbE+ahVGzFAOE4f6IAIkjBDu4d8e/SWMqCNOBRLTp0/H09OThQsXkpqaWuHxtLQ0Fi1ahKenJ9OnT69pH4WoFw9d3qxZGPFC8CSK3XRkRLvijOo3Em5L6rkQQtjX0OqjlmHEZ7qexOvaqN5fwgjhLop16s/bJYxwjkPP9OLFiyv8rEOHDuzatYs5c+bQoUMHWrUqnfzv0qVLnDlzBkVRuO666/jqq6/461//qrpjhYWFfP/99xw/fpzjx4+Tl5fHo48+yo033lhuu+TkZGJiYjh58iSXL1/G29ubdu3aMXnyZAYOHGi37ZMnTxITE8ORI0coKSkhJCSEm2++mQkTJti2SU1N5b///S9HjhwhNzeX4OBgRowYwe23346Pj4/q4xHuJ8yU7fQElleHEYVOTKDkCmFEl8I0Hrn0i+r9hOuqj3ouhBDuoCHXx/bKFR5RftMsjFiqL52gTw0JI0RDJmGE8xwKJDZs2FDpYxaLhVOnTnHq1KkKj+3atQudTudUgc7JyWHZsmUEBwfToUMHDh06ZHe79PR0CgsLGT16NEFBQRQXF7Nt2zbmz5/Pww8/zNixY8ttv2/fPubPn0+nTp2Ijo7G19eXtLQ0MjMzy7X5+OOP4+/vz7hx42jSpAmJiYksXbqUU6dO8fzzz6s+HuF+/t18ZKMPIxalxJLq1ZxOJemq9xeuqT7quRBCuIOGXB8fVfZxmmaahRFqSRghGjJXCCPCySUVX9X7uQKHAolXX321tvtRQVBQEF9++SXNmzfnxIkTPP7443a3GzBgAAMGDCj3s3HjxvHYY4+xfPnycoFEQUEBb7/9Ntdddx3PPPMMer39O1Y2bdpEfn4+r7/+Ou3bly7JMnbsWBRFYePGjeTl5Tk0yZFwb8kG9R+WDS2MSDIE82nL4fzjfIzqNoRrqo96LoQQ7qAh18dU/CWMEKIWuEIYEalk8RAH2MkY1fu6AocCiV69etV2Pyrw8vKiefPmTu3r4eFBy5YtOXHiRLmfx8XFkZ2dzb333oter6eoqAiDwVAhmCgoKAAgMDCw3M+bN2+OXq/H01P9PUWi4XOFMMJgMWkaRjzf9k7alLjvusaiovqo50II4Q4acn18V+fkBH0SRghRKVcJI15nC0k0Vb2vq2gwV9ZFRUUUFxdTUFDAzp072bt3L8OGDSu3zf79+/Hz8yMzM5NXX32VlJQUfHx8GDlyJLNmzcJgKL2A7NWrF9999x3vvvsu06ZNs92ysWbNGm677bbq55DwUBzrtAVQdE4crXA1rhBGANyVtZMgS4FmYUSh3tupfghRKamPQghhXy3WR6cm6JMwQohKuVYY0YwP6al6f1dR40DCbDaTk5OD0WisdBvrBEC1acmSJaxduxYAvV7P4MGDefDBB8ttk5qaitlsZsGCBYwZM4b77ruPQ4cOsXLlSvLz83nyyScBuPbaa/m///s/vv76a3bu3Gnbf8qUKdx7773V9sX7hjyH+mw6ZcB8SibIdHeuEEYYzCYAgk15PBU+VcII4ZS6qOdSH4UQ7qix1UcJI4SoXE3DCANmTcOIuQwlFMfqhytyOpD47bff+Oabb0hMTMRsNle57Y8//ujsr3HYhAkTiIqKIisri61bt2KxWCp8aFhHUdxyyy3Mnj0bgCFDhmAymVi7di333HMPYWFhQOmHSs+ePRkyZAhNmjRhz549fPPNNzRv3pzbbrutyr4Ubw4AswPJtcW5YxWuwxXCCF9zMXdlbgcgNuh6CSOEanVZz6U+CiHcSWOsj64QRrS3ZKveR4i6UNMwAiCa4wRRpFkY4cztWK7EqUAiPj6eN954A0VRaNq0KcHBwfj61u+snuHh4YSHhwMwatQoXnjhBebPn88//vEPdLrS4m69JWP48OHl9h0xYgRr164lMTGRsLAwtmzZwr///W8+/PBDWrYsLaJDhgzBYrHw+eefM3z4cJo2reI+HbPOsQ8U4dZcJYxYkLyM4JJcANIMgarbkDCicavzei71UQjhJhpjfXSFMCLSksEjpt2q9xOittV4ZIRSGmoGU8AT3CBhxO+cCiRiYkpn3H/kkUcYPXp0patV1KeoqCjee+89UlJSaNu2LVC6csfZs2crTFbZrFkzAPLySoe6rF69mk6dOtnCCKvrr7+eDRs2cPr0afr27VvrxyBclyuFERFF6cQGD+b+9K2q25AwQrhDPRdCiPrQ2Oqjq4QRr5k2kaoLoJOSrXp/IWqLFnNGTLEcBSCGSAkjynCqsqalpdGzZ0/GjBnjssW5pKQE+GPFDIDOnTsDkJmZWW7brKwsANuoh+zsbCyWiuPhTKbS+/SrG7InGjZXCyPmRkwlzVv9ijQSRghwj3ouhBD1oTHVR1cKI5J0zXjP6zrV+wtRW7QIIxaa4wimEIA0AlS30VDDCHAykAgMDKz6loU6lJ2dXeFnJpOJjRs3YjAYbLdxAAwdWnrht27dunLb//LLL3h4eNiWewoLC+PUqVOkpKSU227Lli3o9XoiIiK0PQjhNrQII4bkHNc0jDju10Z1GxJGCCtXqudCCOFKGkt9rGkYYVDMmoYRz3qOdGpVECFqg1ZhRIRyhWW6bk71oSGHEeDkLRtDhw5l06ZNlJSU2OZlqA3W1S+sIxp27dpl++/bbrsNf39/3nvvPQoKCujZsydBQUFkZ2ezefNmzp8/z8yZM8vd69epUyfGjBnDunXrMJvN9OzZk0OHDhEfH89dd91FixYtAJg8eTJ79+7lmWeeYdy4cTRp0oTdu3ezd+9ebrrpJtt2onHRIowAGJ6TKGGEcBl1Vc+FEMLdNIb6WNMwAmCK5QhBFGsWRjS0iy3hvrQMI57xuIEwckHlQPuGHkaAk4HE1KlTOXToEPPnz2fOnDmEhqqf1d8RP/zwA5cuXbL9//bt29m+vXQ1gRtuuAF/f3+GDRvGunXrWL16Nbm5ufj6+tK5c2emT5/O9ddfX6HNOXPmEBwczPr169mxYwfBwcHMmjWLiRMn2rbp2bMnb775JkuXLrW127p1a+69917uuOOOWjlW4do0GRlRcAqALU27ShghXEZd1XMhhHA3Db0+ajEyAiCYQp70HC1hhGhQxppPM0E5qVkYcUzfgjBLrqo2GkMYAU4GEj4+PixYsIAnn3yShx56iFatWtGiRYtK76979dVXnerckiVLqt1m+PDhFVbNqIqnpydTp05l6tSpVW7XpUsX5s2b53C7ouHSIoy4+8ouhhedBGBb0y6q95cwQtSWuqrnQgjhbhpyfdRizohoEgFYpu8uYYRocLQOI9RqLGEEOBlIZGZm8vzzz5OamoqiKFy4cIELFy7Y3da65KYQ7kirMOL+nO1s8elsCyXUkDBC1Cap50IIYV9DrY9ahBGLLGUm6NM5MUGfhBHCxa3QdZYwoo44FUh88sknpKSk0KdPH8aPH0/r1q1rd11mIewItuTRTCnSvN225mwAxuYd5sb8o6R7BvCzX3cGFp5W3daQglMMLzrJFp/OZHuUvke6F5x3eH+DxcRdGdsJNuYS23IwYSVZhJVkVdiue35pm90LUyo8FlqSTXTWztLjaNqT6/PUhSIhxisAtDVdVrWfo7ItkK5XfzIjtCH1XAgh7GtI9fE6JY1wJYcoJYURnCeOtqThz0hLkqp2DIqZaBIJppCdhDCCFHpY0lW1EarkcbflCOn4slbXkUGWiudFobp8VW0KobUj+pZ0Viqec1fFWzHxF/M+wsjjX/prMet05doIUUpf1z3IBMV+G6HkMZVjpOPHGtoziNRKty2rBYWkEqGqv65CpyiKA4dY3rRp02jatCnvvfceHh4etdEvt1RQUEB0dDSWPB1QPik3nzdgOV+zb6UVo6lG+1dFp6+dZF9XS5NABVvy+KToJ3wUY620r3D1X9C123Xntovw5E8t7ibdo4nmbVuyr2jeppViLNG+UU8Fn5uLiY2Nxc/PT/v27airei710U67tThJni48rNbavjQ0uNbazoyqnZoO4H2u9p7vdmtr5+LJ82RqrbQLUh8d0RDqY1dLOotLfnHL8wMF+Jv3WBI9W2nartTHiqQ+/iHYnMvHmTH4qJ190kG19Z4p8PQkeuzYOq2RWnFqhITFYqFTp04SRlTCuLsJmN1n6J47aqYU46MYeT10POe8/xgK5W0uYc6ldYSVZPNu65s466P+g2Hs5f3cdmU/6T4BvDfgFko81Q+TuiHpEDclHeKXiF5sjihdTrbPxTNEH93OFyMHsfea9lXubygxMmd1HCGXr/D+uJGcbRVU5fbXnkji/k07+e91Q9jXrgMA7bIymL11A2lNA/l46CiKvdQfx41HD3HrkYPogE/DR7Orubr5L3wsJfzl9CraFGWyuON4kvxal3u8XWE6z574lmaWoloJJET16rqeS30UQriLhlAfTXigA/bSimu5RBxtidepv/Wz7MiIGLqSpgugh5LBRE6xQteZBAfmkAi15HG3cpR0fPla340SXeXPa4i+iBnG/Ziq2EaI2pDu0YSZXrfRTCnWvO1w5Qpzzdv5lB5coHxoEEo+U0kkHT9i6UIJ6l77LX6/hcodORVIREZGkpaWpnVfhFDtnHcLTvqEAL/PtXDxa0KMOTzdbirHfdUn4F0KU7nxymEA3htwKyu6VlyppTozf1vHTUmHeO/asSzpN6bcY9FHt7P3mvb8OLhfpfv7Fxbz5T8/pWVuHnc/M5sDHcMd+r33b9rJvnYdWNnnWnqfT+blld9xJLQts+77M/nePqqP46HN67j1yEFWd+/NrUcOkubdnJMBjj+nvuZiFh35ktDiyzzR4wGONWmrug+i9kk9F0II+xpSfbyWSzWbM0KJI4hintCP5Jju9y+CLDBROUWCviWb9BFVthFpyeSvyl5O6ZrzrMeIau+Jv8YjlxnG/ar7KoQW0nX+pOv8tW/YUvqv3YRwUtfc9uNIJYtH+Y1TNHd6zojZ7Neok3XP/jTB1bj33ntJTk7m559/1ro/QjjF11zMgvNfE1GcwdzwaKfDiEXnYkn3Kp3PoMRTfV4387d1PLx3rd0wwhHWMKJLygX+74lZDocRZfU+n8xnX3zI8VYhNQojHtu4hrdH3cL6br1U728NIzoUXOSp7tMljHBhUs+FEMK+hlQfV9CpRhNYRpDD0/oRf4QRKkRaMnnNvLl0AksHwgghGhMtJrCcphzlVpK071wdcWqExNmzZxk9ejTvv/8+mzdvpm/fvlUugzRq1KgadVKIqmgZRiR5t+Tnpr14/OJa1W24QhjRLiuDl1d+p1kY8Z8bxnDbgb2q9pcwwr1IPRdCCPsaUn1co++oeh8JI4SoXVqFETNI4Fs610IP64ZTgcQ777yDTqdDURQSEhI4cuSI3e0URUGn07l0gRbuzdtcwoKL2oURz7edonoVCnCNMAJg9tYNNb5No2wYoZaEEe5H6rkQQtjXmOujhBFC1C4tw4jP6MEOQmqhl3XDqUDi7rvvdqv1lkXDNefSOkKMOZqFEYUe6meydoUwot2l0iWFLjQNlDBCqCL1XAgh7Gus9VHCCCFqV3tyeITfNAsjluq60ZHLtdDTuuFUIDFt2jSt+yGEU8JKsms0gWVDCCP6nD7HnFWbAPhw6CgJI4QqUs+FEMK+xlgfXSWMuNl0QvU+QriLR9nHaQI1CyPcnVOTWgrhKt5tfVOjDyP++9YnXGjeDIASJ5b2lDBCCCGEEK4SRkwzJzDBdFz1fkK4i1QCJIwoQwIJ4dbO+gSr3qehhRHH24Tw/q0jVO8PEkYIIYQQwrXCiOmWQ6zw7KJ6XyHcxbv0lTCiDKdu2XjuuedUbf/qq68682uE0JwrhBHeJUZNw4j7Hn+AG/fbn2irKq4QRkQUXFS9j9CW1HMhhLCvsdRHVwsjPtf3YrdnOxklIRqsYicuwRtqGAFOBhKHDh2qdhvrrMSNcTIg4ZpcIYwAeGjNFlrm5GoWRuT7qj8OVwgjInPP8+jpn1TvJ7Ql9VwIIexrDPVRizAiVMnjr5a9moURSz16cA25qtsQoqFqyGEEOBlIfPLJJ3Z/brFYyMjI4LfffuOnn37i1ltv5dZbb61RB92R13W5QPkPJvN5A5bz6i8chTZcIYwwmIwAhGZlE/3M7EYfRrxx5HNSfFrQueCC6v2Fduq6nkt9FEK4i4ZeH7UIIwDuthzllK65ZmGEEOIPDT2MACcDiVatWlX6WEhICD179qR379689NJLREZGVrl9Q2Tc3QTM7pmUN0SuEEb4lRQx/UDpShjvj7tBwogjn3PGrzWftB/DO4eXqG5DaKeu67nURyGEu2jI9VGrkREA6fhKGCFELWgMYQTU4qSWffr0oXPnznz77be19SuEqJarhBH/XvsxrQuyAUhupf5D3xXCCIPFqGkYMbf7fRTpDarbEHVP6rkQQtjnjvVRkzkjlEymkgjA1/puEkYIobHGEkZALa+y0bJlS86ePVubv0KISrlSGNHp8gU+7T1a9f7gGmEEwN2pv2oaRjjz9xD1R+q5EELY5071Uasw4nVLHOn4AlCi81DdhoQRQlSuMYURUIuBRHFxMSdOnMDLS31iKkRNaRFG3JB0WLMwYs4ts0lp5p4jI7yNpXNfBBdfkTCikZJ6LoQQ9rlTfdQyjEiiKbF0daofEkYIUbnGFkaAk3NIXLp0qdLHioqKSElJYfny5WRkZDB8+HCnOyeEM7QIIwBuSjqoWRiR0Kod4TnpqtpwhTDCv7iIP/26EYCYNsMkjGiApJ4LIYR9Dak+eismFinahRFz9SMYpKSAoq4NCSOEqFxjDCPAyUBi1qxZ1S5vpCgKbdq0YcaMGU51TAhnaBFGDMktXff6l4jemoURarlKGPHJlx8RmpMNQKqPEycvEka4PKnnQghhX0Oqj48o+wihQLMwolDnJWGEEBqqaRjhjakWelU3nAokevToUWmB9vT0pHnz5vTq1Yvhw4djMMikdaJuaBFGTM2IZ3jeMQA2R/RUvX9DCyO6XLrAh8NG87dNP6tuQ8II9yD1XAgh7GtI9TGMfJ7U36BdGKGShBFCVK6mYYSvYmQ2h3iGIbXQu9rnVCCxaNEirfshRI1oFUbcn7GVLQGRtlBCjYYYRsy4fzbtMjNUtyFhhPuQei6EEPY1pPq4WNdfwgghXJAWYcQifiWE/FroXd2o1VU2hKgLWoYRX7QcxrYmXVTv7yphxI1HD2kaRhxs2151GxJGCCGEEK4lWddM9T4SRghRu7QKIyK4wn/oUws9rBtOjZAQwlWMzd7PjdmHSfdqws/NenN93knVbQzJPc7wvGNsCYgkzSuQ7oXnAehz8YxD+xtMJqYf3Ejr/Gw+6zOa8Jx0uxNYWtsbcCKpwmPtL2UyZ9Vm0oICiR16LTfuP6LqGK49kQzArUcOsrp7b841D+K2A3tVtWEwGpn960ZCcrL5cNho2mVm0C4zg/5nS/vdI7f6Jc3CijKZmrKVdO9mrAnux6DMxCq3Dy2+rKqPQgghREPV0XIZvUXbNsMtVwC4TkkjXMlxeL9QJY+pJJKOL2voYHcCyx5K6QjKHhb7IymHWM4zQjlPnK4taTp/RlqSHP/9FDm8rRDu5joucLeSyAhSiKMNafgxUklW1YYBM9EcJ5gCYogkmIJa6m3t0ymKUu2UNDExMTX6JVOnTq3R/u6ioKCA6OhoLHkA5e85NCd7YT5bwyWhLOaa7V+VaiZtcpZHUPNaaber8SJvX/mR2ul16WdubbRdW+26e9uPBU0m0RCieduW7Cuat2mlFBdr36ings/NxcTGxuLn56d9+9RfPZf6WFFt1UeA3OHX1FrbW9/7sNbadldD/zq7VtptutWxYNwZUh8rqu/62CY3t8LQ5XFJSYxLVnehcjW3Pj9oNpFEr9aativ1sW5JffxDV0s6i0t+qZX3TIGnJ9Fjx9ZqjawtDo2QiImJQafT4UB2YVN2EqDGEkhYlWz3A1NtlWcBYNJ5oAPSfJrxWbcxlHiov5gZlnqY0amH2BDWi61hf0xg2SsjiTuStmO5vylc51N5A8UKun9fhjQTyiPNoX01fdhdhP6LnPLtJhvRvXsZQj1R/tIcvJ143azJR78qHx1U32dnjuP3fn/XcTAHW0bYbSIsL4P7EjeR7teMryJHOvz3CMvPYnbCz5h0Hur6LJxW3/Vc6qMQwlXVd32cHH+Gm0xnWUEn1ug7ArCSLqzUO3Yrqbdi4hFlH2Hks1jXn2RdM66zpPEAh/mRjiRQ/RwSoeT/PjLCj1i6UELln889yGQip39vu6Xt51Gk2L75jaeNQ30vy4CZe3WJtFby5fxANCgmPGxhROn7I0x1G+VHRnQlDX8AWlCoYU/rlkOBxH333aeq0czMTNatW0dJSUm1yyUJUROvXDeNg8EdVe93f+J6Rqce4qPuN/NF1xsrPH5H0vbSC/s7mtpvIM+CbloqZFhQvm8L/RwMAb7I+aPd34rQzc2AXj4oS8MgwIkpXd7OQr8qH8s4f/Sr8qvuc02O44scDraMYF37/hUe6pZ1lif3/cCJ5m14fNgsCrwcD0S6XD7P7AT1K3gI50k9F0II++q7Pg4llc90PVmqVz/Xgq9iZJESRwgF5VbTCNflgAIJtGCTrup5oSKVLB7lN07RnLkMrX7OCAUmcpoEWrJJX9r2NOUII5QUPtP1YKmuu5PHsZWmSi2MshHCRaygI+/qKp5TV8c6Z0QQRTzBDRzTBdke64j73gbtUCBx5513OtTY5cuX+eabb/jll18wGo34+fkxYcKEGnVQiKoUeapfZuv+xPX8+cjPlYYR1bJexCeWoMSGOR5GlPVbEbroVOhqqFkY8UYWlqeCoJ0nrFI5u64Gx9Et6yyL4z7mdLPWqsMIUT+kngshhH31XR9X08H5MMISRwQ5PK0f4eRqGlm8zhaSaOZYGGHHNOUIM5SEGocREVzh3YChPJW3WXUbQriDNXRQvU/ZCSyfZni5MMLdaTKp5ZUrV/j2229Zs2YNRqMRHx8fbr/9diZNmkRAQIAWv0IITbhEGJFkLB0ZoVUY8VgQfOf4RFWAy4QR40/vUr2PqF1Sz4UQwr7aro/r9BGgcjqchhhGPK0bAZ7qVwURoqFqyGEE1DCQyMnJ4bvvvmPNmjUUFRXh4+PDHXfcwe23306TJk206qMQmnCJMAJK52uo6W0aZcMItVwkjJh+ZD13nN6uej9RO6SeCyGEfa5aH10ljIgiRZPbNKxhxDFdEJFqkxkhGqiGHkaAk4FEXl4e33//PStXrrQV5smTJzN58mSaNlVx/3oVCgsL+f777zl+/DjHjx8nLy+PRx99lBtvLH8hmZycTExMDCdPnuTy5ct4e3vTrl07Jk+ezMCBA+22ffLkSWJiYjhy5AglJSWEhIRw8803Vxhu5+h2wvW5RBiRbCz9d6inhBFH1vPnhJ/5ruNgCSXqWV3UcyGEcEeuXB9dJYwAGIG2YYQQolRjCCNAZSCRn5/PDz/8wMqVKykoKMDb25tJkyZxxx130KyZtkOrcnJyWLZsGcHBwXTo0IFDhw7Z3S49PZ3CwkJGjx5NUFAQxcXFbNu2jfnz5/Pwww8zduzYctvv27eP+fPn06lTJ6Kjo/H19SUtLY3MzEynthOuzyXCiN+KSlfTAJSHAyWMSPiZj3rczLbQrhJI1JO6rOdCCOFOXL0+ukoYEUUqULpagIQRQmirsYQR4GAgUVBQwPLly1mxYgUFBQUYDAYmTpzIHXfcQWBgYK10LCgoiC+//JLmzZtz4sQJHn/8cbvbDRgwgAEDBpT72bhx43jsscdYvnx5uUCioKCAt99+m+uuu45nnnkGvd7+RaGj2wnX5zJhRHQqhHrCGRP4uGcYEZaXwZP7ftAsjPi8+410uXxedRuiZuqjngshhDtwh/roKmHENOUoI0gBcGppTwkjhKhcYwojwMFA4oEHHqCwsBAvLy/Gjx/PnXfeSfPmzWu1Y15eXk7/Dg8PD1q2bMmJEyfK/TwuLo7s7Gzuvfde9Ho9RUVFGAyGCoGDo9sJ11bjMKJI49U07m6C7u/p6ttwgTAC4L7ETU4t7Wl1dRgh6kd91HMhhHAHrl4fXSmMmEECcbSxhRJqSBghROUaWxgBKkZI6HQ6jEYjq1evZvXq1ap+yQ8//OBU59QoKiqiuLiYgoICdu7cyd69exk2bFi5bfbv34+fnx+ZmZm8+uqrpKSk4OPjw8iRI5k1axYGg0HVdpXyUBzrtAWw1HzdalFRjcMIQPdeNmRYtFva8+c89W24Qhjx+9wX6X6BEkY0APVez6U+CiFcVH3XR4sHoLNfI30UIy9Z4mmlz+cpRnBcqd8w4jN6kIaf6kBCwgghKtcYwwhQMYeEopQWSLPZNWe9XbJkCWvXrgVAr9czePBgHnzwwXLbpKamYjabWbBgAWPGjOG+++7j0KFDrFy5kvz8fJ588klV21XGZ1ShQ302nfDCdLKacEOoVtMwwmD+ffLJNBPK9221CSPcdM6IsnNffBV5g4QRDUR91nOpj0IIV1af9fHCaG98KKj08XmUTtZuOuEFJ9W1HUoej/KbZmHEUl03RirJqvaXMEKIyjXWMAIcDCRWrFhR2/2osQkTJhAVFUVWVhZbt27FYrFgNBrLbWMdRXHLLbcwe/ZsAIYMGYLJZGLt2rXcc889hIWFObxdZYo2+oLZgW/2LM4fr7CvpmGEn7GI/zu+CQDlL80ljCgz90WJh/qTFwkjXE9913Opj0IIV1Xf9TFkQzFJlvK3iPgoRuZZ4mlHDi/ph3JCF+RUfZzKMU7RXLMwQi0JI4SonBZhRDi5pOJbC72rfQ1mUoTw8HD69u3LqFGjeOmllygsLGT+/Pm2pBuw3WoxfPjwcvuOGDECgMTERFXbVcqsA5MD/8hwZE1pEUb8I/4TgguvlP4gwonlrxpaGNHVUBrMOEHCCGGX1EchhLBLb6ZcHfQ1mnitZAtdTZd52TKUE+YWqutjqFJ6u2g6fhJGCOGCtAgjIpUsHuJALfSubjSYQOJqUVFRnDhxgpSUP+5tCwoq/QNfPVOydQmnvLw8VdsJ16FVGNEx5yJfRY50rhOuEEZoPRHn0jDwVn9hKGGEEEII4TxtJrDMZCqlX6LF0kXCCCFcjFZhxOts4QL+tdDDutFgA4mSkhKgdIIiq86dOwOQmZlZbtusrCwAmjZtqmo74Rq0DCP+NvRPpPq3VN8JVwgj+H0iTi3DCCeOQ8IIIYQQwnlahRGvW+JI/30IdwkeqtuQMEKI2qNlGJFEMz6kVy30sm64fSCRnZ1d4Wcmk4mNGzdiMBgIDw+3/Xzo0KEArFu3rtz2v/zyCx4eHvTq1UvVdqL+3Za0S9Mw4mhQO/WdcIUwovj3W5PSTBJGCCGEEG5KyzAiiabE0tWpfkgYIUTt8cakaRgxl6EUO75Whctx6Z5bV7WwjlTYtWuX7b9vu+02/P39ee+99ygoKKBnz54EBQWRnZ3N5s2bOX/+PDNnzsTX94/JPTp16sSYMWNYt24dZrOZnj17cujQIeLj47nrrrto0aKFqu1E/bvjzHYJI/Is6P5duhJGfU7EKWGEEEII4TxvxaRpGDFXP4JBSgo4uNqylSuEEe1MWar3EcJdPMJ+QsjXLIxw5nYsV+LSgcQPP/zApUuXbP+/fft2tm/fDsANN9yAv78/w4YNY926daxevZrc3Fx8fX3p3Lkz06dP5/rrr6/Q5pw5cwgODmb9+vXs2LGD4OBgZs2axcSJE53aTtSv7zoMljBiWiqkmUr/v54m4pQwQgghhKiZ2coBIsjVLIwo1Hm5ZRgRqWTxSN6vqvcTwl2EkceTOP/+aEhhBLh4ILFkyZJqtxk+fHiF1TCq4unpydSpU5k6daom24n6tTJioOp9GlwYkViC8khzdG9eVt+GhBFCCCGESwghX9swQiVXCSNeV+JI9WhKJ7OMkhAN02L6SxhRhtvPISGEGg0yjIgNg/buOTLCx1Sieh8hhBCiIfqPrq+EEUocSTTjff8o1fsL4S6SUb9AQkMNI8DJQGLbtm3k5ORo3RchapXLhBFr87UNI9x0zgg/YxF//+0H1fsJbUk9F0II++q6Pp7TOXORUv9hhAGzpmHEXN0wivUN52JLiJpqyGEEOHnLxmuvvYZOp6Ndu3b07NnT9k+zZs207p8QVRp0IZH2uZeq3c5gNvJ/xzcTXJjNV5EjaZuXQdu8DLvb9spIKv2P3UXlH0gylk4eGeqJEh0AP+ep6+zv7elX5mO5zR/aecJ3Kk90iiylS3ummUonsDxdUvqPta9X99ketcfxe5u25wUYnnKY0SmH2NCmFyn+QYxJ3qfqMAxmI/ce20zrfCduMxGaknouhBD21XV97K9coL3F8fOCUCWPqSSSji9r6GB3AsseSum5Tg8y7c4nEUUqI0ghjjak4cdIJdnh39+D0onmZ3AYf4zE0JUwJZcwJdfhNgBCsR6HH2uIYJCSSliJRVUbQriTduQ6PL9Le3J4lH2kEsDH9KQNeXb3DSOPVHwrPuAGdIqiqJzupnRuh8OHD3P69GkURUGn0wHQtm1bevXqRa9evRrlCW1BQQHR0dFY8gB05R4zJ3thPlvDNEtxv+Ls0aJ2lnnqWnKBt6/8eNWzrB2Fq/+Crt2uu7f9WLOJJHq11r5xs1n7Nn+nlBi1b9RDwTD8MrGxsfj5+Wnfvh11Vc+lPlZUW/URoPDaDrXW9vpPP6q1tj10tXcn6SmjyhBZhYcnz66VdvVJabXSLiD10QF1XR/b5OZWGLo8LimJccmOhwT2uP35gSFE03alPlYk9fEqtVQfgy15fHzlO3wwad52gacn0WPH1mmN1IpTIyRmzpwJlBbQw4cPc+jQIQ4dOsSZM2c4d+4ca9asAaBNmzb07t2bBx98ULseu4GS7X5gqq3yLABMOg90wMedx5DmW/lJvcFiZNrpOIKLr/C/jiNJrWJbq56Xk5h8fiem+5qgXOeDLtmIx7+zUUI8Mf8lELzV/231a/PxWFWADrDc3xSuU3mbRbFSOqohzYTySPOKc0bsLkL/RQ6X7/WlaIDBbhOeySaC3s/HFOLB5Tl+KN6OfbD57Cmh+VeFrGg5gGamfEZkHyUusBvbAp0Y1qkYmZIWT7Axh2UhQ1F0OmakbsKk81DdltBGXddzqY9CCHdR1/WxX3wWmebyFxIHCOGArvwFedmREbF0paSKz9AeSgYTOcWPdCSBlrafR5FiGxkRTxvVfTVgZgaHaUGx022UHRkRSyQl/HEcYX4K0wt2y/mBaFDS9QHM8p1AM6VY87YtbvxWqdEqG35+fgwcOJCBA0tXOrAW7D179rBhwwbOnz9PSkpKowskRN3ZGdyVE83sfwj6mop5c8+nBBnz+NvA2SQGhjvc7uTzO0vDiI5eeDybgdLTG/PSUKfmWtC/cxmPVQWYx/nhsaqgNIy4Q8V9otY5IzIsKN+3rXzOiC9yKBpgIO/2isO1vPeX0Or5HEp6eJHyVXMUtcfxVaEtjPg8bCRLwxxf2cbK11zMwuP/I8icz5OR0zkW0IbO+WnMSN2kui2hPannQghhX13Vx336EE4rVX9xEqlk8qiyj1MEOjZnhAUmKqdIoCWb9O0BmKYcYYSSwme6HizVdVfdT+sElv6UjoSJp42tbUdFKlm/H0dz5uqGVTiOSIOZ6QW7VfdNCFeXrg8gnQDtG/ZQMOCet0JrsuxnSUkJR48e5dChQxw+fJgTJ05gNJYWqZYtW1aztxDas4YRHfIu8PcBs1SFEVa6ZGNpGBFpqFkY8cZlzE81xxLuWRpIqKHBBJbe+0toc89lSrp4OhdG/E6LMCKi6BLPXHMvxwLUf5Mi6obUcyGEsK++66M2E1geYYaSUOMwIoIrxNCVGRxR3cbVE1g2tAn6hBDqOBVI2CvIJpMJRVEIDg5m2LBhtnvrWrVqpXWfhaiSFmEEUHqbRk1HRljDiL81h+/UTfLkKmGE/8+lk1rGBXaTMKIBknouhBD2uVJ9dLUw4mndCNWTV4KEEUKIipwKJKZOnYrJVDoZR8uWLeWEVbgMLcKIsMIsAJRQT+3CCLVcJIxo/q88mq4uvc/NmTkjJIxwfVLPhRDCPlepj1qEEVGkaHKbRtmlPdUGEhJGCCHscSqQsA5Pa9++PSNHjqRXr1507tzZNvuwEPVBizCia/Y57jldOqeBeU5gow8jWr6VR86t3rZQQg0JI9yD1HMhhLDPFeqjFmEEwAi0DSPUkjBCCFEZpwKJWbNmcfDgQY4cOcLnn3+OTqfD19eX7t2725LjTp06yQmtqDNahRH/2PMJ6d7NaFeYCT5OrKbRwMKIjCcCMIZ7qA4kJIxwH1LPhRDCvvquj5qMjFBSAIijjYQRQgiX5FQgMWHCBCZMmICiKJw5c4aDBw9y+PBhjhw5wp49e9DpdPj5+dkK9qRJkzTuthB/0DKMOBMQwqo21/JMwveq23CFMMIr2VS6moZGYcTlvwYQ8EOhqv0ljHAvUs+FEMK++qyPmswZYUlgBOcBnFqWU8IIIURdqNEqGzqdjo4dO9KxY0cmTZpkK9gbNmxg7dq17Nmzhz179sgJrKg1PuYSTcOIJwc8wJCL6meMdoUwAiDo/XyKnV3ak4phhFoSRrgvqedCCGFfXddHrcKIGcph4mhrCyXUkDBCCFFXNFn289KlSxw+fJhDhw5x6NAh0tPTURSl9Bd4avIrhLDr0SM/Elp0WbMwotDTW3UbLhFGJJfe52oK8ZAwQtSI1HMhhLCvLuqjlmHEZ7qepOHPCEVdICFhhBCiLjlVPe0VZABFUfD09KRbt2707NmTXr160bVrV0077A4MgwuA8vcTmpO9MJ+VYqy1NoWZPHbdnxt3GPFbEbp3LwOQ9ZC/hBFClbqu51IfhRDuoq7rY9ZgD1pQxF8ZxiX8sOiMeCSjqj6WDSOW6nsw0pKkqg+uEkbcXJSoeh8hhHtyelJLnU6Hoih4eXnRrVs32+Q+Xbt2xWAwaN1Pt1Ky3Q9MMgFcXfhn99sljIhOhVBPOGNCcWIiTgkjGre6rudSH4UQ7qKu6+MH8Zu4YApgrn4ERTUcGbFU30P1/q4SRkxTjjC+SP3ts0II9+RUINGjR49yBdnLS77ZEvUjKaC16n0aXBjR1YBydxN0f09X3YSEEULquRBC2FfX9fEC/prcpuHuYcQMJYGffLpLKCFEI+FUILFo0SKt+yFEnXCJMKJI4zBiaRj8nKe6CVcII9oXXlK9j9CW1HMhhLCvruvjh7o+EkYoCXym68Fen0gJJIRoJDSboSwvr/SCKCBA/YWNEHXBJcIIQPdeNmRYtAsj3HTOiMi8FP56dpXq/UTtk3ouhBD21WZ9LNapPy13hTAilDweVfZpFkYs1XUnErPqNoQQ7qlGgcSePXtYsWIFR48epaSkBACDwUD37t0ZP348AwYM0KSTQtSUS4QRxaUzcZNmQvm+baMPI1478RWphiA6FV1Uvb/QntRzIYSwz1XroyuEEQBTSeQUzTULI4QQjYvTgcTHH3/MypUrbcsd+fn5odPpyM/P57fffmP//v2MHz+eWbNmadZZIZzhEmFEngWPf2cDoPyluYQRJ74iyacVn7QdzdvHPlfdhtCW1HMhhLDPVeujK4QRoZSOFknHT8IIIYTTnAoktm7dyk8//USzZs2Ijo5m5MiR+Pv7A1BQUMCmTZuIjY3lp59+IjIykmHDhmnaaSEc5TJhxLQ0dBdMpf8f4cSkWC4QRhgsRk3DiGe73EOboizVbQhtST0XQgj7XLU+ukIYEalkMZXSpTljiZQwQgjhNPVXNcCqVavw8vLitdde47bbbrMVZyhNjseNG8eiRYvw9PRk9erVmnVWCDVcKow4VoL5L4Hq9weXCCMAplyM1zSMKPRQ//cQ2pN6LoQQ9rlifXSVMOJ1JY50/AAowUN1GxJGCCGsnAokkpKS6N27N23aVH5R0qZNG3r37s2ZM2ec7pwQztIkjFibr10YsSwUpb17jozQFVsACC7JkTCiAZJ6LoQQ9rlafXSlMCKJZsQSqXp/kDBCCFGeU4GE0WjEx6f6e+B9fHwwGo3O/AohnKZFGAHgsapAuzDCTeeM0OVZaP5+AQDLQoZKGNEAST0XQgj7XKk+1jSMMGDWfGlPGRkhhNCCU3NIhIaGcvjwYYqKiiot1EVFRRw+fJjQ0NAadVCIqlyffox2eZds/9+mIJNpZzaT4RPIqjbXMuSi+jWs70iOB8DS14Al3BO+y1XXQJGCx/vZ6NJMmP8SiHLaCKeN6HYXlT5u/XdVkozo/n0ZQj1RogPg57yqt/+9TZ89JbYfBfxcRJPVxeTe6o0x3IOAHwpVHYauSCHoP/l4ni9deivImMfIjEOq2ggtzuLuC7+SbmjK2hZ9GXT5eLnHQ0ouq2pPaE/quRBC2FfX9bG/coH2lpwKP49SUhjBeeJoSxr+jLQkOdxmDyUDgBkcxh8jMXQlTMklTFF3bhNKHlNJJB0/1hDBICWVHpS23YMMsFTfRhQpjCCFONqQpvgzUkmudNuwEgcaFEI0CDrFOm2wCsuWLWPp0qX06dOHhx56iLCwsHKPp6Wl8cEHH7B//36mTZtGdHS0Zh12ZQUFBURHR2PJBdCVe8yc7IE5uUarrIJefRJd3/Q+tfNteFfTJd4pXnvVs6wdhav/gq7drru3/Zj/OBI9W2vetq5pE83btFKKS6rfSC29Ba8BKcTGxuLn56d9+3bUVT2X+lhRbdVHAF14WPUbOenS0OBaazvzWnOttd05tva+wTacrJ3li5XcasLoGpD6WL26ro9tcnMrDF0el5TEuOTKL9wd4c7nB3/zHkuiZytN25X6WJHUx/Lcrj5CvdRIrTh1Bnj77bezc+dODhw4wJw5c+jUqROtWpUWi/T0dE6ePInFYqFz585MmjRJy/66hZJt3mCqrfIsAEw6D3TA5y2HccErkNCSy0Rn7iDdK4BvggZRolc/X8OQ3OMMzzvGUe8QuhVfILbbYA607uDw/gaTkekHNtG6IJtPe48mpVmLco/3uXiG6KPb+WLYIPZ2jrDbRrv0TOas3cSF5s14/6YbKDE4dhzXnkzi/q07+DF0IM2M+dyQkcDmlj2ID1Y/HNJgNnH32S20LL5CTPvhBBXnMSltFyv8e3HE4Ng3QKGmK0Tn7iHdownfNulPsc5+qQk153B/zg5MOve7mGwo6rqeS30UQriLuq6P/eIzyTT52v4/ilTbiIJ41F9EGzAzgwRaUFzahq6t6jZCFevICF9i6UpJmc/rHkoGEznFj3QiQdey0jbKjvCI1zl262eoZzEzjPvl/ECIRsCpQMLb25uFCxfy5Zdfsm7dOk6cOMGJEydsjxsMBsaMGcN9992Ht7fcLy5qz56ATugVC49c/IVTvq15vu0Up+YomJoRz/C8Y3zRchhpXoF0S/uJA607sLbztQ7t71dSxL/XfkyLojz+PO5hElq1s7td9NHt7O0cwY8D+1d4rE/SWRbELOdIuzbc98hM8h24b7Ws+7fusIURn0bcyP8iRqraH8DXVMxrBz+nuTGPv/ebxbGm4Yy6uJ9Jabs4Ygglzr9rtW10KbnAI9mbOWVoxQstJ1KoN1S6baeSS9yfs0N1P4V2pJ4LIYR9dV0f99Ga07rSeaumKUcZQQqf0YOlum6q2/JVjCziV/wp/eY7XteWTfoIVW1EKpk8quzjFIHM1Y+ouLSnBSYqp0jQtay07WmWBEZwXvXcF1088phh3K+qv0II9+T0GFlfX19mz57N/fffz6lTp8jKygIgKCiITp06OTQJkBA11a4onYcvrSfJu2WNwoj7M7byRcthxLSM4oYrCar2t4YRnS5fYM4tsysNI6rSJ+ks/138CcfDWjsVRlhpEUZE5F/kqT4zONY0XHUbXUousDB9OUleLaoNI4TrkHouhBD21Ud9nKYcZQYJNQ4jIrhCDF2Zgfr5tCKVTF63xJFEU/thhANqOhGnEKJxqOFNu6UzC/foYb/IZGdns3z5cqZPn17TXyOEXY9c/IXTPq00CyPUcpUw4qb9pSHK5pY9JIwQTpN6LoQQ9tVVfdQyjHia4YShcmJuXCOM8Makeh8hhHuqcSBhT3p6Ot9//z3r1q3DaDTKCayoNamGwEYfRjyyegO3/Va6+oUzc0ZIGCGqIvVcCCHs07o+jiGZOzmpWRhxTBekejUNVwgjfBUjDxfvVL2fEMI9ORxIWCwWtmzZwm+//UZ2djaBgYFce+21DB06FL2+dE7g9PR0YmJi2LRpExZL6XI9gwYNcqpjhYWFfP/99xw/fpzjx4+Tl5fHo48+yo033lhuu+TkZGJiYjh58iSXL1/G29ubdu3aMXnyZAYOHGi37ZMnTxITE8ORI0coKSkhJCSEm2++mQkTJtjdPjY2lv/+97+0a9eO9957z6njEbXj/VZjGn0Y8cRPP7OyXy9bKKGGhBGNU13XcyGEcBf1WR9vJUnTMEItVwkjFlniCKP2VlAQQrgWhwIJs9nMvHnzOHjwIGVXCd28eTO//vorzz77LBs2bODDDz+kuLgYRVEYNGgQU6dOpUMHx1cpKCsnJ4dly5YRHBxMhw4dOHTI/sVWeno6hYWFjB49mqCgIIqLi9m2bRvz58/n4YcfZuzYseW237dvH/Pnz6dTp05ER0fj6+tLWloamZmZdtvPyMjgm2++kXuoXVSxh/qL34YWRrw1/mbOtmyuOpCQMKJxqo96LoQQ7qC+6+NqIiSMsMQRQQ7vGq7nqZJ41W0IIdyPQ4HEqlWrOHDgAF5eXowePZr27dtTUFDA3r172blzJ++99x6//PILiqLQr18/7r//fjp27FijjgUFBfHll1/SvHlzTpw4weOPP253uwEDBjBgwIByPxs3bhyPPfYYy5cvLxdIFBQU8Pbbb3PdddfxzDPP2JLuqnz66adERkZisVjIycmp0TGJ+ucKYUT79EwWxCzXLIx499bRTNy1T9X+rhJG3JyvbgJRUXP1Uc+FEMId1Hd9XEd71fs0xDDiaf0IFL2s6iREY+FQILFlyxb0ej2LFi2iS5cutp/fddddvP/++6xduxadTseMGTO4/fbbNemYl5cXzZs3d2pfDw8PWrZsWW5pJoC4uDiys7O599570ev1FBUVYTAYKg0mDh8+THx8PIsXL+bDDz90qi/CdbhCGAEw5+dNJIQ7t7QnVAwj1HKVMOLunF2Mz1d/m4momfqo50II4Q7crT66ShgRpaQ4tbSn1dVhxDFdC7rILRtCNBrVDxEAzp8/T9euXcsVZ6vJkycD0KZNm3otzkVFRVy5coW0tDSWL1/O3r176dOnT7lt9u/fj5+fH5mZmTz44IPcddddREdH8/7771NSUlJuW7PZzIcffshNN91ERESEus54KODpwD96pfq2hCZcIYxoc6X0tqC0wEAJI3J2cX/ODn7y76V6X1Ez9V7PpT4KIVxUfddHiwcO10dXCSMAzcMIIUTj4tAIicLCQlq3bm33MevP6/ve4iVLlrB27VoA9Ho9gwcP5sEHHyy3TWpqKmazmQULFjBmzBjuu+8+Dh06xMqVK8nPz+fJJ5+0bbt27VrS09NZsGCB6r743FhS/UaA6bgHphPOFX/hOFcII3pcOssDBzcA8J+bRkgYkbODL5oOYrdPhIySqGP1Xc+lPgohXFV918cLY3zxobj6DY/rWHR8W72HEVFKCgBxtJUwQgjhNIcCCUVRKr2tQafTAWAw1O9kdhMmTCAqKoqsrCy2bt2KxWLBaDSW26aoqIji4mJuueUWZs+eDcCQIUMwmUysXbuWe+65h7CwMHJycvjf//5HdHQ0zZo1U92XovUGMOuq39CiummhkquEEe+v+ZCLfoFE5GZQbFD/oe8KYUSo6QqPZG/WLIxY1nQgnUouqW5D1Ex913Opj0IIV1Xf9TFkXSFJlsAqt/FRjCyw1H8YMc2SwAjOAxCva6N6fwkjhBBWDt2y4Q7Cw8Pp27cvo0aN4qWXXqKwsJD58+eXmyXZ+iEyfPjwcvuOGDECgMTERAD++9//EhAQwG233eZcZ8w6MDnwj8WBk3LhtJqGEQaTSbMw4lTzED7vM1L1/uAaYQRAdO5eTcMI0UhJfRRCCLv0Zqqsi75GE6+Z4ulsya73MGKGcpg42qreFySMEEKU59AICYCNGzeyceNGu4/pdLoqH//xxx+d610NREVF8d5775GSkkLbtqUFMygoiLNnzxIYGFhuW+soiLy8PFJTU/n555+ZNWsWWVlZtm2MRiNms5mLFy/i5+dHkyZN6uxYhHo1DSMAph/cSIvCPE3CiL+M/RPDz6pfUcIVwojQwtK5L9I9AySMaCDcrZ4LIURdcdX66CpzRpRdTSMNf0Yo51XtL2GEEOJqDgcSZUcauAPrJJUFBQW2n3Xu3Jn9+/eTmZlpCykAW/DQtGlTMjMzsVgsfPTRR3z00UcV2p01axYTJkzgT3/6Uy0fgXBWjUdGWEpv9Wmdn82fxz2sSRhRYHDPOSMic84xNXkLAN8E9JcwooFwt3ouhBB1xRXroxZhRKiSx6PKPk2X9hxpSVK1v4QRQgh7HAokVqxYUdv9cFp2dnaFEQ8mk4mNGzdiMBgID//jImzo0KF8++23rFu3rtwKHL/88gseHh706tULT09Pnn322Qq/57///S+FhYX86U9/IjQ0tNaOR9RMTcMIX3Mxd2XtAOCzPqMbfRjxxoHPyPBuRnhRJiU6h/NLGwkjXI8r1/P/b+/Ow6Oq776Pv2eykYQ1EISwhUWDBcsuSpQIioog9rZVBJeK4vJYLUqhBevtUlRq66P2tuqtVqQ+SEStWNxQLILIqiKL7BCJmLCEhITsy8x5/ggJGTJJ5kzOTM4kn9d19arMnPPL95wz853MJ+f8johIU7Jjf7QijACYwm4O0N6yMMIshREiUhfz3zCCqOruF9nZlaeMb9q0qfq/J06cSGxsLC+88AJFRUUMHDiQuLg4cnNzWbVqFT/99BO333470dHR1eP17duXcePGsWLFClwuFwMHDmT79u2sXbuW6667jo4dK5vjhRdeWKuWqg8pb8+JPVgRRjz+09vEl1fe+/qntuY/LJtbGHEw9iw+6TKM2XuXmh5DYYSIiIj/LDkzgkIAsohWGCEitmTrQGLp0qUcO3Z6Fv7169ezfv16AC655BJiY2O5+OKLWbFiBR9//DH5+flER0fTr18/br31VkaOHFlrzHvuuYf4+Hg+//xzNmzYQHx8PNOnT+eaa64J2naJ9awKIxJLj7Ok4wX8Ovsr02PYIYyIdJVbGkbM+fmtXJi9y/QYCiNERET8Z82cETlMoXLC9iX0VxghIrZk60Ditddea3CZ0aNH17prRn3Cw8OZMmUKU6ZMMVXL/PnzTS0vwWNlGDG3x2QSyk6YHsMOYQTADT+uoUN5gWVhRHF4lPkaFEaIiIj4zaow4im+JIsYelBAmSPM9BgKI0QkGJrNbT+lZboid6ulYcTe6ATTY9ghjIgsq5yIM740T2GEiIhIiLIyjDhIO5Zwjl91KIwQkWCx9RkSIg25Ovc7Pmg/hK9b96VfyRFT60a5yrjn2AoSynJ5/qzLcTuc9Cs5QpfyXAAGHf2hwTG6n8xm2tb/cDS2Pe+fc369t/asGm/4gYMej1++ZQcTv9vOh0PO48dOHbhm02Zz21FWzqxlnwLwWZchuB1Ozs7PMDVGr8KjzNi7jMzojrza5wq6Fx+vfq5LceUZI11cJ+lbdqyuIbiicAdXF27ng9jz+LpVYr3LVulZkdPgMiIiIi3BSDIZxyHiKSKVJBLIJ8HINzVGVwqYwh6yiOETenE2uQB0oZB+hm+fuePdaUziAMvoyyZH1zrX62IUeh07yqjgPmMzCRTyN8dQXDh8/tlVRroa/h1CRJoHh2HH+xuFqKKiIiZPnow7H8Dh8ZwrPQxXeiPzH6f50+2amrOV+b+y+yLeXcCCkn8TabgCMr7BmUfQ3uOG8tglhHNHm2vJcra2fGxH2zaWj1nFKC2zflCnm4jhGSxZsoSYmBjrx29C6o+1Bao/Ajh6mD/by1fHLooP2NjZwwLT0wH6LSkP2NiR+48GZFwjvyAg44L6o51U9cdu+fm1Tl2ecPAgE9LTGzV+qP5+UEoYt0dfY/nvB+qPtak/egq5/ggh3SN1hkQAlK2Lggrr27MjInCHyxEemLGNioqAjHuMaG5v/UvaGSWWj93dlcuc4i9Z2PEijkS087pM17JcJudsICu8De/EjaTM2fD++1lxBpPytrCs03B2xvbgwrzdpOTuYnX7c1nfrr/pOiNc5Vx/bC3xZfl83vHnTMzezJ/bXcZP4R1Mj9WQcMNFeXFgGmieO4KsikjA+vGNHPPzgfjM7bZ+zLDmnw+rP54WqP4I4DgcuL8udv4yAK/9U+K/NX/Jm68ch483vJCf3AWFgRnYFbgvIOqP9jN/7Trerzibw8RWP7aVzmylc4PrdqWQKewmixiWcA5lVIa0XSjiNnYwP3wUh5zef6dpjAgnVPgxP0VDDJeLPEcUWUa05e8D9cfa1B89hVx/hJDukQokJGRlOVuThfV/Va/yTWwf9rfqUuvxc4oPc9+xFRxo1YWHuv+KYqfvf+WclLeFnbE96FJ2gpTcXSzsegmpXXyflLVKtKuUJw68SVxFEb8/59e4HE4mZm/mp/AO7I8ITDpvlAXoA4XAfaCIiIiEihcYwmpHT9PrJRk5zOA7DtCBuVzkcTeNfsYJbmMHh5zt2O80Px9FQwIW2BqBC2xFxF40qaWICecUH2Z+xhIORsabDiOqjMrbza2HVzU6jEgszmJuv5vYE9vN9BgiIiJiL4cwf5p4zQkszwwjRERCgU+x5sqVKxv1Q8aOHduo9UXswIowAmC0BWdGKIwQf6mfi4h4F2r9UWGEiDQHPgUSzz33HA6H+Wt+DcPA4XDoF1gJeZacGVGwD4Av25+rMEKajPq5iIh3odQfFUaISHPhUyBxww03+NWgRZoDK8KIKdnrGF2wF4B1fkxgqTBCrKJ+LiLiXaj0R4URItKc+BRITJ06NdB1iNiSVWHEr7O/4svW51SHEmYojBArqZ+LiHgXCv1RYYSINDea1FKkDj1Lj1sWRvyz40Wsa3226fUVRoiIiAgojBCR5qnR9+rJz89n//79nDx5ks6dO3PuuedaUZdIk7vv2GekRZ1lSRiR2nEUl5zcYWp9hRESbOrnIiLeNXV/VBghIs2V34FEXl4er7zyCuvWrcPtdgOVswtXNehPP/2UhQsX8tBDDzFgwABrqhUJosyIDpaFEWYpjJBgUj8XEfHODv1RYYSINGd+XbKRn5/P7NmzWbNmDT179uSqq67CMAyPZUaNGkVxcTHr1q2zpFCRYHux82UKI6TZUz8XEfHODv1RYYSINHd+nSHx9ttvc+TIEW644YbqCYA++ugjj2XatGlDYmIi33//feOrDDGRo0oBz1maXelhuNIbfYWMBFGp0/yHvsIICTXB7ufqjyISKoLdH48mRxFJafW/o3Ax9uBBDqb7H0aM54dG1yUiEkh+/Qa4YcMGEhISGpyNuEuXLi0ykChbFwUV9r9tlFhLYYSEomD3c/VHEQkVwe6PZ60tJc3VAbDmzIipxi4mkdboukREAsmvSzays7Pp3bt3g8s5HA6Kior8+REiIUVhhIQq9XMREe+aqj9aFUZMYwfL6GNZXSIigeBXIBETE8OJEycaXO7IkSO0a9fOnx8hEjLsEEb0Kj5meh0RUD8XEalLU/RHK8OI1xnAJzQcqIiINCW/Aomzzz6bffv2ceTIkTqX+eGHH0hLS9Nt46RZs0MYkVSYwX2HPja9ngion4uI1CXY/bEH+ZaGEYsd6tkiYn9+BRITJ06kvLycJ598kkOHDtV6PjMzk2eeeQaACRMmNK5CEZuySxgxf/8iMqM6mF5XBNTPRUTqEuz++H/YqjBCRFocvya1HDZsGNdeey3vvfce9957L127dsXhcLB582buu+8+Dh06hNvt5vrrr9c966VZslMYcTA6nte6Xsoz+/9pegwR9XMREe+C3R+PEKswQkRaHL/vs3brrbfSr18/3n77bQ4ePAjAiRMnOHHiBN27d2fy5MmkpKRYVaeIbTQ2jIhwl1saRvyx7410K80xPYZIFfVzERHvgtkfX+Y8hREi0uI06sbvF110ERdddBF5eXkcPXoUwzDo1KkTHTt2tKo+EVtpbBgBcP3RdcRVFFoWRhSHRflVh0hN6uciIt4Fqz+W+vFrucIIEQl1fgUSBQUFtG7duvrf7dq1q3N24X379nH22Wf7V52IjTQ2jIh0VwAQX36S35/9a4URYgvq5yIi3tm9PyqMEJHmwK9A4t577+WBBx5g0KBBdS5jGAZvv/02b731FkuXLvW7QJGm0qMsu/q/r8jbxtV5W/ig3WC+ju1Dv5K6Z9z2Jspdzo056wD4PO7nuBxO+hUdNjVGr+Jj3HfoYzKjOvBa10s9LtPoUXLc1FgiVdTPRUS8C3Z/HMpRehknfVo2mUxSyGA13ThMDGOMdK/LdaGoUTU1R/HuAtoZJQEZO688kqyItgEZO1RV7u9Sy8cNd5VT4fDr/gwNj+02qHCEBWTsPCOSLGdsQMYOVX4FEidOnODhhx9m0qRJ/PrXvyY83HOYY8eO8cwzz7Bz507atm15b8rIUaWAw+MxV3oYrvRGXSEjQZLnaEWJI4I/HPmo1nNX523h6rwtfo9tABOzNzMxe7PfY/QtOeZ1AssSZwR5zlZ+jystU7D7ufqjiISKYPfH75I71rr93YSDB5mQ7j1sAEghgxQy6h3XAMJxNbq+5iDeKOTV/A9pRUVAxi8pjOCOxNsVSpwS78rn1aJ/B2R/G5z520RojF1CGNOjJimUqMGv3wCffPJJnnnmGZYtW8bWrVv53e9+R69evQD44osvePnllykqKmLIkCHcf//9VtYbEsrWRUGF9S9jR3jgfmF3tm0TkHFdxwM32aKroDAg4x7BwfToSYFJcw0XrtaB2dcnna04mlsB5AZkfMMVoF9mDHdgxg0wZ0yM9YOGBX9fBLufqz+eFor9EcAZqF4AONu0bnghP7lycgM2tvqjJ/VH/wxZm012RbTHY1vpzFY6V/+75pkRa0locMwuFHEbO3CFReIIs75Phlp/bOcuoRUVzHeMxIHBDGMzmcTyvGMopQ7z+2e8O41JHGAZfdnh6MRcYyNtj/zEsTDr518Kxf7Yxp1Tvb9/dNQf0vQy8nw+HiPch7mN71nAAL52dK1+fLyRxiTSWEYfPnH0MV1vlFHBXDZyFsV+j9HLyGMGm8mkNc8zxGM7enKSucYm2jnLyQqz+AyMJuiRVvGrMw0YMIDnn3+eF198kS+//JKZM2dy4403cuDAAdasWUNERAR33HEHV199tdX1igRFlrM1WQSm8TsjAveBAicCOLY0R+rnIiLeBbs/buYs0hwd6nx+qrGLFDJMzRnRzzjBbeywpL7mxIHBfcZ3pNGOuc4U/+5u4t7BJA7wumMgi50D6GfkVP5pXWr50dGW/Y64Op9PMrJNHY8ejpNgVN4qd/+p98xUYyeTSON1xwAWO35musZoo5z5rKEdlX+Q/J5O1WP7KsnI4T6+I432zHVcXHs79Prwyu+oNCYmhlmzZjF8+HBefPFF/vnPylPI+/bty8yZM+nRo4dlRYqISOCon4uIeGeX/qgJLK01w9jc6DBimvF9dRgh/ksysnnKvZqDtPX/eBg7mWbsaFwYYawhkTxS6c80dpoeI8nI4SljNQdp5z2MkDo16twtl8vFwYMHKS0txTAqI5+Kigrc7tA9ZUREpCVSPxcR8a6p+6PCCOtlEqswwgbsFkb8wZFCgpFvegyFEY3j99SkGRkZzJo1i6VLlxIXF8dDDz3E6NGjSU9PZ+bMmfz73/+2sk4REQkQ9XMREe+auj82NoyICtDkjaHuecdQhRFNzIowIpkMS8OIPfVcVlIXhRGN59cZEp988gkLFiygtLSU5ORkfvOb39C6dWvOP/98RowYwUsvvcSCBQv49ttvuf/++4mLM39wi4uLee+999i7dy979+6loKCAGTNmcNlll3ksl56eTmpqKvv37+fEiRNERUXRs2dPrr32Ws4//3yvY+/fv5/U1FR27txJWVkZXbp04YorrmDSpEkA7N27l5UrV7Jt2zaOHTtGmzZtSEpK4uabb6Zbt27md5iIiE0Fo5+LiISipu6PjQ0joo1y7mOLpTU1F/5MYKkwwjpWhBFQeZcZhRGhz68zJF566SWcTif3338/f/jDH2jd+vQkfSkpKfz9739nwIABbNmyhfvuu8+vwk6ePMlbb73FoUOH6N27d53LZWVlUVxczKWXXsqdd97JDTfcAMC8efNYvnx5reU3b97M7NmzycvLY/Lkydx5552MGDGC7Ozs6mX+9a9/sW7dOgYNGsQdd9zBlVdeyY4dO7j//vtJr+fWSyIioSYY/VxEJBQ1ZX+0IoyYz1ckUGBpXS2VwgjrWHJmhFF5q9vVdFMY0Qz4dYZE//79mTlzJl26dPH6fKdOnXjiiSd47733ePPNN/0qLC4ujjfeeIMOHTqwb98+Zs6c6XW54cOHM3z4cI/HJkyYwAMPPMD777/PlVdeWf14UVERzz77LCNGjGDOnDk4nd7zmF/84hfMmjWLiIjTL6yLL76Ye++9l3fffZff/e53fm2TiIjdBKOfi4iEoqbqj1aFEYnk8TeGMoevLautJVIYYR1L5oxw7yCFnwBYi/kz1xVG2I9fgcSf//znOr/MV3E4HPzyl79k6NChfhUWERFBhw7mbrVSJSwsjE6dOrFv3z6Px1evXk1ubi4333wzTqeTkpISIiMja23LuefWbv4JCQn07NmTQ4cO+VWTiIgdBaOfi4iEoqboj1aGEX9gNC4cltTVUimMsI5VYcQ043tW0706lDBDYYQ9+RVINNSca6rvcgsrlZSUUFpaSlFRERs3buTbb7/l4osv9lhmy5YtxMTEkJ2dzRNPPEFGRgatWrVizJgxTJ8+ncjIyDrHNwyD3NxcevbsGehNEREJGjv2cxEROwh2fxxHOr9iv2VhxB5HHP2ME42uq6VSGGGdXkYe9xnfWRJGvO4YyGFiSTHMBRIKI+yrUbf9tJPXXnutes4Ip9PJhRdeyN133+2xTGZmJi6Xi8cff5xx48Zxyy23sH37dj788EMKCwuZPXt2neOvWrWK7OxsbrzxxoaLCTN8K9oNuJVci0gLov4oIuLVJWGHeIWBvONIAurplV76o7cwQvynMMJaM4zNpNHOslutjnEfNLW+XcKI8Uaa6XVaAp8CienTp+NwOJg3bx5dunRh+vTpPv8Ah8PBq6++6neBvpo0aRLJycnk5OSwZs0a3G435eXlHstUnUUxfvx47rrrLgBGjRpFRUUFy5cv58YbbyQhIaHW2IcOHeJ///d/6d+/P2PHjm2wllaXlflUc8XeMCr2KVkTkeBp6n6u/igidtXU/XHauHEAtKK03uXO7I8KI6ylMMJ6mcRaFkaYZZcwYqqxk0kokPDGp0Di2LFjALhcLo9/20mPHj3o0aMHAGPHjuW///u/mTdvHv/3//5fHI7KFLnqkozRo0d7rJuSksLy5cvZvXt3rUDixIkT/OlPfyImJoY5c+YQFhbWYC0ln0eCy4e/7Ll92TIREes0dT9XfxQRu2rq/thlRTEH3e0bXrBGf1QYYS2FEYHxvGNoiw8jphk7WEYfhRJe+BRILFu2rN5/21FycjIvvPACGRkZdO/eHai8c8ePP/5I+/btPZZt164dAAUFnrdGKiws5NFHH6WwsJA///nPdOzY0bcf7nJAhU41FhH7afJ+rv4oIjbV1P3R6cK3wPYUhRHWauyX3yijIgBVNQ+lDvOzBDS3MOJ1xwA20ZVJumyjFt9n6wkxZWWVpwUXFRVVP9avXz8AsrOzPZbNyckBoG3bth7rz5s3j4yMDB5++GFNZikiIiIitqAwwlpWfPm9z9gcgMpaJjuEEV0psDSMWOz4men1WwpTcdU333zDhg0byMrKIiIigsTERC677LI6788cDLm5ubXOeKioqGDlypVERkZWX8YBcNFFF/Huu++yYsUKBg0aVP34Z599RlhYGOeddx5QeareX/7yF3bv3s1DDz1E//79g7ItIiLBYsd+LiJiB3bvjwojrGXJl1/3ahIoDEB1LY8dwgiAKezmAB0URgSBz4