{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Removing noise from Kepler, K2, and TESS light curves using Cotrending Basis Vectors (`CBVCorrector`)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Cotrending Basis Vectors (CBVs) are generated in the PDC component of the Kepler/K2/TESS pipeline and are used to remove systematic trends in light curves. They are built from the most common systematic trends observed in each PDC Unit of Work (Quarter for Kepler, Campaign for K2 and Sector for TESS). Each Kepler and K2 module output and each TESS CCD has its own set of CBVs. You can read an introduction to the CBVs in [Demystifying Kepler Data](https://arxiv.org/pdf/1207.3093.pdf) or to greater detail in the [Kepler Data Processing Handbook](https://archive.stsci.edu/kepler/manuals/KSCI-19081-003-KDPH.pdf). The same basic method to generate CBVs is used for all three missions.\n", "\n", "This tutorial provides examples of how to utilize the various CBVs to clean lightcurves of common trends experienced by all targets. The technique exploits two goodness metrics that characterize the performance of the fit. [CBVCorrector](https://lightkurve.github.io/lightkurve/reference/api/lightkurve.correctors.CBVCorrector.html#lightkurve.correctors.CBVCorrector) inherits the [RegressionCorrector](https://lightkurve.github.io/lightkurve/reference/api/lightkurve.correctors.RegressionCorrector.html#lightkurve.correctors.RegressionCorrector) class in LightKurve. It is recommend to first read the tutorial on [obtaining the CBVs](https://lightkurve.github.io/lightkurve/tutorials/2-creating-light-curves/2-2-how-to-use-cbvs.html) before reading this tutorial." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Cotrending Basis Vector Types" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "There are three basic types of CBVs: \n", "\n", "- **Single-Scale** contains all systematic trends combined in a single set of basis vectors. \n", "\n", "- **Multi-Scale** contains systematic trends in specific wavelet-based band passes. There are usually three sets of multi-scale basis vectors in three bands.\n", "\n", "- **Spike** contains only short impulsive spike systematics.\n", "\n", "There are two different correction methods in PDC: Single-Scale and Multi-Scale. Single-Scale performs the correction in a single bandpass. Multi-Scale performs the correction in three separate wavelet-based bandpasses. Both corrections are performed in PDC but we can only export a single PDC light curve for each target. So, PDC must choose which of the two to export on a per-target basis. Generally speaking, single-scale performs better at preserving longer period signals. But at periods close to transiting planet durations multi-scale performs better at preserving signals. PDC therefore mostly chooses multi-scale for use within the planet finding pipeline and for the archive. You can find in the light curve FITS header which PDC method was chosen (keyword “PDCMETHD”). Additionally, a seperate correction is alway performed to remove short impulsive systematic spikes.\n", "\n", "For an individual's research needs, the mission supplied PDC lightcurves might not be ideal and so the CBVs are provided to the user to perform their own correction. All three CBV types are provided at MAST for TESS, however only Single-Scale is provided at MAST for Kepler and K2. Also for Kepler and K2, Cotrending Basis Vectors are supplied for only the 30-minute target cadence." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Obtaining the CBVs" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "One can directly obtain the CBVs with `load_tess_cbvs` and `load_kepler_cbvs`, either from MAST by default or from a local directory `cbv_dir`. However when generating a [CBVCorrector](https://lightkurve.github.io/lightkurve/reference/api/lightkurve.correctors.CBVCorrector.html#lightkurve.correctors.CBVCorrector) object the appropriate CBVs are automatically downloaded from MAST and aligned to the lightcurve. Let's generate this object for a particularily interesting TESS variable target. We first download the SAP lightcurve." ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "execution": { "iopub.execute_input": "2025-05-21T14:05:35.968477Z", "iopub.status.busy": "2025-05-21T14:05:35.967583Z", "iopub.status.idle": "2025-05-21T14:05:38.325015Z", "shell.execute_reply": "2025-05-21T14:05:38.324670Z" } }, "outputs": [], "source": [ "%matplotlib inline\n", "from lightkurve import search_lightcurve\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "import warnings\n", "warnings.filterwarnings('ignore')\n", "\n", "lc = search_lightcurve('TIC 99180739', author='SPOC', sector=10).download(flux_column='sap_flux')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Next, we create a `CBVCorrector` object. This will download the CBVs appropriate for this target and store them in the `CBVCorrector` object. In the case of TESS, this means the CBVs associated with the CCD this target is on and for Sector 10." ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "execution": { "iopub.execute_input": "2025-05-21T14:05:38.326790Z", "iopub.status.busy": "2025-05-21T14:05:38.326663Z", "iopub.status.idle": "2025-05-21T14:05:39.047826Z", "shell.execute_reply": "2025-05-21T14:05:39.047381Z" } }, "outputs": [], "source": [ "from lightkurve.correctors import CBVCorrector\n", "cbvCorrector = CBVCorrector(lc)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's look at the CBVs downloaded." ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "execution": { "iopub.execute_input": "2025-05-21T14:05:39.049579Z", "iopub.status.busy": "2025-05-21T14:05:39.049450Z", "iopub.status.idle": "2025-05-21T14:05:39.052391Z", "shell.execute_reply": "2025-05-21T14:05:39.052104Z" } }, "outputs": [ { "data": { "text/plain": [ "[TESS CBVs, Sector.Camera.CCD : 10.1.1, CBVType : SingleScale, nCBVS : 16,\n", " TESS CBVs, Sector.Camera.CCD : 10.1.1, CBVType.Band: MultiScale.1, nCBVs : 8,\n", " TESS CBVs, Sector.Camera.CCD : 10.1.1, CBVType.Band: MultiScale.2, nCBVs : 8,\n", " TESS CBVs, Sector.Camera.CCD : 10.1.1, CBVType.Band: MultiScale.3, nCBVs : 8,\n", " TESS CBVs, Sector.Camera.CCD : 10.1.1, CBVType : Spike, nCBVS : 6]" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "cbvCorrector.cbvs" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We see that there are a total of 5 sets of CBVs, all associated with TESS Sector 10, Camera 1 and CCD 1. The number of CBVs per type is also given. Let's plot the Single-Scale CBVs, which contain all systematics combined." ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "execution": { "iopub.execute_input": "2025-05-21T14:05:39.053792Z", "iopub.status.busy": "2025-05-21T14:05:39.053679Z", "iopub.status.idle": "2025-05-21T14:05:39.805599Z", "shell.execute_reply": "2025-05-21T14:05:39.805315Z" } }, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "cbvCorrector.cbvs[0].plot();" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The first several CBVs contain most of the systematics. The latter CBVs pose a greater risk of injecting more noise than helping. The default behavior in CBVCorrector is to use the first 8 CBVs." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Assessing Over- and Under-Fitting with the Goodness Metrics" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Two very common issues when fitting a model to a data set it over-fitting and under-fitting. \n", "\n", "Over-fitting occurs when the model has too many degrees of freedom and fits the data _at all costs_, instead of just modelling the physical process it is attempting to model. This can exhibit itself in different ways, depending on the system and application. In the case of fitting systematic trend basis vectors to a time series, over-fitting can result in the basis vectors removing intrinsic signals in the times series instead of just the systematics. It can also result in introduced broad-band noise. This can be particularily prominant in an unconstrained least-squares fit. A least-squares fit only cares about minimizing it's loss function, which is the Root Mean Square error. In the course of minimizing the RMS, narrow-band power representing the systematic trends are exchanged for broad-band noise intrinsic in the basis vectors. This results in the overall RMS decreasing but the noise in the time series increasing, resulting in the obscuration of the signals under interest. A very common method to inhibit over-fitting is to introduce a regularization term in the loss function. This constrains the fit and effectively reduces the degrees of freedom.\n", "\n", "Under-fitting occurs when the model has too few degrees of freedom and fails to adequately model the physical process it is attempting to model. In the case of fitting systematic trend basis vectors to a time series, under-fitting can result in residual systematics. Under-fitting can either be the result of the basis vectors not adequately representing the systematics or, placing too great of a restriction on the model during fitting. The regularization technique used to inhibit over-fitting can therefore result in under-fitting. The ideal fit will balance the counter-acting phenomena of over- and under-fitting. To this end, a method can be developed to measure the degree to which these two phenomena occur.\n", "\n", "PDC has two **Goodness Metrics** to assess over- and under-fitting:\n", "\n", "- **Over-fitting metric**: Measures the introduced noise in the light curve after the correction. It does so by measuring the broad-band power spectrum via a Lomb-Scargle Periodogram both before and after the correction. If power has increased after the correction then this is an indication the CBV fit has over-fitted and introduced noise. The metric treats all frequencies equally when measuring power increase; from one frequency separation to the Nyquist frequency. This metric is callibrated such that a metric value of 0.5 means the introduced noise due to over-fitting is at the same power level as the uncertainties in the light curve.\n", "\n", "- **Under-fitting metric**: Measures the mean residual target to target Pearson correlation between the target under study and a selection of neighboring targets. This metric will find and download a selection of neighboring SPOC SAP targets in RA and Decl. until a minimum number is found. The metric is callibrated such that a value of 0.95 means the residual correlations in the target is equivalent to chance correlations of White Gaussian Noise.\n", "\n", "_The Goodness Metrics are not perfect!_ They are an estimate of over- and under-fitting and are to be used as a guideline along other other metrics to assess the quality of your light curve." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The Goodness Metrics are part of the `lightkurve.correctors.metrics` module and can be computed directly with calls to `overfit_metric_lombscargle` and `underfit_metric_neighbors`. The 'CBVCorrector' has convenience wrappers for the two metrics and so they do not need to be called directly, as we will show below." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Example Correction with CBVCorrector to Inhibit Over-Fitting" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "There are four correction methods within `CBVCorrector`:\n", "\n", "- **correct**: Performs a numerical correction using the LightKurve [RegressionCorrector.correct](https://lightkurve.github.io/lightkurve/reference/api/lightkurve.correctors.RegressionCorrector.correct.html#lightkurve.correctors.RegressionCorrector.correct) method while optimizing the L2-Norm regularization penalty term using the goodness metrics as the Loss Function.\n", "\n", "- **correct_gaussian_prior**: Performs an analytical correction using the LightKurve [RegressionCorrector.correct](https://lightkurve.github.io/lightkurve/reference/api/lightkurve.correctors.RegressionCorrector.correct.html#lightkurve.correctors.RegressionCorrector.correct) method while setting the L2-Norm (Ridge Regression) regularization penalty term as the Gaussian prior.\n", "\n", "- **correct_elasticnet**: Performs the correction using Scikit-Learn's [ElasticNet](https://scikit-learn.org/stable/modules/generated/sklearn.linear_model.ElasticNet.html), which combines both an L1- and L2-Norm regularization.\n", "\n", "- **correct_regressioncorrector**: Performs the standard [RegressionCorrector.correct](https://lightkurve.github.io/lightkurve/reference/api/lightkurve.correctors.RegressionCorrector.correct.html#lightkurve.correctors.RegressionCorrector.correct) correction. RegressionCorrector is the superclass to CBVCorrector and this is a \"passthrough\" method to access the superclass `correct` method.\n", "\n", "If you are unfamilar with L1-Norm (LASSO) and L2-Norm (Ridge Regression) regularization then there are [severel](https://www.statlearning.com/), [excellent](https://press.princeton.edu/books/hardcover/9780691198309/statistics-data-mining-and-machine-learning-in-astronomy), [introductions](https://en.wikipedia.org/wiki/Regularization_(mathematics)). You can read how a L2-norm relates to a Gaussian prior in a linear design matrix in [this reference](https://katbailey.github.io/post/from-both-sides-now-the-math-of-linear-regression/).\n", "\n", "The default method is `correct` and generally speaking, one can use just this method to obtain a good fit. The other methods are for advanced usage.\n", "\n", "We'll start with `correct_gaussian_prior` in order to introduce the concepts. Doing so will allow us to force a very weak regularization term (alpha=1e-4) as an illustration." ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "execution": { "iopub.execute_input": "2025-05-21T14:05:39.807390Z", "iopub.status.busy": "2025-05-21T14:05:39.807262Z", "iopub.status.idle": "2025-05-21T14:05:40.613545Z", "shell.execute_reply": "2025-05-21T14:05:40.613255Z" } }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Select which CBVs to use in the correction\n", "cbv_type = ['SingleScale', 'Spike']\n", "# Select which CBV indices to use\n", "# Use the first 8 SingleScale and all Spike CBVS\n", "cbv_indices = [np.arange(1,9), 'ALL']\n", "# Perform the correction\n", "cbvCorrector.correct_gaussian_prior(cbv_type=cbv_type, cbv_indices=cbv_indices, alpha=1e-4)\n", "cbvCorrector.diagnose();" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "First note that CBVCorrector always fits a constant term in the model, but the constant is never subtracted in the resultant corrected flux. The median flux value of the light curve is always preserved.\n", "\n", "At first sight, this looks like a good correction. Both the Single-Scale and Spike basis vectors are being utilized to fit out as much of the signal as possible. The corrected light curve is indeed flatter. But this was essentially an unrestricted least-squares correction and we may have _over-fitted_. The very strong lips right at the beginning of each orbit is probably a chance correlation between the star's inherent stellar variability and the thermal settling systematic that is common in Kepler and TESS lightcurves. Let's look at the CBVCorrector goodness metrics to determine if this is the case." ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "execution": { "iopub.execute_input": "2025-05-21T14:05:40.615135Z", "iopub.status.busy": "2025-05-21T14:05:40.615012Z", "iopub.status.idle": "2025-05-21T14:08:06.552240Z", "shell.execute_reply": "2025-05-21T14:08:06.551842Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Over fitting Metric: 0.7126447145580249\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Under fitting Metric: 0.9697057245444944\n" ] } ], "source": [ "# Note: this cell will be slow to run\n", "print('Over fitting Metric: {}'.format(cbvCorrector.over_fitting_metric()))\n", "print('Under fitting Metric: {}'.format(cbvCorrector.under_fitting_metric()))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The first time you run the under-fitting goodness metric it will download the SPOC SAP light curves of targets in the neighborhood around the target under study in order to estimate the residual systematics (they are stored in the CBVCorrector object for subsequent computations). A goodness metric of 0.8 or above is generally considered good. In this case, it looks like we over-fitted (over-fitting metric = 0.71). Even though the corrected light curve looks better, our metric is telling us we probably injected signals into our lightcurve and we should not trust this really nice looking curve. Perhaps we can do better if we _regularize_ the fit." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Using the Goodness Metrics to Optimize the Fit" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We will start by performing a scan of the over- and under-fit goodness metrics as a function of the L2-Norm regularization term, alpha." ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "execution": { "iopub.execute_input": "2025-05-21T14:08:06.554096Z", "iopub.status.busy": "2025-05-21T14:08:06.553958Z", "iopub.status.idle": "2025-05-21T14:08:34.706489Z", "shell.execute_reply": "2025-05-21T14:08:34.706082Z" } }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "cbvCorrector.goodness_metric_scan_plot(cbv_type=cbv_type, cbv_indices=cbv_indices);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This scan also plots the last used alpha parameter as a vertical black line (alpha=1e-4 in our case). We are clearly not optimizing this fit for both over- and under-fitting. Let's use the `correct` numerical optimizer to try to optimize the fit." ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "execution": { "iopub.execute_input": "2025-05-21T14:08:34.708030Z", "iopub.status.busy": "2025-05-21T14:08:34.707906Z", "iopub.status.idle": "2025-05-21T14:09:11.914538Z", "shell.execute_reply": "2025-05-21T14:09:11.914104Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Optimized Over-fitting metric: 0.9996590294149641\n", "Optimized Under-fitting metric: 0.8235713988608696\n", "Optimized Alpha: 9.861e+03\n" ] }, { "data": { "image/png": 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CiCVRtkxCiD2x2a0QTCEyMhL19fUqa90qKyvZ5/Upp29ZolljY6NRr29ubh6wTGVlJerq6hRe09raatR5CSGEEEIIMRcK7uRkZmZCKpXiwIED7DGxWIyDBw8iPj6ezWqpazl9yxLNuru7TX6O27dvm+U8hFhCb28vOzKtr4aGBo5bQ4hptLe345dffrF0MwghxGJselrmnj170NnZyU57LC0tZX/Ozs6Gu7u7XuXi4+ORmZmJvLw8tLW1ITg4GAUFBWhsbMQLL7zAnlfXcvqWJYQQUykuLoafnx9GjRql92tLSkowb948ODg4mKBl9qWwsBC7du1CfX09ZDIZ/Pz8kJiYiMcffxw+Pj4AgKVLl2LcuHF45plnOD9/eXk5Vq9ejXfeeQexsbF6vfb06dP473//i9raWvT19UEoFCI+Ph6PPPIIQkNDOW2nqd4DkUiE69ev67U2nKZlEkLsiU0Hdzt27FCYrnf8+HEcP34cADB16lQ2aNO1HACsXLkSW7ZsweHDhyESiRAREYE1a9Zg+PDhCufWtZy+ZZVfx+crDq5mZWUhKytLl7fHJCyVLdPQEQdCBhuxWKw2yZJUKtX777empgaurq5cNc3uff/99/jyyy8xb948/O53v4NMJkNtbS0KCwvR3NzMBnerV6+Gh4eHZRur5OjRo9iwYQOmTZuGBx98EI6Ojqirq8OxY8dQV1fHeXBHCCHENGw6uPv88885LQfcy165ZMkSLFmyhJNy+paV984771hNQhVLs8R0yZ6eHpW1fv39/ZDJZLSvILFau3fvxuzZs9mg7Ny5cxAKhQD0H6G4fv06G5CQge3evRv3338/li5dyh5LTU1Fbm6uQjKq6OhoSzRPq927d2PkyJF48cUX2WMpKSnIycmxyURa+qCRO0KIPbHp4I4MHrpu6M6l9vZ2lWNnz55Fb28vMjMzzd4eQnQlfzN++/ZtlRkA2pw+fRqpqakqx+kGeGAikQi+vr5qn5P/N1Cekvjuu+/i8uXLeOaZZ/DZZ5+hvr4eQ4cOxbJlyxATE8O+rrOzEx9//DFOnjwJgUCAmTNnwtPTE//5z3+we/duje2SyWTYsWMHfvzxRzQ2NsLPzw/Z2dmYP3++QtujoqIGbDsAnDp1Ct999x2uXLkCJycnREZG4qmnnkJ0dDR6enqwefNmnD17Fk1NTfDx8cGYMWPw5JNPKsySUaeiogJfffUVKisr4eDggNTUVDz99NNGdTD09PSgsrISycnJtH8pIWRQoIQqxOoJBAL09vZa7PyXL19Gfn4+gHs3zfbei03siy5BmXznSW1trSmbY9diYmJw4MAB/Pjjj+x2N7pqaWnBp59+igULFuDll1+GWCzG+vXrFaakv/feezh16hSefPJJ/OEPf0BdXR127do1YN2ffvoptm7dimnTpmHt2rW4//778eWXX2L//v0KbS8pKcEPP/yA27dva6zr6NGjeOONN+Dt7Y3/+7//w//93/8hMTGRXcfe29sLqVSKxx57DK+99hoWLVqE8+fPY/369VrbWFFRgVdeeQVubm7405/+hOXLl6O6uhp//etftb5OIpGo3UuW0d7ejitXrqCiokLheFNTk0KiM0IIsRfUjUWsnrOzMzo6Oix2/ps3b1rs3IRwYaC1dgcOHEBubq5OW4YQzZ599lmsX78eH3zwAQAgKCgI48ePx7x58xAUFKT1tSKRCG+99RaGDRsGAHBxccHq1avZUafa2locP34cL774IqZNmwYAGDNmDJ599lmt9d66dQt79+7FsmXLMGvWLADA6NGj0dvbi6+//hoPPPAA+Hw+nnjiCdTV1eHzzz/H559/DqFQiNTUVGRnZ7Nb9shkMvznP/9BSkoK/vznP7PnkB/p9fb2xrJly9jHEokEQUFBePnll1FfX69x7d7mzZsRGxuL1atXsx0Sw4YNw/LlyzWOJjP1awvulD/7HR0dkMlk6O3ttciMEEIIMTUauSNWz9oy9NH0NGJL9Pm8qhuVtlQSJVs0bNgwfPjhh1i7di1ycnLg7u6O3bt34/nnn0dNTY3W1wqFQjawA4Dw8HAAYEfEqqurAQBpaWlsGT6fj/Hjx2ut9+zZswCAjIwMSCQS9r/Ro0ejpaUFd+7cAQD4+fnhH//4B9588008+OCDCAwMxMGDB7Fy5UqcPn0aAHDjxg3cuXMH06dP13rOgoICrFixAg899BDmz5+Pl19+GQBQX1+vtnxPTw8uXbrEbh3EtDE0NBT+/v7s764PTdt3/Pzzzzh48KDCMbqmE0LsicEjdwUFBZw1gumFJIqsMVsmcG8K12BO9MIkWTly5AgyMjIouQqxOsoBGfOYx+OhsLAQ48ePh5ubG5qbm9lkK8pKSkrQ0tICb29vk7dXH8/+twz1bT2c1hnq7YJ//WYkJ3U5OTkhNTWVHWk6c+YM1q1bh+3bt2P16tUaX6e8Ho1ZH9bX1wcAaG5uhqOjo0q5gf592tvbIZPJ8Lvf/U7t801NTQgMDARwL1gcMWIERowYAQC4cuUKXnnlFXz11VdITU1lZ1Bo+swA97JRv/vuu3jggQfw2GOPwdPTE83NzXjzzTc1jrB1dnZCKpXis88+w2effaa2jYDi51iZRCJRKFNSUoLc3FwUFxerPScFdIQQe2VwcLdp0ybOLo4U3KlnLdky29raFB53dnaatV3W8iWcn5+PsLAw9vHdu3fR399PwR2xCcxNb3NzMzsNs7CwELm5uWrLMyMf1vL3x+AqCDOXMWPGIDIyEnV1dUbVIxQK0d/fj87OToUAT/n6rMzT0xM8Hg9vv/222oQi2rY4iI6OxujRo9lNwT09PQFA6/TdY8eOISoqCsuXL2ePlZeXa22ju7s7eDweHnroIaSnp6s87+XlBeBex6JMJlO7jURBQYFKRuq9e/eyP8tkMpqGSQgZFIxacxcREaH2QqyrEydO4Nq1a8Y0gZiB8kJ0c9M3MQHXmGlLAO23R+yHrtMtaVqm7lpaWlSyZfb29uLOnTsYOnSoUXUzWTNPnjzJdohKpVKUlpZqfR2zaX1HR4fWKZzq2i6VSnHr1i02W2VYWBj8/f1x8OBBTJo0SW09fX19KkHkkSNHtLbRxcUFCQkJqKurw2OPPaaxnEwm0/p5PHHiBFpbW9nH8om4qqurDZreSQghtsao4C4qKgoLFy40+PW3b9+m4M4GDeabPcqUSWyRuuls2v6OLbGvpD14/vnnMX78eKSkpEAoFOLu3bvYs2cP2tvbMXfuXKPqHjZsGCZMmIBPP/0Uvb29CAgIwI8//oi+vj6to6uhoaHIysrCO++8gwULFiA+Ph79/f24efMmysrK8OqrrwIAXnvtNYSEhGD8+PEIDAxEe3s7fv75Z1y7dg1PP/00gHufnyVLlmDjxo148803MW3aNDg5OaGiogKxsbEYP348Ro8ejY8//hjbt29HQkICTp8+jXPnzg34+y1evBh//vOf8fbbb2Py5Mnw8PDAnTt3cPbsWUyfPh2JiYkQi8Vs4NjR0cGOJDL0SX6lLQkLIYTYMoODOzc3Nzg7Oxt1coFAwG60S4gtYNbbyY/g1dXVsckPCLEWdXV17IiLWCxGR0cHhgwZorE8s2YJgEKKfMqgqbuFCxeitLQUn3/+Odra2uDl5YWIiAj89a9/xciRxk8nfeGFF/DJJ5/gP//5D5ycnHD//fdj2LBh2LNnj9bX/f73v0doaCgOHDiA7du3w9XVFaGhoQr7dT744IM4duwYtmzZgpaWFri7uyM0NBSvvPIKMjIy2HKTJk2Cs7Mzvv32W2zcuBFOTk6Ijo7GhAkTAACzZs1CQ0MD9uzZg/z8fIwZM4bdMgG4d+1U13mQmJiIt99+G9u2bcN7770HsVgMf39/jBo1CsHBwWxnBHPt7e/vZxOvGOLMmTMan2tubkZfX5/WvxdCCLFWBgd327dvN/rky5YtU0iZTGzDYB65YzA3J8XFxWhvb6fgjlidU6dOYcSIEeDxeOjpuZeARP5GWPnvuLq6Gv7+/ir1tLe3m7ahdkTXhFeff/65wuMXX3xRpYyHh4fKxuQeHh744x//qHBs1apVCpuPjxgxQuV1PB4P2dnZyM7O1timyZMnY/LkyQO2HQDGjx+vcYqng4MDli5diqVLlyocZ9rU19eH/v5+lfcAAGJjY7F27Vq19aobaevp6eFkBO6XX35RyEJ67do1tLe3U3BHCLFJtM+dFbPWbJnkf+jGl1jS+fPn4eTkhPj4eIjFYja5D5O8Q3m0Q1s6/v7+fhQVFWl8nqnr+vXrCin7ifkUFxejqakJERER6O3txZEjR3DhwgWtWTitTWdnp6WboKK+vh537txBa2srBAIBe/zkyZNs0CcWi7Fv3z7MmzfPUs0khBCdUHBnxawlW6by3kRVVVVwc3NTWe8wmNDoJbEGLS0tcHFxQWdnJ3788UfMnDkTAHDp0iWVclz55ZdfKLizEFdXVxw+fBi3bt2CWCxGWFgY/vjHP7JTIq2dNa9Zlu/YiIiIAKD43WfMFFBCCDEnCu6I3mJjY1FVVQWxWIzo6GgEBARYukmEDFoymQw//vgjAODq1asqz2lKtqFv5teTJ08qrL0i5jdmzBiMGTPG0s0wmDUHd4QQYi/4AxfRzy+//IKnnnqK62qJFfHy8sLYsWMxevRoNDU14dixY6itrR1UX9yD6Xcl1qelpYXdUPrGjRvsceVU75WVlQqp4eUxe4CdP39ep3My+94RwgVbychKe+MRQmwN58FdT08PmpqauK6WWCEXFxckJSUhPT0dEokEJSUlqKysRF9fn6WbZnIFBQWWbgIZxM6dO4fKysoBy+kyOldVVaXwf0LMgUnyY+0OHDhA0/AJkaOpw5BYD52nZW7ZskWncvK9yGRwcHR0RGRkJCIiInD79m2cOXMGLi4uiImJgYeHh6WbRwghxA6ZagaFcr3a9hEkZLApKChAbm6upZtBtNA5uPv222/h7u4+YIKPwTBqQ9Tj8XgYMmQIhgwZgtbWVlRWVqK/vx/R0dFqU6zbo5qaGgQHB9P+jcQsaJYEsQfa1oZaQm1tLRwcHNjHNHJHCLElOgd3Q4YMQXJyMlasWKG1XHFxMTZs2GB0wwbS3d2N/Px8VFVVoaqqCiKRCCtWrMD06dNVyorFYmzduhWHDx+GSCRCREQEFi1ahJSUFJWyly9fxldffcVmm4uPj8fixYsV9hEqLy/XmHp648aNSEhIMPj88mx5KwQfHx+MHTsWPT09qKmpQUVFBYYNG4bQ0FCV38ledHR04OzZs3B2dkZoaKilm0P+n6tXryIsLIzdJsBe1NbWWroJhHCitbUVXl5ebEAlEol0mvWhb1IgfchnxtyxYwfmzJljsnMRQgiXdA7uEhISVNJra2KOXq729nZs374dAQEBiIyMRHl5ucaymzZtQnFxMXJychASEoJDhw5h3bp1WL9+PZKTk9lyly9fxssvvwx/f38sXLgQMpkMe/fuxSuvvIJ//OMfCAsLU6h37ty5iI2NVTgWHBxs8PmVWctWCMZg1uX19/ejrq4OJSUl7L+Z/H5C9qCkpMTSTSBq/Prrr/D19YWPj4+lm2LzaASDmAMXG5Nzrbe319JNIIQQnegc3OXk5ODixYsDlhs+fDjWr19vVKN0IRQKkZeXB19fX1RXV2PlypVqy1VVVaGoqAiLFy9m5whPmzYNy5cvx+bNm7Fx40a27NatWyEQCLBx40Z4eXkBAKZOnYpnnnkGeXl5KqN1ycnJyMzM1NpOfc5vz5TX5f3yyy9wdXXlbF0ej8ez6I2nTCazys15yT0UlHCjtLTU0k0gxCKY7LSM7u5umn5PCLFKOs+Pi4mJQU5OzoDlvL29MWLECKMapQsnJyf4+voOWK64uBh8Ph+zZs1ijwkEAsyYMQMVFRUKa1YuXLiAUaNGsYEdcC+ITE5OxqlTp9Smbu7q6tK6sak+57cVxqyNYNblTZgwAREREaioqMDJkydx584dztrHbOSsTCAQQCgUcnYeQsypr6/P4ltwyG/qTNQrLCzEypUr8fDDD+O3v/0tnn32Wfzzn//UO8Pc7du3MXfuXBQXF7PHli5dio8//pjjFpueSCSydBOMJr8VSH9/P/bv32/B1hCiP11n3xHbZ/ebmNfU1CA0NFRlemNcXByAe+txmE24xWIxnJ2dVepwdnZGf38/rl+/rrCe7r333kN3dzf4fD6Sk5OxePFilWma+px/sPHx8UFqaip6enpw5coVztbl8Xg8JCUlqYw0+/j4wM/PD83NzcY2XYX8Ddivv/5Ka+4I5/bs2QMASE9Pt/jNcldXFxoaGjBkyBD89NNPmD9/vkXbYy2+//57fPnll5g3bx5+97vfQSaToba2FoWFhWhubtZrarBQKMTGjRvt4lpiyDRL+SQrYrFYYfTdEiPxXHZAEmIJly5dQmJioqWbQczA6OCuqakJmzZtMstUTEM0NzerHeFjjt29e5c9FhYWhsrKSkgkEnZht1gsZvd/Yso6OjoiIyMDqamp8PLyQm1tLXbs2IFVq1Zhw4YNiI6ONuj8ynTdPNXJycmmk0W4uLggOTkZ/f39qK2tRXFxMYKCghAREaHzujzlaZma3g+mzNy5c7F7927jG///NDY2sj9TxljrY0/TMk+cOGHpJqC5uRlnz57F9OnTLT6aaE12796N+++/H0uXLmWPpaamIjc3V+/3ycnJSSU5ly1qaWkx6HVtbW1sMCwSiRQ6Xi2x/o35Pu7u7rbp71tC1Onv70dbWxv8/PzQ2toKFxcXuLi4WLpZxEBGB3e9vb04f/48F20xib6+PrUXYiZokL8RnzNnDj766CP885//xIMPPgiZTIZvvvmG/XJiyiYmJir0fqSlpSEzMxPPP/888vLysG7dOoPOr2zx4sU6/Y4LFy7Eo48+qlNZa+bo6IioqChERkaioaEBv/zyy4AJZSZNmoSjR48CuJdJdO/evSplnJycIBaLFS5U5vhy3rVrF+bMmQNHR7sfICeD1K+//mrpJlgVkUikcbmA/GyEpUuXYty4cQgMDMTOnTshEomQkpKCZcuWsVPHb9++jaeeegqrVq3SuLa7vb0da9euhUwmw7p16+Dt7Y26ujp8+eWXKC8vh0QiwYgRI/D73/9ebbIvayaTySCRSNSuZbZkZ83+/fsxd+5cAMAPP/xAo9bELty5cwclJSXIzc3FsWPHEBsbi/j4eEs3ixjI7u86BQKB2ikhTFAlPzI0e/ZsNDU1YceOHSgoKABwb61hbm4uvv32W629GCEhIUhPT0dJSYnCyJ8+51f2xRdf6JQt0956EXk8HoKDgxEcHIzW1lZcuXJFY1lmSquDgwPbs6s8ihcbG4uYmBjw+Xyzzjnv7++nUQ1i17TNPBiMYmJicODAAQQFBWH8+PFa14UfP34cgYGBWLZsGUQiETZv3ow333wTf//733U6V0tLC/7yl7/Azc0Na9euhbu7OxoaGvDSSy9h2LBh+MMf/gAej4dvv/0Wr776Kj7++GOr+64Qi8UK+8kpk0qlate09/T0mLJZOqPrO7E32jLPA6qJhYh1svvgTigUqr0BYUbj/Pz8FI4//vjjyM3NxfXr1+Hu7o6IiAjk5eUBwIBrH/z9/dHf34/e3l42KNP3/PLc3NxsfisEYymvUQkJCcHNmzcVjiUlJaGmpkbhmHIgzoyeaerxVVcvsQ0VFRVwcXFBREQEent71a6bJdyy9Jo/a/Xss89i/fr1+OCDDwCADfLmzZuHoKAghbLd3d147bXX4O7uDuDe98err76KM2fOYMyYMVrP09jYiFdffRVBQUH485//zF7vvv76a3h6euKNN95gOw4TExPx9NNP46effrK6PVJFIpHOGSetaSsCdUnF8vPz2YzYhNiqmpoarR0uFNzZBrsP7iIjI1FWVoauri6FQKmyspJ9XpmHh4fC/nNnz56Fv7+/yj53yhoaGiAQCBQCC0POTzTTdYpjWFiYXmnbU1NTsWvXLkObRczo9OnTSExMZG+KGxoa4OnpiYiICOzdu9eoG6zCwkIkJydbXZIja5v+qGlbnLa2NrS3tyM8PNxk53625HvUd7VxWmeomzf+lfGg0fUMGzYMH374Ic6dO4dff/0V58+fx+7du3Hw4EH87W9/Q1RUFFt25MiR7GcYAEaNGgVPT09UVlZqDe5u3bqFVatWISoqCi+//LLCaNyvv/6KSZMmwcHBgR3x8vDwQFRUFKqrq43+/Ywx0FRKqVQKHo9nVDItc7GnNbyEEPtj98FdZmYmduzYgQMHDrA3fWKxGAcPHkR8fPyAN3FHjx5FdXU1lixZwn7ptLW1wdvbW6Hc1atXUVpairFjxyp8ORl7fqLIkD3x5HtZNfVIKX9Ze3h4cDI6QdN2uFdbWwsXFxcMHz6c87qbm5tNPuWL+UzoehN79epVq5/+WF9fj5qaGgQEBODKlSsmDe64CMJMycnJCampqUhNTQUAnDlzBuvWrcP27dsV9kpV/g5hjg2UgKS6uhodHR34/e9/rzLNsr29Hbt27VLbUWXptb+tra1qZ6Iw12eRSAQXFxfaO44QE7hx44bW55m/Q2O2uiLWw6aDuz179qCzs5O98SktLWV/zs7Ohru7O+Lj45GZmYm8vDy0tbUhODgYBQUFaGxsxAsvvKBQ3/nz57F9+3akpKSwPagHDx7EmDFjFPb427BhAwQCARISEuDj44Pa2lr8+OOPcHZ2xhNPPKFQpz7nJwNLSEhQGTXQpxc1NjZWp5sHroK7ffv2YcGCBXTB5FhVVZXG4E4+hbo1Onv2LHg8HlJSUnQqb22jdup0d3ejubmZOqvUGDNmDCIjI1FXV6dwvK1NdfSxra1twP1bJ0+eDAcHB2zcuBFr1qzBqFGj2Oc8PT2RmpqKOXPmqLzOGoImXa7V1rKejhB7omsWb3XfnX19fbh8+TJto2BDbDq427Fjh0IK+uPHj+P48eMAgKlTp7JTXlauXIktW7bg8OHDEIlEiIiIwJo1a1RuDv38/MDn85Gfn4/u7m4EBQVh0aJFmD9/vsKIT1paGo4cOYKdO3eiq6sL3t7emDBhAhYuXIiQkBCVdup6fnWvU+7dz8rKsrp1E7bE0dERERERWsv4+fkZnQJYPsObNQca9uj8+fOIjIxUGOVtbW1V2MB+586dmDdvniWah56eHp0/E/39/SZuDfcG8+e9paVFJTjr7e3FnTt3MHToUIXjZWVl6OzsZL+nzp07h46ODp0y1D399NPo6+vDX//6V6xbtw5JSUkA7k3tvH79OqKiorSum7FW/f39Cp95W/j8t7a26rV/ISHWoLe3F05OTir3mGKxWCXRX2dnJyoqKtDX14fAwEBzNpMYiJPgzlLzzz///HOdygkEAixZsgRLlizRWi44OBivv/76gPXl5OQojORxdX5l77zzjlUmVLH0eoPc3Fzk5+dj1qxZAIDo6GiDp4Exa1OY32ncuHEIDw/XuKZIVz///DP7s7WPJNmb6upqVFdXIzc3l/13PHv2rMJ6J/kMfGKxGFKp1OoyCQL3ksXYAktfE6zF888/j/HjxyMlJYVNprVnzx60t7ez6fMZrq6ueO211/Cb3/wGnZ2d2Lx5M+Li4gZMpsJYtmwZ+vr6sG7dOrzxxhuIi4vDo48+ipUrV2Lt2rV44IEH4OPjg9bWVpSXlyM5ORlTpkwxxa9tMtY6iie/fvHSpUuYMGGCBVtDiP4OHTqE2NhYxMbGqn3+woULuHv3LjIyMthjNTU1FNzZCKODO19fXzz77LNctIUQvTABk0Ag0Hmz84GoWwc1ceJEHDt2jJP6iXnJB0fNzc1wcnJSmQ7HbGbP3FS3tLSYdM3YQIF+c3MzO8poK0FTeXm5xdd0WYOFCxeitLQUn3/+Odra2uDl5YWIiAj89a9/xciRIxXKTpgwAX5+fvjoo48gEokwevRoLFu2TOdz8Xg8vPDCCxCLxVi7di3efPNNREZG4p133sFXX32Ff/3rX+jp6YGvry+GDx8+4IwFcxhoDbItjNQBUJhi29DQgGvXrlmuMYQYQCKRoLy8nA3u5L+XmCmcDQ0N+OmnnxSmY9rKd9JgZ/S3sbu7O2bPns1FWwgxKzc3N/T09MDf31/rqA1NubFOhYWFmDp1ql7l5Z04cQLp6ekq5S5fvqxyI86lgUZyCwsLcd999w249srU3Nzc0NXVpXN5qVQ66L/49Z02/9BDD+Ghhx5S+1xQUBDb8cBQnq3i4OCAP/3pTwrHQkJC8PLLL+vcBnNSt52BOZJOeXl5ob293SR1y2QylRH2yspKREVFWeVsAEKA/wVp8vsyqyMSidDd3W2uZhGOWH/OYUI0MHaq46xZs+Dj44OoqCiNdc2YMcOgUUHKkml6zc3NWp/Pz8/X+vzNmzdx4sQJLpvEmcbGRp0XwJuKvoEa85mnKchEH+aYeskEWaNHj+akPvk11QBUOkEuXLigV8cIIZZy4cIFANqv23Q/Y3s4m0fT0tKC+vp6hIaGKvQ437p1C1999RWuX7+OgIAAPPLII0hISODqtMQCrKF3Pjs7e8CgKzs7G3v27NFaRtvID4/Hg6enpyHNU9DS0qKQzINYD00b15tyQ2JNX6JHjx5FaGgogHtfuBcuXLBoz781/J0TwoXIyEjEx8djyJAh8PLyQlFRkaWbRIhZabqe9/f3QyQS4erVqxpf29raaqJWEVPhLLj773//iz179uCjjz5ig7uuri68/PLLaGtrg0wmQ11dHc6fP49//vOfarNKEkWULVMzTYHd5MmT2ZTfTBlDN4rnKnV4YWGhyQIFe9bc3Ixz587hvvvuG7Ccp6cnmpqajDqfOUfK5BO6MNra2lR6+8VisbmapMLLy0vvURUKCHWjazIwwg35TKX+/v5mOSf9LRBrcu7cOYXH8utbf/rpJ62v1dQJSqwXZ8Hd+fPnER4ezvY8A8DBgwfR2tqKKVOmYOHChTh16hQ+//xz7NixA8899xxXp7Zb1pot05qp++LWZ1qlLlPKpk6dqrJ+i3Cvp6cHLS0tOHr0KCZNmqS17PXr13H9+nWjznf+/HmjXq8P+S1cgHtftH19fRafiinPGvZFI8br7+8Hn89XmyyKEGK/2tvb0dfXp3Bf9MMPP2D+/PnsY2ZvaF1VVlZy1TxiQpxd7e/evYshQ4YoHDt9+jQcHBzw1FNPISQkBPPmzUNkZKRZb6II9yzRI2nonk36rP+Ji4uDl5eX2ufkOy0MDbgPHTpk9OjSYNTS0gLg3kbZyteOgdbVmcupU6fUJovQpq6uju093bVrlymaZRFSqdRmtnAYDDo6OtRumE4IsW81NTUoKytTOCaVShVmiHR0dOhVp/wUzZaWFty5c8eoNhLT4Cy46+7uhrOzM/tYIpGgoqIC0dHR8Pb2Zo+HhYXp3VNAyLBhwwx63YIFC3QuO3z4cHbj6/DwcIXF905OTkatm2tsbERbW5veAQD5n/3796Oqqsps59MnLXtdXZ3Wf1v5fbEYp06dQkNDg9V+ORrSidPX1wexWGz0PpGEcIW5psubPHky+zOthyb2QiKRYO/evQOW42rN6eXLl3Hp0iVO6iLc4iy4EwqFuHHjBvv44sWL6OnpwYgRIxTKSSQS2g+J6E1+zYQ5eHp6qoxEG4P2ydONujVe/f39KC0tNXtbtM0w0HfEsLy8XO3xqqoqjc9xSb7jzZSsNVAlg9fMmTNVjjEBn3yn4fjx4zk/d19fH629I2Yjk8lUOhnVff64yOSq7lzEenAW3CUkJODatWvYuXMnrl27hi1btoDH46lcMOvq6uDn58fVaQkhdmTfvn1qj8t3HJmLOdI/t7a2stNOTSktLc3k5yDWo7+/f9DuTRUZGYkxY8ZoLcPc8Do4OIDP5yMrKwthYWFGn1t++qtMJsP+/ftRX19vdL2E6Ku/vx81NTUmq//48ePs2nFrWR5B/oezIbTf/OY3KCkpwX/+8x8A9y5sI0aMUNjZ/vbt26irq8OMGTO4Oq1do2yZ1mfGjBlG9cR2dnYOuIn1YMW8r729vVbR233t2jWMGjUKDg4OEIvFuH79OmJiYtjnL1y4gODgYJub1jVv3jzs3LlTp7I5OTl2tR5wsOjv70dPT8+gSIqjfC1NSUlh1xFputdgri/Dhw+HVCo1aC9TdcrLyxEREcE+lkgkVnEtI4OPqTt3GhoaTFo/MQ5nwd2wYcPw9ttvY/fu3Whvb0d0dLRK+vczZ84gMjIS6enpXJ3WrlG2TOsREhICoVAIT09Poy6aFy5cQEBAgM0FBOZ09+5dnDhxwiquE2KxGC0tLbh27Rpqa2sVgrvq6mo4Ozvb3J5ZuiQnYhIL6TuFXiQS0Ya3xKzUralzd3fHhAkTBtynlOslIo2NjexoBvM9cfr0aYSHh3N6HkK06evrY6/Dpu5coOu9deL0yhYTE4MXX3xR4/OzZ8/G7NmzuTwlGQQCAwMt3QSF9XfG9oZTT656zFYG1vRlUVhYqHF9Ao/HQ3t7u1W111hJSUnw8vJSmwBGF/b0Xhjr5MmT2LNnDy5fvoyenh4IhUKkpKRgwYIFCtl3udbX16eyFiY/Px8ZGRkKM2m4tm3bNqSkpJj0HOowI3fys1z4fD6Cg4M1vsbZ2XnAqZvGYoI8ut4Tc9uzZw/799De3m7SUTwmQWJDQwOneQqIcWjjG2L1Jk6caOkmcIq+7NVjgjsm+5Y1LNYeaOG5/HoaiUSClpYW9PX1mTWrpy5cXFx0KhcTE4OQkBCFYz4+PiZokX3bvHkz/vrXv8Ld3R3Lly/HG2+8gYULF6Kurg4bNmwwyTmZwLq/v18lyP7hhx9MntXu66+/tmjmPH22y3FwcFCYPmkKplzvRMhA5K8Bt2/fNvn5LLEunmhGaSuJ3iwRnNAatcGDWS/z66+/Wrgl+rl9+zYuXryI6OhoXLlyBXFxcWrL3bp1y8wtUz91LSwsDCNHjlRIYqNumtqIESNw9OhRk7bPnpw+fRrff/89Hn74YSxatIg9Pnz4cEyfPt0kmV+lUina2trg6+vLed3EePn5+SrLVAjhSm1tLaRSqcakQGfOnDFzi4ilUXBHbIKvry/mzJlj6WZw4vz585g6daqlm2F1bG1EUyKRqO10uHLlCvvzuXPnkJyczD7es2ePWdqmzoIFCxTam5qair6+Pou1x17t2LEDPj4+eOSRR9Q+z2SQ7uvrQ15eHo4ePYqOjg6EhYVh4cKFmDBhAlv23XffxeXLl/HMM8/gs88+Q319PYYOHYply5YprP88ePAg8vPz0dTUBIFAgODgYPzud7/D2LFj8fjjjwMAvvjiC3zxxRcAgDfffBMjRozAjh07UFRUhJs3b8LJyQmxsbF46qmnFKaN6tKGuXPnajyHuXh7e+u1NyUhtkwqlaKsrAyjR4/GzZs3IZFIOMn4aqja2lrU1tZSJ4aVoGmZxGboOrXM3PTNtNbc3GyiltgOmUxmk+uzWltbcfr0afax/M2kpkBPPtukJYIpZtROuX18Pl+nEXFfX19ERkaapG32RiKR4NKlSxg1atSAyTr+/ve/48CBA8jNzcWf//xnhIeH46233sLJkycVyrW0tODTTz/FggUL8PLLL0MsFmP9+vXsZ+/cuXN4//33MXLkSPzlL3/Bc889h+TkZHZK8Zo1awAA2dnZ2LhxIzZu3Ijo6GgA9/YlzM7Oxquvvornn38eMpkML730Ejt6rmsbNm7cqPEc5pKSkmJ0HaZMdEWjJ4RLUqkUNTU1qK2thVgstrnOUWJaNjty193djfz8fFRVVaGqqgoikQgrVqzA9OnTVcqKxWJs3boVhw8fhkgkQkREBBYtWqT2y+Dy5cv46quv2LUD8fHxWLx4MaKiogyuU5+y8mgrBNsQExODixcvWroZNqWsrAxisRipqamWbopeCgoKND534cIFM7ZEN7GxsQalrJYP+hwdHSEUCnH16lUum2aX2tvbIRaLERAQoLXc1atXcfz4cSxbtoxNMjZ27Fg0Njbi66+/VtiXUCQS4a233mI33HZxccHq1atRWVmJ5ORknD9/Hh4eHli4cCGAe8lC5EeLmdG1gIAAJCQkKLTj6aefZn+WSCQYPXo0HnvsMRQXF2PWrFk6t4GpV905TInrbJcTJ0402dYf165dM3kSFzL4nD59GgKBgNZGEwVGXxmbmpqwadMmrF+/nov26Ky9vR3bt29HQEAAIiMjUV5errHspk2bUFxcjJycHISEhODQoUNYt24d1q9fr/AlePnyZbz88svw9/fHwoULIZPJsHfvXrzyyiv4xz/+oTDkrWud+paVR1sh2BZHR0edpwXduHHDolMoLK2npwdisdjSzTArW9sXSL4n2Jp6hW9tfhbiFm43hnbyDUXwk//irL6BRkSZziDlZFGTJk3CZ599hp6eHnamglAoZIMqAGxafSZLXUREBEQiET799FNkZGRg+PDhOrezoqICW7duxZUrVxRG65Q33h6oDZbi4eGB1tZWi7aBEEugPAREG6ODu97eXpw/f56LtuhFKBQiLy8Pvr6+qK6uxsqVK9WWq6qqQlFRERYvXszOBZ42bRqWL1+OzZs3s9NJAGDr1q0QCATYuHEju8/T1KlT8cwzzyAvLw+rV6/Wu059ytoKa7rRs5Rx48bh1KlTAP73fkyYMEHnxBOlpaXw8PCg3jY59v65amlpMev5QkND9XpPta2VkEql4PP5ek+lLS8vh4ODA5KSkvR6nTZcBmFc8/LygkAgQFNTk9ZyIpEIjo6OKvuw+fj4QCaTobOzkw3u3N3dFcowo1XMFN+kpCS88MIL2L17NzZu3AgnJyeMGzcOv/vd77Tu89bY2Ig1a9YgNjYWzz33HIRCIRwdHfH666+rdLwM1AZLsbUb3GPHjiEpKYn2OSVGs/bPvlQqhUQigZOTk6WbMijZ7Jo7JycnnTKDFRcXg8/nK0wxEQgEmDFjBioqKhS+hC9cuIBRo0axgR1wL4hMTk7GqVOn2L1C9KlTn7LEdihvSuvi4qJ3pjptU/wGI3sL7pTXLZlijaG2kX35qX3GYoK7++67T6/XtbW1qbwP9szBwQGJiYk4d+4cJBKJxnIeHh7o7++HSCRSON7a2goej6cSTA1k8uTJWLduHT744AMsXrwYv/zyC7Zv3671vT9z5gx6enrwyiuvIDMzE4mJiYiKirLqfy9HR0d4e3tbuhkGa2xsHHB7FUJ0If992dfXh8bGRpNNKdYHkzSspqYGhw8ftnBrBi+bDe50VVNTg9DQUJWbICZNufw6ErFYDGdnZ5U6nJ2d0d/fz+7DpU+d+pQltmfmzJmQyWRW34tmC+xtepXy1Laenh5O6581a5ZCp5E8pqOBx+OprNvVRWRkpMK0YR8fH0RFRekVgB86dAjNzc2or69Hfn6+3m2wVfPnz0dLSwu+/fZbtc+fPn2aHck8duyYwnPHjh1DVFSU3smjmIDB09MT06ZNw/Dhw3Hz5k32eQcHB5XRuL6+PvB4PIV1a0ePHtUalGrj6Oho8qnWfD7foM8zIfbgzp07OHDgAACodAxZC2Y0XyKRWHxkfzCz2YQqumpublY7osIck18zEBYWhsrKSkgkEnZDVLFYzG5IzJTVp059yirTtYfPycnJrEPfrq6uZjuXtVO3fxghAFSS7HDdAaDLetzExESN++0Bmjd+Vh6Z9vf3h7+/v16ZXtva2nQua09SU1Px4IMPYtu2baitrcXkyZPh5eWF27dv4+eff0ZXVxfee+89TJgwAZ9//jn6+voQGhqKwsJCVFRU4NVXX9XrfPn5+RCJREhISICXlxcaGhpQVlamEPiHhITgxIkTSEpKgouLC0JDQzFy5EgA99aEz549G9evX8cPP/yg96ghIywsTOUcXK8Zp8CODGZ9fX3sfeGhQ4cs3BrNbty4gQsXLuidSZxwx+6Du76+PrWBD/Ohk+9ZmDNnDj766CP885//xIMPPgiZTIZvvvmGXSvDlNWnTn3KKlu8ePGAvx8ALFy4EI8++qhOZblAc6gVOTk5KfS0R0VFoaamRqfXVldXIzY21lRNs1rKI0D2NiVTnWvXrnFWl7+/v07lHB0dtWYUdHR0xH333UfTZzj25JNPIiEhAXv37sV7772H3t5eCIVCjBkzBgsWLAAA/PGPf0ReXh7++9//svvcrVq1it0HT1eRkZH48ccfcfLkSfT09EAoFGLOnDmYN28eW+bxxx/H9u3b8dprr6Gvr4/dg27FihX4+uuv8frrryMyMhKrVq3C22+/bdDv/Mwzz+Df//63yjm4pKljkflOsoW1bKWlpXBwcEBwcLClm0KISTCjijRyZzl2H9wJBAK1U0WYD518z8Ls2bPR1NSEHTt2sOuhYmJikJubi2+//Za9gdenTn3KKvviiy906vmkYMuyoqOjERkZCQcHB6SmpqK1tRVeXl5ob28f8LWVlZWIjY1Ffn7+oNz8s7+/H6WlpTaXSdKSdOkNpWnClpeeno709HSNzzs7O+Ppp59W2I5A2YsvvqhyzMPDA7t372Yfp6SkKGyr4+zsjN7eXoXXxMfHY9OmTSp1TZs2DdOmTVM49vnnn+vdBgBITk5Wew5zYL4Dp06dapL6586dq/L7GoNZv0+IIX744QdLN8Fgly9fRnh4ONrb2+Hp6Wm1+xfbOrsP7oRCodqpj8xonJ+fn8Lxxx9/HLm5ubh+/Trc3d0RERGBvLw8APeyz+lbp77nl+fm5kZbIdgA+XUgQ4cOtbu1Y6bU19dHgZ0Ohg0bxq75dXV1VRnBEAgEcHJyQmdnJwBg1KhRWusLCgoyTUMJsRNJSUns1GrqQCXWxBTJubgkv95XWVlZGby9vVFSUoLk5GR2H07CLU4msFvzlKrIyEjU19errF+rrKxkn1fm4eGB5ORkREREAADOnj0Lf39/NsGAPnUacn5i23g8nlX/TVgTGmHSjfzauOTkZJXN3+Wfz83NHTBza2ZmJvszfVZtF2VeNB3mu1nTulRjKSfTIYY7c+aMpZtgUq2trbhz547ZzpednW3U66mD2/KMDu58fX3x7LPPctEWk8jMzIRUKmUzDAH3kqQcPHgQ8fHxCAgI0Pr6o0ePorq6Gjk5OezojD51Gnt+a2DoAnt7Fx8fb3QdfX19g24zbwYFdoZTfu9s4b2kbV+4pzz9ktgGHo+HxsZGSzfDbnC5ntna9Pb24vLlyyoJukxJIBBwNsW5pqZGJREXXbdMz+hpme7u7pg9ezYXbdHbnj170NnZyU57LC0tZX/Ozs6Gu7s74uPjkZmZiby8PLS1tSE4OBgFBQVobGzECy+8oFDf+fPnsX37dqSkpMDT0xOVlZU4ePAgxowZg5ycHLacPnXqU9ZahYeHo6KiAkFBQbh9+7alm2M1kpOT1R7Xd+TuypUrXDXJ5thCUGIL+Hy+1Y/AnTp1CnPmzLF0M+yephun3t5eCAQC+pszUFhYGG7cuMFJXfRvMLCenh44OzsP+vdq7969GDp0qNnP6+Pjw0k9FRUViIyMVEh2xCQVIqZj02vuduzYodD7dfz4cRw/fhzAvYXVzIjTypUrsWXLFhw+fBgikQgRERFYs2YNhg8frlCfn58f+Hw+8vPz0d3djaCgICxatAjz589X+SDqWqe+ZZVfp5z6OSsrC1lZWbq/SRxISkpCRUUFMjMzB9V+VcbQ50bbnD1y1kIqlaKzs5OzmyVPT0+r3nzZWH5+fhozsA4bNgzJycloaGgw6/Sk0NBQlb38tNG0zx9zjTN0fzWiO5FIBIFAYFdBHvO54XKbBE9PT/ZnJuNnaGiowvUqMDCQRt9M5OTJk6ivr0dGRgaGDBli6eYMCgkJCaioqMCYMWMA3Pt7GjFiBMrLy42uWyaT0X7AZsZ5cNfe3o7CwkJUVVWhvb0do0aNwoMPPggAuH79OhoaGjBq1ChOMuQoZ/XSRCAQYMmSJViyZInWcsHBwXj99dc5rVPfsvLeeecdSqhig+Lj4xEdHY39+/dbuilWq7GxEVKpFGVlZQbXwefzVRaWCwQC9PX1YdKkSTh27JjVj2bpIiYmRuvekmPHjgUArVsemAJXPa/M+sCamhp2nTPhnrOzM/v3IRKJ4OzsDCcnJ5u84fLy8mJ/Zjo9Blpnqo8ZM2awI6BRUVFqy0RHRxsc3DGdMHv27FFZ38Rcs2zx34UrTKeRPVy/uWTKJRzMvab8NTg2Ntbo4E4mk6GiogICgYCSp5gRp3cDx44dw/vvv4+enh42SpfPBnn37l28+eab+MMf/oD77ruPy1MTE7v//vst3QSbYe5N5W0RV9m+EhMTcenSJfYxE3AEBARgwYIFNjvSPHToUNTW1gJQvJE1BWdnZ3h7e+v1mrFjx8Ld3R21tbWIi4tDVVWVwed3c3NDeno6m2o+KiqKpuzoSJftVhjM3lMMZr2vs7OzSTsG9GnjQOR/B4lEgpqaGuzevRvp6ekm7wg1RbDV19eHAwcOKGw4X1paCk9PTyQlJXF+PmtWUVEB4N4IElElkUjwyy+/WOTcxiSJYzpJ1O15N5g7MEyNsyt6RUUF/v73v8PNzQ1LlixBUlIS/vjHPyqUGTVqFNzc3HD8+HEK7myMvjd/RDGVNjGPESNGsNuM2LKwsDA2uDM1d3d3vTtvhg0bBgCYM2cOXFxcjAruAOChhx4CAE73EhsM9MmWqS74kclk6O/vh0QigZOTk0mCamMyevL5fPB4PHbqpbrfIT09nf38mBNXN6bK7093d/eg7BzU57rd399v9pkKlmbq7zVtn2dHR0ejRw2Vp03TNHzT4uyv49tvvwWPx8Prr7+ucejVwcEB0dHR7H5NxPYMxo22DRUXF0fBnZw7d+7A39/foNeGh4ejrq5O4Zj8lxGz5i4sLIzdskRX9913Hw4fPmxQu0xNKBRa9Sav+rZNLBarvXHl8/l4+OGHMXfuXLS0tFj9Pk7WoLW1FadOndK5/IwZMzQ+JxaLce3aNXR1dSEyMpLT0eKff/7Z4Nf6+fmxAWdSUpLCZ4fP58PX19dsSxfk1+EB6gNNQ/X09LB/S4N5KqIuAXNPTw/27dtH9yJGcnJywoQJE1BUVKS1XEJCAidJ3/r7+3HhwgWj6yG64XTkLiEhYcA5tb6+vkb38hJiC5ieqoCAgEGfBr6/vx9FRUUGfyGPGzdOJbgD/nczkJ6ejl27dqk8P3z4cJw/f15r3drWs1kK83sx6ajNuceRoRwdHdHf36+1zO7du7V+Btzc3GidsY5OnTqlV0a78PBwrc9HRUWhp6cHFRUVuHnzJhISEjiZsWFo1r2wsDDw+Xzw+Xw2yYMleXp6ws3NjR1p4zIA/vXXXzFhwgTO6rNFuibckO/4yc/Pt9sgr6enx+T7WPr7+8Pf398s3y89PT0qs1HOnTuHYcOGDbpRWHPg7B3t7e3V6YtAed4/0cxasmUS44SHhw/64M4Yut4cym9XwoiLi2ODuxkzZhg1imBqTk5OSEhIYBewx8XFqZQJDQ21yuAnKSmJOu3sgIuLC0aPHo3Ozk5UVFRAJpMhISEBHh4eZm/L+PHjIZFILLYuh/l7VIfrYJPWHunO3t+r7u5uFBUVISoqasCOSWMwI8STJ09Gfn4+goKCkJ6erlcd8p0dA9GULXnXrl2YO3fuoJyKbEqcBXd+fn4DrhGRyWS4fv06goKCuDqtXaNsmbYvNjYWoaGhZk1Rb43kv5BbW1sNqmPevHnYuXOnwjFdevyys7OxZ88elWlV1iY7Oxu3bt1iH8tvleLi4gKhUIi0tDRLNI3l5uamds+lhIQENrgzV08wMR13d3eMHTsWHR0duHTpEhwdHREfH2/27yNLJtbh8/kak5pwndWVx+Oxs5/I4Nbc3IzOzk4A5p2i6+LigpCQEJPVry2zLLPmt7GxETdv3sTo0aNN1o7BgrONYcaMGYP6+nqt83d/+ukn3LlzB6mpqVydlhCrNmLECLZHavLkyVrLDoZkEuXl5Th27Jher2G+4BwcHNhp3yNHjgRwLx35QDdaAoFA4fFA+2FZaqNtHo+HwMBAREVFqYxWenh4sFM0NXF2djb5zbeLi4vG6zcTaFOHlP3w9PTEuHHjEBkZibKyMpSVlWnsgTdWdHQ0+3NsbKxJzjEQR0dHZGZm6v065npkqPr6elqfrYYuo3QDjRydPHkSbW1tXDXJ5E6ePGnpJmg0adIkk9bf1tZmtkRi9o6z4O43v/kN3Nzc8O6772Lz5s1sWtuenh5cuXIFW7ZswSeffAJvb2/MmzePq9MSYjfEYrFJ97GxBtXV1WpTImsj33sZHBwM4N6UKQ8PD/B4PL2nSDk6OmoNCC2ZwMTR0RGjR4+Gs7Oz3q8NCAhQSKlubvfffz/mzZsHoVCotZxyQi17/8zbAx8fH6Snp7OzEC5cuKD33/FA5Kd+DrQ+0JQMmVlEs5FMQ3nkqrGxUWVd70DTwevr69mRMPI/8h0ooaGhOr0mICDAVM0BYNyWC0QRZ8Gdv78/1q5dCy8vL+Tn5+Pll18Gj8dDSUkJVq5ciW+//Rbu7u549dVXDV5gTYitiomJ0XmxeEdHhxlaZNuGDRum13YqzGhcTk6ORdYPDQbOzs5wcHAYcCRVfq+m5ubmQTFibS/8/PyQkZEBf39/lJaWoqKiYsAkOvbEHNNE7SkvQXd3N6ejZseOHcONGzc4q28wS0xMZH/WNt3f2dkZXl5eNCPDxnAW3AH31l3861//wtKlSzFmzBiEhoYiJCQEI0eOxBNPPIGPP/4Y8fHxXJ6SEJugz7Qda076YaizZ89yXudA0yvlMaNxzNRBXXoH7X3hvjWgLQ9sU1BQECZOnAgvLy+cOHECly9f1nnfKlvObuji4qKw1QozwsjVtaK/v1/jSHZTU5PJsydy7fLly0ZNM1SXiOzSpUsKj7W9J6WlpQaf21Tu3r2L48eP6/Wa+vp6E7VmYNHR0Zg8ebLJZ4X09vairKwMEokE165dM+m5BgPO84+6ublh3rx5NPWSA5Qtc/DZu3evpZtgEta8tyUT6Dk7O6O3txcAMHHiRJSWlnI+9YzBnGvo0KF2t8ZAn6Cb2LaQkBAEBwfjxo0bKCkpQXh4OIYOHWrXnwF1gRxXswGYa9G1a9cQEhKCIUOGsM+dPHkScXFxarPo2quampoBO0YbGho0PmeNo3ydnZ0KibN0YekNv83R0Sn/XXvjxg3OkxYNNrS5hBWjbJn2ZbCNBGnasFpfpvobmD9/Pqqrq9nHycnJbFbTwMBAo+oOCQnBzZs3VY4PHToUzs7ObEAXGxtrd8GdLuQ3bSa2jcfjITw8HKGhoaitrUVxcTEiIiIQFhZmd9c8XdcDCQQC9PX1wcXFRa8ENPJTGEtKSpCbm4vKyko22Yw1rEfq6uoyyTVZ3e8mf0yf6b91dXVWuX+pOs3NzZBKpfD391c4Ppi2likvL0dkZKSlm2FXDO5e6+joMDprVk9PD60vIoOGUCjEjBkzLN0Ms+FiLVVOTo5JNveVyWTg8/k6TxPXd/8f+ZEL+ekso0aNUgh4reFmzRIG+9Yg9ojP5yMiIgIZGRno7e1FcXGx2g4OTWwhEHRzc1MIGuQ7gYYOHco+ZqZrjhs3Tq/6y8rKFB43NzfjwoULJstQqi+JRIIDBw5Y5Nzt7e1an5dfq1hVVaUwamfNn62qqiq1gRwzi8RaTZw4UWFk2Rh1dXVaM+0T/Rkc3C1atAiffvqpUSf/+OOPsWjRIqPqIMSW2EpvoqXIr8dJSkqCo6Mj51/MhtSn7/4/8hkj5Xu5nZyc4OrqCm9vb73bYE9orZ39YrYsSU9PR3t7u8bMr5MnT0Zubi67t5stdHSMHTsWycnJ7GP5rJ6pqamYOHEikpKSFPao1IfyHqCFhYUArOe90bcd2q61+fn5Op2vra0NYrEY5eXlWsvKr1W35mDOGtr2wAMPGF1HYGCgwt+2sduBEG4ZHNzJZDKrueAQYit0/ZsZzH9b6enpSExMVLuhr6ur64Cp9vXl6uqqdm87XTZI14TZj0+dYcOGYeLEiQbXbQ8aGxtx69Yt2uzcjjk6OiIhIUHnDYmt4aZ3IDweb8B2JiQkcJ5V8+eff0ZfX5/FvxdM9W/U09ODrq4utSO9hw4dwo0bN3D37l2tdchkMty5cwdSqRRtbW1a1+JZG+bfVT6TsCm5u7tzWp+fn5/ZslDfuHEDJ06cMMu5bJlRa+4uXryI9957z6jXEzKY6Prl+Msvv2jcLNqWyGQyvW8IQkJCNI6U6bKZ90ASExNVAjd167/uu+8+lQQ3ERERbCYvPz8/tTcc+iSTYEbwBlOSBIa+GeOIdTAkwJDJAOZVUqkMKWPGwNPTC1KpDDw+H1IZIJXJIP1/haQyGaRS9edhLie2EAxyTXlkzxbo8nkpKyvTukSnpaVF5Zi6aZpHjx5FSkoKZDKZQhbN3t5eFBUVYfLkyTq22jwuX76MlpYWeHl5AbDuxGPqMH+DXGfBb2xs1PhcZ2cndQrqgCczsCsoJyeHmwbweNi5cycnddmLrq4uPPzww/jmm2+sIqHKxtdz4Nt6xdLNsBsymW7T0ng82848KJHc+x35fJ7GGzVlDg6W+31l/++GUr4NzO/g4MCHRCJV2GRV04arfP693n3l1zI/y9ft4MCHVCoDn29fN6rM76srPp+PQXivbhR932NL/W3JZIBM9r+2qrumSaVS8Pl89rrI49nO54FpuzKJRPF34oolr5HA/65b2jDviUwqgwwyje8PU49U+r+ZYLq+Z4ZseP2/86n/NzMH+e8ZqVQKmex/QRLXI7PM35BytcZ+hph/O+ZehvlZ/u9cHX1+PU1tZGYNmvPfrzNpPlY8td5s59NEn9jA4JG79est+4t2d3cjPz+fXYwqEomwYsUKTJ8+XaWsWCzG1q1bcfjwYYhEIkRERGDRokVISUlRKXvz5k1s2bIFFy9eREdHBwICAjBlyhQsWLCA7d0vLy/H6tWr1bZr48aNKtPJ9Dm/PGvZCuGlNbvMer7B4OjRo2r38FGWm5sLmUyGixcvKqz1sHZisZhNqOLt7a3zRraW3APr2rVrOHPmjEIb5I/l5+cjKSmJnXEQGhqqdv8h5vXMmhLmtfLPMc/b8p5f2uiynkZZZmYmgoKCTNAa+6Tve2ypz1pDQwNKSkq0tiM/Px85OTnYteved820adPg4+NjriYaTCqV4ocfftD4O02cOBHHjh3j9JyWvGZIJBLs3LlzwDbk5+cjKysL1dXVqK+vV7vGS/76d+LECb2S7xhK/tpsqfexrq4Op06dQm5uLvbs2YO+vj4MGTLEZNNI3d3dMWbMGBw9ehTAvbVyxi4LkH//mJ9v3brF6WyM+Ph4tfc8lZWVqK6uRnZ2NmfnskcGB3cjRozgsh16a29vx/bt2xEQEIDIyEiti203bdqE4uJi5OTkICQkBIcOHcK6deuwfv16hQ9PU1MTVq5cCXd3d2RlZcHT0xMVFRXYtm0brly5gldffVWh3rlz5yI2NlbhWHBwsMHnV0ZbIdgvfdZkSCQSVFZW2lRwJ79xra6BnTXi8/lsdsvw8HAMGzaMDe6MXVczf/58Y5tHiE3RlFBK+dpmyzMWGKNGjbK7xEnqpsKKRCKzrbcy1s2bN1W2uRGLxZBIJBbZmoXZ202fbR709cADDyhM5+V6vfeCBQs4rU8biUSCCxcuQCAQmO2ctspm97kTCoXIy8uDr68vqqursXLlSrXlqqqqUFRUhMWLF7M9DdOmTcPy5cuxefNmbNy4kS17+PBhdHZ24u2338awYcMA3EtjLpPJUFBQoHIRS05ORmZmptZ26nN+MnhERUVx0lNnbaM/PT09OHjwoM182Q8kLCyMTfesb1pzeSEhISrrEuzhBpaQgcgHBLNnz1ZbJj4+nr3Bzc7OtoubN2ZvOnv3008/ISsrS2NWVHnV1dUqHeKA+RKInThxQmXG1IULF9Dc3Ixp06aZpQ3qGLJ+1MvLS2Xd4fjx41FaWspVs3TCtD0oKAgzZ87ETz/9ZLJzWTqhkC2x2bsLJycn+Pr6DliuuLgYfD5fYa8pgUCAGTNmoKKiQmFqHLMAV3k6iK+vL/h8vtrseV1dXZBIJJycnwwe+uwPYyuJA+7cuYN9+/axvZH64DoDJlf4fD4nN5rp6ek6Xa8IsTf6Xr/sIbBT5ujoaJGRIa4Ze3NdXl6OixcvquyVd+vWLaPq1cevv/6qcqy1tVVrEg9bo+lvaOjQoSY7J5/P57RTt7Ky0qT7OzKJ0eyVzQZ3uqqpqUFoaKjK9EYmO93Vq1fZY8xU0/fffx81NTVoamrC0aNHsX//fmRnZ6tcnN977z08/PDDyM3NxerVq1FdXW3U+QlRJpVK1X6urAnT427MJqTqtj2wVuPHj2d/DgsLA2Bb7SfEnGylc8qUeDweIiIiLN0MvVy7dg0VFRWc1cdsMt7d3c12pFtT1kP5NX+m3ECcq78Hph512/go8/LywrRp0zjLwM1k9zQ1XZd0GNLpcObMmQHLVFVVobm5We+6rYHdB3fNzc1qe8yZY/KpzMeOHYtFixbh119/xYoVK7BkyRJs2LAB2dnZePrpp9lyjo6OyMjIwNNPP41XX30VixYtwrVr17Bq1SpcuaKYVVKf8yvr6urS6T+xWKzfm0KsAjP1V5sffvjB6nuYmCQI8vS9IAYFBWHu3LlcNckg/v7+Ou3JxXTyeHt7D/gll5SUxEXTbI6Xl5fCbAVdXLp0yWa/SIlmzJpVe6TrTWVwcLDNjdzfuXMHt2/f1qms8pYxjKqqKnR2dqK1tRVnz54FoPieFRUVGZR8yZRkMpnK73PlyhXcvn0bFRUVKvd4XNA2+0sTbdP6lQci+Hw+pwmK1CUuNIXi4mL25/z8fLUz3SQSCXbs2GGS81dWVlpVB4Q+bHbNna76+vrUfrkww9bKU8gCAwMxfPhwZGRkwNPTE6dPn8Z3330HX19fNjtPYmIiEhMT2dekpaUhMzMTzz//PPLy8rBu3TqDzy9v8eLFOv2OCxcuxKOPPqpTWWI9dO3Bk9+vR53Ozk64ubnZdA85j8ez+E2gh4eHTtNK/P39FdY5MglWMjIyFLICAtzv/2MrDPnyb25uRnNzs9VO0SWG8fHxwYwZM/Dzzz9buimc4/P5A+5RyfWa6P7+frVLRCyBGY1TRz6IKykpgaenpzmaZDT5gIJRU1ODIUOGoLW1Fc7OzpyvpzSkU4v5vle31nHSpEk4fPjwgPcOtkZdNk5Tr8Oz1fsq67hCmJBAIFA7ssUEVfJzk4uKivDBBx/gk08+gb+/P4B7N2xSqRSbN2/G5MmTNfbUh4SEID09HSUlJZBIJGwmPX3Or+yLL77QKVumpW+KiWH0XVtSVlaGkSNHqhz/8ccfbSZ1uDr28vkdMmQIZs6caelmEELMhMfjYfjw4Xq9xti973bt2mU1SbS0Jc84dOgQ+3NPT4/VZf4+e/YshgwZojIyo2ntHRNE3LhxQ2FqvqUwAb664MPZ2RmzZs2yulFRQ+Tn56tMPTVkXf9gY/fTMoVCIVpaWlSOM8f8/PzYY/v27UN0dDQb2DHS0tLQ29uLmpoarefy9/dHf3+/wnxtfc6vzM3NTaf/7OXmeLDRd2uDy5cvm6gllmXp6ZhcUh75G+zZvdLT0w3eNseU614IsRTl+wtDWPOIDBMcKf/9mmqjbkPV1NSgpKREJeOkPrq6ujjfpF5Xzs7OCAgIsMi5B2JMZml11CVWUb7XJoo4C+70yXZ04sQJrk47oMjISNTX16tcDCsrK9nnGa2trWr/UJmEEQPNi25oaIBAIFCY76zP+cngYuhwvyHz860N13vtWJq6G5Y5c+YM+u0OQkJC1KY+10S+R1bTOh4Ck214bEl8Pl9rZ6e9UE7Fbwh16e6bmpo4Xw/W3t6OPXv2oL+/X+dNxjVt2s5cI+vq6jhrn6UdOHDALJuvKxsyZAjCw8OtNkmPLtti6EPd7Lfz589zumk6Q9ue2baEszuPFStW4ODBg1rL9Pb24v3338dbb73F1WkHlJmZCalUqpB6VywW4+DBg4iPj1fo+QgJCcGVK1dQX1+vUEdRURH4fD77h6Qug8/Vq1dRWlqKlJQUhRs6fc5PiC527txp6SYYbTB87u0h9TlXpk6dqlM5LrPz2SORSIQTJ05oTcRlq/h8PqZMmWLpZpjU/PnzOb/xBe4FTkePHjV6dkd7e7vChtdisRh9fX1ob29X6ZRXXm/X29urdQ2etSdLMveIovz7bAgmwLNG2jquDVkvqm7wqKamRudsmvqw9uzkuuJszZ1MJsP777+PU6dOYfny5SqLZ6uqqvDOO+/g5s2bCAkJ4eSce/bsQWdnJ/tFV1payv6cnZ0Nd3d3xMfHIzMzE3l5eWhra0NwcDAKCgrQ2NiIF154QaG+3Nxc/PLLL1i1ahWysrLg6emJU6dO4ZdffsHMmTPZXsUNGzZAIBAgISEBPj4+qK2txY8//ghnZ2c88cQTCnXqc35CdCUSiWx6o3BbXaRMDCMUCuHo6MjOgiD66e/vR1VVFdrb2zF8+HB4eHiwsz+I7TB2vR2jubkZ5eXliIqKgru7O2eByaVLlyAWizFx4kTU1tbq9Vp7Hmnn8Xga32Nmuyt9v9MGWuZjCOXAyZJrMzMyMvDrr7+iu7tb4fiUKVMU1mPqQlOnhfwspoqKCr23JLp8+TL8/f1tNl+BNpwFd5s2bcLf//53HD9+HFVVVVixYgVGjx4NmUyGb7/9Ftu3b4dEIsHMmTPx1FNPcXLOHTt2KCx+PX78ODtMO3XqVLi7uwMAVq5ciS1btuDw4cMQiUSIiIjAmjVrVBZCDx8+HBs3bsS2bduwb98+dHR0ICgoCI899hgefPBBtlxaWhqOHDmCnTt3oqurC97e3pgwYQIWLlyoNnDV9fzqXqc8rSsrKwtZWVn6vVHE7pw/fx7p6emWbobRpk2bZukmEDOZMGECjh49atBrmRurwdgpcPPmTVy5cgUxMTFqt9ZwcHCwi6naRD/V1dWorq7GpEmTdM4wW1hYqPMoujryAY62ZCq2iMfj4ciRI+zj8+fPIyYmBjdu3ND6ujt37kAikQw4IiWTyRSuX8ZscaTpOujn54cFCxYYXC+XhgwZgtmzZ7NJXWJiYnD58mX2vpwrzGfy4sWLWoM7ZjsOiUSC+++/H8C9f+Phw4drDO6sZX2oITgL7kJDQ/H3v/8dW7duxffff4+1a9di9uzZqKmpQUVFBby9vfH8889zmmXo888/16mcQCDAkiVLsGTJkgHLxsXF4bXXXtNaJicnBzk5OTqdW9/zy3vnnXesLsMUsazCwkIAUJnnL5PJIJFIUFRUhPvuu88CLTOMq6urpZtAzMSQwEwsFuPkyZPsKLUu+xCaUm9vL5qamtjN601JJBLh/PnzbOehppvHKVOmoKCgwOTtIdzy9vbmZFrZrVu3VIK7O3fusB3J8oydGtnR0WHU662ZWCxWmO7c2NiIgIAAlJWVGbVpd3l5OUaMGIEdO3ZwNpKmbo/ckJAQq0mup3ytDw0NZe9lud7G4/r16zqVU3eN5PF4WqcS2zJOV/s7ODjg8ccfx5tvvglXV1fs378flZWVGD16NN5//32rSB9LiC2T/3JWF+Cpy8xqzewh4Qh1wJjO7t270djYiK6uLvT09Fh8Wufdu3fVJrPgUn9/P86fP48LFy5gxIgRSExM1HpDZI9TiuyZ/I2vvhmT1ZHJZCojDPX19SbJrmxr3y/6UE7a0draqjW5hq4ZS6urq9nrVn9/PyfXD2arLVuRlpZmsrqNXbtoiumx1oDzO6vOzk7s27cPXV1d7EXn+vXruHr1KtenImRQs/YF6powo97z58+3mp5GY9ny9A1rw4w6qLNr1y4zt0aRqf+db9y4gePHj8Pf3x9paWmcTGGKiYkxauSBC+7u7sjMzLRoG6yNm5sbJ/kH1H0PdHd365XinxmRG+jzbc/XOXWjksx7qK5TST5JnibM+srz588DMO31y1qTq2jCVYAqvza0v7+fs88o05loq0sBOA3uysvL8fzzz+Po0aOIjIzEP//5T/zmN79BW1sbXnvtNfz73/9Wm9KUkMHOFBnUzOnUqVM6l2UulvYwake4V1RUpLKex55vKoF7N5HHjx+HSCRCRkYGhgwZwlnd2pJBmAufz0dQUJBF22AtmOtfWloaPD09MX/+fERFRRlcn7qOEG3ZVJubm1WSuvz8889az8Hct507dw7AvQ3A7U1nZ6fG5/TZV7CjowNSqRTXr1/Hnj17AJh++6KIiAibG8GfN28e53Xu27dPIbMmE5Qr/40o75unbr+806dPA7Dd7x7OJr9u3rwZP/zwA2QyGXJzc7Fo0SI4OjoiIiICY8eOxTvvvIM9e/agrKwMf/zjH612fw5CiO6Y9Nja9i5ydXVVyZhlTxITE1WyAxOii/7+fly6dAk9PT0YNWoUTfEdRJjOLT6fj5EjRxo1PUyfTvPCwkJMmzZNazCgHPwp3xzb61Q2Y9TU1GDo0KFqA2VTBwhjxowxaf36kp9GPn/+fAD3OjVM3aHb39/PBtIdHR34+eefkZubq7KNh/I6vY6ODjg4OLDtttVZUfI4C+7y8/Ph5+eHlStXYsSIEQrPJScn4/3338fHH3+MwsJC/PGPf8T333/P1antFmXLHDwcHR3V9h5pIz9VxFK9S3fu3BmwjPxnODAw0GanOWiibnE7UWVv/+7Kzp49i7CwMPj7++tUvq6uDteuXUNcXJxBo1o5OTkq07wEAoHCRvDENvD5fERGRhq8fGX//v0Kj439PqiqqlJ4PFDGyMFGeQrn3r17IZFING5zwcXI3cyZM20iQ2lOTo5CcGepGTra3vMLFy4olCkrK4Obmxubgfz27dtsWVv93uIsuJs4cSKWLVumce8tNzc3rFy5EuPHj8dHH33E1WntGmXLHDxGjRqFkpISvV4j35va2dlp9ovorl279D7nxIkTTdQaYu10TdeujnIacXXy8/M5y0bX0dGh82isVCqFVCrFtWvX4OnpOWBw19bWhgsXLsDf3x+ZmZkG/92qS7Li4uKCvr4+eHl5seuFrGFaJhkYF+uPZTKZTgkmmpubUVFRoXE7HeU1ZtqmeQ4W8olrlEfnmCDhypUral9bX19v9PltZV9bfbJhDh06VO/9FHXFfF/09vYOeP0Ti8W4efOmwgwkWw3qGJzdDf7pT3/S6cM3ceJEvP/++1ydlhC7YEh6YPk9Hi9cuMCuhzAXXTMX2tpaAGIatvRlqW5qlaZe+crKShQXFw9Yp1gsxrlz51BdXY2UlBTExcVx1iHD7NvEbIMSHR2t8DwFd9ZD09+BoX8f8lMyu7q61KZ8l0gkCtfrzs5ONtuyuhkjDQ0NBrXFntXU1Og0U4WoFxYWhsmTJysc8/DwgIuLC6fnUb7W7d27d8AtPJg1lepyB5SVlel0fbc2Fhkv9fPzs8RpCbFKubm5RmeO6urqskjvqi5TwFJTU83QEmLP5DsyTEUkEmnNgPfDDz+oPS4Wi7WueWIyRp88eRIhISFITU3lfH9Hb29vAOoz0Hl5eSEgIIDT8xHucZlwRv4Gt62tDZcuXVKYGVJdXc3+vHfvXgCKnXX6ZNok/6MtKYsxpk+fDuDe1Exb5ezszM7e4DqgU9bf34/Kykqdy6vr/JLvbJGfpmkruN1NkBBClNjanjxkcOrt7dUrKx7j8uXLGj/jra2tuHDhAoKCgpCRkWGR9SdDhw7F0KFDzX5eop6mETrlTu+kpCRcvHjR6PMdOnQIAQEBAya12r9/PyQSic5rRon5MFuZ2MrUzIHMmTOH/ZnrGR319fVwdnYe9OtEOQvumH08dDV8+HCuTk2I3eBi0XRPTw+nPWNdXV0Kaz/v3Lmjd/ZLd3d3k/VqksFB3U1Aa2urxmm/d+/exZUrVzB+/HiV56RSqUqgpdx729raCg8PDzg6OrLZAZmpbMqYNTfnzp1DUFAQBAIBLl68CIlEgrFjx5q8p1oTZpomsX7yn++wsDCjZjgxI8n5+fkAgKamJp1fY45RckIA00wXv3XrlsJ2CIMVZ8Hd6tWr9YrAd+7cydWp7RZlyxx8uOiZKygoUOgZA1QDPib5gy43EAcOHFBInV1aWqqyT8xA4uPjcebMGb1eQ8hACgoKNCZR6ejowI0bN1SCu7a2Nhw6dAjz5s3TOqpcUFCA8ePHIywsjP28K09DVpcS/vz58+jv70dCQoJZR0HkNypnvot9fX3Ndn6iuxkzZmh9ftSoUQatw7Y3I0eORFlZmaWbQUzE09MTAQEBJkuqYihbWh+uCWdXj/vuu0/tGyKTyXDnzh1cuXIFXV1dSEtLg7u7O1entWuULdP+jRo1CsC9pCMPPPAAJ3WqWwe3b98+hZvgiooKhIeH69w7fPv2bRQUFCAyMlLvwA64t8kqBXfEGNq+cPXZRoQZZWtra1ObwVM+ccr58+fR0NDAjnzIr71ob29Xu5lzS0sLZs2aZZYbBPnAlVmXQ6yfLplY7eEG01jK70FUVBR6enpURtD5fD5SU1NRWlpqzuZZxJAhQ+zmvjAsLAxhYWG4e/eu1c3ssfWkQpwFdy+++KLW50UiEd5//31cv34df//737k6LSE2jclqx+Px2E6PuLg4lX2G9MFMdcjPz8fIkSMRExOj1+t7e3vR0tICf39/NoUzk6xFl+k9hJhTd3c3KioqDHptc3MzPDw8IBAIcO3aNQCKiVO6urrU9ir39/ejqKhIbZ2enp5muzEPCwszy3mIefH5fLN8hgxZY2pOyu9BeHg4uru70djYqJAAxsXFBWFhYYMiuMvIyLB0EzjHzKCYP3++xsRV5mTtfxe6MNvqbg8PD7z44ovo6urCl19+aa7TEmJzmPWomZmZBr1eJpOhsLAQABSmtJw/fx69vb1sgKY8350ZkWtqakJJSQl27drF9l4x/5ffW48Qc9K0PmP//v1oa2tTOS6fPfbatWs4evSoSpnCwkJ2FEB+j6OBFBcX02bhxGScnJzMEtxpyw5raW5uboiIiEBUVBR7zM/PD2FhYYiMjFT7GuUp2rY8mj3Q1F174uHhgSFDhlhsw3NlTEcfw1rapQ+zttjFxQVxcXGDoneFEGNkZWUZlRq7ublZ5VhVVRXKy8tx9OhRlZ6plpYW7Nu3T+U12lK8E6IvY1Lyy2c/q6ioUNi7iPm83717F5cvXwYAXL9+nX2+p6eH0/Tu2rYdoel0hBjPxcUFfD4fo0ePNrgOW/5b1GXqrr2gfTi5Z/ZwtLu7m3r/CRmAs7OzSerVtHCZubi2tLQoHKe/VWJtKisrcfHiRbUdGI2NjQp7eMnr7e1Fd3c3e8P3yy+/mKR9mjY7Nye6WbJNyklUbH0LC32nDScnJ7M/G/MZFggEAGw7uBusmHXEY8eOtXBLbJtZg7vS0lJcuHABISEh5jwtIYPaQF+S8kkhfv31V4W1DMaYO3cusrOz2cf0d0+4oK3DYaDPunznhvzIH5esIbgjtiknJ0fhcWpqqoVawg19gyv5ZHvGBHeZmZnIzc1VOb+mbVOsiXIblT8T9o7pEDBVB7chbLGTgLOEKu+9957G57q7u3Hz5k1cv34dMpkMCxYsMPp83d3dyM/PR1VVFaqqqiASibBixQq1c6zFYjG2bt2Kw4cPQyQSISIiAosWLUJKSopK2Zs3b2LLli24ePEiOjo6EBAQgClTpmDBggUKqeT1qVOfsvJoKwTCBXUjHABQXV2N4cOHo6amhu0hbm1tVchqaczCYicnJ4XH6enpBtdFCIOZbqlPhkz57Hqavqi5Gu2yxRsBQqxZZGQkrl69qnDM09NTYwcN8zco/x0kFAoxevRoFBQUmK6hHJszZ86g2BJDJpOpXDfpOmoczj41hw4dGrBMQEAAFi5ciGnTphl9vvb2dmzfvh0BAQGIjIxEeXm5xrKbNm1CcXExcnJyEBISgkOHDmHdunVYv369wjSApqYmrFy5Eu7u7sjKyoKnpycqKiqwbds2XLlyBa+++qredepbVh5thUC4oGkkgaZuEVt2/vx5tcc1bXYOABcuXFBZy8r1TYQhW4UQYo/8/Pz0SlTECAkJUehY1PQ3KhQKNXZeAvemZyYlJeHixYsAVBNjBAYGWvWm7fIDCvZM3fRjCu6Mw1lwt379eo3POTk5wdfX16gEEcqEQiHy8vLg6+uL6upqrFy5Um25qqoqFBUVYfHixWwmpWnTpmH58uXYvHkzNm7cyJY9fPgwOjs78fbbb2PYsGEAgFmzZkEmk6GgoAAikQgeHh561alPWUJMgdnOQBuup5JNmDCB0/oI0YVyh4UuNwhlZWXs9Z4LtE6VGINZL8aYNWuWVWe11MbLy8ug1w0fPlxheQAzw0TZ1KlTcfHiRZ03wVa3b55QKDR4KxUuxcTEsMmgBht1azOV/w6IfjhbczdixAiN/yUkJHAa2AH/CxgHUlxcDD6fj1mzZrHHBAIBZsyYgYqKCoV9u5ieIuU5z76+vuDz+ezwuD516lOWEHWYvfAMpe5LkcEEdZr27NJXcHAw5s6di+DgYE7qI/ZH3cbhXLl+/breU4ntMSMsjcrbLvl1ygDsdvaOtlT/Hh4eCvdh2qYmCgQChREugUCgsbxywDBkyBAdW2s6zPsQHh4O4N5aM3vcy04foaGh8PHxQW5uLvz8/CzdHJtke5s36KmmpgahoaEqF8i4uDgAUJjHPWLECADA+++/j5qaGjQ1NeHo0aPYv38/srOz2QuIPnXqU5YQdTTt6cMFLkcZwsPDMWHCBJW1doSYiy5TIk+cOGGGllgWTWki1sDR0VHj9wGT6j8xMVGnuubPn8/+7OTkxNYbHR2NyZMns89lZ2fDw8ODfcxskA2oJumwhv3LPD09FQIYPp9vFUGnJaWlpVm6CTbP4GmZTz31lMEn5fF4+Pe//23w6/XR3NysdoSPOSa/X9HYsWOxaNEifPvttzh58iR7/Le//S0ee+wxg+rUp6wyXXug5S90xD55eXlxuk8XQ93mz4ayhi9KYv3M8TlhpjepG8FSd12lkS5CuOfj44O5c+ciPz+ffcysfwWg16iM/HUjLi4OMTExAO7dT2rrzAgPD0d5eTnbeW+NpkyZorINEbknNDRU630yUc/g4M6aF6HK6+vrUxv4MMPzfX19CscDAwMxfPhwZGRkwNPTE6dPn8Z3330HX19fdrqEPnXqe355ixcvHujXAwAsXLgQjz76qE5lie3h8XiYPn06+wXJpVOnTnFWl3wPKSHq8Hg8uLq6IiQkRCGDJddu3bqlV/m9e/eaqCWWQSN3xJLi4uJQVVWlcjwiIkJh650pU6bgxo0b7GNdP7d8Pl/nTiIXFxfMmzfPKr+fxowZw/4svw0E+Z8hQ4agrKzMom2wxc4/g4O7Xbt2cdkOkxEIBGrXVDBBlfwc7KKiInzwwQf45JNP4O/vDwDIyMiAVCrF5s2bMXnyZHh5eelVpz5llX3xxRc6zbenUTtiDeiGkgyEmW7z66+/mvQ88muZdfli1tbJZmsWLFigcMNMiLkNGzZMYWokQ90+c2FhYRCJRLh48aLJvkPkA7uMjAz4+Phg3759JjmXPuTXpgsEgkE/HVMddZ8jMjC7n0clFArVDnczx+SnBezbtw/R0dFsYMdIS0tDb28vm5hCnzr1KavMzc1Np/8ouBtcdEkkZAk0LZMMhJlCbs6OAFvsdTUGdbLYN29vb0s3QSPmO8DT0xMREREqz1vD6Jm1B1D090u4YPd3Y5GRkaivr1dZZ1FZWck+z2htbVWbEp5JySuRSPSuU5+yhGjDTAu21mCevpSIIUaOHGnS+n/44QeT1k+IqY0aNQp8Ph8hISFWfZ3V1sGXk5OjMTANCwsbVBkimRlZg63jiStMQkKimcHB3Z///Gd8//33ap9rbGxER0eHwY3iUmZmJqRSqcI+MWKxGAcPHkR8fDwCAgLY4yEhIbhy5YrKvmBFRUXg8/lsT5Q+depTlhBtrHnfF4FAoHbKDSEDiYmJQU5OjqWbQYhNsdQo2MyZMwH8L3W/POVslPK0bWfg4eFh1hE1+aBKIBBYZLuJsLAwre8JUSQ/PdPV1dWs57bFWUkGf7LKy8sRGBio9rmnn34a999/P1544QWDG6aLPXv2oLOzk82kU1payv6cnZ0Nd3d3xMfHIzMzE3l5eWhra0NwcDAKCgrQ2Nio0r7c3Fz88ssvWLVqFbKysuDp6YlTp07hl19+wcyZM9kplPrUqU9ZQnQRExNjVQmNIiIiFBaGEzKQESNGoLe3l/0cOzo6IiMjAyUlJRZuGSHWjbnR9PHxsUgWQeYme+zYsairqwNwL+D76aefEBERgQsXLpi9TfqSv1mPiYlBaGgo9u/fb9Y2jB8/3qzns2WzZs2Cm5sbm1TO3KPXxu41bAkm6TaQyWRmGW7esWOHwk3u8ePHcfz4cQDA1KlT2exDK1euxJYtW3D48GGIRCJERERgzZo1GD58uEJ9w4cPx8aNG7Ft2zbs27cPHR0dCAoKwmOPPYYHH3xQoayudepbVvl1yj0GWVlZyMrK0v1NIjZP+UKmrXeUEFvg4uKisPEwYP1rYQixNJlMxs7gyMjIwO7duy3WFubeRCAQwMPDAzk5OWxeAmvn7OyM3Nxc9rGrqysWLFiAHTt2WLBVNE1TE2ZklcnCGhQUZNbz2+KsJJseE/788891KicQCLBkyRIsWbJkwLJxcXF47bXXOK1Tn7Ly3nnnHYtMFyDWxZqnYxJiqOTkZNTW1lq6GYTYDKFQCJlMhoaGBjg5OSE0NFRlGYk5yK+dY9aC6zPFUNNMDzc3N5WEduZiztGgiRMnmu1c9mT48OFoaWmBs7Mz0tLSFPajNiX5rKa2wvYmkhIyyAwU3Fm6A4B6G4khzL1ughBbFx8fj4SEBMydOxfAvQ4Sc5FPeHL//