HE008/zZo1a4DKW2ACfP311yxdupTf//73jBw50vLiqu5+UXVGw6ZNm6r/e+LEicTGxvLCCy9QVFTEwIEDiYuLIzc3l1WrVvHTTz9x++23Ex0dXT1e3759GTduHCtWrMDlcjFw4EC2b9/O2rVrue6666ovyViwYAEbN27k/PPPJz8/ny+++MKjrjFjxli+rSIiwdIU/VxEJBTYvT8qjLCWVWFEIif5m2Moc4xNAaiy5bBDGNGVykv4s4hRGBEkPgUSn332GV9++SVhYWGMGTOGPn36UFxczNdff83u3bt59tlnee2114iNjbW0uKVLl3pMKLR+/XrWr18PwCWXXEJsbCwXX3wxK1as4OOPPyY/P5/o6Gj69evHrbfe6vVD45577iE+Pp7PP/+cDRs2EB8fz/Tp07nmmmuql0lLq7y2Z9OmTWzaVLuxKJAQkVDVVP1cRMTu7N4fFUZYy8ow4g/OFFw46r1bq9TPDmFEkpHDFHYDsIQkhRFB4lMgsXLlShwOB48++qjHpQ7XXXcdzz33HF988QXr16/nsssus7S41157rcFlRo8eXeuuGfUJDw9nypQpTJkypc5l5s+f7/N4IiKhpKn6uYiI3dm5PyqMsNZ4dxqTOGBZGLHH0ZF+Rk4AKm0Z7BJGPGWsJosYelBAGQ3fWfFMCiP849OklgcPHiQpKcmjOVe5/vrrMQyDgwcPWl2biIhYTP1cRMQ7u/ZHhRHWszqMEP/ZKYw4SDuWkGR6fVAY0Rg+BRLFxcV07drV63NVE/zUvJuFiIjYk/q5iIh3duyPCiMCYxl9FUbYQGPDiEhclt/aU2dGBJ9Pl2wYhoHT6T27qHq8auIfERGxL/VzERHvmro/DuUovYyT1f+OxMVk9hJPEakkkUA+CUa+qTEHchyAHu48S2utkl8BWeFtAjJ2vFFIO6PU0jF7GJX74bgjmjHug6bWjTRcTGY38RSTSn8SDM/j0eXUXTYCta8jy/Ipd5i6QaLPnO4TVPjxRbwhVft7hHGYHjVe2wDJRgYp/MRqunOYWFPHY4BR+bqexvfEUu71ePiiKwVMYTdZxPAJiVxgZDLg1HtmAMfB3fAYyWSQQgar6cZhI5YxRnqdywbyNeIGfrJ81OAIzKu6hYscVQo4PB5zpYfhSm/c7jZKrW3KNbmOlwdkXKO8LCDjAuBwNLyMn9wB/AtIIMcOSSH65TcgxzE8NPeFGeqPp6k/BnfskKT+eFoL6I/fJXesderytoMdmZBewDR2+T2uAcwpXdOo2upSUhzG7RETyXJYO9Fnp7Jc/sGnROOydFyo3B+3Gd83aoxp7PA6gWUg97VRfOanp4VjE9ix69vfKfxEimH+q7QBdKTys38aO/2srlIPCpjFtx5jX0Ma15Dm8xgpp4KJhgTqNVIUHs5krrR83GDw+TfAlStXsnLlSq/PORyOep//97//7V91IapsXRRUBO6XQRGRxmjKfq7+KCJ21pT9ccjabLIros84M6I/TzLC9FhdKWQKuykkgo6U8rrzPL52er8cpS5XutKYZOxnmaMfy8P61Hq+p3GSOa4NtDNKLQ8k2lFKNC4W8jMms4dMWvM8gyn142+p4/mBSaSxjD4cJ5rb2MG/6cMOOvm0fuXx2FN9PA7T2utyAzjONaSxgAF87fDc172MPGaw+dR2DKHU5JkOI4zD3MYOAJbRh08ctY9HQ6KMCu7jOxIo4G8MJd3RzmNsb3Wfyex2VI1dc3/XPKNgLd1Mb0ckLqbxPR0pZTUJfo1R9f7IIoYlnONxmcYAsrmGtFM1131JTjKZNbYjwaefWzX2AgawjXivx8OMmsfjXc42vb5d+Pxu0Cm8IiLNg/q5iIh3TdkfN3MWh2nNfL4ijhJmcYnf18TP4DsO0IFP6MUsNnPEEct+E2NNde1gkrGfhc7zWBxm/tp+q0xmD2m0Zy4X+XkLxl1MIo3XGcBix7nVp9PvoBNfOHs1uH7VhIlxlDDLMab+4+Gu/Kv6EWLZ7+hQ/XCSkcN9fFe5HY6L/dqOG4zKM2RW043nncNMr185F8kaulDIbIfn66rqUooz6z6TP9tRNXbV/p5q7CTFyPB7roWq4xFL5ZmLa+nGF46Gj+OZ21H1/vD6ujIqj+MOOtY59lRjFylkVL+ufHZq7BxacQfbvR4PM9tR83h0dRSYHsMufAokli1bFug6REQkCNTPRUS8a+r+GEVFoyewTDJyeIovKyfo4yIuINP0GFNdO7jVvb3JwwiATFo3KoyYxg7zXxpPsfruDf6GEVONndWXAvhzNoCdtqMxEz/W3I5U+vt1mcaZ74+meF1BZdAWR0mTHg878ekuGyIiIiIiEjh3sd3SMMKvL1s2CiMAnmdwiw8jphk7WO1HEAH22Y5kMiwLI/7gSKnzspn62CGMiDw1J0o8RQojalAgISIiIiLSxLpQqDDiDP7MGdHcwojXHQNC+swIqJzw0aowosneHxa8riazF4BU+iuMqEGBhIiIiIhIE3uJQQojGskOYURXCmx1eUNTnxkBlXNftPQwYj5fEU/lHYj8PsOjGYYRoEBCRERERKTJHaKN6XUURpxmhzACYAq7FUZgo7kvbBJGVM194Y/mHEaAAgkRERERkZCjMOI0O4QRXam8y0EWMQoj7DL3hY3CiD8wmsOYvz1ucw8jQIGEiIiIiEhIsUMYEWVUmF4nEOwQRiQZOUxhNwBLSFIYYYe5Lxr5/kgm09IwQnNG1E2BhIiIiIhIiLBDGBFtlHOva7Pp9axmlzDiKWM1WcQAUEaY6THsEEY0q7kvGvn+gFMTcSqMCArzU9dKgyJHlQIOj8dc6WG40rW7RaRlU38UEfHuaHIUkZR6PHZmf7RLGPGkazUJpy5RaCp2CiMO0o5PSGQW35oeww5f4qFy7osDdGjxYUQymUDVRJwKI4JBvwEGQNm6KKhwNLygiEgLo/4oIuLdWWtLSXN1qPN5O4URiUYe/+Mcxh/cG02PYYXGhhGRuCy/vOECI9P0GHb4Et+s5r6wYM6I0xNxJpheX2GEf3TJhoiIiIiIjdktjJgTdgnpznamx7BCY8MIgMnssdVcC035Jb7ZzH1h0QSWjZqIU2GEXxRIiIiIiIjYlBVftka5f7I0jNjj7Gh6DCtYcWYEQDxFCiOaydwXVt9NQ2dGBJ8CCRERERERG7Jsgj7jpxYfRkQb5UxmLwCp9FcYcWo7lpBken2wx3Z0pcB2t/ZsqtfVOOOg6XXsQoGEiIiIiIjNWDpBn6N7iw8j5vMV8RQBcJjWpsewQxgRiLkvQvXMCIAp7FEYQeXxuIqDptezCwUSIiIiIiI2YvUEfeuc3U2v39zCiETySKW/XzXYIYwAzX1RxWMiToURTDN28DGJpte1CwUSIiIiIiI2YZcJ+uwQRoznB0u/NB4m1vQYdvgSr7kvTvOciPMchRGnjscKR6Lp9e1CgYSIiIiIiA3YZYI+O4QRAJNIa1ZfGv39Ej+ZPYDmvrBmIs6mDyO6UtDkx8NOFEiIiIiIiDSxHuTbYoI+u4QRAMvo0+LDiPnGGs19gVUTcTZ9GAEwhd0KI2pQICEiIiIi0sT+D1sVRpzhE3qbXqe5hRGa+8KqiTibPozoSiFwau4LhRHVwpu6ABERERGRli6fCD6hFxeQCYa5dZPJJIUMVtONw8QwxkgHYADZAHQxCuln5NS5fpRRwb2uzSRQwP84h+FyOOpdHqCncRKAHkYeuM3V25DuVI49giP0OPVzfBGJi8nsJZ4iUkkigXwSjPzq56v2xwCO11lzVwqYwm6yiOETErnA8O14DOB49f8nuzNOHw8jtvp4mNuOPae2oz9xlDRYt7/bUbPuM8dOpnHbMYhjAJxFIW9yLgmG5/HwdztO15zt07Gp6/3hzenXyOmxG3pd+bodN7ELgG108vl15bkddR+Pjs4iMkN0YkuHYRgmd4XUpaioiMmTJ+POB3B4POdKD8OV3rj8xxEV1aj16+VyBWRYI0DjVg6ul24tDkfDy9hNqB7HQOzrcINWl5ewZMkSYmJirB+/Cak/1qb+GGTqj8Gj/mhKVX/slp9f69TlCQcPMiHd3JfAMxmc2XWtE4pjh2LNGjt444bq2EXh4Uy+8sqQ7JE6QyIAytZFQUUI/uIjIhJg6o8iIt4NWZtNdkW0x2Nb6cxWOte5Ts2//HqbwLILRdzGDuaHj+KQs52l9fZw5zG3Yh3/dAzkemM3mbTm72FDKXWY/3pxpSuNScZ+ljn6sTysD8MrMriNHfybPuygU4Prn3lGQV1zLQzgONeQdmpcz0tSulJY/Zf4JZxj+rKAAWRzDWkAdR4P37Zjb43tiPUY21vdZzK7HZ5jV+7rmn+JX+vHnVqqjsdZFBAJPh9Hz+0oqLEdSR7bUd9xrKmh94c3NffHPtp7PR7mtuP08dhGJyZw0PT+8OV4dDw1z0goUiAhIiIiItLENnMWaY4OPi8/1dhFChn1XhPfzzjBbezgkLMd+53+TcDXkOuN3aQ52vNgWIp/18S7djDJ2M9C53ksDhsAQHdyAdhBJ75w9qp3/aq5FuIoYZZjTP3X9rvhGtLYQUe+cJweN8nIYQbfcYAOfs/hkWxkApVhxOOOC02vXzVHQRwlzOISz+0wvNd9Jr+2o3rsyn091dhJipHR6Lkv4ijhTX7GNHb6dBxrbYexuXI7vM21UMdxrMmX94dXp/bHPtoznnTvx8PMdtQ4HheQyQQOmtofvh6PPo4TpuuzCwUSIiIiIiIhpLET9Fkpk9aNCiNudW/3CCPMsOxWkhbc3SSFDAC/b7VqyUScjd4Oa2/taXaeBbBqIs7Gvz8ms5c4Sqw9HiavwmuOE1h6o7tsiIiIiIiECDuFEQB/Dxva4sOIaexgtR+XNoB9wohkMiwNI5ru7iaNe39EUjm/UzxFIR0OhRIFEiIiIiIiIcBuYQTg15wRzS2MeJ0BIX1mBFB5eUMLDyOijXImsxeAVJIURgSJbS/ZKC4u5r333mPv3r3s3buXgoICZsyYwWWXXeaxXHp6Oqmpqezfv58TJ04QFRVFz549ufbaazn//PO9jr1//35SU1PZuXMnZWVldOnShSuuuIJJkyZVL1NeXs6bb77JF198QUFBAYmJidx0000MGTIkoNstIiIiInImO4YR/rBDGNGVAmbwnWVhxGLHuaZviWmXMCKZ03NftPQwYj5fEX9qcsi6Jkatj8II/9j2DImTJ0/y1ltvcejQIXr37l3ncllZWRQXF3PppZdy5513csMNNwAwb948li9fXmv5zZs3M3v2bPLy8pg8eTJ33nknI0aMIDs722O55557jvfff5+UlBTuuOMOnE4njz32GDt27LB2Q0VERERE6qEwopIVX34BprDH0jDCLLuEEZ5zX5i/5KS5hRGJ5JFKf9Prg8KIxrDtGRJxcXG88cYbdOjQgX379jFz5kyvyw0fPpzhw4d7PDZhwgQeeOAB3n//fa688srqx4uKinj22WcZMWIEc+bMwen0nsfs3buXL7/8kmnTpnHttdcCMHbsWO69914WLlzIX//6V4u2UkRERESkbgojKll1ZgRAFjEKI2rMfVEVSpjRHMOIPzCaBPyciLOJw4goo8L0OnZh2zMkIiIi6NDB91sf1RQWFkanTp0oLCz0eHz16tXk5uZy880343Q6KSkpwe1211p/7dq1OJ1OjzAjMjKScePGsXv3brKysvyqS0RERETEV439shWFPb6k2CGMSDJymMJuAJZwji2+/DZ1GNGouS9sEEYkk9lMjkfj725yF9tMr2cXtj1DwqySkhJKS0spKipi48aNfPvtt1x88cUey2zZsoWYmBiys7N54oknyMjIoFWrVowZM4bp06cTGRkJQFpaGt26dSMmJsZj/XPOOQeAH374gfj4+LqLCfPxni5uwO3weRtFREKe+qOIiFfuMMBxukdeZ+xhMnt4hYG840ii+p6BPvbHaKOc+9gSiFJNsUsY8ZSxmixi6EEBZYSZHsMOYYRt5r6wQRgBpybiVBjBfGMNXShseGGbajaBxGuvvVY9Z4TT6eTCCy/k7rvv9lgmMzMTl8vF448/zrhx47jlllvYvn07H374IYWFhcyePRuAnJwcr2dnVD125nwTZ2p1WZlPNVfsDaNin39vQBGRUKT+KCLi3ZFx0bSitPrfH5DIByQCeDzuS3+s+rKVcOoShabS2DAiEpelX34/IZFZfGt6DDuEEVA598UBOjTt5SY2CCOST11iUjkRp8KIRPJ4lqGm17eLZhNITJo0ieTkZHJyclizZg1ut5vy8nKPZarOohg/fjx33XUXAKNGjaKiooLly5dz4403kpCQQFlZGRERtV9UVWdQlJXV/wt1yeeR4PLhL3u1rxaxhsMgrHcprh+iwAiRvzA6DcL7VlBxIDy0/iqquoMnFGuG0K07QNQf/RSKr6NQrBlCs+5QrBlCt+4A6bKimIPu9lxn7OEmdrOI/qfOjDhDA/2x5petvzGUOXztWwEW98fGhhEAk9lDHCX1f/mt53V05pffC4xM0zUELIww8frveuqv300998U8x1d8fXY8Lx4YzF6jqeaM2FljIk4fLzepsa+jXRWhEUY08Po4Mxwqd4RuD7XtHBJm9ejRg8GDBzN27FgeeeQRiouLmTdvHoZx+tS3qkBh9OjRHuumpKQAsHv37urlzgwz4HQQUTVOnVwOqPDhf4H68HVCeJ/S0Dq6Tgg/uyK0aobKus9xhWbdoba/ta+bB/VH/4Ti60jv2eDRvm4WnC6YWr6bOyu+Z0lFEu+4+pvuj2d++U2nrYkCrOuPVpwZARBPUcN/ia/jdWTHCRM9tsPH961t5r4w1pDgzOdf5/Rjb5j5ef6sCiOmGZUTcZpyal+3ctjjzIhkMho+M6Ke/mjV3Wbsotl+BCQnJ7Nv3z4yMk7PGhsXV3mw2rdv77Fsu3btACgoKKhe7sSJE7XGrHqsY8eOgShZRERERFqocaTb4rKAxrJizojJ7AEglf7N5u4Njfnym0XlvHZNNvfFqS+/jzguMr0+VM59YVUY8bpjgF+3KAV4