ferLcPj8XRK+DV06FC1x318fDB58mTDGsghFxcXhZE9Q8iviWQ2XAfuLWOg9P6GmzRpEhwdHREaGopx48aZ5Zy2uObO9lpMCAEAds2rpi9ac7HF+eiE2DNrzqhI9Dds2DBMnz6dfcwEUPJBgrZtlYw1f/58nZYDhIaG2sVaMi4y+M6bN4/9OSwsjP2Z1qdzh8sg2R4+t/IouCPEii1YsEDlGHPjZi1r72xxPjohpiAUCjUmGjMnGk23L46OjgPeyJpyKwFNIxfK6//d3NzMvh6Ka9nZ2QrBGMPT01PvutLS0gDcuy4Qy7D0zCZLMWrNXUFBAQoKClSO83g8jc8xdu7cacypCRkU1PXA+/j4ICsrCw4ODmy2MksJCQmx6PmJfRsyZAgaGhos3QxCrB4zmicQCNDX18ceDwoKwu3bt/Wqi8l+Kc/FxUVlPZyuHYzGTnE0J03LINzd3fXe4is0NJT9OSsrC3v37tVaPjo6mkbdOebi4qKwz3RgYKDabOPKCb5snVHBHfUOmhZlyySayH+pWurLwBpGKIh9s5XgbuTIkSgrK4OHhwclQCIWpfx9kJycrHdw5+HhgQceeABHjx5FVFQUgHtrZK1hPZytYWbf6BIIU8Zg/RgymhoQEKA2uPP398eMGTPw888/c9E0izM4uNu1axeX7SBqULZMokx5vn5OTo7FFvtSDyMxli316GvDTE1OSkqiazaxKGO/D5hEIO7u7rjvvvsG9Ubbs2bNQkVFBa5du2ZwHfQ9aTqOjo4DbmGRkpKCQ4cOsY+1jdCpCxZnz55tXCMthNbcEWJDIiIiFB47OjrSlwexWzQ6TIh+jP0+iIyMZH92dnZWyPpo75Q7Ztzc3NQmQBloj2JNAgICDHod0Uzb5z0uLk5lxFR+qqw24eHhmDVrls1mdabgjhCitzlz5mDEiBFmTcVNBh9rSxmekJCgcszLy4sdubPFlNnEvlBnn+FmzZql8Tlmbz9HR0fExcVh/vz5SEpKUikXHx+vsY5JkyYZ30iigtlaIycnR+U55ZFnR0dHzJ8/nw3kR48erbbO0NBQm56FQd9EhNg4S3yZu7i4wMvLy6A574QMRHltj7Uk7lF3Mzd9+nQ4Ojpi3rx5drcon9geCu64N2XKFCQmJioc4/P58PDwUAkAfH19zdk0Ikc+kHNzc0NISAh7TP5ehc/ns1uLaJp2bC3fOYai4I4QO2DKNNiEmJuvry/S09PZx4mJiRbpRZXffJihabR6ME1fI9bJzc1twM+hcsZLMjBNewiGhYVhxowZmD17NiZMmGDmVhFtwsPDtW5BYe/XawruCLEzXl5etLE4sWkODg4KPadeXl6cbCzMBWvZX5IQQHWqcHBwMNsx4uzszI5MuLu7A1A/+iy/ltvUGRsnTpxoV9OXHRwc4Orqyk7bJNYnNjbW0k0wu8GbBskG0FYIxFBcTs2ZMGECzp07x+4VEx4ezlndhMjz9vZGW1ubwrGcnBzweDyLTQGeO3cudu/ezT4OCwvDmTNnLNIWXQ0ZMgRTp061dDOIGSQlJaGiogLAvUQfnp6e8PT0xMyZM1XWrMbFxandqkN+VNzUI+S2miSJprtaL+V/m8DAQLWzLgYTCu6sGG2FQHQVGBiI6dOng8/n48SJE5zW7efnh4iICFy8eBEAMG7cOE7rJ4Rx//33qxxTt2bCXHg8Hrs5NIOZzuPr64uWlhazt0kXTk5OWqckEfsyf/58APc6HhjKgV1ycjI8PDzUBiny644oiDGMs7MzRo4cCW9vb7Wjo8R0lD+zHh4eA86wsPfPuf2MjRMyiPH5fHh5ecHDwwMymUznC5cu8855PJ7aLIGE2LPY2Fg2icKcOXNUnrfVEQhifwaa5ujj44OwsDD4+PjAw8MD999/v9pr/8iRI2nasYEcHBwQExMDd3d3+r60MjweDzKZzNLNMCsK7ggZJLKzs5Gbm6uQjnns2LEWbBEhhgkODjb5OUaMGMGOaKjLgmnvPb/EfkybNo39mcfjwdvbG/PmzVMoM3LkSMTExAzqTcuJbYqLi9OpnPzfgSbqtlOwRRTcEWJn0tPTERsbqzLawKy1kO+xlb9BZaYAK2felC9jLxc+QrSRz9SpjPl7sPdsa2RwGexrlAZCnTnWS9ctaJj9SLWxl84NCu4IsTOenp5wcXHR6YInvy5DfmoPJU0h1swUN1oeHh4IDg5GRETEgOv7cnNzERoaynkbCDGn3NxcABS4EPuia4C2YMECE7fEcmw2RO3u7kZ+fj6qqqpQVVUFkUiEFStWsBsTyhOLxdi6dSsOHz4MkUiEiIgILFq0CCkpKQrl3n33XRQUFGg85+bNm+Hn54fy8nKsXr1abZmNGzeqzLfW9fzKKFsmMZaTkxPEYrHa51JSUuDt7Y1Ro0bh3LlzmDJlCvbu3cs+V1dXZ86mEqIzHx8f3Lx5U6eyzs7O6O3tBXCvA0Mqlaotl5SUpJCQQhmTtIJBN8TEHnh6etI6Ox0lJyejsrLS0s0gSpTvk5U3nNeEx+OBz+fb1dYcDJsN7trb27F9+3YEBAQgMjIS5eXlGstu2rQJxcXFyMnJQUhICA4dOoR169Zh/fr1ChvSzp49G6NHj1Z4rUwmw0cffYTAwECVjSznzp2rsn+GurUgup5fGWXLJMZydXVVCe6Y6ZnMBW3YsGFobm5mv+BdXV3h6OiI8ePHo7S0dNAtRCbWLTc3V68bLFdXV/T29sLd3R1OTk5obW2Fu7s7Ojs79Tqv8g2Ag4MDTc0kNu/++++3y5tbU6C/d+vE5/PZUeioqCi1/06a7mNCQ0MREBBg0vZZgs0Gd0KhEHl5efD19UV1dTVWrlyptlxVVRWKioqwePFi9h9/2rRpWL58OTZv3oyNGzeyZRMSElRG3S5cuIDe3l61ewYlJycjMzNTazv1OT8hXHNxcUF7e7vCMQ8PD7i5ubEp3h0dHdntDbKystggLywsDKWlpTRCQayWQCBAX1+f1jJCoRCtra2Ij4+Hj4+P1tkZ+nBxcVFJSkGIraHAjtgT5QGagfB4PLscubbZv2onJyf4+voOWK64uBh8Ph+zZs1ijwkEAsyYMQMVFRVoamrS+vojR46Ax+NhypQpap/v6uqCRCIx2fkJMUZMTAwiIiJUjs+cORMhISEqx5Uvcrm5uXazwJjYD2a9G4/Hg5eXl96vV+7FHTt2rMrMDEIIkefl5aV16jaxD7okXrF2dn/XVlNTg9DQUJXpjUzq1KtXr2ocku3v78exY8eQkJCAoKAgleffe+89dHd3g8/nIzk5GYsXL1aZpmnM+Qkx1pAhQ9Df349r164pHKfeWmLLXF1d2Z+VNxlXlpiYiJqaGgCa18kNGzaMu8YRQuxSYGAg7W85COiyZYK1s/vgrrm5We0IH3Ps7t27Gl975swZdHR0qEzJdHR0REZGBlJTU+Hl5YXa2lrs2LEDq1atwoYNGxAdHc3J+bu6urT+bgwnJ6cBb3AIIcReODg4YOTIkWynhbZNap2dnZGWloagoCC919kRQgghtsbug7u+vj61gQ+TVELbeo0jR47A0dEREydOVDiemJiokI0nLS0NmZmZeP7555GXl4d169Zxcv7FixdrfE7ewoUL8eijj+pUlhBCbBWzbhm4t3A+IiICJSUlCA8PR21tLYKCgnD79m2V19G2BYQQMjj5+/sPuuUldv/bCgQCtangmaCKCbKUdXd34+TJk0hJSdFpTUdISAjS09NRUlICiUTCZusx9PwA8MUXX+iULZNG7Yg2fn5+GDNmjKWbQQinmBTWjo6O7Bd3dHS02uCOEELI4DRkyBAMGTLE0s0wK7sP7oRCodqpjy0tLQCgcRH9iRMnNGbJ1MTf3x/9/f3o7e1lgzJDzw8Abm5utBUCMZqrq6vapCqE2IPx48cDALuuTlfMVE5d90QihBBCbIHdZ1WIjIxEfX29yvo1Zp+kyMhIta8rLCyEq6sre+Ogi4aGBggEAri4uBh9fkIIIQNjRu5mz56tkvhq7ty5al+TmZmJESNGANB9w1tCCCHEFth9cJeZmQmpVIoDBw6wx8RiMQ4ePIj4+Hi1mSrb2tpw7tw5pKenKwRq8s8ru3r1KkpLS5GSkqKQidCQ8xNirWjPO2KtXF1dVT6fmqase3p62uXeRoQQQohNT8vcs2cPOjs72WmPpaWl7M/Z2dlwd3dHfHw8MjMzkZeXh7a2NgQHB6OgoACNjY144YUX1NZ79OhRSCQSjVMyN2zYAIFAgISEBPj4+KC2thY//vgjnJ2d8cQTTyiUNeT8hBBCuCcf/FFHBSGEEHtk08Hdjh070NjYyD4+fvw4jh8/DgCYOnUq3N3dAQArV67Eli1bcPjwYYhEIkRERGDNmjUYPny42noLCwvh4+ODUaNGqX0+LS0NR44cwc6dO9HV1QVvb29MmDABCxcuVLsxtL7nl3+d8n5kWVlZyMrK0vo6QkyFboiJvQgJCcHs2bMt3QxCCCGEUzyZps2BiMV0dXXh4YcfxjfffEMJVYjVkM8CS4i1ys/PZ3+W3zoBADo6OvDzzz+rHCeEEEKsmT6xgd2vuSOEcIMCO2Lr3Nzc9EqSRQghhNgaCu4IIYQMCg4ODggLC7N0MwghhBCToeCOEEIIIYQQQuwABXeEEELsRk5ODuLi4izdDEIIIcQibDpbpr2jbJmEEKIfR0dHDB8+HFVVVZZuCiGEEGJ2FNxZsXfeecfms2WKxWJ89913eOihhzRuKEwGH/pcEHXoc0HUoc8F0YQ+G0Sdwf65oGmZxKTEYjG+/vpriMViSzeFWBH6XBB1uPxcTJ061fgGEatA1wuiCX02iDqD/XNBwR0hhBC7IxQKLd0EQgghxOwouCOEEEIIIYQQO0DBHSGEEEIIIYTYAQruBqm9e/daugmcM+fvROeyLfb4Htrj72Ru9voe2uNn0Jzs8d/Kns9lLvb6/tnruczJ2n4vCu6s2MqVK7Fs2TKF/7j6AFnbB5EL9nqBstdzmZM9vof2+DuZm72+h/b4GTQne/y3sudzmYu9vn/2ei5zsrbfi7ZCsGL2sBUCIYQQQgghxDxo5I4QQgghhBBC7AAFd4QQQgghhBBiB2haphWSyWQAgK6uLpOdQyqVmrR+BnMOc5zLXL8Tnct45vxcAPb5Htrj70SfC9s6F30u6FyWPhfdY9C51LHHawZTPxMjaMOT6VKKmNWdO3ewePFiSzeDEEIIIYQQYiW++OIL+Pv7ay1DwZ0VkkqlaG5uhqurK3g8nqWbQwghhBBCCLEQmUyG7u5uCIVC8PnaV9VRcEcIIYQQQgghdoASqhBCCCGEEEKIHaDgjhBCCCGEEELsAAV3hBBCCCGEEGIHKLgjhBBCCCGEEDtAwR0hhBBCCCGE2AEK7gghhBBCCCHEDlBwRwghhBBCCCF2gII7QgghhBBCCLEDFNwRQgghhBBCiB2g4I4QQgghhBBC7AAFd4QQQgghhBBiByi4I4QQQgghhBA7QMEdIYQQQgghhNgBCu4IIYQQQgghxA5QcEcIIYQQQgghdoCCO0IIIYQQQgixAxTcEUIIIYQQQogdoOCOEEKI1Zg7dy62bdtm8Gs//vhjjltECCGE2A5HSzeAEELI4LB37158/PHHiIuLwz/+8Q9LN8cq9Pf347vvvsOhQ4dw9+5d+Pn5YcaMGfjNb34DBweHAV/f2dmJb7/9FsePH8fdu3fh7e2N0aNH45FHHkFgYKBK+aNHj2Lnzp24du0aHB0dER4ejkWLFmHUqFFsmX379qGsrAyVlZW4c+cOpk2bhhdffJHT31tXYrEYW7duxeHDhyESiRAREYFFixYhJSVFody3336L0tJS3Lp1C93d3fD398e4cePw29/+Ft7e3hZpOyGEWAIFd4QQQsziyJEjCAwMRFVVFW7evImQkBBLN8ni/vGPf6C4uBjTp09HbGwsKioqsGXLFjQ1NWH58uVaXyuVSvGXv/wFdXV1mDNnDkJCQnDr1i3s27cPZ86cwUcffQQ3Nze2/LZt27B9+3ZkZGTg/vvvh0QiwfXr13H37l2Fer///nt0d3cjNjYWLS0tJvm9dbVp0yYUFxcjJycHISEhOHToENatW4f169cjOTmZLXf58mVERkZi0qRJcHV1RV1dHX766SecOnUK//znP+Hi4mLB34IQQsyHgjtCCCEm19DQgEuXLmH16tX48MMPceTIESxcuNDSzbKoqqoqHDt2DA8//DAWLVoEAJg9eza8vLywc+dOZGVlITIyUuPrKysrUV1djWeeeQZZWVns8bCwMLz33ns4d+4cJkyYAACoqKjA9u3bsWTJEsyfP19ru9566y0EBASAx+PhoYceMv4XVePdd99FY2Mj3nrrLY1lqqqqUFRUhMWLFyM3NxcAMG3aNCxfvhybN2/Gxo0b2bKrV69WeX1CQgL+9re/obS0FJMnT+b+lyCEECtEwR0hhBCTO3LkCDw8PJCamoqMjAwUFhbqFNxt27YNX3/9NT766CNs3boVZ86cgaOjI6ZOnYonn3wSAoFA5TXHjx/Hli1bcPPmTQQHB2Pp0qUYO3Ys+3xjYyP++9//oqysDE1NTXB2dsbIkSOxePFiBAUFcfp7a3Px4kUAUAk8Jk+ejB9++AFHjx7VGtx1dXUBAHx8fBSO+/r6AoDCe7Nr1y74+voiJycHMpkMPT09cHV1VVuvuumcmtTV1WHLli0oKytDb28vhg0bhkceeQRpaWk616FJcXEx+Hw+Zs2axR4TCASYMWMG8vLy0NTUhICAAI2vZ/4tOzs7jW4LIYTYCgruCCGEmFxhYSEmTJgAJycnTJkyBfv370dVVRXi4uJ0ev2GDRsQGBiIJ554AhUVFdi9ezdEIhFWrlypUO7ixYs4fvw45syZA1dXV+zevRtvvfUW/vOf/8DLywsAUF1djYqKCkyaNAn+/v64ffs29u/fz44qDjSFTyQSQSKRDNhmZ2dnrXWJxWIAUAlQnZ2dAQBXrlzRWn9MTAxcXFywZcsWeHh4ICwsDDdv3sTmzZsRGxuL0aNHs2XPnTuHxMRE7N69G9988w06Ojrg6+uL3/72t8jOzh7wd1Hn+vXrePnllyEUCvGb3/wGLi4uOHr0KNavX49XXnmFHTU0VE1NDUJDQxWmlgJgPzNXr15VCO5kMhna29shlUpx8+ZNfPnll+Dz+Rg+fLhR7SCEEFtCwR0hhBCTunz5Mm7cuIH/7//7/wAASUlJ8Pf3x5EjR3QO7oKCgvDqq68CALKysuDm5oZ9+/ZhwYIFCqNbdXV1+OijjxAcHAwAGDFiBF544QUUFRWxQUxqaioyMzMV6h8/fjxeeukllJSUYNq0aVrbsmLFCjQ2Ng7Y5oULF+LRRx/V+HxoaCgA4NKlSxgyZAh7/MKFCwCgshZOmbe3N/70pz/hgw8+YN8bABgzZgxWrVrFJmQRiURob2/HxYsXUVZWhkceeQQBAQE4ePAgPvnkEzg4OGD27NkD/j7K/v3vfyMgIADvvPMOnJycAABz5szByy+/jM2bNxsd3DU3N7OjkPKYY8rvT2trKx5//HH2sb+/P/7v//4P4eHhRrWDEEJsCQV3hBBCTKqwsBA+Pj4YMWIEAIDH42HixIkoLCzEkiVLdMoKOWfOHIXH2dnZ2LdvH06fPq0Q3I0ePZoN7AAgMjISbm5uaGhoYI8xI2PAvWyVXV1dCA4Ohru7O65cuTJgcPfHP/4RfX19A7ZZPmBTJzU1FYGBgfjPf/4DZ2dnxMTEoLKyEl999RUcHBx0Ooe3tzeioqKQlZWFoUOH4urVq/j+++/x3nvvYdWqVQCA7u5uAEBHRwf+9Kc/YdKkSQCAzMxMLF++HN9++63ewV1HRwfKysrwu9/9jp0eykhJScG2bdvY7J9SqRQdHR0KZfr7+yGRSNDW1qZw3N3dHY6O925N+vr62KBRHjPSqfz+eHh44I033kBfXx9qampw/Phx9PT06PV7EUKIraPgjhBCiMlIJBIcPXoUI0eOxO3bt9nj8fHx+OGHH3Du3DmMGTNmwHqUM2sGBweDz+erjKCpW4Pl4eEBkUjEPu7t7VXYfkAmk7HPKQcq6iQlJQ1YRhcCgQBr1qzB22+/zSYWcXJywpNPPonvvvtuwOmhDQ0NWL16NV588UV2JDI9PR2BgYHYtGkTTp8+jdTUVDYYcnR0REZGBvt6Pp+PSZMmYdu2bWhsbNRrrd2tW7cgk8mwZcsWbNmyRW2Z1tZW+Pn5oampCU899ZTaMkwiGcabb77JdgIIBAJ26qo8JqhTns7q5OTETkUdP348Ro0ahT/96U/w9vbG+PHjdf7dCCHEllFwRwghxGTKysrQ3NyMoqIiFBUVqTx/5MgRnYI7ZTweT+1xPp+v9rh8APfJJ5/g0KFDyMnJQUJCAtzc3MDj8bBhwwZIpdIBz93W1qZTORcXF41JSxjDhg3Dhx9+iNraWohEIgwdOhQCgQCff/65Qqp/dQ4ePAixWKwSuDDJTC5duoTU1FR4enpCIBDA3d1dZZSUScaib9IR5vdfsGCBxn8/ZgTV19cXb7zxhsJz+fn5aGlpwdKlSxWOy4/CCoVCtVNTme0Z/Pz8tLYxMTERQqEQR44coeCOEDJoUHBHCCHEZJgpmc8884zKcyUlJTh+/DiWLVumMFVSnZs3bypMc7x58yakUqleo03y5502bZpCYNHX16dzgLNy5UpO1twxeDwehg0bxj4+ffo0pFKpQkIUdVpbWyGTySCRSBSmL/b39wMAm/SFz+cjMjIS1dXVEIvFCmWZ4IlJNqMr5t/C0dFxwHYKBAKVMocPH4ZYLNb62sjISJSVlaGrq0shqUplZSX7/ED0+XclhBB7QMEdIYQQk+jt7cXx48cxceJElQQmwL2RmaKiIpSWlrLrwDTZt2+fwgjRnj17ANxbt6YvPp+vMJLH1KfLaBzA3Zo7dXp7e7FlyxYIhUKFLRJ6enrQ1NQELy8veHt7A7iXkEUmk+HYsWOYPn06W5YZIY2OjmaPTZo0CZWVlSgoKMADDzwA4F7gc+TIEYSHhw84CqaMWUN54MABZGdnQygUKjzf1tbGttNQmZmZ2LFjBw4cOMDucycWi3Hw4EHEx8ezU3CZdXXK01iLi4shEokQExNjVDsIIcSWUHBHCCHEJEpLS9Hd3a1xSlx8fDy8vb1RWFg4YHB3+/ZtvPHGGxgzZgwqKipQWFiIKVOm6DR6o2zcuHE4fPgw3N3dER4ejoqKCpw7dw6enp46vZ6rNXcA8Le//Q1+fn4IDw9HV1cXDh48iIaGBqxdu1ZhtKq6uhqrV69WGA28//77sWPHDnz44YeoqanB0KFDceXKFfz0008YOnQo0tPT2dfPmjULP/30Ez7++GPU19cjICAAhw8fRmNjI/7yl78otKm0tBRXr14FcG8U8Nq1a/jmm28A3FvLxrznzzzzDF5++WUsX74cDzzwAIYMGYLW1lZUVFTgzp07eP/99416b+Lj45GZmYm8vDy0tbUhODgYBQUFaGxsxAsvvMCWu3nzJl599VVMmjQJYWFh4PP5qK6uRmFhIQIDA5GTk2NUOwghxJZQcEcIIcQkCgsL1U7JY/D5fKSmpuLIkSNob2/XOjXwT3/6E7Zu3Yovv/wSDg4OyM7OxuLFiw1q19NPPw0+n4/CwkKIxWIkJibijTfewNq1aw2qzxixsbE4ePAgDhw4AIFAgOTkZPzf//0foqKiBnytl5cX3n33XWzduhWlpaXYv38/vLy8MGPGDDz22GMK0y+dnZ2xfv16fPHFFzh48CB6enoQFRWFtWvXqqyZKy4uRkFBAfu4pqYGNTU1AO6tc2OCu6FDh+Ldd9/F119/jUOHDqGjo4PN3vnII49w8fZg5cqV2LJlCw4fPgyRSISIiAisWbNGYe86Pz8/ZGRkoKysDAUFBejv70dgYCCysrLw29/+Vu8pp4QQYst4MuW5KYQQQoiV2LZtG77++mts2bLF6Gl+hBBCiL1Tn1aMEEIIIYQQQohNsdlpmd3d3cjPz0dVVRWqqqogEomwYsUKhUXl+pRjiMVibN26VWEKyKJFi5CSksKWKS8vx+rVq9W+fuPGjUhISNC7TkIIIYQQQggxhs0Gd+3t7di+fTsCAgIQGRmJ8vJyo8oxNm3ahOLiYuTk5CAkJASHDh3CunXrsH79epU9h+bOnYvY2FiFY8y+PobWSQghhBBCCCGGsNngTigUIi8vD76+vqiursbKlSuNKgcAVVVVKCoqwuLFi9m0y9OmTcPy5cuxefNmbNy4UaF8cnKy2vTextRJCCHkfx599FGd9oojhBBCiA2vuXNycoKvry9n5YB7GcL4fD5mzZrFHhMIBJgxYwYqKirQ1NSk8pquri52o1iu6iSEEEIIIYQQfdnsyJ0p1NTUIDQ0VGFvIQCIi4sDAFy9epXdNBUA3nvvPXR3d4PP5yM5ORmLFy9Wmaapb52EEEIIIYQQYggK7uQ0NzerHeVjjt29excA4OjoiIyMDKSmpsLLywu1tbXYsWMHVq1ahQ0bNiA6OlrvOuVJpVLcvn0bjo6O4PF4A7bbyclJYT8jQgghhBBCiH2QyWTo7u6GUCgEn6994iUFd3L6+vrUBkkCgYB9HgASExORmJjIPp+WlobMzEw8//zzyMvLw7p16/SuU15zczN+//vfG/fLEEIIIYQQQuzGF198AX9/f61lKLiTIxAIIBaLVY4zARgTkKkTEhKC9PR0lJSUQCKRwMHBweA6XV1dAQAfffQR+7M2NHJHCCGEEEKIferq6sLixYt1igsouJMjFArVTpNsaWkBAPj5+Wl9vb+/P/r7+9Hb28uusTOkTmYqpp+fn8paPUIIIYQQQsjgo8tyLZvNlmkKkZGRqK+vR1dXl8LxyspK9nltGhoaIBAI4OLiwlmdhBBCCCGEEKILCu7kZGZmQiqV4sCBA+wxsViMgwcPIj4+ns1q2dbWpvLaq1evorS0FCkpKQoLHXWtkxBCCCGEEEKMYdPTMvfs2YPOzk522mNpaSn7c3Z2Ntzd3fUqFx8fj8zMTOTl5aGtrQ3BwcEoKChAY2MjXnjhBfa8GzZsgEAgQEJCAnx8fFBbW4sff/wRzs7OeOKJJxTaqGudhBBCCCGEEGIMnkwmk1m6EYZaunQpGhsb1T732WefISgoSK9ywL1EJ1u2bEFhYSFEIhEiIiKwaNEijBkzhi2za9cuHDlyBLdu3UJXVxe8vb0xcuRILFy4ECEhISrn0KVOeV1dXXj44YcRGhqqku40KysLWVlZ2t8YQgghhJBBQCqVQiQSoaOjA1Kp1NLNIURvfD4fvr6+WvNsMLHBN998M2A+DpsO7uyVPv+AhBBCCCGDjVQqxcmTJ7Fv3z6IRCJLN4cQo6Wnp+Ohhx5Su4+dPrGBTU/LJITR0NCAIUOGWLoZhBBCCDGD7777DidOnMDYsWMxevRoeHp6Dri5MyHWSCKRoKamBrt37wYAPPzww0bVR8EdsQvBwcGgQWhCCCHE/nV1deHUqVPIysrC9OnTLd0cQowWEREBANi9ezfmzp1r1Mw96uIgNm/UqFGWbgIhhBBCzKSlpQUSiQRxcXGWbgohnImKigLwv72wDUXBHbF5ZWVl7M9/+ctf8Mgjj7CPv/jiC8yePdsSzSKEEEKICTCJU3TZ0JkQW+Hg4AAARicGommZVmzlypWULVNPNTU1qKioYB9fuXIFp06dsmCLCCGEEEIIMQ8K7qzYO++8Q9ky5SxbtgwjR45EYmIipkyZoraMunV3tBaPEEIIIYQMBjQtk9iMf/3rX3jzzTfx/fff6/waHo+nNrj76quvIBaLuWweIYQQQohZLV26FB9//LHZXqeLd999F88995xJ6iYDo5E7Mig9/vjjmDp1KsLDwy3dFEIIIYQQg6xevRoeHh5mex2xfhTcEZsik8kGXEBNC6wJIYQQYs96e3vh7OyM6Ohog15v6OuI9aPgjtgcfdbQaQv0aC0eIYQQQqxBSUkJtm/fjhs3bsDT0xOTJk3C448/DoFAgPLycqxevRpr1qzBwYMH8euvvyI5ORlr167F0qVLMW7cODzzzDNsXfv378d3332HtrY2JCUl4cknn8Qf/vAHrFixgt0XUPl17777Li5fvoxnnnkGn332Gerr6zF06FAsW7YMMTExbN07duxAUVERbt68CScnJ8TGxuKpp55CaGioed8wohEFd1aMsmWqunHjBmQyGXp7eyEWi1WmFKgb2aMgjhBCCCHW6uTJk/jb3/6GSZMm4YknnsCNGzeQl5eHpqYmvPLKK2y5Dz74APfddx/mzJmjcn8oX9dHH32EmTNnIjMzEzU1NXj77bd1akdLSws+/fRTPPjgg3B3d0deXh7Wr1+Pf//733B0vBcy3LlzB9nZ2QgMDERXVxf279+Pl156CZ988gk8PT2NfzOI0Si4s2KULVO9Dz74AIWFhQgICEBBQYHK81KpFP39/XB0dNQ6csc8V1pairFjx7L7ixBCCCGEmMu2bdsQHx+Pl156CQAwduxYODs748MPP8S1a9fYcmlpaXjyySe11vXNN99g5MiReP755wEAY8aMgUQiwZYtWwZsh0gkwltvvYVhw4YBAFxcXLB69WpUVlYiOTkZAPD000+z5SUSCUaPHo3HHnsMxcXFmDVrlj6/NjERCu6ITaqtrYWTkxPa2toUjstkMpw7dw7Z2dk4cOCATnWlpaXh4sWLSExMNEVTCSGEEGJBDQ0NJsmQ7eTkhCFDhhhVR3d3N65evYolS5YoHJ80aRI+/PBDXLx4kU3+lpqaqrUuiUSCmpoalbrS0tJ0Cu6EQiEb2AFgz3v37l32WEVFBbZu3YorV66go6ODPV5fXz9g/cQ8KLgjNkkqlYLH4+Hs2bNqn9flIiM/XZOmbhJCCCH2ydgAzJQ6Ozshk8ng4+OjcNzd3R1OTk4KAZRyGWXt7e2QSCTw8vJSOO7t7a1TW9zd3RUeM1Mx+/r6AACNjY1Ys2YNYmNj8dxzz0EoFMLR0RGvv/46bS9lRWifO6Kz3/72t1i9erWlmwHgXnCnC/lpmfn5+cjOzlZbjoI7QggZfCQSiaWbQAY5d3d38Hg8tLa2Khzv7OyEWCxWWMc2UDZwLy8vODg4oL29XeG48iwnQ505cwY9PT145ZVXkJmZicTERERFRSkEoMTyKLgjOquqqsL169ct3QwAQNf/z955RkWRfG38mREGJYOAAqKgIigm1DWx5pwVs2sO/zXvimt2zTmnNbsq5hzWuCIqijmDiqigoiiKKDkz7wfe7p0IE3oi93eOx5nq6qo7TXV33aob0tLA4/HkPuji4+PZz4zi9vLlSzEfPUqZQBAEUbQxMTFBbGysrsUgijAlSpSAh4cHbt68KVZ+48YNAECVKlUUbqtYsWIoX7487ty5I1Z++/Zt9QVF/g4ej8djd/QA4Pr167RIomeQWaYeQ9EyVefz588A8hU4ebtyZJZJEARBZGZm6loEoojTr18/LFy4ECtXrkTTpk3x8eNHBAYGomHDhnB3d0dYWJjCbfXu3RsLFizA+vXr2WiZzMK2vAibilK9enUAwJo1a9CuXTu8e/cOJ0+elDLnJHSLwSp36enpOH78OCIjIxEZGYmUlBSx/B3K1mPIzs7Gvn37cOXKFaSkpMDd3R39+/eHr6+vSvWUrSsKRcvMp1q1arh69apUuSI7b6mpqRqQiCAIgjAW1J3wEoS61KtXD1OmTMHBgwexYMECWFlZoU2bNhg0aJBKbY0ePRqHDx/G1atXUalSJYwaNQqzZs1Se07p7u6O3377DQcOHMC8efPg4eGBqVOnKpxqgdAOBqvcJSUl4eDBg3B0dISHh4fcVQ1F6zGsWbMGoaGh6Ny5M1xcXHD58mXMnTsXCxcuZMPAKlNP2bqENOHh4VK26AyF5bRbvny5lGOxvHMJgiAIgiB0gZ+fH/z8/GQeq1atGv755x+Zx3bs2CFV1q5dO7Rr1479/u+//wIAPDw85J43YcIEqXYsLS2l+m3evDmaN29eoAyy2iK0h8EuV9nb2yMwMBB///03hgwZonY9IN+nLCQkBAMHDsTQoUPRtm1bLFy4EE5OTti1a5fS9ZStS8hHkQAqT58+VapNMsskCIIgaKGPMCaSk5OxdetW3L59G0+ePMHRo0exfft21KtXD6VKldK1eIQWMNidO1NTU9jZ2XFWDwBCQ0PB5/PFkjAKBAK0atUKgYGB+Pr1KxwdHRWup0ybRMHIUu6+f/8u9v3w4cOIioqSqscobkykzz59+sitQxAEQRQtSLkjjIlixYrh06dPuHbtGlJTU2FjY4NmzZoVmvycMB4MVrnTBFFRUXB1dZWySa5UqRIAIDo6Go6OjgrXU6ZNomBkKV9v3rxBkyZN2O8LFy4UO16xYkWZ5x46dAgAcPXqVVZBJOWOIAiiaELKHWFMmJubY/bs2boWg9AhpNyJkJCQIHOXjyn79u2bUvWUrStJWlqaQnKbmprC1NRUobqGijyzzIKUsjdv3hTYpiqOygRBEIRxQcodQRDGBCl3ImRlZclUkgQCAXtcmXrK1pWkMB9Bhr59+6Jfv34K1VWHpKQkneUyUTRpuaqMHj0aBw4cgIuLC7Kzs1GiRAmN9kcQBEHoB6TcEQRhTJByJ4JAIEB2drZUOaOAMQqZovWUrSvJzp07FQpbq41du3HjxiE6OprNH6dtNG02efPmTbx8+RLbt2/H/Pnz0ahRI4SEhGi0T4IgCIIgCILgElLuRLC3t5dpJsn4ZZUsWVKpesrWlcTc3Fxv8txt2LABgO6Svaqj3KWkpKB27doK9cH8Xa5fv44ZM2agRIkSmDlzpsp9EwRBEPoN5bkjCMKYoCeaCB4eHvj48aOUr9vLly/Z48rUU7YuIR8mR4uqPHz4sNA6ixcvxtGjR9nvN27cwO3bt9XqlyAIgtBvyCyTIAhjgpQ7Efz8/JCXl4cLFy6wZdnZ2QgKCoKXlxcb1VLResrWJeTz/v17jfdx9epVMbNTiqBJGBOfP39GYmKiSueePHmS7gfCIIiMjMS0adN0LQZBEITOMGizzDNnziA1NZU1e7x79y77uWPHjrCwsFCqnpeXF/z8/BAYGIjExEQ4OzsjODgYX758wfjx49l+Fa2nbF1CPjSxJAj1aN26NerVq4dt27YpfW63bt2Qnp6O4sWLa0AyguCO+/fvY8mSJVi8eLHC59DOHUEQxoRBK3cnTpzAly9f2O+3bt3CrVu3AABNmzZllTZF6wFAQEAA9u7diytXriAlJQXu7u6YNWsWqlatKta3ovWUrSt5nqQvQIcOHdChQwdFLo9G0JWSlZKSopN+CcLQSEpKgrW1tVR5VlaW0lFnV69eDVdXV65EIwi9hHzuCGPh1q1bSEhIkJonrl69Gq9fv8Zff/0FAAgKCsLatWuxd+9e2NjY6EJUrVLUfq9BK3c7duzgtB6QH71y6NChGDp0KCf1lK0ryqpVq/QmoIqu+fjxo9b7/P79O65fvy5W9uPHD+Tm5hYYCIcgdImNjQ2io6Ph7u4OAPjf//6HunXrQigUKr1DsXPnTtSoUUMDUhKE/kA7d4SxcPv2bbx+/brQTYCffvoJy5cvh6WlpZYkI7QJLVcRBsGHDx+03md4eLhU2YgRI9CjRw+ty0IQyiCafiUoKAgPHjxQ+Fx5OTNpAkwYApLWJV++fMGSJUsKjPRMY5soatjY2MDb2xvFihVTqx2hUCgz3RehW0i5I/QeW1tbmekktMWqVavYl392dnaBiecJQh8QNb/k8/mFmlO/fv0aQP6L+sCBAxqVjSC45Pnz59i9e7fc43fu3MG0adMwa9YssfLLly+zu9Kk3BE4fx4QCXyHZcsALVsM3bx5E+PHj4e/vz8GDRqE7du3s/ONoKAgdOrUSSoo1vjx47F69WoA+aaXwcHBeP/+PTp16oROnTqxxySR1V52djYCAwMxdOhQdOvWDaNGjcLVq1fFzlu9ejXGjBmD+/fvY9y4cfD398fdu3cL/W3MeY8fP8a4cePQvXt3TJ06FXFxcUhOTsaSJUvQq1cvjBgxQspi6t69e/jzzz/Rv39/9OrVCxMnTpRasExJScH69esxaNAg+Pv7Y8iQIVi2bFmBMgUFBaFbt25qR2PXRwzaLJMoGtjb2yMqKkpn/R86dEhnfRMEF+Tl5RWo4Hl6ekIoFCIkJESLUhGE+hw/fhxLly7FoEGDAEgrasy4Z9IRvX37Fnl5efjw4QOePn2qXWEJ7ZKRAYSHA3Xq5H//8QP48AGQFe+gWTOAsVq4excQCgEt+hvfuXMHS5YsQaNGjTBo0CB8+PABgYGB+Pr1q8LRX/v06YOkpCR8+PABEydOBACl/MuWLl2K58+fo0+fPnBzc8P9+/exatUqWFpaog5zDQEkJCRg69at6NWrFxwdHRWO+v79+3fs2LEDvXr1QrFixbB161asXLkSZmZm8PHxQZs2bXDx4kWsXLkSXl5ecHJyAgDExcXhp59+Qrdu3cDj8fDgwQPMnTsXCxcuRLVq1QDku189ePAAgwYNgpOTE75//16gxco///yDv//+GxMmTEDjxo0VvkaGAil3hFLoIqBKiRIltN6nKKKThby8PFrlJQwKZrwq4nOXnp4uVUaRagl9Rt74fPr0KapXry51nMktK7rbR890IyUvD5g3D5gwAfD1Bfr0ARYskF23eHFg/36gRAmgfn3g/4PuyWTpUmDgQMDZGUhNBRYvBubPB9QYR/v374eXlxcmTZoEAKhduzbMzMzw119/4e3btwq14ezsDGtrawgEAnh7eyvV/9OnT3Hnzh3MnTsXtWrVAgD4+vri+/fv2L9/v5hyl5KSgjlz5sDLy0upPlJSUrB48WKUK1cOQL6SuGXLFnTv3h19+vQBkL/QeOvWLdy+fRudO3cGkB/VniEvLw/Vq1fH+/fvceHCBVa5i4yMRJMmTdCiRQu2rjyl7ciRIzhw4ACmTp2KevXqKfUbDAWVlbvg4GDOhGjevDlnbRkT+hgtEwDevHmDChUqaK0/fXvxhoaGAgDq1q2Lixcvws7OTscSEYQ4khNa5juPx8NPP/2Ew4cPw8PDA6GhofDz82PriT5v2rRpg7CwMFSvXl07QhNEIWRnZ0MoFEIgEIiV83g85OXliZkg16hRA0KhEF27dmXrSJ7DQNEyjRRzc+DgQaBdO+D2bSA09L9dPFksWwZMnQq8fJlvotm2rex6XbsC/fsDW7cCv/0GTJ6slmKXnp6O6OhoqaB7jRo1wl9//YXnz59LjXmuefToEaysrFCjRg3k5uay5TVr1sTGjRuRm5vL+udZWVkprdgB+VZYjGIHAC4uLmwfDJaWlrC1tcXXr1/Zsvj4eOzZswePHz/G9+/f2Xu8YsWKbJ0KFSrg8uXLsLOzQ+3atcX6EWXPnj24du0aZs2aJdavsaGycrdmzRrOJt2k3MlGX6JlSm5tR0ZGalW505cXL4/HQ6dOndjv9+7dQ1JSEil3hF7D4/EgFArZF+L9+/dRvnx5CIVC/Pzzz3J3Phg/BH1bXCGKLqNGjcKPHz9w9OhRtowZv8WKFZMay7Vr1xb7LjphFIXGuBGTlZVvYungACQny6936lR+vcWL8805f/kFqFZNtmmmlxewYgVQsSJw6BCgpllfamoqhEIhbG1txcotLCxgamqK5ORkjUfoTkpKQnJyMrsYIsn379/h4OAAAFJyKopo2jEAMDU