lA1NHkbAqbkvLLhMozmEEdCMA4mqsxmKioqqH+vXrx9Qew6InJwcANq2rUyRe/fuTUZGhse6AHv27Kl+XkRERETEKldxUGGEUc6TrtXEU/k7+GFamx6juYURB2nHEs4xvT5YP2fEPod/d0Ccwm7Lwgh/vsS3MirPfO/Z5GdGVF4yVDn3hcKIKiEfSOTm5tZ6rKKigpUrVxIZGUmPHj2qH7/oospUb8WKFR7Lf/bZZ4SFhXHeeecBlWdXuN3u6kkyAcrLy/n8889JSkqq/w4bIiIiIiImfUyiwgjXahKNPFLp71cNdggjInFZfllAU58Z4e+X366nJlXNIqbJwohoo5xH2QDAIyQ36a1WT899Yf4Mj+YaRoDNJ7WsuvtF1RkNmzZtqv7viRMnEhsbywsvvEBRUREDBw4kLi6O3NxcVq1axU8//cTtt99OdHR09Xh9+/Zl3LhxrFixApfLxcCBA9m+fTtr167luuuuq74UIykpieTkZN544w3y8vLo2rUrK1eu5NixY/z2t7+1bPvCelXgSvf9EDi7l+L+Kcqyn+8xrpk6epThPtTAPBqnmN1GM8yMbbaOQNUdyDrCelXg+jEwdyUIxX1tdmy77GupZJf+COZ6Xij2R7PL26Vuu/Qa7evGLy+VVtDL52Wr9rEvYcRHvXrBYSsrPWPsDN/CiPr6Y80wYk7YJXR15VWObeKOlGcbJ3wKI+ob19uXeDOv54969WJy+t7KiTit/Eu8UX/dZxrZ8yempfseRpw5tlV305jCbj7q1Ytd6Z18+hJ/5r6uL4zwZX9UvT86nwpGfD3Do+bYvoQRDb1Gql5Xq+lGQa9wU6/r6u1opmEE2PwMiaVLl7Jo0SI++eQTANavX8+iRYtYtGhR9XwPF198MU6nk48//piXXnqJ999/n06dOvHQQw/xi1/8otaY99xzD1OnTmXv3r384x//IC0tjenTp3PLLbd4LDdz5kwmTZrEF198wSuvvEJFRQUPP/wwAwcOtGz7wnq5zC3f3bfb5Zmuw+S4YT1rT/hZ97IVZsvxfWwT+8/0vja5vB3qCFTNYO44mj3mAa07QPsvkDVLJbv0RzDb80KvP5pdPhTfsxC4/W2655npp9rXUoewXi6fz4z4KDExYHV8lJjIla40n86MqKs/nhlG7HF2rB7bjMeMr3w6M6Kuces6o8DX138kLj5KTKyciDMAlwX4uj+mGrvISYwydWZEzbGtvLVnFjF8lJjo8xkeNXtHQ2dGNLQ/ar4/HiHZVP1VY/t6ZkR9r5Gar6u1JJh+Xbdq5mEE2PwMiddee63BZUaPHl3rrhn1CQ8PZ8qUKUyZMqXe5SIjI7ntttu47bbbfB5bRERERCTQnBi2uEwDYJKx35LLNGqGEWacbZzgENH8SDsec4xqsjkjJrOX+QwjlaQmvSxgGjtYweVNdplGzctmPiHR9PpgzWUaNd8f+xwdaEWpqTG6UsAMvrPkeFS9rsYYJk+NAB411jfrMAJsfoaEiIiIiIicFm2U05kiW4QRAMsc/ZosjEgycnjM+AqARx0XNukElo2eiNOiMOJ1BpCH+UsYI3FZGkbMdVzs59wX1oYR/r4/prDH0jDCLI+JOJtxGAEKJEREREREQkLVl60I3LYIIwCWh/UxvY5VYcRTxmp+pB0AJU18Nw1/J+I82zhhaRjhz3YATGaPpWGEP9vRjtImDyO6UgicmoiziY5HtFHOo8Z6AB5xXGSL93kg2fqSjVBjGEblf4QZvq4B4b4ue2p5X8YO86MOn5c1u7yP22i6ZhNjm17WxPL+7OtA1GF22YDWbZd9bbYWG+zrU8tU95JmJHT7o4mx/VnWFu9Zs8uH4nvWxPLa141c1sTy6o/A6W3qGlZY73JRVHAX2+lCIdm0Ii68nD6cqHedBArIoBWEAc4G9p3J15HbUfn/3cPycfuw/BEi6OHMIYoK7nRtpUtYAc85h1HucNCHHI9lO4YX8SPRdAwvoo+j9jb2ME7yf9jKQdryeljlF9dEZy7OBv4g39FZNW4xd7GFqzjIu/RjA13q3JdHiaJ7WO3nah6PZxlKPEW4gY7hxQ0eFwC3E44QzYNhGzhIW15mYPVdKWrVTTE/EuN17HGk19qOumr2pgsF/EgMbcJLeZahp46H93Ura25Va1/XPB4vcx5dHZXbcXp/ez+OHtthHORzuvFueD82OLrWuw9rHseq5c48HuWc3o6qfd3Qa6QH+fyCfWwknhXhPeo8Hmequb+9HY/ququPY937I8qo4C620S6sBIDysLqPR01dwwrIpFVI9kiHEYpV29Tx48eZNm1aU5chIiHu9ddfp1OnTk1dhqXUH0XECuqPIiJ1C8UeqUDCQm63m5ycHKKjo3E4HE1djoiEGMMwKC4uJi4uDqezeV1Rp/4oIo2h/igiUrdQ7pEKJEREREREREQk6EIrPhERERERERGRZkGBhIiIiIiIiIgEnQIJEREREREREQk63fYzBGRmZrJo0SJ27txJfn4+8fHxpKSk8F//9V+0atXKY9n9+/eTmprKzp07KSsro0uXLlxxxRVMmjSpepm9e/eycuVKtm3bxrFjx2jTpg1JSUncfPPNdOvWzZY1n2nJkiUsWrSInj178sILL1hScyDr9mcbm7JmM2MGsu5nn32WlStX1jnGwoUL6djx9L3Ly8vLefPNN/niiy8oKCggMTGRm266iSFDhlhScyDqDsb7sTlTf6xN/THwdQe6R6o/qj9aIRT7YyDqPlMgeqT6o39jBqpm9cfQ6o8KJGwuKyuLmTNnEhsby4QJE2jTpg27d+9m8eLFHDhwgIceeqh62c2bNzNv3jz69u3L5MmTiY6O5vDhw2RnZ3uM+a9//Ytdu3aRnJxMYmIiubm5fPjhh9x///08/fTT9OrVy3Y113T8+HHeeecdy74YB7puf7axKWs2M2ag6x4/fjyDBw/2WNcwDF588UU6d+7s8WEC8Nxzz7F27VomTZpEQkIC//nPf3jsscd44oknGDBggC3rDvT7sTlTf6xN/THwdQe6R6o/qj9aIRT7Y6DqrikQPVL90b8xA1mz+mOI9UdDbG3JkiXGxIkTjYMHD3o8/swzzxgTJ0408vPzDcMwjMLCQuOmm24ynnjiCcPlctU75s6dO42ysjKPxzIyMoz/+q//Mp5++mlb1lzTU089ZTz44IPGnDlzjHvuuafR9Qaybn+3sSlr9nXMYNTtzffff29MnDjRWLJkicfje/bsMSZOnGj861//qn6stLTUuOOOO4xZs2Y1uuZA1R3o92Nzpv5Ym/pj4OsOdI9UfzxN/dF/odgfA1V3TYHokeqP5scMdM3eqD/al+aQsLmioiIA2rdv7/F4hw4dcDqdhIdXnuSyevVqcnNzufnmm3E6nZSUlOB2u72Oee655xIREeHxWEJCAj179uTQoUO2rLnK999/z9q1a7njjjsaXWcw6vZnG5u6Zl/HDEbd3qxevRqHw0FKSorH42vXrsXpdHLllVdWPxYZGcm4cePYvXs3WVlZtqw70O/H5kz90ZP6Y3DqDnSPVH88Tf3Rf6HYHwNVd5VA9Uj1R/NjBrpmb9Qf7UuBhM2dd955ADz//POkpaWRlZXFmjVr+OSTT5g4cWL1KWdbtmwhJiaG7Oxs7r77bq677jomT57Miy++SFlZWYM/xzAMcnNzadu2rW1rdrlcvPzyy1x++eUkJiY2us5g1N3Y49IUNfs6ZjDqPlNFRQVfffUV/fv356yzzvJ4Li0tjW7duhETE+Px+DnnnAPADz/8YMu6vbHy/dicqT+epv4YvLoD3SPVH+un/uibUOyPgaw7kD1S/dH8mIGu+Uzqj/amOSRsbtiwYdx00028/fbbbNy4sfrx66+/nptvvrn635mZmbhcLh5//HHGjRvHLbfcwvbt2/nwww8pLCxk9uzZ9f6cVatWkZ2dzY033mjbmpcvX05WVhaPP/54o2sMVt2NPS5NUbOvYwaj7jNt3ryZ/Px8LrnkklrP5eTk0KFDh1qPVz1mxTWXgajbGyvfj82Z+uNp6o/BqzvQPVL9sX7qj74Jxf4YyLoD2SPVH9Ufm6Jub0K1PyqQCAGdO3dm4MCBjBo1ijZt2vDNN9/wzjvv0KFDByZOnAhASUkJpaWljB8/nrvuuguAUaNGUVFRwfLly7nxxhtJSEjwOv6hQ4f43//9X/r378/YsWNtWfPJkyd58803mTx5Mu3atbOkxmDU3Zjj0lQ1+zpmY/nzM1avXk14eDgXXXRRrefKyspqnboGlafdVT1vx7rPFIj3Y3Om/qj+GOy6fR0z0DWfSf1RzhSK/TEQdQejR6o/qj8Gu+4zhXJ/VCBhc19++SV///vfefnll+nUqRNQ2QTcbjcLFy5k9OjRtG3btvpNM3r0aI/1U1JSWL58Obt37/bauE6cOMGf/vQnYmJimDNnDmFhYbasedGiRbRu3dqyL8PBqtvf49KUNfs6ZmP48zOKi4vZuHEjQ4YM8frzIyMjKS8vr/V41QdJ1T6wW901BeL92JypP6o/NkXdge6R6o/eqT+aE4r9MVB1B7pHqj+qPzZF3TWFen/UHBI29/HHH9O3b9/qF2+VkSNHUlpaSlpaGgBxcXFA7clSqpLggoKCWmMXFhby6KOPUlhYyGOPPVbrFjh2qTkzM5NPP/2Uq6++mpycHI4ePcrRo0cpLy/H5XJx9OhR8vPzbVe32WXtUrOvYwaj7po2bNhAaWlpnaetxcXFceLEiVqPVz1mxes7EHVXCdT7sTlTf1R/bIq6A90j1R9rU380LxT7YyDqDkaPVH9Uf2yKuqs0h/6oQMLmcnNzvc5kW1FRAVRO0gPQr18/oPZ1Tjk5OQC1krWysjLmzZtHRkYGDz/8MD179rRtzdnZ2bjdbl555RWmT59e/b89e/aQkZHB9OnTeeutt2xXt9ll7VKzr2MGo+6aVq1aRXR0NOeff77XMXv37k1GRkb1TMZV9uzZU/18YwWibgjs+7E5U39Uf2yKugPdI9UfPak/+icU+2Mg6g5Gj1R/VH9siPpj/RRI2FxCQgIHDhwgIyPD4/Evv/wSp9NZPVNw1bVFK1as8Fjus88+IywsrHp2V6h80f/lL39h9+7dzJkzh/79+9u65p49e/Lggw/W+l/Pnj2Jj4/nwQcfZNy4cbar2+yydqnZ1zGDUXeVvLw8tm7dygUXXFDnTMTJycm43W6WL19e/Vh5eTmff/45SUlJxMfH27LuQL8fmzP1R/XHpqg70D1S/fE09Uf/hWJ/DETdweiR6o/qj01Rd3Pqj5pDwuauvfZavv32W+bMmcOECRNo06YNX3/9Nd9++y2XX3559Wk5ffv2Zdy4caxYsQKXy8XAgQPZvn07a9eu5brrrvM4fWfBggVs3LiR888/n/z8fL744guPnzlmzBhb1dyuXTsuvPDCWj9n2bJlAF6fs0PdZpe1S82+jhmMuqusWbMGl8tV72lrSUlJJCcn88Ybb5CXl0fXrl1ZuXIlx44d47e//W2jaw5U3YF+PzZn6o/qj01Rd6B7pPrjaeqP/gvF/hiIuoPRI9Uf1R+bou7m1B8dhmEYTV2E1G/v3r0sXryYtLQ08vPzOeussxg7diy//OUvPSYtqaio4J133uHzzz8nJyeH+Ph4JkyYwDXXXOMx3ty5c/n+++/r/HkffPCB7Wr2Zu7cuZw8eZIXXnih0fUGsu7GbGNT1ezrmMGoG2DWrFkcPXqUhQsX1vvzy8rKWLRoEatWraKgoIDExERuuukmhg4daknNgag7GO/H5kz90Tv1x8DWHegeqf5YSf2xcUKxPwaibm+s7pHqj+bHDHTNoP4YKhRIiIiIiIiIiEjQaQ4JEREREREREQk6BRIiIiIiIiIiEnQKJEREREREREQk6BRIiIiIiIiIiEjQKZAQERERERERkaBTICEiIiIiIiIiQadAQkRERERERESCToGEiIiIiIiIiASdAgkRERERERERCbrwpi5A/HP11Vd7/NvhcBATE0OvXr0YO3Ysl19+OQ6Hw2P5zp0789prrwW1zsWLF5OamsqMGTO47LLLTK1bUlLC8uXL2bRpE4cOHaKgoICoqCi6d+/O4MGDufzyy+ncuXOj6ps7dy7ff/89//jHPzjrrLMaNZbdVW0rwJNPPsl5551Xa5ndu3cze/ZsBg4cyPz584NdYoOa6nUsoUX9Uf3RLPVHaUnUI9UjzVKPlEBSIBHixo4dC4Db7ebIkSPs2rWLnTt3sm3bNmbPnt3E1flv165dzJ8/nxMnThAVFUVSUhLt27enqKiIffv2sWTJEt577z0efvhhBg8e3NTlhpw333yTP//5z01dhkhAqT+qP/pD/VFaCvVI9Uh/qEeK1RRIhLgHHnjA49/fffcdjz32GF9++SUpKSmcf/75ALz44ouEh4fG4U5LS+Ohhx6irKyMX/7yl9xwww20atWq+nm3282GDRtYuHAhx48fb8JKQ1NkZCQ7duxg69atDBo0qKnLEQkY9Uf1R7PUH6UlUY9UjzRLPVICQXNINDNDhgxhzJgxAGzYsKH68R49etC1a9emKstnhmHwzDPPUFZWxtSpU7n11ls9PkgAnE4no0aN4tlnn+Xss89uokpD11VXXQVUJtwiLYn6ozRE/VFaMvVIaYh6pARCaMSdYkqfPn0APJLfM6+bcrlczJ07l127dnH33XczYcIEjzF27NjBgw8+SPv27Xn++edp27Zt9XPffvstH374IXv37qWoqIiOHTtywQUXcP3113ss549vv/2W9PR0OnXqxPXXX1/vsrGxscTGxno8VlJSwvvvv8+aNWs4cuQI4eHh9O7dm6uuuorRo0f7VMPRo0eZPn16ndfA1XVN4+23386xY8f44IMP+Oijj/j44485cuQI7du356qrruLaa6/F4XCwf/9+Fi9ezK5du6ioqGDQoEHceeedta5lfPbZZ1m5ciVPPvkkDoeD1NRU9u3bB8CAAQOYNm0aPXv29GmbarrgggvYtm0bu3btYvPmzQwdOrTBdRq6jrPmtlfZvn07Dz74IGPHjmXatGm88cYbfP311xQXF9OnTx+mTZvGueeeC8Ann3zCxx9/TGZmJm3btmXcuHHccMMNOJ3eM9Py8nLefvttVq1aRXZ2NnFxcVxyySVcf/31REZG1lre5XLx6aefsnLlSn788UdcLhfdunXj0ksvZeLEiYSFhXndnmXLlvHhhx/y2WefkZmZSbdu3fif//mfBveX2Jf6o/pjfdQf1R9bOvVI9cj6qEeqRwaCzpBohoqLiwGIiIioc5mwsDBmzpxJdHQ0CxYs4NChQ9XPFRYW8swzz2AYBvfff7/HB8TChQt59NFH2bJlC926dWPkyJGEhYXx73//m1mzZnHixIlG1f7NN98AkJycXOsN3pCioiLmzp3Lm2++SV5eHiNGjODcc89l7969/PWvf+WVV15pVG2+evXVV1mwYAGdO3dm0KBB5Ofns3DhQhYvXszOnTuZM2cOOTk5DB48mA4dOrBx40YeeughSktLvY63adMm/vjHP1JaWsqwYcOIi4vjm2++Yc6cOX7v76lTpwKVHxKBVlhYyOzZs9m6dSvnnXceiYmJ7Nq1i//+7/8mPT2dV155hX/84x906tSJQYMGUVhYSGpqKosWLfI6nmEYzJ8/n/fee48ePXowfPhwCgoKWLJkCX/6059wuVwey5eWlvLwww/z0ksvkZmZSVJSEoMHD+bEiRP84x//YP78+bjdbq8/64UXXmDBggW0b9+ekSNH0qVLF8v3jwSX+qP6Y0PUH9UfWzL1SPXIhqhHqkdaTWdINDOGYfD1118DkJiYWO+yXbp04a677uK5557j6aef5umnnyYiIoKXXnqJY8eOMWnSJIYMGVK9/FdffcW//vUvevXqxYMPPkhCQkL1z1y8eDFvvfUWr776Kr///e/9rj8tLQ2Avn37ml73//2//8f+/fv5+c9/zh//+EdiYmIAOHToEA8++CAffPABgwcPrr4mMlC++uor/v73v1ef3njo0CFmzJjB0qVLWblyJbfffjvjx48HKlPaRx99lG3btrFmzRqvyfGyZcuYM2cOF154IVCZ1P7lL39h3bp1fPTRR9x0002maxw5ciT9+vVjz549fPPNNwwfPrwRW1y/jRs3cskllzBjxozqa1Cr0vKnnnqKwsJCj/31448/MmPGDJYtW8Z1111HdHS0x3hZWVkYhsELL7xQ3dzz8vL44x//yNatW/nwww+55pprqpdfsGAB27Zt4+KLL+Y3v/lN9V9EioqK+Otf/8rGjRv59NNPq49JTevXr+e5556jV69eAdk3Elzqj+qPvlB/VH9sqdQj1SN9oR6pHmk1nSHRTLhcLjIzM/nb3/7G7t27iYiI8OkWSZdeeinJycmkpaWxaNEiVq1axerVq+nVqxe33nqrx7Jvv/02ALNnz67+IIHK20VNnTqVPn36sHbtWvLy8vzejvz8fADatWtnar2SkhI+++wznE4nd999d/UHCVRe+1h16l7N08EC5cYbb/S41rIqgS0tLaVTp04eTSsiIoJJkyYBlaeneTN69OjqDxKo/MvEddddB1SeFumvKVOmAIG/DjAmJoa77rrLY0Ksa665BofDwaFDh2rtr549ezJixAhKS0vZv3+/1zFvuOEGj6S5Xbt2TJs2DYCPPvqo+vHc3Fw+++wzOnXqxIwZMzxOz4yJieG3v/0t4eHhfPzxx15/zi9/+Ut9kDQD6o/qj2apP6o/tiTqkeqRZqlHqkdaSWdIhLgz7yUNEB0dzQMPPODzBET33nsve/bs4f333ycqKoqIiAh+97vfeZyul5ubyw8//EBCQoLXN5fD4eDcc88lLS2NAwcO+HRNmZX2799PWVkZ/fr1o0ePHrWeHzNmDK+88go7d+7E7XbXeV2ZFWr+RaBK1f2pvT1X1RTrOnXO2zpVH+aNOb3x/PPP5+yzz2bfvn1s2rQpYKl/v379aN26tcdjsbGxtG7dmvz8/Hr3V05OjtcxL7744lqPDRs2jNatW3P48GFycnKIi4tj+/btVFRUMGzYMKKiomqt06FDBxISEkhPT6e0tLTWMiNHjvR5O8V+1B8rqT+ap/6o/tgSqEdWUo80Tz1SPdJKCiRCXNU9pJ1OJzExMfTq1YtRo0bVevPWp3Xr1tx99908/vjjFBcXc+utt9K7d2+PZY4dOwZAZmam1w+wmk6ePGlyK05r06YNgOmEvKrpVDWhM7Vu3ZrY2FgKCwspKCho9MRJ9enYsWOtx6pOGfP2XNUM0OXl5T6PV5Xe17WOr6ZOncpjjz3G4sWLA/Zh4q1+qNwn+fn59e4vb9vXunVrj79e1NS5c2cKCgqqP0yqXreffvopn376ab11FhQU1PowiY+Pr3cdsTf1x0rqj/5RfzxN/bF5Uo+spB7pH/XI09QjG0eBRIg78x7S/lqzZk31f3s7xalqwpYOHTp4TSNraswbsE+fPuzatYsDBw5U33rKbuqavKZKfcm5w+Ew/fMCmcQPHz6cpKQk9uzZw/r16+nQoYNf49S3Txra5kBuX1Vdffr0afB6WG/3WPc227KEDvXH4FN/rE39UexKPTL41CNrU48UBRLC6tWrWb16NT179iQ8PJyvvvqKESNGVCfnAJ06dQKgbdu2ln2AeTN8+HA++ugj1q5dy7Rp03yeJTkuLg44ncKfqbCwkMLCQiIjIxtM/quaSklJidfna94KqzmYOnUqjzzyCKmpqdxzzz1el6lvn7hcLnJzcwNZooeCggKKioq8JtxZWVnA6ddD1ev2Zz/7GXfddVfQapTmQ/3Rk/pjbeqP0pKpR3pSj6xNPVIaokktW7isrCxeeuklIiIimDVrFr/73e+IjIzk5Zdf5siRI9XLderUie7du3Po0CEyMjICVs+wYcPo2bMnx48fr54AqS5FRUWkp6cDldeYRUZGcuDAATIzM2stu2rVKqCyqTSUprZt25awsDCOHj1a6/Y/FRUVfP/99ya2yP6GDh3Kueeeyw8//MDatWu9LlPVnL0d+6pr7ILpq6++qvXY5s2byc/Pp0uXLtX1/vznP8fpdLJp06ag1yihT/2xNvXH2tQfpaVSj6xNPbI29UhpiAKJFsztdvPss89SWFjIzTffTO/evenZsye//vWvKSoq4plnnvFoppMnT8btdjN//vzqWyvVdPLkyQavsWqIw+Go/kBbvHgx//znP2slqoZhsHHjRh544AH27dsHVF5DN27cONxuNy+99JLHOhkZGSxZsgTwPoHTmSIiIujfvz/5+fkes+26XC5ee+01jh492qhttKOqe0rXNVPwgAEDgMoP5Zrbf+TIkaDdm7um1NRUjzry8vJ4/fXXAZgwYUL14x07dmTcuHEcO3aMv/71r14ncMrMzKzzQ1RaLvVH79Qfa1N/lJZIPdI79cja1COlIbpkowVbunQp27dvZ9CgQfziF7+ofvzqq6/mm2++4bvvvuPdd99l8uTJAFxyySX8+OOPvPPOOzzwwAP07t27enbfw4cPc/DgQaKjo7niiisaVVefPn2YN28e8+fP59133+WDDz6gf//+tG/fnsLCQvbv309ubi6RkZEe1xrecsst7Nmzhy1btnDHHXcwYMAASktL2bZtG2VlZVx99dU+T7pzww038Mgjj/Dqq6+yZs0aOnTowP79+yktLWXs2LGsXLmyUdtoN4MHD2bAgAF13gKqa9eu1ds9Y8aM6n27Z88ehg0bRmlpaZ2nOlotPj6exMREfvOb3zBo0CDCwsLYtm0bhYWF/PznP6/1C8Mdd9zB0aNHWbduHZs3b6Z3797Ex8dTWlrKjz/+yOHDhxk5ciTJyclBqV9Cg/pj3dQfPak/SkukHlk39UhP6pHSEAUSLVTVPaNbt27NAw884DFpjMPh4P777+fee+8lNTWVIUOGcM455wCVDXvo0KF8+OGH7Nq1i/T0dKKjo+nYsSNXXXWVZW/In/3sZ7zyyissX76cTZs2cfDgQQoKCmjVqhXdu3dn/PjxXH755dXXd0HlrMHz589n6dKlrFmzhk2bNhEeHk6/fv246qqrSElJ8fnnDx48mIceeojU1FQOHDhAq1atGDRoELfeeiv/+c9/LNlGu5k6dSp//OMf63z+3nvvJS4ujlWrVrF582bi4+P51a9+xa9+9SvuvPPOoNXpcDiYO3cuqamprF69uno25AkTJnD99dfXumY0KiqKRx99lNWrV/Of//yHH374gX379tG2bVs6d+7MmDFjGD16dNDqF/tTf6yf+mNt6o/SkqhH1k89sjb1SKmPwzAMo6mLEBEREREREZGWRXNIiIiIiIiIiEjQKZAQERERERERkaBTICEiIiIiIiIiQadAQkRERERERESCToGEiIiIiIiIiASdAgkRERERERERCToFEiIiIiIiIiISdAokRERERERERCToFEiIiIiIiIiISNApkBARERERERGRoFMgISIiIiIiIiJBp0BCRERERERERILu/wNb2McwgrOOsQAAAABJRU5ErkJggg==", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "pld.diagnose_masks();" ] }, { "cell_type": "markdown", "metadata": { "id": "SpV0VzDB3l4m" }, "source": [ "## 5. Tuning `PLDCorrector` Using Optional Parameters" ] }, { "cell_type": "markdown", "metadata": { "id": "L82MTs7WHPXT" }, "source": [ "In this section, we explore the optional parameters available when using the PLD method." ] }, { "cell_type": "markdown", "metadata": { "id": "Ym5J2kr0cPh9" }, "source": [ "These keywords can be used to influence the performance of PLD. The PLD design matrix is constructed from three distinct submatrices, shown below with their corresponding keywords:\n", "* **`background_model`**\n", " * `background_aperture_mask`\n", "* **`pixel_series`**\n", " * `pld_order`\n", " * `pca_components`\n", " * `pld_aperture_mask`\n", "* **`spline`**\n", " * `spline_n_knots`\n", " * `spline_degree`\n", " * `restore_trend`\n" ] }, { "cell_type": "markdown", "metadata": { "id": "bZXztmqDNHjn" }, "source": [ "### 5.1 Definitions of all additional parameters\n", "\n", "Full descriptions of each of these keywords can be found below." ] }, { "cell_type": "markdown", "metadata": { "id": "LVwU0SR62xO5" }, "source": [ "**`pld_order`** (`int`): \n", "* The order of Pixel Level Decorrelation to be performed. First order (`n=1`) uses only the pixel fluxes to construct the design matrix. Higher order populates the design matrix with columns constructed from the products of pixel fluxes. Default 3 for *K2* and 1 for *TESS*.\n", " \n", "**`pca_components`** (`int` or tuple of `int`):\n", "* Number of terms added to the design matrix for each order of PLD\n", "pixel fluxes. Increasing this value may provide higher precision\n", "at the expense of slower speed and/or overfitting. If performing PLD with `pld_order > 1`, `pca_components` can be a tuple containing the number of terms for each order of PLD. If a single `int` is passed, the same number of terms will be used for each order. If zero is passed, Principle Component Analysis (PCA) will not be performed.\n", " \n", "**`background_aperture_mask`** (`array-like` or `None`):\n", "* A Boolean array flagging the background pixels such that `True` means\n", "that the pixel will be used to generate the background systematics model.\n", "If `None`, all pixels which are fainter than 1-sigma above the median flux will be used.\n", " \n", "**`pld_aperture_mask`** (`array-like`, `'pipeline'`, `'all'`, `'threshold'`, or `None`):\n", "\n", "* A Boolean array describing the aperture such that `True` means\n", "that the pixel will be used when selecting the PLD basis vectors. If `None` or `all` are passed in, all pixels will be used. If `'pipeline'` is passed, the mask suggested by the official pipeline will be returned. If `'threshold'` is passed, all pixels brighter than 3-sigma above the median flux will be used.\n", " \n", "**`spline_n_knots`** (`int`):\n", "* Number of knots in spline.\n", " \n", "**`spline_degree`** (`int`)\n", "* Polynomial degree of spline.\n", "\n", "**`restore_trend`** (`bool`):\n", "* Whether to restore the long-term spline trend to the light curve.\n", "\n", "**`sparse`** (`bool`):\n", "* Whether to create `SparseDesignMatrix`.\n", "\n", "**`cadence_mask`** (`np.ndarray` of `bool`) \n", "* (optional) Mask, where `True` indicates a cadence that should be used.\n", "\n", "**`sigma`** (`int`):\n", "* Standard deviation at which to remove outliers from fitting (default 5).\n", "\n", "**`niters`** (`int`) \n", "* Number of iterations to fit and remove outliers (default 5).\n", "\n", "**`propagate_errors`** (`bool`):\n", "* Whether to propagate the uncertainties from the regression. Default is `False`. Setting to `True` will increase run time, but will sample from multivariate normal distribution of weights." ] }, { "cell_type": "markdown", "metadata": { "id": "3qBFe8TY_lp9" }, "source": [ "## 6. Frequently Asked Questions\n", "\n", "**How should I select the pixels to use?**\n", "\n", "As shown earlier, there are three aperture masks used in the `PLDCorrector`. \n", "\n", "* `aperture_mask`: Used to create the SAP flux light curve from which the noise model is subtracted. For this aperture, you should select as many pixels as possible that only contain flux from the target star. This is done automatically using a threshold mask, but it is a good idea to examine that mask with the [diagnose_masks](https://docs.lightkurve.org/reference/api/lightkurve.correctors.PLDCorrector.diagnose_masks.html?highlight=diagnose_masks#lightkurve.correctors.PLDCorrector.diagnose_masks) method to ensure it does not include background targets.\n", "\n", "* `background_aperture_mask`: Pixels used to create the background model. These pixels should not contain flux from the target star whose light curve you are attempting to correct, nor should it contain flux from background targets. \n", "\n", "* `pld_aperture_mask`: Pixels used to create the correlated noise model. This aperture mask is more difficult to define, and may change on a case-by-case basis. For *K2*, this mask should contain as many pixels as possible in order to best capture the persistent motion-generated noise. For *TESS*, this mask should have less of an impact than the background mask, but should include all pixels in the cutout that do not contain background stars.\n", "\n", "**How can I speed up the correction?**\n", "\n", "The spline [DesignMatrix](https://docs.lightkurve.org/reference/api/lightkurve.correctors.DesignMatrix.html?highlight=designmatrix#lightkurve.correctors.DesignMatrix) used in [PLDCorrector](https://docs.lightkurve.org/reference/api/lightkurve.correctors.PLDCorrector.html?highlight=pldcorrector) can be substituted for a [SparseDesignMatrix](https://docs.lightkurve.org/reference/api/lightkurve.correctors.SparseDesignMatrix.html?highlight=sparsedesignmatrix). These behave identically to traditional `DesignMatrix` objects, but use `scipy.sparse` to speed up calculation and reduce memory. This can be done by passing in `sparse=True` to the `correct` method.\n", "\n", "**What do I do if I get a singular matrix error?**\n", "\n", "A singular matrix error occurs when a matrix used in [RegressionCorrector](https://docs.lightkurve.org/reference/api/lightkurve.correctors.RegressionCorrector.html?highlight=regressioncorrector) cannot be inverted, a step necessary for optimizing the coefficients. The primary reason this occurs is that the input `DesignMatrix` has low rank relative to the number of column vectors. There are two suggested solutions to this issue:\n", "* Limit the number of input column vectors by performing Principle Component Analysis (PCA). This is done automatically in `PLDCorrector`, but the number of output PCA vectors can be reduced using the `pca_components` keyword in the `correct` method from its default value of 16.\n", "* Ensure you are not masking out too much of your data. For instance, if you are using the `cadence_mask`, make sure that the values you want to include in your detrending are labeled as `True`. Using the inverse `cadence_mask` will often raise a singular matrix error." ] }, { "cell_type": "markdown", "metadata": { "id": "g6HorDwoUBQs" }, "source": [ "## About this Notebook" ] }, { "cell_type": "markdown", "metadata": { "id": "0cJVL81oTcGn" }, "source": [ "**Authors**: Nicholas Saunders (nksaun@hawaii.edu), Geert Barentsen\n", "\n", "**Updated**: September 29, 2020" ] }, { "cell_type": "markdown", "metadata": { "id": "iQdt2aj0eJG3" }, "source": [ "## Citing Lightkurve and Astropy\n", "\n", "If you use `lightkurve` or its dependencies in your published research, please cite the authors. Click the buttons below to copy BibTeX entries to your clipboard." ] }, { "cell_type": "code", "execution_count": 19, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 144 }, "execution": { "iopub.execute_input": "2023-11-03T14:23:04.963638Z", "iopub.status.busy": "2023-11-03T14:23:04.963429Z", "iopub.status.idle": "2023-11-03T14:23:04.967121Z", "shell.execute_reply": "2023-11-03T14:23:04.966814Z" }, "executionInfo": { "elapsed": 845, "status": "ok", "timestamp": 1601325533294, "user": { "displayName": "Geert Barentsen", "photoUrl": "https://lh3.googleusercontent.com/a-/AOh14Gj8sjdnDeqdejfe7OoouYPIclAQV0KSTpsU469Jyeo=s64", "userId": "05704237875861987058" }, "user_tz": 420 }, "id": "UgxFosOkNgal", "outputId": "1a9b03a7-ec62-4362-9409-888480ddb49a" }, "outputs": [ { "data": { "text/html": [ "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", " \n", " \n", " \n", " \n", "\n", "

\n", " When using Lightkurve, we kindly request that you cite the following packages:\n", "

    \n", "
  • \n", " lightkurve\n", " \n", "
  • \n", "
  • \n", " astropy\n", " \n", "
  • \n", "
  • \n", " astroquery\n", " \n", " — if you are using search_lightcurve() or search_targetpixelfile().\n", "
  • \n", "
  • \n", " tesscut\n", " \n", " — if you are using search_tesscut().\n", "
  • \n", "
\n", "

\n", "\n" ], "text/plain": [ "" ] }, "execution_count": 19, "metadata": {}, "output_type": "execute_result" } ], "source": [ "lk.show_citation_instructions()" ] }, { "cell_type": "markdown", "metadata": { "id": "1i_uXbTNuYxF" }, "source": [ "\"Space\n" ] } ], "metadata": { "colab": { "collapsed_sections": [], "name": "Removing Instrumental Noise from K2 and TESS light curves using Pixel Level Decorrelation (PLD)", "provenance": [ { "file_id": "1Pd6YkGuqgPzS5helYNbwrJgpFMQzhTxA", "timestamp": 1589325626782 } ] }, "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": "3.9.13" } }, "nbformat": 4, "nbformat_minor": 4 }