1lVluYmLCBmnJy8vD/PnzkZaWhl9++QXOzs4oXrw49u3bJ3Y///rrr7CyssLJkyexc+dOODg4oGfPnmjfvr1Y2zdv3kS5cuVQpUoVlX6DoaCWWaa7uzvq16+v8vm3b99WeLuZ0B2zZ88W+65tMy1d+0XcuXOH/ZyamqpDSQhCeeTtUCia847MMgl9IS4uDj9+/JAqZ8b477//jrCwMLb84cOH7Of169dj/fr17HfRe4GUOyMlKSnfFHPVKqBKlfzPfD7QpIl03U6dgC5d8j8XLw4cOZJfVxapqcCff+bv3G3ZAjRqlG+iqSIWFhbg8XhSYzs1NRXZ2dmwsrJid+5ycnLE6nCVA9jKygo2NjZS8z0GUd89bd4vnz59QlRUFGbMmCGmb0gGtrOwsMCIESMwYsQIvH37FqdPn8amTZtQrlw5+Pj4sPVmzpyJxYsXY/HixZgxYwZMTIzTO02tX1W+fHn07dtX5fPj4uJIuTNAlE2EbExQyF/CEBBVyJidO0kkJwlMXQCIjo7WnHAEoQKPHz/GmTNn8NNPPwEAhg8fju3bt4vVWbt2rcLtJRe0i0MYB+bmwLp1QKVK+d8PHgTi4mTXlVTkCrIYmj493xSzceP8fxMmAAcOqGyaWaJECXh4eODmzZtiO2c3btwAAFSpUoVdWP7w4QO7ixcTE4P4+HixtkxNTVWap9SoUQPHjh2DiYkJ65eqDzBKnKgS9uXLF7x48YI165TE3d0dw4cPx6VLlxATEyOm3Lm6umL+/PmYPn06li9fjsmTJ6udDkIfUdnezdzcHGZmZmp1LhAIdB4sgygcedHHiiJMiF7RFbbNmzfrSBqCkI1QKMS2bdsQFhYGHo+HhIQEvHnzRqqOKKLBVMqXL89+ViZHHkEUxp07d9C7d2+lz2Mmsffu3QOQHx0vLi4OsbGxSEpKUrq9UaNGyT12+/ZtnD9/Xuk2CT3DxOQ/xQ7IV/a4UFxWr/7PFNPLKz8Qi5q7Wf369UNERARWrlyJBw8e4PTp09i2bRsaNmwId3d3eHl5wcHBAdu3b8e9e/dw7do1LFu2DFZWVmLtlClTBnFxcbh27RpevXqFOHnKrAS+vr6oW7cu5syZg1OnTuHJkye4e/cujhw5gnXr1qn129ShTJkycHBwwO7du3H37l2EhIRg1qxZsLe3F6s3efJkHD9+HA8ePMCjR4+wadMmmJiYiCl2DO7u7pg3bx6ePHmCNWvWGOWGhcrK3cGDBzFy5Ei1Oh89ejQOHjyoVhuE9inKyh3D+/fvAQAtW7YscJJAELrif//7H06cOAEej4cvX74AEN+tk7yP586dK7OdiIgIzQlJFDmeP3+Ow4cPK32erPdOQEAAtmzZorZMTNh4hvXr12PGjBlqt0sYKcrs8ilIvXr1MGXKFLx9+xYLFizA0aNH0aZNG3ZsmpiYYMaMGTA1NcWSJUtw9OhRDB8+XMoXr3Xr1vj555+xZcsWBAQEYP/+/QrLMHXqVLRt2xbnzp3DnDlzsG7dOjx+/BhVZaWO0BKmpqaYNm0aTE1NsXTpUuzbtw+9evWSkqly5cq4cuUKli5diiVLliAuLg5//vkn3NzcZLZbsWJFzJkzB3fu3MFff/1ldPNantDYfpERkJaWht69e8PV1VUvomV26tQJZ86cYb+fPHkSXRjbdC2gj/4Qjx8/Fou0RLcRoQvGjx8POzs7zJ07FwkJCbC3twePx8OkSZOwfPlyzJ49G0eOHIGJiYmU72p6ejpKlCjBpkgYP358gSu06enpKF68ODZv3qz2wh5RdBFNzaEMly5dQuvWrdlzeTwe+vXrp9TktSBu3LiBZ8+ewdzcHOfPn8eLFy9Qo0YN7Ny5E0B+QIny5cvj+/fvnPRHqEdMTAxWrVqFgIAAuRN4gjA0ChrXjG5w6NChQoMtGqcnoZGgL9EyRRU7AFi2bBkqVKig09UcXUPKHKEPPHjwAE5OTnj9+jU8PT3ZYBLLly8H8N84lRWUSNIURdExPWrUKFLuCJVQxXxSW/z888/s537/n8x6165drHKXlpYmM5gLQRCEvqEfMeYJg+L333/HwoUL0aFDB5w/f54UHYLQIbm5ufD09AQAbNu2TewYk/tLFpKRXwu7j5mEsgShKk+ePFH5XFnjUx+tOgiiqJGbm1vgP0L7cL5z9+DBA2zatEkqihVhPNSqVQs9e/ZETEwM1qxZg8WLF+OXX37B4MGD1Q6yYyhQSgRCl9y6dYvNDfTPP/+w5ZJmlWvWrJEbKtvJyQkAMG7cOIX6vHTpkiqiEoRMDMW8NyYmhsz+CKIAZs6cifDwcLnHt2/fjlKlSmlRIoJz5S4jI0NuolDCuHBzc8PKlSuRkpKCbdu2oXnz5mjevDnGjRvHThyNFVETHoLQNuPGjUOFChUKradIDqQNGzaI/U8QmkJ0940L815t7NyVLVsWubm5tEtIEP9PSkoKLC0t2e9jxowRi7YsiWRkS0LzKKzc7d27V6F6Hz58UFkYwjCQfMlZWlpiwoQJ+O2333D8+HH0798fZcqUwcSJE2WGoSUIwjAhE2xCV8gKV/7u3TuN9CWZJ0xerkiCKIpERESgTp067PcyZcroUBpCFgord4cPH4aFhUWhAT4ks8YTRQc+n48ePXqgR48euHv3LubPn4/U1FSMHTsWrVu3LhIrnwsXLkTv3r1RsWJFXYtCFAFu3rypaxEIQm2Y6JfKkpGRoQFpgCNHjrBmzwRBEIaGwspd6dKl4ePjg99++63AeqGhoVi2bJnaghVGeno6jh8/jsjISERGRiIlJQW//fYbWrZsKVU3Ozsb+/btw5UrV5CSkgJ3d3f0798fvr6+UnVfv36NPXv24MWLFwAALy8vDBkyRCypb1hYGKZPny5TruXLl8Pb21vl/kUJCAjQi1QIqlC3bl0cPHgQMTExWL16NRYtWoQBAwZg4MCBEAgEuhZPI9y7dw8zZ85E2bJlSbnTI1asWIFhw4bBzs5O16Jwiiq5wghCH7GxsUF4eDjKli0LABg5ciQ2b94sVkfWzhmT0FwTiPpV8/l8fPz4UWN9EQRBcInCyp23tzer8BSGNswXkpKScPDgQTg6OsLDw4MNAS6LNWvWIDQ0FJ07d4aLiwsuX76MuXPnYuHChWJmg69fv8aUKVPg4OCAvn37QigU4uzZs5g2bRpWrlwptfXcqVMnNkodg7Ozs8r9S6IvqRDUwc3NDatWrUJKSgq2bt2K5s2bo0WLFhg3bhwcHBx0LR5nCIVC9OzZU9diEDKYNGkSGjZsiIYNG+paFIOHTNMITZCcnIzk5GT2+5YtW6SUO13z5csXXYtAEAShEAqnQujcuTPat29faL2qVati4cKFagmlCPb29ggMDMTff/+NIUOGyK0XGRmJkJAQDBw4EEOHDkXbtm2xcOFCODk5YdeuXWJ19+3bB4FAgOXLl6Nbt27w9/fH8uXLIRQKERgYKNW2j48PmjVrJvbPxsZG5f6NGUtLSwQEBCAkJARVq1ZF3759MWzYMDx//pyT9uWFe9cWQqFQY/4fhPqQUsINXbp00bUIhAFT0H2o72b7kmkcaCePIAh9ReEZccWKFRXKc2RjY4Nq1aqpJZQimJqaKmRmFRoaCj6fj7Zt27JlAoEArVq1QkREhFhkz2fPnqFGjRqwtrZmy+zt7eHj44N79+7JjAaUlpZWYB4PZfo3FNR5CfP5fPTs2ROXLl3CiBEjMGfOHHTq1AmXLl1SawIuKpO8XVxra2vUqFFD5T4KgnK56DeygjEYGvHx8Tr3aT5z5oxO+ycMkxEjRqjdhq4XaERTgSQlJVEQCcLgiImJ0bUIhJYw+iTmUVFRcHV1lTJvrFSpEgAgOjqaLcvOzpaZp83MzAw5OTlSOzNr165F79694e/vj+nTp+PVq1dq9V/UqF+/Pg4fPowNGzbgzJkzaNasGXbs2KH2BNbMzAzTpk2TKvf19UWbNm3UalseTZs2ZT+PGjVKI30QRRtHR0eYmZnh6NGjePv2rU5lefPmDVasWIGoqCid75oT+g+T97aghUHJY6LK3MOHD8UWV3Wh6F29epX9bAyLRUTRIy4uTqF6p06dQqdOnTQsjXETFhaGTp06ydQLtIHab+WvX79ixowZXMiiERISEmTu8DFl3759Y8vKlCmDly9fiu3CZGdnIzIyUqyuiYkJGjZsiBEjRmDmzJno378/3r59i6lTp+LNmzcq9y9JWlqaQv8kwzYbGuXKlcPatWvxzz//4MePH2jevDnmzJlT4LWRRHJiIGkey8D8bbneMRWNWkgJzvUPXa/6c0nPnj2Vujc0QUhICCZNmoSkpCSjurYE94gubCozVkQDjtWuXVts13jjxo3cCKcEjBkmpXsijJHc3FwkJSUBADIzM3UsDaEuaicxz8zMLDAzva7JysqCqampVDkTsVF0l6h9+/bYuHEj1q1bh+7du0MoFOLQoUP4/v27WN3KlSujcuXK7Hn16tWDn58fxo0bh8DAQMydO1el/iUpyJdQlL59+6Jfv34K1dVnrKysMHHiREyYMAFHjx5F79694e7uXuA5Z86cQceOHQEAsbGxcHFxkdlucnIyHB0d2cmFNoK5mJqa4tu3b2JmvgRhTPz666+6FoHQcwpKblwQT548wYsXLzB+/HipY+/fv1dXLJVxc3NDQkICgPxFxMTERJ3JQhBckZiYiKioKNSpU8cg3YUIcdRW7vQdgUAgc2eLUapEw/K3a9cOX79+xYkTJxAcHAwg39fQ398fhw8fRvHixeX24+Ligvr16+PmzZvIzc1FsWLFlO5fkp07dyoULVOW8mjI8Pl89OrVC7169cKtW7ewY8cOuXWZtBAlSpRgI5VKJpwdM2YMZsyYAYFAgMmTJ2tWeBFycnJ07iNFEJrk7t27uhaBMGDCw8ML9F2LiopCUFAQAPFdP22kW1IEZqeDIHRBcHAwTp06hZiYGBQvXhyVKlXC6NGj4eTkhISEBOzZswdhYWH4/v07SpYsiQoVKqBGjRpic8a0tDRs3rwZt27dAp/PR8OGDWWa2qekpCAwMBC3bt1CcnIy3N3dMXDgQNSqVYutM23aNBQvXhwtW7bEnj178O3bN1SqVAljx44ViySfnZ2NgwcP4tq1a/j27RtsbGxQo0YNTJgwga0TERGBPXv24OXLlyhWrBjq1KmDESNGwNbWVqFrs3//fpw4cQJLlizBpk2bEB0djTJlymD8+PFwc3PD9u3bERISguLFi6Nbt25iwcIiIiJw5MgRvH79GqmpqXBxcUHXrl3RvHlztk5OTg4CAwNx/fp1/PjxA1ZWVqhYsSImTpwoN0fmgwcPsGjRIvj7++OXX35R6HeoitErd/b29jJNmJjduJIlS4qVDxw4EP7+/nj37h0sLCzg7u7ORsp0dXUtsC8HBwfk5OQgMzOTVcqU7V8Uc3NzvUyFoE0fmwYNGoh9b9OmDS5evChWNmXKFPz9999iZaVKlWI/8/l8WFpaApBvFtSqVSsxh3nCcJgyZQpcXV0xfvx4fPz4UeZ9SqaD3BIREaFrEQgjoFatWmx07cICde3evVsbIimELFklFxUJw+LfN0BcKjCgOpCbB0wPBibUB0pb6loy2Rw/fhw7d+5Eq1atMGDAAOTk5ODp06dITEyEk5MTkpKSYGlpiWHDhsHS0hKxsbHYvXs3/vrrL/z+++9sO2vXrsWjR4/Qq1cv5OTk4P79+/j8+bNYX9nZ2fjzzz/x48cP+Pv7IzMzEx8/fsS8efOwZs0aMQur6OhoHD9+HIMGDUJeXh62b9+OlStXYsWKFWydRYsW4enTp+jVqxe8vLyQmJiIW7dusccjIiIwbdo01KlTB5MnT0ZmZib27NmDBQsWiLVTGDk5OVizZg26dOkCW1tb7Nq1C4sWLUKVKlVgY2ODKVOm4M6dO9i+fTsqVarEWuR9+fIFlStXRrt27WBqaooXL15g/fr1EAqFaNGiBQDgyJEjuHDhAgYNGoSyZcsiKSkJjx49kusmdfPmTaxYsQL9+/eHv7+/wr9BVYxeufPw8MDTp0+RlpYmpii9fPmSPS6JpaWlWP65x48fw8HBodDoWJ8/f4ZAIBDb4VOlf0I+jJJWGIMHD8bQoUOlyuU5wh8+fNjoklwbK127dsXixYvZB/GlS5fg5eWF8ePHo0yZMmpNsLy9vbFixQrW1FdfGDBggK5FEEPezsmjR4/w5MkTDB48WLsCEXpPYRGFExISkJqaKnfVW58gJc4wSMwEbrwHOvx/OuL3ifn/fi4rXbdVeWD2NWD3EyAsLr+OPip22dnZyMrKwv79+9GmTRuMHTuWPVa/fn32s7u7O4YNG8Z+r1y5MmJjY3Hq1CmMHDkSxYsXx/v373Hr1i2MGzcOderUwZs3b+Dp6Yl169aJ9Xnt2jVER0dj3bp1sLCwQHR0NPr06YNPnz7h4MGDmDp1Kls3NTUVa9euZeMepKenY+3atYiPj4eDgwMePXqE+/fv448//kCTJk3Y80Q/79q1C56enpg+fTq7kFKuXDmMHTsW9+/fR506dRS6Vjk5ORg0aBBbPy8vD/Pnz4eXlxeGDx8OAKhevTpCQ0Nx48YNdk7RuHFjtg2hUIiqVasiPj4eFy5cYJW7yMhI1KxZk7UeAwA/Pz+ZcgQHB2P9+vX43//+h3bt2ikku7oYfZgzPz8/5OXl4cKFC2xZdnY2goKC4OXlBUdHxwLPv379Ol69eoXOnTuzO1aybOyjo6Nx9+5d+Pr6iu1sqds/IU7FihUVqie6sir6Wd5OqOTL2s3NTQXppElLS+OkHeI/Tp06VWBABXUmXi9fvpRateSa7OxspYIgrV+/Xu/NH/fv3w8/Pz8cPnwYf/zxh67FIfQQMzMzmXlNmedzu3btxPzVAVKiCPWwEuQrd4ee5St1k4MAD1vZdXk8YFZjYNZV4F0i0NVbfruLbwAv/t8tLS4FmHQJUHeo5uTk4NixYxgxYgS6dOmCkSNHYvfu3Xj9+jUyMjIQGRmJOXPmICYmBhEREcjMzETr1q3lticUCnHq1CmMHj0a3bt3R7du3XD8+HHk5uayUTNfvXoFoVAoZiHF5/Ph7S3+4x89eoRy5crB1dUVubm5yMvLQ25uLmrWrCkVDdLDw0MsoF3ZsvmadHx8PIB8X1ozMzMxBUqUjIwMvHjxgp075+bmIjc3F66urnBwcFAq+iSfzxdLf8VY9YiWFStWDKVLl2blA/JNULds2YKhQ4eia9eu6Nq1Ky5evCiW27JChQp48OAB9u/fj8jISLkbBxcvXsT69esxbtw4rSl2gIHv3J05cwapqams2ePdu3fZzx07doSFhQW8vLzg5+eHwMBAJCYmwtnZGcHBwfjy5YuUo3Z4eDgOHjwIX19fWFlZ4eXLlwgKCkKtWrXEcvwtW7YMAoEA3t7esLW1xfv373Hx4kWYmZlh0KBBYm0q0z9ROEuWLMHSpUvFyoRCoVxlTpJZs2aJ2X6LtiGKp6cnJzlhypUrh9zcXAoXzzEbNmzA+vXrZR6THA/6xuDBg8Hj8bB3716F6hvCc+Ldu3d49OgRGjdurNfXntAdubm5SElJkXs8KSkJGRkZYvcFjSVCHfg8YGFzYNDJfMXu5hDAVU58s9w8YGoQsKYN8OgzsOdpvommLH6tDYw9n///pvvAoub5yqE6hISE4NatWxg4cCDs7Ozw+vVr3LhxA8eOHYNQKIRAIEC7du1QpkwZNqCQvb293PZOnTqFnTt3wt/fH9WqVUNmZiYeP36Mc+fOsbEAEhISYGJiAktLS9ZVCJC2kPrx4weioqLQtWtXqX4k5zaSO+8mJvlqBrOgmZycDHt7e7n3dmpqKmvOyaRQEUWZYC8CgUDMv5CRRfL3mZiYiMVHWLNmDV68eIE+ffqgbNmyMDc3x/nz53H9+nW2Tu/evcHn83H58mUcOHAANjY26NChA/r06SP2227evAlHR0f89NNPCsvNBQat3J04cQJfvnxhv9+6dYu1223atCk7yAICArB3715cuXIFKSkpcHd3x6xZs1C1alWx9kqWLAk+n4/jx48jPT0dpUqVQv/+/dG1a1c2QAqQHx3z2rVrOHXqFNLS0mBjY4MGDRqgb9++MqM1Ktq/rPMkb5wOHTqIbQMTymFhYSFmb84gqtx5e3vDyclJrX6ePn3KfqYJinb59ddfMWHCBFSpUoUtCw0NFTP7sLS0LHCiqUni4uIUVvaTk5M1LA03MPePvivWhG4pLD/c48ePxRZtXrx4oWmR1EYZMzFC+3xIArLygKblgBsxQG8f2fWC3+abYnb1Brp6AQuuA59TZJtm2pfI3+Vrsw/Y1B4oz4FHR82aNdG0aVP23VC1alV07doViYmJ+P79O0qXLs26/FhZWQHIV87kRf4ODQ1F3bp12Q2Hz58/49mzZ+zx7Oxs2NnZIScnBykpKexzOy8vj303Ms9zc3NzlCpVCgMHDoS5uTliY2PFIsYrg5WVFRISEuS+KywsLMDj8dCzZ08xM1MGTUcfz8rKwr179zBs2DCxXH9nz54Vq2dqaop+/fqhX79+iI2NRVBQEPbv349SpUqJBV6ZMGECduzYgVmzZmHhwoVai6PBiXKnK9OJgqIoiiIQCDB06FCZPliiODs7Y968eYW217lzZ7GdPK76l2TVqlV6GVBF13n1mIcCsz3/xx9/qOyTVKJECaSnp7NjeOPGjRg1ahQmTpyolox169aVkpfQDsyKn1AoZKNvzZgxA9OnT2friOYi/PbtGzIzMwsMbsQ1ij4zRWXWZ3Jzc9kxTmOdkEdhyp1kfq1JkyZpUhyVEQ3qMH36dPz77786lIaQR2JG/o7dqlaAsxUwIxiwNgPayfDuaFX+v888HvCnbKtBAPmmmHOuAcd7AStv5Zt6VlbTw0beLpyNjY1U3l5vb2+YmZkhKCgIlSpVknleVlYWu1PFEBYWxn5+9uwZG3ny1q1b7M5SXl4eGzArMjISXl5eqFq1Kh4+fIjc3Fw2ToSnp6fyPxL5SuyxY8dw48YNNGrUSOp48eLF4e3tjZiYGJ34mmdnZyMvL0/s2qWlpRXoGuHi4oKBAwfiwoULUnkwbW1tsXDhQkydOhVz5szBvHnzCoy8zxVqK3d2dnYYNWoUF7IQBoK+TN6Y7XZHR8cCfRcLkldyki0rYMvJkydlmiMQ+s+aNWvYz9euXYOtrS0ePnwoVodZ+dywYQMA4N69e6yztSYo7P65du0au8uYk5OjMTm4ZNasWXq5EEXoF6J+LYD0wpe++5YyiJqOhoSEYPPmzTqUhpCHtRmwpSNgY5b/fWFzIJWD7ESBT/NNMcvbARvaAatuA/Obqm+aqSgWFhbo27cvdu3ahby8PNSvXx95eXkICwtD48aN4enpiZo1a+L06dM4c+YMXFxccP78eTY/I/DfQkuDBg2wbds2JCYmIjs7G/fu3WPfO8nJyXj69Cl++uknnD17Frt27ULnzp0hFAqRnZ2NqKgoNmiJotSsWRN16tTB2rVr8enTJ3h5eSE5ORmhoaGYMmUKgPwczzNmzMDSpUvRuHFjWFpaIj4+Ho8fP0bLli1RrVo1Dq+mOBYWFvD09MTRo0dhY2MDPp+PY8eOwdzcXCzexoIFC1CxYkWUL18exYsXx927d5GSkoLq1aVteUuWLIkFCxZg6tSpmD9/PmbPnl1gGjQuUFu5s7Cw0KqTIKF79N3JXVHl09XVFfHx8ahbty67giXLXE4yHYMiiK5Q5+Xlkc+dBqhSpYrMAA3yaNq0qdj35s2bs/ksgf8Uqa1bt2LLli2cyCiLwnZymzZtihs3bsDPz0+nCynOzs749OmTwvUzMzP1/tlA6JZVq1ZJlWnD9LhixYp4/fq1RtrOzMzEkiVLxMoWLFiAsWPHKpyTi9AMPN5/ih2Q74NnZSa/vqJMavjfZ/sSwIJm6repLN27d4eNjQ1OnTqFy5cvo0SJEvD29mZ3+fr06YPExETs27cPAODr64t27drhwIEDYu2MHTsW27Ztw8GDB9kAJO7u7mxqKMYXbdCgQbh69Sr++ecffP/+Hba2tihfvjzat2+vtOzTpk3DgQMHcOHCBRw4cAC2trbw9fVlj1euXBlLly7F/v37sXbtWmRnZ8PBwQE1atSQGTOBa/744w/89ddfWL16NaysrNCpUydkZGTgxIkTbJ0qVarg+vXrOHnyJBvwZeLEiahZs6bMNkuVKoWFCxdi2rRpWLRoEWbMmKHRHNUG7XNHFG3UVZg+fPgAX19fjBo1Ssp8geHWrVsqRTTVtelqUaAwf5zCFKMrV66o9GLSBhcvXoSXl5dOZSjMhE4SJtS9vuzsE4aBZIRMTcAoWaNGjcKmTZvUbo8JaMHw7t07se9//vkn2rZtS754hEZp2bIlWrZsKfNYiRIlxOILfP78GR8+fMA///wDAKwFy/fv3zFx4kT8+PFDbAGkYcP/NNi8vDyYmZmhTZs2GDlyJKKjo2WO7cWLF0uVlS9fnu2TQSAQYNCgQQXu+Hl6emL27NlyjxcG4w8nSqlSpaRkAaTldnFxYfNvSrbJ4O/vX2C+umrVqkn15eLiorV8nZwpd9+/f2cTCIvmC/v06RP27NmDd+/ewdHREX369JEKs0oYFvqwOv/161e5jsQMX758KTQwyqNHjwo8LsuhV1kuXbpEu9t6yvnz59nPkhFXNTXO5Sk/DRs2RPfu3QEA8+fPx/z58zXuPF4Qyip3qp5DEJrG398fo0aNwtChQ1GvXj2t5GHUh/ckQRRGbm4u0tPTpUymRaGUToYHZ8rd0aNHcebMGWzcuJFV7tLS0jBlyhQkJiZCKBQiJiYG4eHhWLduncyokoQ4FC1TPvIUu6CgIDavCrPjJprkUxm42v5v3749vehVICQkBOPHj8fjx48LrPfo0SN4eXnhzJkzavWnTIhldZEMHAEAERERUukdkpKStCWSFN7e3kpfEwoeRCiDtp6L06ZNYz8PGjRIK8odLXQQ+oRkoA/R8SkaRVMWunwPySIvL6/AZwefzy/y7yHOlLvw8HC4ubmxSQKB/In2jx8/0KRJE/Tt2xf37t3Djh07cOLECYwZM4arro0WfY2Wqc8vrRYtWkiVlSpVSuHzFcmXd/XqVSn/LYJ7Pnz4gCdPnqBBgwZsihN5HDx4EAcPHlSrvwULFqh1vjKI5ssB8pOmfv/+XSzXkK6hBTjj4OnTp3B0dNSKrwpBEPpDWloacnJyxCxAJFN3iEaOVgRl/LA1xdq1a8X85SVZtGiRRoOuGAKcKXffvn2TMre8f/8+ihUrhuHDh8PGxgZdunRBcHAwwsPDueqW0AG62IUyNzdXyTRAGb+8MWPGoEaNGjKPdejQgc1zUrGijDjKCuDt7Y3Vq1eTiaaCMMo1E7757du3YiHIRevoml69emH9+vVKLSRs2bIFv/zyCywtLdm8RYYOE0VtypQpWLp0qa7FIQD2maaP1gOMn6Yxoo/XmyhaxMXFIS0tDT4+4sn9MjIy2M+yrEgKQvTc5ORk5OXlSaVq0DT9+vVDx44d5R4X3WQqqnAWwi89PR1mZv+FIcrNzUVERAQqVKgg9ocvU6YMvn37xlW3RBGhZ8+eKp2nzORhw4YN7EOwb9++YhHQrK2t1ZokHTt2DC9fvkRcXJzS5xZ1mOvt4eGBv/76S2v9KhPF78iRI/j48aPc47LyZ44cORJHjhxBUFCQSvJpGlXG+bdv35CUlIRly5ZpQCKCUB4LCwupssDAQPazaJQ+gjBkcnNzC40jAAAvX77kpL+4uDjExsZy0pYylCpVCp6ennL/6aPFm7bhTLmzt7cXs+l9/vw5MjIypLZGc3Nz5UYmJAwDXaxIDhkyRKv91alTR24CTVV+f48ePdQVqUgQExMjVZaWloZOnTppXRbRSGOSKLtjKBr1S/Tc1atXIyAgQGnZlEVeglyuuXPnjt7sphIEAPz48UOqjMkj2adPH7Zs9erVnPYrFAqRkJBg1LuThH4hFAqlxpus+QoX0byFQqHB5GEtinCm3Hl7e+Pt27c4deoU3r59i71794LH46Fu3bpi9WJiYlCyZEmuuiUIrUPmNppBKBSywXAkUTdYiiooa66iKKLjJywsjDU71SSq+CPSODdcQkNDMXnyZF2LoROqV6+OCRMmsN9lLSYzY5uJihsREVHgYo6iPHjwQKwPNzc37N+/X+12CUJZcnJyNGolFxkZiZSUFAD5LliEfsHZFlqPHj1w8+ZN/P333wDyH2zVqlVD5cqV2TpxcXGIiYlBq1atuOrWqNHXaJlFcdIn6v+lzu9/+fIlcnJyaPdaBsx1/fz5s16sdu/btw/bt29H8eLF8e3bN2zdulUs6l5AQAC6dOnC7gIYSqL6lJQUWFpaKlQ3NTVVpllbQdDOne65efMm1q1bVyTNY588eYKwsDCsXr1aLOmwKMzzZf369cjIyODMR2fy5Mls7i6hUIi0tDQxHyWC0BZM8nFNoYzbAqF9OJthlitXDkuXLsU///yDpKQkVKhQQSrB38OHD+Hh4cFJ7rCigL5GyyyKyp2/vz/q16+PqlWrIjo6WuV2lixZgrZt27IKAfEfTBTW4OBg/PLLL3qx4v3t2zc8e/YM27Ztw9GjR8WUu40bN8LR0VFuEll56EL5Ee1TEWWNCY6l7PPn9evXZKpDaJXo6Gh4eHiIlXl4eGDevHno2rWrzHOYdxjXVkTBwcFsFD/GTWXMmDEYMWIEp/0QREFkZ2ezY1zT87WiOB80BDjdPqhYsaKYOYQk7dq1o0iBhNL4+fnpWgQ2uTQAuLu7q9UWPQxlwwRL0fSKozLUrVtXrsM4j8dDWFiYQSgziiqUU6ZMQf369bFw4UKVxqkhXAtj5+jRo9i2bZuuxdAasp7HlpaW+PPPP+We4+zsjBkzZmhQKuDcuXMAuPFvIghlePLkCfs5MzNTYy4GwH8JzhMSErTm200UjmHYERF6hbaVkxs3bmi1v8JQd+dFH0wO9ZF9+/YB+C/4iD7k0ykoEhiPxxPzBUxKSsLVq1fx5csXsQAq+oCiKRpmzpwptdshLz0IoV8wwYjOnj2LV69e6Vga7aOoqTGQvyOt6byWohE5aUGP0CWyggpxjT7laCVIuSNUQBcvKmPyUSPlTjbMuHr//j0AYOLEiboURyFE74ULFy6gWbNmmD59uszUBwyXLl3ShmhiVK1aVaqsa9euUukbmAkyE2gCABYvXqx5AQm1iImJkQpGpMnVekI5DMUflzBMvn79iri4OLkLz7KiUHNJREQE54vw27Ztw7BhwzhtsyhBTxzCIGjYsCHevXunazE4QRuh7w0RQ1ndZuTMyMiQKfOOHTvYz6NGjRJb0bSzs9O8gHLIzMwUk/fIkSMKnWcof5eiDOOvChTdv1e5cuV0LQJBaI28vDzW///Hjx/48eOHzu79iIgIXLt2jaJm6hGk3BFKo4sHCI/HkxsmX9c4OjoqVf/Zs2caksRwyM7OlvJFMYRJ6c2bN9GzZ08A+fKmpqayx2Stzm/evFnMD0Eb5jGSMJNegUAgVm5iYlKgiTHz92jatCkGDx6sMfkI9Xjy5AkbkfHz5886lkZ3KJK8uTDc3Nw4kEQ2FFSF4BKhUIhv377hy5cvcn2d8/LyZFoKUY4648dgbd3S09Nx/PhxREZGsvk2fvvtN5mR67Kzs7Fv3z5cuXIFKSkpcHd3R//+/eHr6ytV9/Xr19izZw9evHgBAPDy8sKQIUNQvnx5ldtUpq4o+poKgRBn2LBhWLJkia7FMChGjRqFHz9+4OjRo2yZISh3BQX3WbhwoRYlUYxff/0VQUFBSp8nqvSZm5ujXr162LVrF4eSEVxRs2ZNNgG3s7MzG4q/KGBra8t+NjU1Vbu958+fw8rKSu12ZLF9+/YiFeiGUJ6IiAjs27cPL1++BJC/2MDMFZOTk/H333/jzp07yMzMhIeHBxo0aAAAKFasGMzNzTFz5kxkZWWhSpUquHHjBhISEjB8+HDcvXsXsbGxaNWqFS5fvoyvX7+ie/fuqFKlCmJiYhAcHIyPHz+Cz+fD09MTbdu2FYuqnJOTg5CQEISFhSE5ORnm5uYoX748unbtipMnT7IBXObOnQsAaN68ORtcMSIiAnv27MHLly9RrFgx1KlTByNGjBC7d799+4aNGzfi8ePHsLS0ROfOnbVxuY0atZW7r1+/Ys2aNVqf2CQlJeHgwYNwdHSEh4dHgYmA16xZg9DQUHTu3BkuLi64fPky5s6di4ULF8LHx4et9/r1a0yZMgUODg7o27cvhEIhzp49i2nTpmHlypUoU6aM0m0qW1cUSoVgGDDXw8bGBomJiQqd8/fff2Po0KGaFEuviYuLk9rFEjUtM0bk5dzSFyQXkkTvc32KYEoojrE/q4ti4BjCOHn+/DlmzJgBLy8vjBs3DhYWFnj9+jW+fv2K3NxczJkzB58/f8bgwYNha2uLf/75B3v27MHQoUPFdpxjY2Px48cPNG3aFCVKlIC1tTWA/Lx058+fR+PGjWFjYwMbGxvExMRg9+7d8PT0RI8ePZCVlYUrV67g4MGDYv5uhw8fRnR0NBo1aoQyZcogNTUVERERAIDGjRsjLS0N8fHx8Pf3h7e3N2xsbADkK3bTpk1DnTp1MHnyZGRmZmLPnj1YsGABVqxYwba/YMECfPv2DaNHj4aFhQWOHj2K+Ph4FCtWTBuX3ihRW7nLzMxEeHg4F7Iohb29PQIDA2FnZ4dXr17J9WOKjIxESEgIhgwZwubda968OcaOHYtdu3Zh+fLlbN19+/ZBIBBg+fLl7A3RtGlTjBw5EoGBgZg+fbrSbSpT11Aw9gmDIuzcuRNDhgwB8N/1OHz4MNq0aaPQ+cOGDUPZsmWVzpFmzBi7cnfz5k2t9qfIDr/oDp2o+Y6kuWZWVhZMTU2VDus+cuRImJubY9WqVUqdR3CDvkUa5hoHBwdO29N0DsomTZpg/vz5aNy4sUb7IQyPXbt2wdnZGQsXLmSVmlq1agEA7ty5g8jISMydO5ctq1mzJoYOHYobN26wmxFAvlXbiBEjWAWLISMjA7/88ovYJsXp06fh4uKCXr16sWO/VKlS2LhxI169egVPT0+8efMGr169gr+/P6pVq8aey3y2t7eHubk5TExMUKZMGTZHal5eHnbu3AlPT09Mnz6dbb9cuXIYO3Ys7t+/jzp16uDBgwd4/fo1FixYwEZmrlatGoYMGaKxXfSigMGaZZqamioUnCA0NBR8Ph9t27ZlywQCAVq1aoXAwEB8/fqV9Zl69uwZatWqxSp2QP7A9fHxwb1795Ceno4SJUoo1aYydQnDYfDgwaxyl5eXBycnJ9StW1epNlq1alWkFWXJiZSxXYunT5+KfdeE8uri4iI3XcOZM2fwv//9T+W2Rf8eGRkZMDU1xeXLl5WamL548YJe0DqkW7duuhaBU8qXL4+DBw8q/axVFE0/g0JCQhAVFUXKnQ4YNWqUVHRgLnB1dcWmTZvUaiMjIwMvX77EwIEDZe5WPXv2DObm5qxiB+T7THt7eyM8PBy5ublISUlBSkoKSpUqJaXYAUCJEiXEFLvs7Gy8f/8erVu3hlAoZMd+yZIlYWNjg48fP8LT0xPR0dEwNTWVGXFZFo8ePYKvry/ev3+PiIgIDB06VOzd5+rqCgcHB7x69Qp16tRBZGQkLCwsxFLuWFhYoGbNmnjz5o1CfRLSGKxypyhRUVFwdXWVMm+sVKkSACA6OppVrrKzs2FmZibVhpmZGXJycvDu3Tt4e3sr1aYydQ0FY99hUYZXr15h8+bN4PF4FO5aCWRNonRhAaBJDhw4IPad64nF69evUb58eZnjjllV5fP5Kpm2jBgxQkwp++mnn/C///1PqclvpUqVEBsbi9TUVLHUCgT3MP4tknz79k3LkmiW6tWr46efftK1GGpB94FuUFcB0ySpqanIy8uTmwQ8JSUFNjY2SEpKQnR0NGrUqIG0tDRYWloiPT1drK68fI+S5enp6RAKhbh48SIuXrwoVT8pKQkA2H4U3dVmLEBSUlKQl5eH7du3Y/v27VL1vn79CiA/+bnohgqDqE8eoTxGr9wlJCTI3OFjykRffmXKlMHLly+Rm5vLToiys7MRGRkpVleZNpWpK0laWlrBP+7/MTU15cSZXFEo5PR/VKxYEUKhEDweT+MmPcaGsV8vySA7XCv/FSpUkHuMubZLliwRi+gpiTyfXsn8Qm3atEGbNm0QEhKisHzkD6UbjFl54NoMUxcY89+HUA0LCwvw+XwkJCTIPG5lZYXExETk5OSwpvERERFISUlBiRIlVOqzePHiAIBGjRqxppSiMO8Gc3NzpKSksPMcRYiPj0dSUhJ4PB569uyJ+vXrS9VhFDp7e3tWkRRFF5GljQmjV+4YXxFJmLDgooEC2rdvj40bN2LdunXo3r07hEIhDh06xOapYuoq06YydSVhzP4Ko2/fvujXr59CdbmgZMmSWuvLELCzs4OzszP74Bs+fLjMlSpZzJo1q8CE18aK5ARHWV8uQ0RyJ08d6tWrp1A9W1vbAldAra2tcePGDfz8888cSUYQmmPjxo0yy3/55RcA8nct9Ilhw4bB0tISvXr10rUohJ5QvHhxeHl5ITg4GF27dpWytqhSpQqOHz+OsLAwNoplXl4eIiIiVE4RJRAI4Obmhvj4eLi4uMitV758eYSGhuLZs2dyTTOLFSsmllohIyMDAoEAZcqUQUxMDAYMGCC3fU9PT6SmpuLJkyesaWZqaioeP35MJv1qYPTKnUAgkDlxZJQq0dxP7dq1w9evX3HixAkEBwcDyN+Z8ff3x+HDh9mVDmXaVKauJDt37lQoWqY2d+0IaaZOnYqJEyfCzMwMgYGBuH79Ojw9PRXauVi/fj3mzZtXJM3WeDwefvz4ge7du7P3G1E48kx3RFFmV5TMrI0LY94Rl/eu27t3L4D8iIDqIO/axcfHc7pr+P79e87aIoyDQYMGYebMmfjzzz/Rvn17WFpa4s2bN7C2tkbz5s1RqVIlbNmyBc2aNUNkZCTu3r2LlJQUtRbmWrVqhd27d+Po0aPw8fFBiRIlkJSUhKioKNSsWRPu7u4oX748PD09cfr0aXz//h2urq5IT0/Hixcv0KNHDwD5O+qPHj1CWFgYSpYsyd6nrVq1wp49e7B06VI0btwYlpaWePXqFaKjo9GwYUPUrl0btWvXRoUKFbBy5UoMHjwYFhYWOHLkiF5GijckjF65s7e3l2n6yOzGSe5CDRw4EP7+/nj37h0sLCzg7u6OwMBAAPmOoMq2qWz/opibm9MANwBMTExgYpJ/Kw0YMAChoaFFTlFTlYSEBFLsFKBnz544cuQIAMDJyUlqpdXW1hY2NjZ49+4dAGDdunUFtkcBHYwXevZww/jx49n7iGtrFWNWwAnV8PHxwaJFi7B3716sWbMGfD4fZcuWxYABA1CsWDHMnj0bmzZtwqVLl5CVlQVnZ2f079+/wF23wnBzc8PQoUNx9epVnDp1Crm5ubC2toaHh4fYImKvXr1w9epVPHjwAFevXoWlpaVY7udatWohNjYW58+fR3p6OmrVqoVOnTrBzc0NS5cuxf79+7F27VpkZ2fD0tISvr6+yMjIwLdv3+Ds7IyZM2fir7/+wl9//QVLS0t07NgRP378wO3bt9W6pkUZTpQ7fX6ZeHh44OnTp0hLSxNTlJgkkR4eHlLnWFpaiuWfe/z4MRwcHNhIQ8q0qUr/hGHD5/P1+p7QB5jrQ5McxRB9dixYsABdunQRO25mZsZeU0XG3rVr19jP2hqryvhsEIrx+++/61oEo0L0Xpg2bRrWrVunsk9TQfB4PDRt2hRXr17lvO2iSFRUlJiyYahUrlxZZs5oxudt+PDhaNGihdzzBw8eLLO8a9eucs9xcXGRcuupUaMGm5gcyF/AbtmypdzUTWZmZujevbvMY56enpg9ezb7/f79+6hYsSKioqLYMgcHB7E6DCNGjJArN1Ewanv429nZYdSoUVzIohH8/PyQl5eHCxcusGXZ2dkICgqCl5dXoZEqr1+/jlevXqFz585sQARl2lS3f31ANHwu8R9//PGHzHIej6ewqduPHz8QHx/PpVgGBUUYVR4+n8/uFDOYmprq/YLC+fPndS2C0bF27Vpdi0CoAJ/PF1tgIdRDXiASYyArKwtxcXFyU95oAlNTU3h5eXHS1ufPn6UCpuTk5Oj9+8rQUXvnzsLCAu3ateNCFqU5c+YMUlNTWbPHu3fvsp87duwICwsLeHl5wc/PD4GBgUhMTISzszOCg4Px5csXjB8/Xqy98PBwHDx4EL6+vrCyssLLly8RFBSEWrVqoXPnzmw9ZdpUpq6+0rt3b6xcuZJWGiWQl4BeWf85Q0xkry60c6cchV2nYsWKacV3Tp0X8pAhQxAXF8ehNIQsGDcCSTZu3Ij//e9/UgsDxH8UdJ+1a9eOswUKeu4VzocPH1C6dOkiP16fPn2qUE5nrmECt6jL58+f4eDgIJbu4O3bt3QPaBiDXjY/ceIE9u7dyz5wb926hb1792Lv3r1ISUlh6wUEBKBz5864cuUKtm7dipycHMyaNUsq8k/JkiXB5/Nx/PhxbN68Gc+fP0f//v0xc+ZMqehFirapbF3J80aPHi327+zZs6peLpVZsWIFAODKlSta79sQMTExUWpHatmyZRqURj/Jzs7Gu3fvsGfPHk7aq1ixIift6CuNGjWSe6xfv34ICQnBpEmTVGpbVYWtY8eOStX/8uWLSv0Q3JCWloYmTZpg9+7dbC4qQjai/kbTpk0D8F9ETgZZ4d0VhSa2BdOxY0e4ubnh1KlTuhalyFCqVCkA+X54QP4YZeJMqItoknRCO3C+JJKUlISrV68iMjISSUlJqFGjBmuL++7dO3z+/Bk1atRgI0+qw44dOxSqJxAIMHToUAwdOrTAes7OzgqHpVe0TWXrirJq1SoKqGKAzJ07F5MmTSJz1gK4ceMGMjMzMXPmTJXbYCLRir44SpYsiW/fviEoKAjt2rUzihQLv/76q5jTvORLct++fQCglbDRopNSMzMzjfdHcMcff/yBUaNGYcWKFWjWrBl+//13dOvWzSAVjaNHj2o0Jc+3b9/w+fNnAMCff/4ps87vv/+OPn36qNT+b7/9BiA/FYmkyRpZNYBdxKZFCHE0eT2Y5zmj5PF4PDg7O+Pjx49qtx0XFwcTExM4Ozur3RahGJzu3N24cQMjRozAjh07EBISgidPnuDDhw/s8W/fvmHRokW4desWl90SWuDOnTu6FsFgsLGx4WzFy1jJzMxUuw0ej4eJEyeKlTEhmFu0aFFgDkl9x9/fn/1ctWpVhXaCVZ0Mli5dGlWqVFGoLjPx3Lx5M3799VcAwNixY1Xql9A+FhYWmD17Nk6dOoVbt26hRYsWuHjxoq7FUpru3bujadOmnLdb0O6C5P3FhfKVnJwslaesW7dumDJlitptGxpTp04tkr9bUfLy8gwyhQaT/040Dx6heThT7iIiIrBixQoUK1YMQ4cOxcqVK6UelDVq1IC5uTkpdwZI3bp1dS2CwTFnzhxdi2D0SCo9S5culRvoxpDo378/+1nyOcq1eYuXlxeePXum1Dm//vorWrVqhQ8fPmD9+vWcykNoHjs7Oyxfvhz79+/HqVOn0LZtW9y4cUPXYknRqFEjtfJ4aRKudtZiYmLEvr99+5aT3RJD48GDB3j06JFCddPT09lnf1Ex90tPT9dZ31wEPpO8X4rK301ZmN1Zda85Z8rd4cOHwePxMG/ePHTp0gWenp5SdYoVK4YKFSqwuZgIw4NuSMWZMWOGrkXQG4RCIU6fPq3y+bJCOYu+LJjIXgMHDlQ6QI0+LzbVqlULLi4uYr9Vn+5BZXeoi3JkWK4JCQlRu43SpUtj48aN2Lx5M7Zv346uXbsqPMHWBnw+H1ZWVqhYsSJev36t8f5E7zPJyai3t7fYdy79fEWVOX26v7WNIgrzx48fYW5uDjs7OxQrVgyRkZFakMz44PP5MufpkjBmmupiqDuP2oZJEaFuEB3OfO4iIiLg7e1d6APPzs6ObkaiSMBE+fLz80NoaKiOpdEtqamp6NKli8oTlxMnTsh88TNlZ8+ehYODg9TxuXPnysyfIwrjQK5PML/rwYMHAICgoCBdiqMQFhYWSE1NLbCOo6NjkZ68ckmTJk04a8vd3R27du1CREQEZs2aBR6Ph7lz50opNNrEx8cHJUqUgEAgwKtXr3QmB0OtWrXg7OyMT58+AQB8fX05a3vw4MG4dOkSZ+0ZIoo+FxiTfnNzc5w+fRq5ubkoXbo0zMzMYG1tbTTpdbKzs5GVlYX4+HhkZWVJ+WaqC4/Hg6OjI9LS0pCWlgZTU1PEx8dL7SR//vwZCQkJaj+3Zf2G+Ph4ZGZmSgUsLIrk5uYiKioK//zzD+rXr692vA3OlLvMzEzY2NgUWk80iiVRMAEBAVIPqg4dOqBDhw46kohQhV9++aXIK3fqmDD5+PjIbVO0XVm7QrNmzWKVu2fPnsltSx+wsrLCH3/8wcobEBAgVadDhw56GRl09uzZbFRdwnDx9vbG4cOH8ejRI0yePBklS5bEnDlzUK5cOa3LEh4ejh8/fugssIitrS3rVyrJypUrOe2rqIf7Z1Dkby1a59WrV+jVqxemT5/OBsAxdHJycvD582dYWloiMTERQL4im5aWxmk/PB6P9fd89+4dXF1dkZmZKeWD+/37dyQnJ8tU7ooVK6ZwkBczMzO5vvZubm5Go5SrS/369dGzZ0+12+HsiVKyZMlCt1yFQiHevXvH2TavsUPRMg2f8ePHo0+fPhg9erSuRdEpoi/kmzdvqtRGWlqa2P3A4/EUMl1ISEiAvb29wkFDdEViYiIOHTrEfhedQJYpUwZ16tTBmTNndCEaS8WKFTFgwACp8jlz5rDKXd26dXH37l1ti0ZwiK+vL06fPo0bN27gf//7HypWrIg///wTpUuX1qoctra2Wu1PFDMzM2zevFnmMVkLL+pQrFgxTJ8+HYsWLQJQNCNlqroz1KBBA1y9ehWnT59GUlKSVvJ9apKzZ89i586dGDduHI4cOQIAaN26Nf79919O+zE3N2ctQypXrowXL17IrLds2TJcuHBB5sZMqVKlOMldGhISAkdHR1y9ehWXLl3CwoUL1W7T0ODz+bCzs+Nszs+ZclerVi2cP38eISEhaNy4scw6//77L+Lj4zk1JyEIfWbt2rXs56CgILRs2VJuXWWTnxsiw4cPx7Fjx5Q6h7kmJUqUwJgxY/DXX39h/vz5WLx4MSZOnCj3pcQgqQCamppCKBSy0bskr/m7d+90slPB4/HQoUMH9OvXD/Xq1RM75u3tjXv37hV4fsmSJTU++XZ1dZWbJNvGxgapqakoW7YsKXdGws8//4yLFy/i4sWL6Nu3L3766SdMmzZNI0mVe/fuzS5uiEaL1SYlSpTAzp07lT5vwYIFaqV1OXv2LM6ePcsqd0Q+iii5b968AZBv+SArHUzHjh0xa9YsgwkKN2rUKAD5Y5Exc+fz+YWavCuLUChkXRJSU1PluicIBAKkp6cjNTUVFy5cQNu2bdljWVlZnMhVunRpuLi44O3btzh+/LjcdwyhOJztg/bo0QPm5uZYvXo1a7sPABkZGXjz5g327t2LLVu2wMbGBl26dOGqW4IwKow94MSOHTvw48cPpc4RXYlt164dAMDBwQEeHh4oVqyY0pMxc3Nz9OrVS+5xydDk2sTKygr79u1TKR9Qx44ddRpl7/Hjx8jIyCh0EvXXX3+xn4VCIRISEjQtGqEmbdq0QXBwMOrVq4dOnTph3rx5nLtY1KpVi/08efJkTttWFD6fj8GDByt9XqdOnbgXhpBaeDt37hySk5PFygpTiM+ePauVYDyaRBOLvuPHj2c/t2nTRqFzFK2nKkVhgVtbcKbcOTg4YPbs2bC2tsbx48cxZcoU8Hg83Lx5EwEBATh8+DAsLCwwc+ZMnZpaEIQuGDNmjEKrkNnZ2Xj48KEWJNIu6jywRc9lruGvv/6Kx48fK9wGo/SkpaXBw8NDrE1jepno0m/B0dERZmZmbIJmeYjmxbt+/bpGk1ET3MHj8dC9e3eEhISgXLlyaN26NVauXMlJzkpDoXjx4jLLuTKjZFxXjIV3797h/v37Ctcv7Dp26NABe/fuVVoOQzRz1bTMixcvZj9fuHBBbj0XFxd4e3ujTJkyGpOFeQeT3x13cHolvb29sWnTJgwbNgy1atWCq6srXFxcUL16dQwaNAibN29mQ5YTRFFiw4YNCtetXbu2BiXRDQMHDlT5XFnKF4/HUyoIgYuLC4B8UxfJ1UF5yh29aDRPUVIMjAU+n49BgwYhJCQExYsXR7NmzbBlyxZkZ2crdL4u83Wpi7OzMzp27Mh+79atGwDuAqIkJiayQTQkuXjxIqKjoznpR1ssXbq0QCuJwpAVJVgy1Y1kdEdRevToAUC/lLvLly+jRYsWSp2jThohdQkICMDt27cLvM5cEBsbixkzZiAtLQ3r1q3TaF9FAc5nL+bm5ujSpQtmz56NjRs3YtOmTZg/fz66d+8OCwsLrrszagICAjB69Gixf2fPntW1WISKKKIsMEqIsXH8+HGVz9WEg7xQKGQnZIxyJxro6ezZs7C2tua8XwYmbYM6Ex99xdTUVOG6+jTpIpTDxMQEY8aMQXBwML5//45mzZph3759hd6v8na/DAGhUCgzbDtXKSOYZ9G+fftw8uRJsWN9+vTBrl27OOlHX5F8HijyewtKIaGsf7c2ePXqFYKDgwutJ7royPiH6wLJqNSaQtQlhQkkQ6gOLU3rMatWrcLGjRvF/lEaBMOlqO0EceVL5e7uzn7m4iXDtJGZmYlZs2axk1HRpPPt27dXqw9Rp3NRevbsKRY59Y8//lCrH31E0UTEhHFQvHhxTJ06FefPn0dERASaNm2KU6dOKb0oYwiKfl5enpiczARcUnbG9UTZyOCiCeSZXcGZM2eyfmb6YELOBDDhGlm/TXQMKRO4Y+vWrTh//jwncmmaa9euyVT21qxZo31hdMSoUaM4ibpJ/IfKs83k5GRkZGSo1XlGRoaUcyxBGCuNGjXCs2fPdC2G1uDClyo5OVkq7466MGaZfD4fc+fOFSuXh2iKAkUQ3b2KiopiP2/ZsgXW1tbsREYfJmu6gDHTNYQJPaEYVlZWmD9/Pk6cOIGrV6+idevWMs3qDBk3Nzcx3yPRABPdunVD/fr1AfwX7fPvv/9Wqn1Jf9UbN25g4cKFiImJ0YtgE2lpaUrn2VRGZsnngei5hfnuhYWFsZ/Xrl0rtvujT88ZyUXepUuXygz9//37d22JpBJnz55F69atOWnrn3/+4awtIh+Vlbv+/ftj69atanW+efNm9O/fX602CMJQ4PF4Rmt2yRWiL/NZs2bB0tKS8x1PyUmSLDMrSZQ1nxSNGOnh4cF+trOzQ7ly5VC1alUARVe5U9Q/izA8SpYsidWrVyMwMBCHDx+Wa6Z74cIF5OXlYdy4cQDEJ+D6NBkX5dChQ2LpbYYMGcJ+Pn78OG7duoUpU6aIRYRVhvDwcLHvjRo1AvDfjqGunxfK9l/Q31HymKyd3ry8PNy+fRvfv3/HxIkTC+yrZs2aYm3LCsSlD+iDLK9evVK7jfbt28Pe3p79vmDBArXbJLhD5VmTUCjU+YOGIAwNRe8ZQ0/Eqg4HDx7E9OnTxXbVGMqWLYs6deqo3Yfo36Fs2bIyncVlJRNVRBEEUGDOq5EjR+Lq1atSchQlrl+/jsOHD+Py5cu6FoXQEC4uLti6dSt27Ngh8zjjyyNL+dPX+4LP5xe62LRkyRLWr5Cr31GtWjUkJCTo/LpoSjGJiYnBhw8fcO7cOaljDRo0wO7du9mE2wyS1yIvLw/nzp1DRkYGnj9/XmAESH1CdC7dp08frfSp7O6rPJh7oX79+qhUqRInbQIF3zc7d+7UeEoGY0CtEE/Pnz8XW8VS5XyCKEoo+nLs1q0bTp06pWFpNE9eXp7SO2+9e/dG7969ZR7z8fEpNJl3YcyZM0cq2a2sMM8PHz6USgreu3dv7N+/HwBQp04dmaZCAoFAYVmYHT4mcW1RQt7fmDAuZEWSnD59OqpVqwbAsH2Rtb0Lo+s0Ocr+rfh8vkIK6ZgxYwr05ZP1nBX1T2To1KkTVq1aBaFQiM+fP7PlcXFxqF+/Pm7fvq2g5NphwYIFePjwIXx8fAAob/6va5jxP3HiRE4XHkJDQ+Uee/PmjdpzgKKAWsrdp0+f8OnTJ7UE0IctaoLQFra2toiJiYGbm1uB9U6fPg1zc3OkpaVpSTLNUKxYMbkr97pC0aBEsoIhKDK5UcYki8/no1evXti4caPC5xgjN2/eRI0aNSiishEi654R9TGaPXs2VqxYgfbt22PSpEkAjGdewPVOm6HsRpmZmSkVIEPUTFtWsKV9+/ZJlclaEMvLy8Pvv/8uVS6asBsAnJyc8OXLF4Xl4xLRsb1q1Sp8//4dVatWRdeuXXUij7IIhUL2NwwcOBBLly5Fjx49cPjwYU77+fLlC5ycnDhtsyihsnInywFUm6Snp+P48eOIjIxEZGQkUlJS8Ntvv6Fly5ZSdbOzs7Fv3z5cuXIFKSkpcHd3R//+/eHr6ytVNzY2Fnv37sXz58+RnJwMR0dHNGnSBN26dWNNLcLCwjB9+nSZci1fvlwqLLIy/YsSEBAg9WLs0KEDRcw0cMqUKYOGDRvi5s2bBdZj8kHl5ORgwoQJWL9+vTbE4wTRSJmSeYkMiXXr1olNDMqWLct+dnZ2lnnO8OHDlerD0FZrNYGfnx9OnDhhMBMcQnEKM2W2tLQEgEIXvAjDISsrS+Ucloomy757965K7QPA169fVT5XU2jKUsfT0xNr165lI0A3adKEs7arVKnCWVuSLFq0SG7EUF2bJxsCKit3jEmFrkhKSsLBgwfh6OgIDw8PsUhJkqxZswahoaHo3LkzXFxccPnyZcydOxcLFy5kt8OB/Bs+ICAAFhYW6NChA6ysrBAREYH9+/fjzZs3Un40nTp1gqenp1iZrAmfov1LsmrVKpl+P4Tho0yup8zMTGzYsMGglLvOnTuznyMiInQoiXoUL16cNeHs0qULhg8fjkWLFrHH1IGCihBFAUV2u/v27Ws0u3UMy5cvR+3atXUtBqfI+hs9f/4clStXNoi/3+HDh6XS3MTHxyMtLU1s4U6TiF4nJiKmMmkelCUyMlJMEWb8vbkiNzeX0/YKIiMjAwsXLmRTjRDyMVhjd3t7ewQGBuLvv/8Wi1glSWRkJEJCQjBw4EAMHToUbdu2xcKFC+Hk5CSVIPPKlStITU3FrFmz0LNnT7Rt2xa///47mjdvjjt37iAlJUWsvo+PD5o1ayb2z8bGRuX+iaLDhAkTOGlH316osbGxsLS0VDtNir4wZMgQ1hfk5MmTYpEvlVk97NChg9ROrSxfpKKMvo1lghtElTt59wzjxwrkR/LjImiSNihozP7xxx9yd/eNCR8fHzH/toL4888/ZQYL01aS7t69e0u5CUycOFHn1lCqPPtkBTCRN6fU5E4Xc3937dpV46memAVRelcUjsEqd6amprCzsyu0XmhoKPh8vlhSYYFAgFatWiEiIkJse57xb5JcFbCzswOfz5c5GUtLSytw5UKZ/omiQ8eOHRWuaygPssuXL8PV1VWlVUjR1AH6hImJCRwdHWUeU+aFeebMGTRo0IArsQjCYFA2CEfFihUNJsiKos8ACwsLpROa6yPyfq+i76gFCxZg8uTJUia42syHKMsnLzw8HGfOnNGaDJKo8o4v6BzJTQbm79ajRw+l+1EUgUDAqZnm2rVr8f79e87ak8SQLKFUwTCeoGoQFRUFV1dXKfNGZtUjOjqaLWNMTdevX4+oqCh8/foV169fx/nz59GxY0cpM6y1a9eid+/e8Pf3x/Tp02XmDlGmf4KQJCsrC7Nnz9a1GAWSnJwMADL9XRVl+vTpOp/QKfqCZVZHhUIhunTpAiDfP5YgCGkUTR9iiCiq3BUrVgy//PKLhqXhlrVr12LatGkK1S3o2clcI2ZX5+PHj/jw4QMA4N9//1VTSu4QTXqubqDAgpB1rVRR7pj7ShEFqHbt2rh586bYb1QHSXckTSEvOqzkfaeKaahkkB1ZzJw5k3MzVm1h9HZBCQkJMnf4mLJv376xZbVr10b//v1x+PBh3Llzhy3v1asXBgwYwH43MTFBw4YNUadOHVhbW+P9+/c4ceIEpk6dimXLlqFChQoq9S+JopESTU1N5SaKJfSXvn374sCBAwXWMTMz0/uIUdbW1lIPW8mcRIXRuXNnxMfHcymW0rRs2RLr1q0rtB5jalW9enVkZGQU6AgvL/CSsVO1alWcOnVK7FlYGPPnz4etrS2nDv+E7pHcRTAmFFXuWrZsiXr16mlYGm65ceMG3r59i8WLFxdat3Tp0jKvxYYNGwAAt27dwuTJkwGI53DVx3xlOTk5cHFxEfs9TKC8mzdvwtraWmGlV1FUiYrNKHeyFEMXFxckJiay301NTTm1HImMjOSsrYLo1q0b+3fg8Xgy50tpaWmwsLDQiOnpunXrYGJigqZNm3LetqYxeuUuKytLpuLD5KLKysoSK3dyckLVqlXRsGFDWFlZ4f79+zhy5Ajs7OxYU7rKlSujcuXK7Dn16tWDn58fxo0bh8DAQLHky8r2L0pBvoSi9O3bF/369VOoLqE/KLpTVVjI5pcvX8LT01PnO1/qwOPxFDKz1iReXl7w8vIqtF7r1q3FXiRLliwBkJ++QjSQDACZidiLAgUFuJLHgwcPcP36dVLujIyff/4Zd+/e1VvTa3UQCAQYPXp0gXXy8vLYCTgXuR0TExP1RmEuKO+e6NymR48eKFeuHADI9LnTJ2RN5Lds2YKWLVsiLCxMrpm+oshSxh4/fqx0O4xyJ5qLlXkvXbt2DY0aNcLLly9VE1JP6du3LwDxa6jpgC6G4hYjidErdwKBQGZUOubBI5pwOCQkBBs2bMCWLVvg4OAAAGjYsCHy8vKwa9cuNG7cGNbW1jL7cXFxQf369XHz5k3k5uayN54y/Uuyc+dOhaJl0q6dYcKMMUUZPHiwTIdpb29v3Lp1C/Xr1+dIMu1iLJGvOnXqZHQvU4LgAkUiyxriJIrP5xea11LydwkEggIXdQvD1tZWK6HgZfUhqZgVFA1UNNVTbGwsa/GgL2HsBw8ejE6dOkklzC4ogTaguZQFysIo+LJiQTg6OiIiIsIg7ylJeDwe3r17J1bGRBkl5GO4S/0KYm9vL3MgMGUlS5Zky86dO4cKFSpITbrr1auHzMxMREVFFdiXg4MDcnJyxPK7KNO/JObm5gr9I+XOMFm5cqVS9Xfv3i33mL68MFXBmB7UkhHMDPnvwgVHjhxRefeSgk0RxggX5plv375VXxANcf78eQDSLieMoqEvO3e7d+9Gjx492GjIqvDmzRu1FHV1sLOz09sFXcmIpOoSGxsrVfbjxw/ExcVx2o8xwZlyp4wD6u3bt7nqtlA8PDzw8eNHKZtmZoVdNLT5jx8/CgzTW9j27+fPnyEQCMRWKZXpnyhaqBpoQBX7fH3jwoULuhaBU2QpcbGxsUV+4aVHjx6YNWuWwvVF/UT03ddUl+jL7gGXmJqaFrjYaSxs3bpV7Ta6du0qVXbu3DnWRJwLeDweXr58CWtra6SkpODgwYMKnSeZR46BsWA6ceIEZzLqmooVKyp8XRi42E1r0aIFhgwZglGjRqndlibg+tmdkJAgVTZhwgS0a9eO034AYMSIEZy3qQs4U+5+++23QsPZZmZmYv369Qo56HKFn58f8vLyxCaT2dnZCAoKgpeXl5j9tIuLC968eYOPHz+KtRESEgI+nw93d3cA4hMQhujoaNy9exe+vr5ivk/K9E8QiiDLedjQdohatGihaxE4RdaiUFHIcaUoioY6X7FihYYlMWwiIyPRuXNnrYaO1xYCgUDnQZU0TXp6OlxdXTlvNycnBx06dMDGjRvVaufx48e4f/8+gPx3SnJyMpKTk/HgwQPW34khIiJC7PunT58KzHP25MkTtWTTNIW9Q+XtOCr77mWUO8m8p8rSuXNnDBw4UK02NEVBCqylpaXS7Z08eVKqbNeuXVJjkAu2b9/Ofja0eZUonPncCYVCrF+/Hvfu3cPYsWNhZWUldjwyMhKrVq1CbGwsXFxcOOnzzJkzSE1NZbf/7969y37u2LEjLCws4OXlBT8/PwQGBiIxMRHOzs4IDg7Gly9fpEKh+vv748GDB5g6dSo6dOgAKysr3Lt3Dw8ePEDr1q3ZVcVly5ZBIBDA29sbtra2eP/+PS5evAgzMzMMGjRIrE1l+icIRXnx4gWnOWW0jbGFRzfkYDbaoEWLFrCwsFApByIBpKamYt68eXj8+DGWL1+O6tWrs5EIDQFDniRxSfHixTlJ2P3kyROMHj0af/zxB8qXL8+ZqePMmTORnJyMa9eu4dixY1LHRf+Okr+Dq3mdPsLj8eSO4Q0bNuCXX36R6ftWEJq4f+Xlt9M2PB4Px48fx/jx49m0FwxXr15FnTp1lGpv27ZtMsvT09PZz7NmzcK8efOUanfevHlo06ZNgabShuq3yNmMZM2aNShfvjxu3bqF8ePHs9F/hEIhDh06hClTpiA2NhatW7fGmjVrOOnzxIkT2Lt3L2vjfevWLezduxd79+5FSkoKWy8gIACdO3fGlStXsHXrVuTk5GDWrFmoWrWqWHtVq1bF8uXLUaFCBZw7dw7bt2/H58+fMWDAALGIWPXq1UNSUhJOnTqFTZs24caNG2jQoAFWrVollZxTmf5lnTd69Gixf2fPnlXnkhFGwpgxY3QtglowD8xbt27pWBJu0Bc/En3m8OHDKp+bl5dXJK8x8/5s1aoVatSogQsXLqB69epidZSdVBLGwaZNm9i5iqL3Rq1atTjrn8kLbCzweDyxADEjR45EbGxsoaau9+/fF5tvykMysF5haZAKQt5iYpMmTfRiIYXH46Fbt26IiYlhy3799VcA+QHguIRZZJg/f36B9UJDQ1GtWjX4+PiwZYsWLUJwcLDcc/ThWqoKZ28FV1dXrFixAvv27cOxY8cwe/ZstGvXDlFRUYiIiICNjQ3GjRvHaThkRZ02BQIBhg4diqFDhxZat1KlSpgzZ06BdTp37iwV8pyr/kVZtWqVQtEyiaIDsyAgmVhTKBQiIyMDNWrUMKiIjeRzWnRQRQmJj49Hjx494O7uDj6fj7///lsDkilObGwsLly4oPSzXBWePXuGSZMmwcfHB//++69cc6YrV66gUaNGGpdHHQx5ksQ1zMJWlSpV8Pz5c7XbO3nypFT4/osXL+L169dSi4CPHj1Sqy91z9dnEhMTxVI7hIaG4v79+5g2bRoqVqyocrv/+9//sHXrVggEAs7ug2HDhkmVtWrVCvb29py0ry6SljldunRB2bJlAeS7lXDJ5s2bFar3888/S5XxeDy8fv26wPOK/M4dkP8HHThwIBYtWoQSJUrg/PnzePnyJWrWrIn169cbZZ4bgtAmoj4NgYGBYscyMjK0llyUK4wh4EiZMmV0LYLR4ujoiGvXriEmJgaxsbH48eOHTuW5evWqzIkVlyQnJ+P333/HlClTsHLlSixfvrxAPxVZkxZCfxGdLP75559qtye6q820ffToUaxdu1bttiW5e/cu523qC8nJyWLfw8PDMWnSJACyzTKjo6MVanfbtm1snIbExEQMHjxYbVllpRbRJyVEUpaTJ09qTD51Fhx4PF6BC4aGvCjFuaNIamoqzp07h7S0NAiFQgiFQrx7907hG4EgCMW4d++e2Hdd+n0p8xBk/K6ysrL0ZqVRXQz5JaAtFH25BwcH48WLFzLP13Wie03+nYVCIXbv3o02bdrg559/xpkzZ1C5cmW12/3111/V2nnggooVK2LdunU6lUFfYJ7Trq6u6NWrl9rt3bt3jx2XzP8xMTF49eqVwm08ffpU7Hx5aDphtC6RtYPDLJYyZpei16d8+fKFtsmkSRg3bhwAzeZ05UJp5ApFnvXyckYry5EjR9jPCQkJSpnvFyTnVVFZBgAARltJREFU27dvkZaWpldKszJwOhsMCwvDuHHjcP36dXh4eGDdunXo0aMHEhMTMWfOHGzbtk1mQm+CKOoom9BcFrp8CHXr1k3huszkxhh27RhIueOOFi1aSAULEgqFBvuSVYTHjx+jTZs2iIyMxOXLl9GjRw9O29f1+LSwsGAnuEUdZhyfPXsWVatWRWZmplQgNmWIioqS+vs+ePBAbv0bN25I5WarUaNGgX0wuUgnT54MABgwYIAqouo179+/l3tMmVRfjx49QmZmJjZv3swG4dN0LryhQ4cqHaREk8h6VkuWyYo6ry5lypTBoUOH2O9JSUkAIGX+LJkUXdbfl7kndf3sVBXOfO527dqFkydPQigUwt/fH/3794eJiQnc3d1Ru3ZtrFq1CmfOnMHTp08xceJENq0AQRDqk5eXp5PJb9u2bQEUnHfLxcVFZhJSY2HGjBmc7LAQBWOMyt33798xffp0fPr0iQ2QwTXGeN0MGebvwSxuCQQCbN26Fbt371a5TSYPGNN2QRPSRo0a4c6dOwW6yUguwkua++/du1dVUQ2agu6l1atXY8SIETKD1nAdDEry78t10nB1EY2Wzyi2PB4PZmZmGu03PT2dzQP85MkT1KxZE0KhUCovpGi6A6autbU16w945coVjcqpDThT7o4fP46SJUsiICBAKoqSj48P1q9fj82bN+Pq1auYOHGizDC7hDgBAQFSpnYdOnRAhw4ddCQRoSmsra2VzvEkGqFLVzsbd+7cKbSOqHN1s2bNjC4NwsiRI3UtgkGgzt/dECJlDhs2DH379kXLli0LrSsUCrFt2zbs3r0bU6dORadOnZTuLz4+XmrH39bWVsovsaAw7oR+IBAIMHDgQCk/akXg8XhSganU+XvzeDzMmjVLrOzo0aMqt2dMMNc1PDxcrLxUqVLIysqSm+pFNGS/qrx48cIgFhHT0tJQokQJ9ruohY42nkNMHxkZGXL7XbBgAQCwiuCkSZPg7OyMf//9FwBw4cIFdj5lqItjnCl3P//8M0aPHi3X8dvc3BwBAQGoW7eu2ok2iwoULbPosGLFCvj7+yt1jqiPwPPnz7X+ELKwsIBAICi0nugCRUFhhwnjRjKin7IUNr65VGLCwsIUDvWemZmJrKws7NmzB97e3oUqd3fv3sXUqVPRtGlTBAcHq7yazZh8ieLo6IgfP37A1dUVHz9+BJCvVJNypz/IG8eq+mOJ/m3z8vJw9+7dQhdDrl+/jrlz58pNrcSYszFI+ncXRXJzc9nrKvlsYHan5OVjO3PmjNr9c51CQFOIKnai8Pl8qedQjx49OF84YPpg5h1xcXGFPv+SkpIQHh6OLVu2cCqLLuFMuWNssQvj559/NojVB4LQFsWLF1cpPPCNGzfYzwsWLICzszOXYhVKWlqaQspdzZo1pWzciaKHOgF/tL0zXb16dakJgTx/8ZkzZ0qlJpFFfHw8pkyZguTkZOzevVtmTlRVuXnzJho2bIhHjx7B0tISEydOREBAAHvcEHY+iwryxrGq41vUguPDhw+oV6+eVDLrjIwMZGZmst9fvXqFc+fOAQC+fPki1Sazg0H8x65du3QtgkEzaNAg+Pn5iZVVrFgRTk5OMsegqjBBf5j3TenSpQs9h/G3FLXCYc7/888/8e+//yIkJIQzGbWBTsLryVpxJIiiSnp6utzVLkX5+PEj7t+/z5FEiqNIaHp1krUSBACtvFifPXsGFxcXucflLWQkJiYWeB/k5eVh/fr16NatG3r37o3Dhw9zqtgBQIMGDQDIziHl7e2Nn376idP+CNWRt8jRsWNHzvoQjZ75+PFjTJo0Ca1atWKPi+5QlCpVCkC+ksicV1juL0I2BQVlUQfGDFQ0FZKh4eTkhIYNGwL4L32QpiwKUlJSMHv2bLXaEF1suX79uroiaR3dxU4nCKJIoK7iShDa4OvXr3Kj4jGTEFk7YNu2bZMbMOjGjRto1qwZ0tLSEBwcjNatW3MncAGITkzGjBkjFi6c0C3yduiaN28u9n369Okq9yE6afb19cXDhw8RFxdX4Dmurq64fPkymfDqIT4+PgAgFUXYUImJiWE/c22RcezYMQQFBck1OS4qcGaWKelgWhhVq1blqmuCMBoiIyNRqVIltdqIiYnhdGdAUqZLly4hKipKqTbc3NzEHugEoSyyJgE3btyQm8T78uXLWLNmDf755x+pYxkZGVKJgCVzeN27dw+VK1eGpaUlVq9eDQA4ceKEzL4Yx/zJkyejffv2KFmyJCZNmgShUIgDBw4UuCOoSS5duqSTfgn5KGKW2bFjR3Y3VhWYhNzMLuHNmzcLPYfxszM08zPCcNHEQkJQUBCCgoLUbsdQA6kwcKbcTZ8+XamLUVDodCIfipZZdDAxyb8VPT091W6rdu3aUjbsHz58YE0hAGD58uWoUaOGQjsJXl5euHnzJjvZ6N27N5v3SFGmT5+OUaNGKXUOQYgiy5ytUaNGcicIL168kBnI4N69e6hbty5SU1PFAlZJtlO3bl3s2rULgwYNYnfmJM0vV6xYIdX+77//jqysLMyfPx+NGzcu9Hdxhej9zbyLFYncSWifsLCwAo9v3bpVym+uKLJo0SK1djAJ/cbHxwfNmjXDwYMHdS2KGIau2AEcKnfNmjWTeUGEQiHi4+Px5s0bpKWloV69eioFjyiKULRM42fTpk0AgPr16yM6OpqTNpkJaF5eHjshdnNzE5u8rlu3Dt27d1fYTOzMmTNo2LAh+vXrp7RiB+Q7KpNyR2iKz58/K1yX2WW7f/++mPLFmFyKJhyeOXMmzp49ywYvEs1/dP/+fUyaNEmq/RcvXuDdu3daSfkh6jtFO+OGgyKWS8yCX1FG8hoMHjwYcXFxOH/+vFi5mZkZtmzZgsGDB2tROt3QokULqdQXhsrAgQMxcOBA3Lx5U2P+iqpy+fJlXYugFpw9PSZMmFDg8ZSUFKxfvx7v3r2TudpJEEURJjoTj8eDu7s7AGDixIlYuXKlym3m5uZCKBSiWLFimDt3rlTOosKIi4vD1atX0bp1a+zfvx/Af/nsFDHvIQhtEh0dLXOMiy5mMJ9FFyCFQiGuXbuGypUrw8nJiVWURFMTfPjwQaa/2vfv3+XuilWoUEFruRz/97//aaUfQvOIjk0zMzOtKHdv3rzReB/qIHkNBg4ciJiYGNy4cYM1PQXyU4AMGjSoSCh3XJgc6hvMhk92drZYXjxdoe/3hSJoLaCKpaUlJkyYgLS0NOzevVtb3RKEwcEsfqiaGycvL491wBaNGPXrr78iNjYWp0+fBiA9+WXSFVy8eBF9+vSBvb09Lly4AOC/Vay3b9+qJBNBqIu8cP7ly5fH8+fPpcqZBQkAWL9+PWtWLDqJbtq0KQ4dOgRAOVeBli1bIjExUeYxYzDpIXSLvb29WqlDFKVixYoa70NVypQpg9GjR2PYsGFsWbNmzTBw4ED0799f5jmS6UoePXqkURk1iSFHxlQWNzc3NG/eXG92qyVz7+mDwqksWo2WWbx4cVSqVAl3797VZrcEYXB8/fpVLd/KFy9eSJVt3boVv//+O7p06YIPHz6IHbt58ya7cyg6iU5ISFBZBoKQpH79+iqfKxoYZfr06Xjy5An7/eHDhwDyFyEWLVoEANi3bx97/NOnT3JXY1VRxpj+CILQDCVLloSZmRm2b98udUyen62kcqCtHXRNYCyRMRVB3yO0GuKCndZTIaSnp4sl3SQIQhoHBweNtCsvJHpOTg6A/OiDog9a2qkj9I0ZM2Zg8eLFuHXrltSxCxcuYN26dTLPi4+Px9u3b9kJ39ChQ8WOczXBEPXZ0xX6PlkiZGNnZyf2vXv37jqShBu6dOmiVP0ZM2awn5UZw5J1mfenISt3RQ1GgQoMDATwXzwCfYCUu0K4e/duoYliCYLgFkZxk4R5Ifbr148t+9///ofU1FT2uzoPtYSEBHz9+pX93q5dO5XbIggGZgdOlpmmUCiUOWaZsr///pv9zKTz4PrFLWkapgtIuTNMJC0lJM3DjJ0KFSqwn+WZYctCcryfPHmS9TsXpUaNGuoJqAUkg+0wKSqMGdG/H2Ny6+TkpCtxpDBE5Y4zA9e1a9fKPZaeno7Y2Fi8e/cOQqEQ3bp1U7u/9PR0HD9+HJGRkYiMjERKSgp+++03mU7u2dnZ2LdvH65cuYKUlBS4u7ujf//+8PX1laobGxuLvXv34vnz50hOToajoyOaNGmCbt26ieVFUqZNZeqKQqkQCC64du2azPL169dj3bp1OHDgAH799VcA+eac48aNY+t8/PhR5X4lV6HPnTunclsEwcD4yEmm+wDkKzXHjx8vtF1lJpMFoQ1fKYIwBJS9F+RNogcMGIA9e/aIlZUvX55doJG875l27O3t2bKaNWtiy5YtqFevnlIy6ZKYmBhYWVnpWgyNI2tRjnZd1YMz5U6RsKGOjo7o27cvmjdvrnZ/SUlJOHjwIBwdHeHh4VFg3pg1a9YgNDQUnTt3houLCy5fvoy5c+di4cKFbOAJIN/PKSAgABYWFujQoQOsrKwQERGB/fv3482bN5g5c6bSbSpbVxRKhUBwgT6YiREE18ydO1dmuegkgfn88uVLAMD8+fOldpC5XpWNj4/ntD2CMFQaNWqEEydOKFyfuRfbtGkjltpDIBDIrF+zZk08fvxYbjuOjo6YOnUqlixZAkDaJ69hw4Z6FwFaVFEVzV1pzAwYMID9zPzt9GmRrEjv3C1cuFDuMVNTU9jZ2aFUqVJcdQd7e3sEBgbCzs4Or169QkBAgMx6kZGRCAkJwZAhQ+Dv7w8AaN68OcaOHYtdu3Zh+fLlbN0rV64gNTUVS5cuRbly5QAAbdu2hVAoRHBwMFJSUmBpaalUm8rUJQhNwKQzKIjMzExO+1TmhU4ULXg8nsbMBiVXgBV5KU+bNg2jR4/mTAZmN4EgVMHW1lbs+6tXr+Dp6akbYdSkcuXKStVnngvr1q1j87UC+QvdO3bsYL/zeDzweDw8evQIEydOxIEDBxRqXzLq4bhx49CgQQO1Ug9xxahRo/TKz0ybDBo0SKqsdOnSOpDEeOBMNa5WrZrcf97e3pwqdsB/CmNhhIaGgs/no23btmyZQCBAq1atEBERIeYTxCS3lXy42tnZgc/ns6s+yrSpTF2CkMXYsWPVOn/v3r1yjzFKXZs2bdTqg6Ft27b49u0bunbtykl7hPFRvXp1jbW9f/9+xMbGKnWOMfq0kM+d4fL9+3ex7/qcrkAdCgr1X6lSJdStW5f9bm1tLbeug4MDXF1d2e82NjZScziGkiVLin3Xh4A1jNVZ3759AeT7molGBi6KdO3aFT/99BOEQiF++uknXYtjkM9T/dn31BBRUVFwdXWVMm+sVKkSgPwEuAzVqlUDkO+LFBUVha9fv+L69es4f/48OnbsyPrcKdOmMnUJQhZDhgzRWNtc5tLp1q0bzp8/L+bnQBCSaNLEJS4urtA6PXv21Fj/+oIhmhERxoe9vb1cxYwJ9T958mSF2hINDGZjY8Mu7k+ZMgWhoaHssR8/fojtGDLzNh6PJxXMz9TUVOcT96pVq+Lnn39mvxcrVgwdO3bUoUS6hyx/1Edls8zhw4er3CmPx8O2bdtUPl8ZEhISZO7wMWXfvn1jy2rXro3+/fvj8OHDYglwe/XqJWYTrEybytSVhNlJLAxTU1ODTLJIKAafz5frW6AuouNcXczMzDhrizBe5PnPcAnjYyMrSIqsIEHyIsoSBKE6devWRWJiIrvYULVqVYSHh7PH69SpI1a/oEUJ0QAbc+fOZdMm8Pn8Ap8pI0aMwJw5c7Bq1SqVfoM2uH79Oq5fv65rMfSSzp074969e7oWw+BQWbmTFalMH8nKypKp+DAPA8lgE05OTqhatSoaNmwIKysr3L9/H0eOHIGdnR27mqJMm8r2L4qiOzZ9+/YVC2dPGBeMb4EmVuO59DWi4D9EYZiZmaFUqVKwtbXFv//+q7F+RM2aFFmZd3R01JgsuoAizRG6ZOzYsdiwYYNU+dChQ8XiI9y7dw+7d+9mv0sGPJGHQCBQeJHIxcUFmZmZWllUUhZRH7uilLRcGfz9/fHnn3/qVAZd7+6qgsrK3enTp7mUQ2MIBAKZeYcYpUr0hg8JCcGGDRuwZcsWNglmw4YNkZeXh127dqFx48awtrZWqk1l6kqyc+dOhSbMtGtH6ANkCkYUxrFjx1CsWDEMHjxYo/2IRsDLzc0ttL5o8AZDJyMjo0A/W4LQNMOHD5fpK1irVi2pskGDBiEiIgJLlizRWIRE0XnWyZMnUatWLZQtW1YjfSmDqG96yZIl0bx5c3qPSqBsUB5NYIjKndH73Nnb20s5KAP/OS2LOtieO3cOFSpUYBU7hnr16iEzM5ONgqZMm8rUlcTc3Fyhf6TcFS00GZBCHWgcEoVRsmRJucEONIUhvpjVgcyjjRt93uFhlKgaNWrgt99+kzquD9YdXbp00bUILLKeTaTciUPXQzWMXrnz8PDAx48fpfzXmLxHHh4ebNmPHz9k+mgw/hjMCrAybSpTlyBkwTzcGFNofU1qqo9mL4T+s2jRIo22T+OSMHSWLFkCMzMztGnTRq/yf0lS0AJfWlqa3MiHAwcO1GoQDV0v+Dg7O+uFHIbKuHHjdC2C3qPyU2LGjBk4duyYzGNfvnxBcnKyykJxiZ+fH/Ly8nDhwgW2LDs7G0FBQfDy8hLztXBxccGbN2+kHO5DQkLA5/Ph7u6udJvK1CUIWYgmZAUU90vQJnZ2dqhZs6auxSAMkGnTpsm0biAIQj662gVjIiz36tVL6lhB85kSJUrIPVa5cmWtps8RVapKlSoFNzc3rfXN0KNHjwJTPBDiMBHmAYilvtAG+jjnKgyVJQ4LC4OTk5PMYyNGjECLFi0wfvx4lQVThDNnziA1NZWNOHn37l32c8eOHWFhYQEvLy/4+fkhMDAQiYmJcHZ2RnBwML58+SIln7+/Px48eICpU6eiQ4cOsLKywr179/DgwQO0bt2aNaFUpk1l6hKEIowbNw7Xrl3TtRgsffv2VShROkEw/PXXX/j69SvrG2dra4uDBw+iT58+OpaMIPQXoVDITjR9fHx0EkWQMQsNDAzE4cOHAQAvXrxA5cqVMWDAAMyfP1/ltrVlgsekRwCASZMmoU+fPihXrpxW+mY4cuSIzHIyQ5Tm9evXKF++PLtrrW1la+TIkVrtjws0coWEQqFWtptPnDghFrXz1q1buHXrFgCgadOmsLCwAAAEBARg7969uHLlClJSUuDu7o5Zs2ahatWqYu1VrVoVy5cvx/79+3Hu3DkkJyejVKlSGDBggFSyS0XbVLau5HmSJhgdOnRAhw4dFL9IhMEj+bCXt6hCEIaCq6urVM6p3r17k3JHEAUgFArZPKIXLlwo0Gdf0zC+nY6OjvD29sb379+xevVqncmjDKVKlWLnqDweD2XLlkVOTo7Od2jITFM2FSpUAJCfE3HZsmXo3Lkz/vjjD6317+vrq7W+uMLw9hpF2LFjh0L1BAIBhg4diqFDhxZat1KlSpgzZw6nbSpTV5RVq1bphQMyoVsY+3yCMCaWL1+Oo0eP6loMgtB7mEXe+vXrIy8vD8HBwbC3t0fHjh1x5swZrcvj4+PDfmYW2G1tbRXedRJNASCKh4cHGjdurL6AKqDN9CFXrlzRWl/GxNKlS/HgwQM4OTlh//79WksBJssEWd/RX89cgiAASEdUlVzd8/Ly0qY4UtBqI6EKjA8zQRCKMW/ePCxYsADx8fEA8ie72kLUjFA0EbkoPB4PlpaWhbYlL4dvvXr19MLlwMnJSe33mmjUWlGzvn79+un8nW3IBAUFwcbGBn379sX27du10qchBuUi5Y4gDJSmTZsCAEJDQ3Uqx++//67T/gmCEIf8doyLX3/9FQ8fPmS/Mwt+omkR5EWi5IKsrCyUKlWq0HqDBg2S60smir6Pz5UrV6rdRkZGBvv5l19+YT/v27dP7jl5eXl6f230CW9vb87aUtQS0FAg5Y4g9BhZq4eMM7idnR0A3b8o69Wrp9P+CUJfqFmzJvz8/HQtBu2mGxnW1taF5re7dOmSxvo3NTWVmYJBNOYBkL8b37ZtW43JoQ2+ffuG/v37S5WXL19e6baYQGPKPBN0/T43JGSlLpOkTJkyCrVlbNddLZ+74OBgBAcHS5XzeDy5xxhOnTqlTtcEUWT56aef8OXLF5ibmytkAqNJ2rVrp9P+CeOmUaNGuH79uq7FIAi9x8bGBkC+79uPHz/Y8oYNG7JRaRWFiX4piouLC+rXry9WpmgqJ0NabGAC1kji7u6OqKgopdrq27cv6xf2+fNnlC5dusD6AQEBOg/qYmyULFkSHz58YL83adJEpumvttMraBq1RpEh3bCGCEXLJGTB4/HEXqq6SmqrK8d3oujQtWtXg1DuFi1ahOnTp6Ny5crsJJsgdIFkYJDVq1crbV3h7e2N58+fo3nz5vjf//4HID/YCRONXF2MbZekIJh5siJmrZ07d9a0OEZFjRo1Cq0jOT/6+eefZSp3rVq1QlhYGKpVq8aZfLpEZeXu9OnTXMpByICiZRKS/PXXX2Lfk5OTxRy3tUlRekETmqGwBUJFzG70gdq1awPID3hRsWJFHUtDFGUkd36UXYRnrEEqV66Mhw8famSxwlA2Bl6/fo25c+diz5499L7TQ6ytrQtNYbFjxw7UqlWL/S7PTJPH48lMTya662dIkM8dQRgQo0ePFvtuaWlJLx3CaOnYsaOuRVAIQ1FCCeNHXeWub9++7GdnZ+citcAsmXaoQoUKCAwMlKo3a9Ysldpv1KiRSucR8ikohcXo0aOlTIdFg9sURM+ePfHhwweDNdck5Y4gDBxdmGXGxMRgw4YNWLFihdb7JooOXEZD44LJkydLlVWpUoX1RTLEkNmEcUE+W6oTGxsr9xhjAmhhYYG5c+ciOzsb06ZNk6o3btw4uW2EhISoLyQhRffu3QEAKSkpYuV8Ph+2trYA/rM0srKyQmZmJruDt2rVKplt9ujRw2AVO4CUO4IweHSxc1emTBlUrVq10AhuBKEKFy5cEPuuL37GsvKKPXv2DLa2tkhPT0fZsmV1IBVB/AdZcnBPSEgIFi9eDOC/nVATExN4e3tLmfk1bNhQ6/IR+VhYWLCf3dzc0KdPH9bMWDTaqUAgQEREBACgRIkSMtvq2bOnBiXVPKTcEYSBw+PxcPjwYV2LQRCc0bRpUxw/fpz9Pm/ePJ2soo4YMUKqbPbs2TLrMilKCEJXuLi4yJ2sMkhGvCQKp1GjRjKV5gEDBuDVq1eIiYnB0aNHdSAZAci2XvL39y8wBUVh94mhL5KQckcQRoDog6hSpUoYPny4DqUhCPUwMzNDt27d2O81a9bEsmXLdCjRfzg4OOhaBIJgmTRpktj3du3a4cCBAwAAJycn1izNzc0NADBnzhypNkT97DQdsTEoKAimpqYa7UOTiL5reTweihcvjjJlyrBmm4YSLMaYkKWIiSp8I0eO1KY4egEZZ+sxlAqBUBTRcSIUCjlddTp9+jRGjx7NRo3q0aMHZ20ThCg+Pj549uyZWFlqair4fL7MSGbaID4+XkyhGzJkSIF+NfpAly5dFE7eSxg2y5Ytw/LlywEAixcvRuXKlVGzZk2Eh4fDx8dHrO64ceNkhuT38PBgP2s62muLFi002r6mYN6phSlvpNxpH8l5cosWLTB9+nQdSaMfkHKnx1AqBEJROnXqxE6Ku3TpwmmQlQYNGmDIkCGYP38+AODIkSOctU0QooSHh0uVMc/A6tWra1scFCtWDCVLlhQrY1KP1KhRA0+ePNG6TIrg4OCANm3a6FoMQktkZWUBAAYOHMiWSSp2CxcuhKenp8yFP1FfJUM3R9MVLi4uWLp0KX766SeZgVYIzSE5ZsuWLSu2IMfj8aSUbmMf52SWSRBGgKmpKapUqYIqVaootXJoZWVVaB0+n4958+apIx5BGBxjxozBkiVLAMjOddS0aVMtS0QQsinMzLFGjRoYMGAA6tevDx8fH9y/f58NNAH8N9Fdvnw5a75JiMMsmMpTCszNzTF58mR4enpi0aJF2hSNkEDybyRLuWPQRbRxbWCcv4ogijg8Hk8q/0tCQgKEQiHOnTvHlq1bt06htghCn2jZsqXG+9iwYQObwFk0mAszGaCQ84Sh8PjxY/aziYkJateujeTkZLE6CxYswB9//EHWQoVAZpf6h7wgV5KI3gfyyMjIUFMa/YCUO4IwMk6fPo1Zs2YhJiZGrNzOzg4AxF7eogog46Nz7NgxsfNElbvExETO5SUIZdH0gsP+/fsL7buwaGsEYSjweDzMmDFD12LoNbTIqb+4uLgoVI8JelMQjNm9oUPKHUEYGVWqVIGzszOcnZ0VqsvAPNSEQiH8/f3ZclGzBXrBEfqAJkxp3Nzc0KpVK/Tv31/KX0kUxsSnT58+nMtAENqE2YWi5zphyEiOX8ndZz6fL9PnLi8vT+Oy6QqDtStJT0/H8ePHERkZicjISKSkpOC3336Taa6TnZ2Nffv24cqVK0hJSYG7uzv69+8PX19fsXqrV69GcHCw3D537dqFkiVLIiwsTG4knuXLl8Pb21ul/iWhaJmEulhbWyMpKUnmsbVr16J27dpYtmwZJk+ejJs3b6JUqVIQCoXYvXs3m2fMmB+AhGFSq1YtXLx4UaG6JUuWxLdv3wDkL2BkZmbKrDdv3jwMHjxYbjtM0AoGMsskjIEKFSrIjKBJiMPj8fDnn39i5cqVuhaFkEDS51TRtDlMKguBQKAJsXSKwb6dkpKScPDgQTg6OsLDwwNhYWFy665ZswahoaHo3LkzXFxccPnyZcydOxcLFy4UW6Ft164datasKXauUCjExo0b4eTkJBU1rVOnTvD09BQrk7Vbomj/klC0TEJdSpcuLaXcMVGkmAfimDFjEBYWBicnJwD5L3tLS0vs378f/fr1Ix8DQq8QCoWYOXOmwvWdnZ3x7ds3uLm5wcbGBuHh4Shbtizev38v1W5BSE4grKysxIJSEIQh8uLFC1qoUBBjVAKMATMzM/b5PXjwYJkm8/Ke7/369UPbtm01Kp8uMNg72t7eHoGBgbCzs8OrV68QEBAgs15kZCRCQkIwZMgQ1tSsefPmGDt2LHbt2sXmhwEAb29vqV23Z8+eITMzU2ZkNB8fH/j5+RUopzL9EwTXODk5ITIyUqzMx8cHbm5usLe3B5BvwhAYGAgA+PLlCxwdHQHkJ7bt16+f2KSWzHcIfcLe3h4JCQkF1qlbty7Cw8MxZcoU1KlTB/Xr1+dkwcLFxUUqKAVBGBqGnFCcICTZuXOnUvVNTEzYhW1jwmB97kxNTdkAEQURGhoKPp8vppkLBAK0atUKERER+Pr1a4HnX7t2DTweD02aNJF5PC0tDbm5uRrrnyDUYdKkSRg0aJBU+Zs3b9CrVy+pckaxYxAKhbQ7Qegd/fr1A5C/2CDqN1oY8hIRb9iwAc2aNeNOQIIgjI5atWrJfG8S+k1BqRBkIWnBZ4gY7M6dokRFRcHV1VXKvLFSpUoAgOjoaKkJLUNOTg5u3LgBb29vmTbpa9euRXp6Ovh8Pnx8fDBkyBApM011+icIdencuTO+ffuG3bt3i5XTai1hyJQvXx5A/ku7MNP1hQsX4u+//2bry2LMmDHcCkgQhNHRvn17tG/fXtdiEEqirMXRo0ePNCSJ9jB65S4hIUHmDh9Txjjay+Lhw4dITk6WMsk0MTFBw4YNUadOHVhbW+P9+/c4ceIEpk6dimXLlqFChQqc9J+Wllbgb2MwNTWlyTpBEEWG4sWLY8GCBdi9ezd4PB5MTU2RnZ0ts27p0qVx4MABtG/fHi9fvtSypARBEISuKWqxA4xeucvKypKp+DCOsZIR0ES5du0aTExM8PPPP4uVV65cGZUrV2a/16tXD35+fhg3bhwCAwMxd+5cTvofMmSI3GOiML5RBKFpyOeO0CWiL+jJkydj3LhxaNWqFbp06YKjR4+iWbNmuHLlitR5kmkLitqLniAIoqjSvHlzWFlZ6VoMrWL0yp1AIJC5ossoVfKiH6Wnp+POnTvw9fWFtbV1of24uLigfv36uHnzJnJzc9nk0Kr2D+Q7hioSLZN27YiCaNmyJbZu3aprMQiCUxiLBWtra1hYWAAARo8eLVO5Y5Dnc0cQBEEYJ126dEGXLl10LYZWMXrlzt7eXqbp4/fv3wFAKr0Bw+3bt+VGyZSHg4MDcnJykJmZySplqvYP5EcxpFQIhLq4ublhxIgRuhaDIDTC8ePHwefzsXv3bnZRTR6iO88mJibIycnB5MmTNS0iQRAEQWgNg42WqSgeHh74+PGjlP8a43vh4eEh87yrV6+iRIkSqFu3rsJ9ff78GQKBAMWLF1e7f4IgCKJwrKysYGFhgejoaHTq1EnsmLw0Cf/++y8WLFgAAFi6dKnGZSQIgiAIbWH0yp2fnx/y8vJw4cIFtiw7OxtBQUHw8vKSGakyMTERT548Qf369cUUNdHjkkRHR+Pu3bvw9fUFn//fZVWlf4LQV8jnjtBX3N3dpZIxy0uX4+PjAwcHB22IRRAEQRBaxaDNMs+cOYPU1FTW7PHu3bvs544dO8LCwgJeXl7w8/NDYGAgEhMT4ezsjODgYHz58gXjx4+X2e7169eRm5sr1yRz2bJlEAgE8Pb2hq2tLd6/f4+LFy/CzMxMKqeYKv0ThL4iunBBEIaG6OIEjWWCIAjCGOEJDdizfNiwYfjy5YvMY9u3b2dz02VlZWHv3r24evUqUlJS4O7ujv79+6NWrVoyz/3jjz8QFxeHXbt2yfThOH36NK5du4ZPnz4hLS0NNjY2qF69Ovr27QsXFxep+sr2n5aWht69e8PV1VVqAtKhQwd06NChwOtCEJqAx+MhIyMDZmZmuhaFIOQiqsBJvt4eP34MX19fCIVCZGVl4dOnTyhXrpy2RSQIgiAIpWB0g0OHDhUaj8OglTtjRZk/IEFoi6ysrAKjuxKEPlCQcvfkyRPUrFmTomUSBEEQBoUyugHZpRAEoRCk2BGGjqenJ3bv3q1rMQiCIAhCY5ByRxAEQRQJzM3NMXDgQF2LQRAEQRAag5Q7giAIgiAIgiAII4CUO4IgCMJoSE1NxcSJE3UtBkEQBEHoBAqooodQtEyCIAj14PF4FDiFIAiCMAqUCahi0HnujJ1Vq1YZfLTM7OxsHDlyBD179oSpqamuxSH0BBoXhCxoXBCyoHFByIPGBiGLoj4uyCyT0CjZ2dk4cOAAsrOzdS0KoUfQuCBkweW4CAkJ4UAiQh+g5wUhDxobhCyK+rgg5Y4gCIIwOho1aqRrEQiCIAhC65ByRxAEQRAEQRAEYQSQckcQBEEQBEEQBGEEkHJXRDl79qyuReAcbf4m6suwMMZraIy/SdsY6zU0xjGoTYzxb2XMfWkLY71+xtqXNtG330XKnR4TEBCA0aNHi/3jagDp20DkAmN9QBlrX9rEGK+hMf4mbWOs19AYx6A2Mca/lTH3pS2M9foZa1/aRN9+F6VC0GOMIRUCQRAEQRAEQRDagXbuCIIgCIIgCIIgjABS7giCIAiCIAiCIIwAMsvUQ4RCIQAgLS1NY33k5eVptH0Gpg9t9KWt30R9qY82xwVgnNfQGH8TjQvD6ovGBfWl675ojkF9ycIYnxlM+4yOUBA8oSK1CK0SHx+PIUOG6FoMgiAIgiAIgiD0hJ07d8LBwaHAOqTc6SF5eXlISEhAiRIlwOPxdC0OQRAEQRAEQRA6QigUIj09Hfb29uDzC/aqI+WOIAiCIAiCIAjCCKCAKgRBEARBEARBEEYAKXcEQRAEQRAEQRBGACl3BEEQBEEQBEEQRgClQiBkkp6ejuPHjyMyMhKRkZFISUnBb7/9hpYtW4rVCwsLw/Tp02W2sXz5cnh7e2P16tUIDg6W29euXbtQsmRJ9nt2djb27duHK1euICUlBe7u7ujfvz98fX25+XGEyuhqXCjSHqEbuBwTosTGxmLv3r14/vw5kpOT4ejoiCZNmqBbt24oXrw4W4+eF/qLLscGPTP0F02Mi9evX2PPnj148eIFAMDLywtDhgxB+fLlxc6j54V+o6uxYWzPC1LuCJkkJSXh4MGDcHR0hIeHB8LCwgqs36lTJ3h6eoqVOTs7AwDatWuHmjVrih0TCoXYuHEjnJycxBQ7AFizZg1CQ0PRuXNnuLi44PLly5g7dy4WLlwIHx8f9X8coTK6HBeFtUfoBi7HBMPXr18REBAACwsLdOjQAVZWVoiIiMD+/fvx5s0bzJw5k61Lzwv9RddjQ9E2Ce3C9bh4/fo1pkyZAgcHB/Tt2xdCoRBnz57FtGnTsHLlSpQpU4atS88L/UaXY0OR9gwFUu4Imdjb2yMwMBB2dnZ49eoVAgICCqzv4+MDPz8/mce8vb2lVj2ePXuGzMxMNG3aVKw8MjISISEhGDJkCPz9/QEAzZs3x9ixY7Fr1y4sX75c9R9FqI2uxoUi7RG6gcsxwXDlyhWkpqZi6dKlKFeuHACgbdu2EAqFCA4ORkpKCiwtLel5oefocmwo0yahXbgeF/v27YNAIMDy5cthbW0NAGjatClGjhyJwMBAdkeGnhf6j67GhqLtGQrkc0fIxNTUFHZ2dkqdk5aWhtzcXIXqXrt2DTweD02aNBErDw0NBZ/PR9u2bdkygUCAVq1aISIiAl+/flVKJoJbdDUuVG2P0DyaGBNpaWkAAFtbW7FyOzs78Pl8mJjkr0vS80K/0eXYUKZNQrtwPS6ePXuGGjVqsJN3IF9J8PHxwb1795Ceng6AnheGgK7GhqLtGQq0c0dwwtq1a5Geng4+nw8fHx8MGTJEamubIScnBzdu3IC3tzdKlSoldiwqKgqurq4wNzcXK69UqRIAIDo6Go6Ojpr5EQTncDUuVGmP0E8U+RtWq1YNx44dw/r169GvXz/W9O78+fPo2LEj61dFzwvjgsuxoUybhH5T2N8wOzsbZmZmUueZmZkhJycH7969g7e3Nz0vjBCuxoai7RkKpNwRamFiYoKGDRuiTp06sLa2xvv373HixAlMnToVy5YtQ4UKFaTOefjwIZKTk2Wa3iUkJMhctWHKvn37xvlvILiH63GhSnuEfqHM37B27dro378/Dh8+jDt37rDlvXr1woABA9jv9LwwDjQxNuiZYfgo+jcsU6YMXr58idzcXBQrVgxA/qQ+MjISwH/PAXpeGA9cjw1je16QckeoReXKlVG5cmX2e7169eDn54dx48YhMDAQc+fOlTrn2rVrMDExwc8//yx1LCsrC6amplLlAoGAPU7oP1yPC1XaI/QLZf+GTk5OqFq1Kho2bAgrKyvcv38fR44cgZ2dHTp27AiAnhfGgibGBj0zDB9F/4bt27fHxo0bsW7dOnTv3h1CoRCHDh3C9+/fAfz3HKDnhfHA9dgwtucFKXcE57i4uKB+/fq4efOm2GoJkB/m9s6dO/D19RWzgWYQCATIzs6WKmduQOYhTBge6owLZdsjDAN5f8OQkBBs2LABW7ZsgYODAwCgYcOGyMvLw65du9C4cWNYW1vT88KIUXdsKNMmYTjI+hu2a9cOX79+xYkTJ9j0OhUrVoS/vz8OHz7MmurS88K4UWdsKNqeoUDKHaERHBwckJOTg8zMTDH79tu3bxcYDdHe3l6maQSzyiIrPD5hOKg6LpRtjzAcZP0Nz507hwoVKrCTd4Z69erh8uXLiIqKQs2aNel5YeSoMzaUaZMwLGT9DQcOHAh/f3+8e/cOFhYWcHd3R2BgIADA1dUVAM0vigKqjg1l2jMEKFomoRE+f/4MgUAgtSpy9epVlChRAnXr1pV5noeHBz5+/MhGRGN4+fIle5wwXFQdF8q2RxgOsv6GP378QF5enlTdnJwcAGAjmdHzwrhRZ2wo0yZhWMj7G1paWsLHxwfu7u4AgMePH8PBwYHNZUbPC+NH1bGhbHv6Dil3hFokJiZKlUVHR+Pu3bvw9fUFn88Xq/vkyRPUr19f7o3i5+eHvLw8XLhwgS3Lzs5GUFAQvLy8KJKVgcD1uFCmPUI/UeZv6OLigjdv3uDjx49i9UNCQsDn89kXND0vjANNjA16Zhg+6vwNr1+/jlevXqFz585sPXpeGA9cjw1je16QWSYhlzNnziA1NZU1Y7h79y77uWPHjrCwsMCyZcsgEAjg7e0NW1tbvH//HhcvXoSZmRkGDRok1t7169eRm5tboOmdl5cX/Pz8EBgYiMTERDg7OyM4OBhfvnzB+PHjNfZbCcXRxbhQpj1C+3A9Jvz9/fHgwQNMnToVHTp0gJWVFe7du4cHDx6gdevWrPkUPS/0H12NDXpm6Ddcjovw8HAcPHgQvr6+sLKywsuXLxEUFIRatWqhc+fObD16XhgGuhgbxva84AmFQqGuhSD0k2HDhuHLly8yj23fvh2lSpXC6dOnce3aNXz69AlpaWmwsbFB9erV0bdvX7i4uIid88cffyAuLg67du0q0DE1KysLe/fuxdWrV5GSkgJ3d3f0798ftWrV4vT3Eaqhi3GhTHuE9uF6TABAZGQk9u/fj6ioKCQnJ6NUqVJo3rw5unfvLjZO6Hmh3+hqbNAzQ7/hclx8+vQJmzZtwps3b5Cens6Oh65du0pFx6Tnhf6ji7FhbM8LUu4IgiAIgiAIgiCMAMMyIiUIgiAIgiAIgiBkQsodQRAEQRAEQRCEEUDKHUEQBEEQBEEQhBFAyh1BEARBEARBEIQRQModQRAEQRAEQRCEEUDKHUEQBEEQBEEQhBFAyh1BEARBEARBEIQRQModQRAEQRAEQRCEEWCiawEIgiCMlU6dOilV38nJCTt27MC0adMQHh6O7du3o1SpUhqSTj/IyMjAo0ePcO/ePTx//hxfvnwBn8+Hs7MzGjZsiK5du6JEiRIKtTVz5kw8efIEALBz5044ODiIHQ8LC8P06dPlnu/l5YUVK1aIle3fvx8HDhwotO/FixejatWqYmWZmZk4cuQIrl+/jq9fv8LKygq1atVC//79UbJkSbltBQUF4dy5c4iJiYGJiQm8vLzQu3dvVK5cWe45z58/x+HDh/Hy5Uvk5OTAzc0NHTt2RPPmzQuVXZRhw4bhy5cv7PchQ4bA39+f/S7vehQvXhzOzs7w8/NDly5dULx4cQCFX3NZNG/eHBMmTEBQUBDWrl3LfmdgykUxMzODhYUFXFxc4OXlhWbNmqFcuXJK9VsYzG+RlEffOHXqFLZv385+Z54rBEEUDUi5IwiC0BCyJtYvXrzAp0+f4OHhAQ8PD7Fj1tbW2hJNb7h27Ro2bNgAAHBzc0PdunWRnp6OFy9eYP/+/QgJCcHixYtha2tbYDtBQUF48uQJeDwehEJhgXWdnZ1lKkrOzs5SZR4eHnIVpISEBDx+/BhmZmaoUKGC2LGsrCzMmDEDL1++hL29PerVq4cvX74gKCgI9+7dw4oVK1C6dGmpNrdt24bTp09DIBDA19cX2dnZePz4MR49eoSpU6eiQYMGUueEhoZi2bJlEAqF8PHxgbW1NZ48eYLVq1cjOjoaw4YNK/B6yIL5zfIUJNHxKxQK8e3bNzx//hx79+7FrVu3sGTJEhQvXhy2trYyr9/NmzeRkZGBWrVqSf1tq1SpopCMon/HnJwcJCUlISoqCuHh4Th27BiaNm2KUaNGwdzcXNGfbRS4ubmx1zw4OFjH0hAEoW1IuSMIgtAQslb3V69ejU+fPqF+/fro16+f3PMyMzML3N0xFkxMTNCmTRt06dIFbm5ubHlCQgLmzp2LqKgobNu2DZMmTZLbRmJiIv7++2/4+vri48ePYjtPsqhcubLCOy8NGjSQqVABwK5du/D48WM0aNBAanfx0KFDePnyJby9vTFv3jz2+MmTJ7Fjxw6sXbsWixcvFjvn8ePHOH36NKysrLBixQq4uLgAACIiIjBt2jSsXbsW1apVg6WlJXtOcnIy1q1bh7y8PEybNg0NGzYEAHz//h1TpkzByZMnUbduXVSrVk2h38tQ2PWRNX4/f/6MSZMm4c2bN7hw4QK6du0KNzc3mW2Fh4cjIyMDPXr0UFo2Bll/R6FQiHv37mHLli24evUq4uPjMX/+fJiYFJ3pTq1atVCrVi0ApNwRRFGEfO4IgiD0DCcnJ7i5uRWJCWmLFi0wduxYMcUOAOzt7TFq1CgAwK1bt5CdnS23jW3btiEzM5Otrw2EQiGuXbsGAGjWrJnYsezsbJw9exYAMHLkSDHFr2vXrnB3d0d4eDhev34tdt7JkycBAL1792YVOwDw9vZGu3btkJqaikuXLomd8++//yItLQ316tVjFTsAsLOzw5AhQwAAJ06cUPPXKkbp0qXRpk0bAPnKmy7g8XioW7cuVq5cCXt7e4SHh+PcuXM6kYUgCEIXGP/MgSAIwsCQ53PXqVMnODk5YevWrThy5AiCg4Px7ds3ODk5oXv37mjZsiUA4MmTJzh06BBev34NPp+PunXrYvjw4TLNPnNzc3Hx4kUEBwfj/fv3yM3NhaurK1q0aIGOHTuiWLFiWvvdkri7uwPIV5aSk5Nhb28vVefBgwe4du0a+vfvL9OsUlOEhYUhPj4ednZ2qFGjhtixFy9eIDU1Fc7OzlLmmgDg5+eHt2/f4u7du6hYsSKAfP+8p0+fssdlnfPPP//g7t276NatG1t+7949uefUqVMHAoEAT548QVZWFgQCgeo/WEEYE8vc3FyN91WYHL/88gvWr1+PM2fOoHPnzgqf++7dO+zZswfh4eHIy8uDh4cHevXqJff6JSQk4MqVK7h37x4+ffqEpKQkWFpaonLlyujRowcqVarE1s3OzsagQYOQmZmJ3bt3i+3CMrx48QKTJ0+Gj48PlixZAuC/xYRz587h06dPSE1NhY2NDVxdXdGgQQN06NBByStEEISxQjt3BEEQBsbSpUtx8uRJlCtXDj4+PoiLi8PatWsRFBSE0NBQzJ49G7m5uahVqxaKFy+OK1euYOHChVK+aJmZmZg1axY2bdqE2NhYeHl5oWbNmvj+/Tu2b9+OxYsXIy8vT0e/EoiLiwOQb7ppZWUldTwjIwMbN25EmTJlxIJ+FManT5+we/dubNiwAYGBgbh//77Sv/Pq1asAgMaNG0spwNHR0QCA8uXLyzyXUfjevn3Lln38+BHZ2dmwsbGRCgQj7xzR77KUSFNTU5QtWxZZ/9fevQdFWXcBHP+CLMguXlshRQ2VGW9cTLQy7+EFNIpMJyubyQvZFZwap3HMGRstNXKcbiM2JZRGY45OYGrgJW+hmG4IgyB3QV1dlRDZlZvu+wfz7Mu6zwImasL5zDgjz7O/59ld+GPPnvM7p7aW8+fPN/uaWkN+fj6AQyb2QRgzZgyurq4YjUauXLnSojX5+fksXryY9PR09Ho9I0eOpLa2lo8//pgjR46orklPTychIYGKigr8/Px46qmn6N69O0ePHuXDDz/EYDDYHqvRaAgNDaW2ttaW+b1dSkoKAGFhYbZj8fHxrF27loKCAvz8/Bg1ahS9evWipKSE7du3t/QtEUK0A5K5E0KIh4jJZMLT05MNGzbQpUsXADIzM1m6dCmbNm2irq6OpUuXMnLkSAAsFguLFy/m9OnTZGVlERQUZLvWxo0byczMZOzYsbzzzjvodDrbmtjYWNLT00lJSSE8PPz+v1AgOTkZaNhDpNFoHM7/9NNPmEwmPv30U9XzzuTk5JCTk2N3zM/PjyVLltiVQzpTW1tLWloa4FiSCXD58mUA1SCt8fHGewOVNc72WXbs2BGdTkdVVRUWiwWtVovFYsFsNjd7r4KCAi5fvuzQwKe13Lp1i/Lycg4cOMCBAwfQ6XRMmzbtntzrTmi1Wnx8fDAajZSWljp9jxRWq5V169Zx48YNZs+ezauvvmo7t3PnTuLi4lTXDR48mK+//tqh+YzBYGDFihXExcWxYcMGXFxcgIagLSkpiZSUFIeMm8Vi4ciRI3h5ednKbGtra/ntt9/w9PTkyy+/tGvEc/PmTXJzc1v+pggh2jzJ3AkhxEMmKirKFtgBBAUF0b9/f8rLywkJCbEFdtDwAVdtH1RFRQWpqano9XpiYmJsgZ2yJjo6Gjc3twe2X+nEiRPs2bMHNzc35syZ43C+oKCA5ORknnnmmRY35NBqtcyYMYPPP/+cxMREEhMTWblyJQMHDqSkpIRly5bZgqWmpKenYzab6du3r2rGrLq6Gmhoz69GOX7jxg3bMeX/ztYAtvECymMbr3e2TlljsVicXvff+Pnnn4mIiCAiIoLnn3+euXPn8sMPPxAcHOy0E+iDoJQit+T3mpWVRVlZGY8++iizZ8+2Ozd9+nQGDhyous7Pz0+1q+jw4cMZM2YMRqORs2fP2o77+voSGBhIcXExeXl5dmsOHjxITU0NEydOtJWBWiwW6urq6Nmzp8P72qFDB4YOHdrsaxNCtB+SuRNCiIeIm5ubwzw1aGhmUVRUxOOPP656Dhr2BimysrKor68nJCRENTDo1q0bvXr14uzZs9TU1DQZdLS2srIy1q5di9VqZe7cuQ4Zp5s3b/LVV1+h0+mYN29ei687YMAAh2AsODiYgIAAli5dSnZ2Nrt27WLWrFlNXkcpyVTL2rUXt4/yUMYQZGRksHnzZhYtWmQLLB8W2dnZQMP+RbW9puPGjePMmTOqa+vq6jh58iR5eXlUVlbaGgApZbMXLlyw7SEFCA8PJzMzk9TUVLs9eUpJpvKFDDTsH9Tr9RQVFZGQkEBYWNh/JngWQvz3SHAnhBAPka5du6p+8FQ+SKuV9SndGht3nFRKAlNSUmwfKJ2pqqpqMrhTRhHcbsqUKXecVbh69SrLly+nqqqKyMhI1UYYycnJFBUVER0dbZfB/Lc6dOjAiy++SHZ2NgaDocngrrKyEoPBgKurKxMmTFB9jPK7qKmpUT2vHG/cRVP5v7M18P+MoPLYxutrampU57kpa1p71pvaKIS6ujrWr1/Pnj17cHd35/3332/Ve/4blZWVAKp7Nm+nfPnRo0cP1fPe3t6qx0tKSlixYkWTIzgaZ1mh4f3r1q0bhw4dYv78+Xh6elJQUEBhYSGDBg1yyAQuWrSI2NhYtm3bxrZt2/D29iYgIICxY8cyYsSIZl+bEKL9kOBOCCEeIq6uTVfTN3deoTQQ6d+/v11GQU1zIxmqq6tV52kFBgbeUXB3/fp1li1bhslkYtKkSU6zcsePH8fFxYV9+/Y53Peff/4BYPXq1Wg0GmbOnElISEiz91b22inrnTl8+DD19fUEBQU53cOlBAfOmngoxxsHC8qaq1evqq6prq7GbDbj5eVlC9S0Wi06nQ6z2cyVK1fo27ev03s5C1hak0ajYcGCBezdu5eDBw8SFRXVoqDqXrFYLFy8eBG4dw1erFYra9aswWQyER4eTnh4OD4+Pnh6euLi4sKPP/7I1q1bHZoZubm5MWnSJLZu3cqhQ4eYOnUqqampgH3WThEcHMy3337L8ePHMRgMZGVlsX//fvbv38/TTz/NkiVL7snrE0I8fCS4E0KIdkgJTIYMGcLChQvv6lo+Pj7s2LHjrq5x48YNli9fTllZGaNGjeLdd9+1NaBQY7VabWV0apTyudDQ0Bbdv6qqCmh6zxu0rCRTKVcsKipSPV9YWAhgF1T7+vqi0Wi4du0aV69edcjAqq1Rfs7OzqawsNAhuKuvr6e0tBR3d3d8fX2bfF2tRavV0rlzZ65du4bRaHygwd3hw4exWq34+vo6bVTTmDJqQ2luczu1zNy5c+c4d+4c/v7+vP322w7nleBSTVhYGNu2bSM1NZXx48dz6NAhtFotY8aMUX28VqtlwoQJtoxxbm4ua9asIS0tjRMnTkgGTwgBSEMVIYRol4KCgnB1deX48ePU19c/0OdSV1fHypUrycvLY/jw4SxevLjJ+XqrVq1ix44dqv+UbFh8fDw7duywzf5rjtL9Uq1BiuLixYvk5ubi7u5uNzD8doMHD0an02E0GlUDvD///BOAJ554wnbMw8PD1slUreW+2hrA1jxHOd/YX3/9RW1tLcHBwfdlxh00ZMuUUsjGZaP3W0VFBYmJiUDDfMiWGDJkCNDwt6A2GuPw4cMOx5QvBdSyuFVVVWRkZDi9n7e3N8OHDycvL4/NmzdjNpsZP358i/cqDho0yPYlQ+OGLUKI9k2COyGEaIceeeQRJk+ejMlkIjY2VrUc8cKFC6pBQ2u6efMmsbGxZGZmMnToUJYsWXJHYw3uRFJSkkNWxmq1snv3bpKSknBxcWmyhf8ff/wBNOyXamoPm0ajsbW4j4uLs+17A/j1118pKSkhICDANsBcERkZCcCWLVu4cOGC7Xhubi6///47Op2OyZMn262ZMmUKWq2W9PR0W4AKDcFNfHw8gN3Q83uprq6O7777DqvVio+PD717974v923MarVy4sQJPvjgA8rLywkKCrKbF9eUwMBAevfujdFoZMuWLXbndu/erTpyoGfPnri6upKZmWn3O6utreWbb77h+vXrTd5TGTOSlJQEqJdkmkwm9u7da/d3pNxDGXzf3JgHIUT7IWWZQgjRTkVFRXHp0iXS0tIwGAz069ePHj16UFNTQ2lpKUajkSeffJLRo0ffs+ewc+dOjh49CjS0rV+/fr3q4+bNm3fXzVOSk5PZuHEjAwYMwMfHh7q6OkpKSrh06RKurq688cYbDgFXY8rQ6ZZ0yXzppZc4deoUOTk5LFy4kCFDhnD58mXOnDlDly5diImJcVgzbNgwnnvuOZKTk4mOjmbYsGHU19eTkZGB1WolJiYGLy8vuzWdOnUiOjqazz77jNWrVxMYGEinTp3IyMjAbDYTGRnZ4lERd+LYsWO2IfPw/26Z5eXleHh4EBMT02RZ7Z1wto80JyeHdevWAQ0lqNevX6ewsNCWOZw4cSJvvvlmk1ng2++zaNEiPvroIxITE0lLS6Nv374YjUYKCgqYNm2aw2iQrl27MnnyZFJSUnjvvfcICgrCw8OD7Oxsbt26RWhoKPv27XN6z5CQEPR6PVeuXMHf3181c1xVVcUXX3xBXFwc/v7+6PV6qquryc3N5dq1a/j7+zeZSRZCtC8S3AkhRDvl4eHB8uXLOXjwIPv27aO4uJj8/Hw6d+6Mt7c3EydOZNy4cff0OShlbYAtyFPzyiuv3HVwFxkZyd9//01paSllZWXU19fTvXt3JkyYQEREhF1L+tvl5eVx/vx5unbtqjpu4nbu7u588skntoYZx44do1OnToSGhjJnzhynmZaoqCj69evHzp07ycjIwM3NjeDgYGbPns3gwYNV14wePZpVq1axZcsWzpw5Q319PX369OHZZ59t8Z7DO1VcXExxcbHtZ41Gg16vJywsjBdeeKFFw+Cbo3R3dVamaDQaMRqNQMP77eXlRZ8+fWzlimqz55ozcOBAYmNj2bRpE9nZ2Vy8eBE/Pz+WLVtGx44dVec+vvXWW/Tu3ZvU1FQyMzPRarUMGzaM1157jb179zZ5vw4dOhAQEMCBAwdUs3bQMMpk/vz5nDp1itLSUvLz8/Hw8MDHx4dZs2YxderUe5btFkI8fFyst7dwEkIIIUS7NH/+fEwm0103yGkN8fHxbN++nblz5zJjxowH/XTuierqal5//XVu3bpFQkJCq4+siIiIwNvbm++//75VryuE+O+SzJ0QQggh7CjljuPGjWvRKInWVlFRYWssExAQcN/vf7/s2rULs9nM9OnTWy2wMxgMthJiIUT7I8GdEEIIIewo8wMfe+yx+xrcHT16lP3793P69GkqKysZMWJEk+WyD6PKykoSEhKoqKjg5MmTeHp6MnPmzFa7fllZmercSSFE+yBlmUIIIYT4T0hMTOSXX35Br9czevRoXn755RaPBnhYXLp0iQULFuDm5oafnx/z5s27J01vhBDtkwR3QgghhBBCCNEGyJw7IYQQQgghhGgDJLgTQgghhBBCiDZAgjshhBBCCCGEaAMkuBNCCCGEEEKINkCCOyGEEEIIIYRoAyS4E0IIIYQQQog2QII7IYQQQgghhGgDJLgTQgghhBBCiDZAgjshhBBCCCGEaAP+B3PaYC+pX5VAAAAAAElFTkSuQmCC", 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "cbvCorrector.correct(cbv_type=cbv_type, cbv_indices=cbv_indices);\n", "cbvCorrector.diagnose();\n", "cbvCorrector.goodness_metric_scan_plot(cbv_type=cbv_type, cbv_indices=cbv_indices);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Much better! We see the thermal settling systematic is still being removed, but the stellar variabity is better preserved. Note that the optimizer did not set the alpha parameter at exactly the red and blue curve intersection point. The default target goodness scores is 0.8 or above, which is fulfilled at alpha=1.45e-1. If we want to optimize the fit even more, by perhaps ensuring we are not over-fitting at all, then we can adjust the target over and under scores to emphasize which metric we are more interested in. Below we more greatly emphasize improving the over-fitting metric by setting the target to 0.9." ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "execution": { "iopub.execute_input": "2025-05-21T14:09:11.916419Z", "iopub.status.busy": "2025-05-21T14:09:11.916226Z", "iopub.status.idle": "2025-05-21T14:09:45.803565Z", "shell.execute_reply": "2025-05-21T14:09:45.803225Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Optimized Over-fitting metric: 0.9996576332257768\n", "Optimized Under-fitting metric: 0.823571240085119\n", "Optimized Alpha: 9.701e+03\n" ] }, { "data": { "image/png": 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", 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "cbvCorrector.correct(cbv_type=cbv_type,\n", " cbv_indices=cbv_indices, \n", " target_over_score=0.9,\n", " target_under_score=0.5)\n", "cbvCorrector.diagnose();\n", "cbvCorrector.goodness_metric_scan_plot(cbv_type=cbv_type, cbv_indices=cbv_indices);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We are now perhaps biasing too far towards under-fitting, but depending on your research interests, this might be best." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## No Single Best Answer Example" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's now look at another example, this time where there is no clear single best answer. Again, we will use the Single-Scale and Spike basis vectors for the correction and begin with low regularization." ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "execution": { "iopub.execute_input": "2025-05-21T14:09:45.805356Z", "iopub.status.busy": "2025-05-21T14:09:45.805208Z", "iopub.status.idle": "2025-05-21T14:10:30.593098Z", "shell.execute_reply": "2025-05-21T14:10:30.592736Z" } }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "lc = search_lightcurve('TIC 38574307', author='SPOC', sector=2).download(flux_column='sap_flux')\n", "cbvCorrector = CBVCorrector(lc)\n", "cbv_type = ['SingleScale', 'Spike']\n", "cbv_indices = [np.arange(1,9), 'ALL']\n", "cbvCorrector.correct_gaussian_prior(cbv_type=cbv_type, cbv_indices=cbv_indices, alpha=1e-4)\n", "cbvCorrector.diagnose();" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "At first sight, this looks good. The long term trends have been removed and the periodic noisy bits have been removed with the spike basis vectors. But did we really do a good job?" ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "execution": { "iopub.execute_input": "2025-05-21T14:10:30.594744Z", "iopub.status.busy": "2025-05-21T14:10:30.594615Z", "iopub.status.idle": "2025-05-21T14:16:29.587015Z", "shell.execute_reply": "2025-05-21T14:16:29.586627Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Over fitting Metric: 0.2627631352877169\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Under fitting Metric: 0.9995801211972846\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "print('Over fitting Metric: {}'.format(cbvCorrector.over_fitting_metric()))\n", "print('Under fitting Metric: {}'.format(cbvCorrector.under_fitting_metric()))\n", "cbvCorrector.goodness_metric_scan_plot(cbv_type=cbv_type, cbv_indices=cbv_indices);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Hmm... The over-fitting goodness metric says we are severely over-fitting. Not only that, there appears to not be an Alpha parameter that brings both goodness metrics above 0.8. And yet, the fit looks really good. What's going on here? Let's zoom in on the correction." ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "execution": { "iopub.execute_input": "2025-05-21T14:16:29.588731Z", "iopub.status.busy": "2025-05-21T14:16:29.588594Z", "iopub.status.idle": "2025-05-21T14:16:30.132297Z", "shell.execute_reply": "2025-05-21T14:16:30.132011Z" } }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "pltAxis = cbvCorrector.diagnose()\n", "pltAxis[0].set_xlim(1360.5, 1361.1)\n", "pltAxis[0].set_ylim(1.4755e7, 1.477e7);\n", "pltAxis[1].set_xlim(1360.5, 1361.1)\n", "pltAxis[1].set_ylim(1.475e7, 1.477e7);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We see in the top plot that the _SingleScale_ correction has comperable noise to the _original_ light curve. This means the correction is injecting high frequency noise at comperable amplitude to the original signal. We have indeed over-fitted! The goodness metrics perform a _broad-band_ analysis of over- and under-fitting. Even though our eyes did not see the high frequency noise injection, the goodness metrics did. So, what should be done? It depends on what you are trying to investigate. If you are only looking at the low frequency signals in the data then perhaps you don't care about the high frequency noise injection. If you really do care about the high frequency signals then you should increase the Alpha parameter, or set the target goodness scores as we do below (target_over_score=0.8, target_under_score=0.5). " ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "execution": { "iopub.execute_input": "2025-05-21T14:16:30.134008Z", "iopub.status.busy": "2025-05-21T14:16:30.133895Z", "iopub.status.idle": "2025-05-21T14:17:06.321687Z", "shell.execute_reply": "2025-05-21T14:17:06.321393Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Optimized Over-fitting metric: 0.7972715336819081\n", "Optimized Under-fitting metric: 0.4674498741965995\n", "Optimized Alpha: 3.263e+00\n" ] }, { "data": { "image/png": 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", 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Optimize the fit but overemphasize the importance of not over-fitting.\n", "cbvCorrector.correct(cbv_type=cbv_type,\n", " cbv_indices=cbv_indices, \n", " target_over_score=0.8,\n", " target_under_score=0.5)\n", "cbvCorrector.diagnose()\n", "cbvCorrector.goodness_metric_scan_plot(cbv_type=cbv_type, cbv_indices=cbv_indices);" ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "execution": { "iopub.execute_input": "2025-05-21T14:17:06.323194Z", "iopub.status.busy": "2025-05-21T14:17:06.323073Z", "iopub.status.idle": "2025-05-21T14:17:06.929595Z", "shell.execute_reply": "2025-05-21T14:17:06.929270Z" } }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Again, zoom in to see the detail\n", "pltAxis = cbvCorrector.diagnose()\n", "pltAxis[0].set_xlim(1360.5, 1361.1)\n", "pltAxis[0].set_ylim(1.4755e7, 1.477e7);\n", "pltAxis[1].set_xlim(1360.5, 1361.1)\n", "pltAxis[1].set_ylim(1.475e7, 1.477e7);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We see now that the high frequency noise injection is small compared to the original amplitudes in the lightkurve. We barely removed any of the systematics and are now under-fitting, but that might be the best we can do if we want to ensure low noise injection." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## ...Or Can We Still Do Better?" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Perhaps we are using the incorrect CBVs for this target. Below is a tuned multi-step fit where we first fit the multi-scale Band 2 CBVs then the Spike CBVs. The multi-scale band 2 CBVs contain intermediate frequency systematic signals. They should not inject high frequency noise. We also utilize the `correct_elasticnet` corrector, which allows us to add in a L1-Norm term (Lasso Regularization). L1-Norm helps snap some basis vector fit coefficients to zero and can result in a more stable, less noisy fit. The result is a much better compromise between over- and under-fitting. The spikes are not well removed but increasing the weight on the Spike CBV removal results in over-fitting. We can also try the multi-scale band 3 CBVs, which contain high frequency systematics, but the over-fitting metric indicates using them results in even greater over-fitting. The resultant is now much better than what we achieved above but more tuning and optimization could possibly get us even closer to an ideal fit." ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "execution": { "iopub.execute_input": "2025-05-21T14:17:06.931409Z", "iopub.status.busy": "2025-05-21T14:17:06.931280Z", "iopub.status.idle": "2025-05-21T14:17:08.586171Z", "shell.execute_reply": "2025-05-21T14:17:08.585884Z" } }, "outputs": [ { "data": { "image/png": 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", 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Fit to the Multi-Scale Band 2 CBVs with ElasticNet to add in a L1-Norm (Lasso) term\n", "cbvCorrector.correct_elasticnet(cbv_type=['MultiScale.2'], cbv_indices=[np.arange(1,9)], alpha=1.0e-7, l1_ratio=0.5)\n", "ax = cbvCorrector.diagnose()\n", "ax[0].set_title('Result of First Correction to MultiScale.2 CBVs');\n", "\n", "# Set the corrected LC as the initial LC in a new CBVCorrector object before moving to the next correction.\n", "# You could instead just reassign to the first cbvCorrector object, if you do not wish to save the original.\n", "cbvCorrectorIter2 = cbvCorrector.copy()\n", "cbvCorrectorIter2.lc = cbvCorrectorIter2.corrected_lc.copy()\n", "\n", "# Fit to the Spike Basis Vectors, using an L1-Norm term.\n", "cbvCorrectorIter2.correct_elasticnet(cbv_type=['Spike'], cbv_indices=['ALL'], alpha=2.0e-5, l1_ratio=0.7)\n", "ax = cbvCorrectorIter2.diagnose()\n", "ax[0].set_title('Result of Second Correction to Spike CBVs');" ] }, { "cell_type": "code", "execution_count": 16, "metadata": { "execution": { "iopub.execute_input": "2025-05-21T14:17:08.587686Z", "iopub.status.busy": "2025-05-21T14:17:08.587564Z", "iopub.status.idle": "2025-05-21T14:17:09.368506Z", "shell.execute_reply": "2025-05-21T14:17:09.368178Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Over-fitting Metric: 0.6135295975768081\n", "Under-fitting Metric: 0.8830315929531105\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Compute the final goodness metrics compared to the original lightcurve.\n", "# This requires us to copy the original light curve into cbvCorrectorIter2.lc so that the goodness metrics compares the corrected_lc to the proper initial light curve.\n", "cbvCorrectorIter2.lc = cbvCorrector.lc.copy()\n", "print('Over-fitting Metric: {}'.format(cbvCorrectorIter2.over_fitting_metric()))\n", "print('Under-fitting Metric: {}'.format(cbvCorrectorIter2.under_fitting_metric()))\n", "\n", "# Plot the final correction\n", "_, ax = plt.subplots(1, figsize=(10, 6))\n", "cbvCorrectorIter2.lc.plot(ax=ax, normalize=False, alpha=0.2, label='Original')\n", "cbvCorrectorIter2.corrected_lc[~cbvCorrectorIter2.cadence_mask].scatter(\n", " normalize=False, c='r', marker='x',\n", " s=10, label='Outliers', ax=ax)\n", "cbvCorrectorIter2.corrected_lc.plot(normalize=False, label='Corrected', ax=ax, c='k')\n", "ax.set_title('Comparison between original and final corrected lightcurve');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "So, which CBVs are best to use? There is no one single answer, but generally speaking, the Multi-Scale Basis vectors are more versatile. The trade-off is there are also more of them, which means more degrees of freedom in your fit. More degrees of freedom can result in more over-fitting without proper regularization. It is recommened the user tries different combinations of CBVs and use objective metrics to decide which fit is the best for their particular needs." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Using the Goodness Metrics and CBVCorrector with other Design Matrices" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The Goodness Metrics and CBVCorrector can also be used in conjunction with other external design matrices. Let's work on a famous planet example to show how the CBVCorrector can be utilized to imporove the generated light curve. We will begin by using [search_tesscut](https://lightkurve.github.io/lightkurve/reference/api/lightkurve.search_tesscut.html#lightkurve.search_tesscut) to extract an FFI light curve for HAT-P 11 and then create a DesignMatrix using the background pixels." ] }, { "cell_type": "code", "execution_count": 17, "metadata": { "execution": { "iopub.execute_input": "2025-05-21T14:17:09.370280Z", "iopub.status.busy": "2025-05-21T14:17:09.370124Z", "iopub.status.idle": "2025-05-21T14:17:26.883550Z", "shell.execute_reply": "2025-05-21T14:17:26.880827Z" } }, "outputs": [], "source": [ "# HAT-P 11b\n", "from lightkurve import search_tesscut\n", "from lightkurve.correctors import DesignMatrix\n", "search_result = search_tesscut('HAT-P-11', sector=14)\n", "tpf = search_result.download(cutout_size=20)\n", "# Create a simple thresholded aperture mask\n", "aper = tpf.create_threshold_mask(threshold=15, reference_pixel='center')\n", "# Generate a simple aperture photometry light curve\n", "raw_lc = tpf.to_lightcurve(aperture_mask=aper)\n", "# Create a design matrix using PCA components from the cutout background\n", "dm = DesignMatrix(tpf.flux[:, ~aper], name='pixel regressors').pca(5).append_constant()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The [DesignMatrix](https://lightkurve.github.io/lightkurve/reference/api/lightkurve.correctors.DesignMatrix.html#lightkurve.correctors.DesignMatrix) `dm` now contains the common trends in the background pixels in the data. We will first try to fit the pixel-based design matrix using an unrestricted least-squares fit (I.e. a very weak regularization by setting alpha to a small number). We tell CBVCorrector to only use the external design matrix with `ext_dm=`. When we generate the CBVCorrector object the CBVs will be downloaded, but the CBVs are for 2-minute cadence and not the 30-minute FFIs. We therefore use the `interpolate_cbvs=True` option to tell the CBVCorrector to interpolate the CBVs to the light curve cadence." ] }, { "cell_type": "code", "execution_count": 18, "metadata": { "execution": { "iopub.execute_input": "2025-05-21T14:17:26.888837Z", "iopub.status.busy": "2025-05-21T14:17:26.888012Z", "iopub.status.idle": "2025-05-21T14:17:27.811264Z", "shell.execute_reply": "2025-05-21T14:17:27.810940Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Over-fitting metric: 0.07934178768293251\n", "CDPP: 230.75800316870175 ppm\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Generate the CBVCorrector object and interpolate the downloaded CBVs to the light curve cadence\n", "cbvcorrector = CBVCorrector(raw_lc, interpolate_cbvs=True)\n", "# Perform an unrestricted least-squares fit using only the pixel-derived design matrix.\n", "cbvcorrector.correct_gaussian_prior(cbv_type=None, cbv_indices=None, ext_dm=dm, alpha=1e-4)\n", "cbvcorrector.diagnose()\n", "print('Over-fitting metric: {}'.format(cbvcorrector.over_fitting_metric()))\n", "print('CDPP: {}'.format(cbvcorrector.corrected_lc.estimate_cdpp()))\n", "corrected_lc_just_pixel_dm = cbvcorrector.corrected_lc" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The least-squares fit did remove the background flux trend and at first sight the resultant might look good, but the over-fitting goodness metric is `0.08`. That's not very good! It looks like we are dramatically over-fitting. We can see this in the bottom plot where the corrected curve has more high-frequency noise than the original. Let's now add in the multi-scale basis vectors and see if we can do better. Note that we are joint fitting the CBVs and the external pixel-derived design matrix." ] }, { "cell_type": "code", "execution_count": 19, "metadata": { "execution": { "iopub.execute_input": "2025-05-21T14:17:27.812791Z", "iopub.status.busy": "2025-05-21T14:17:27.812672Z", "iopub.status.idle": "2025-05-21T14:17:28.426591Z", "shell.execute_reply": "2025-05-21T14:17:28.426314Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Over-fitting metric: 0.3158556246937666\n", "CDPP: 55.83742644427681 ppm\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "cbv_type = ['MultiScale.1', 'MultiScale.2', 'MultiScale.3','Spike']\n", "cbv_indices = [np.arange(1,9), np.arange(1,9), np.arange(1,9), 'ALL']\n", "cbvcorrector.correct_gaussian_prior(cbv_type=cbv_type, cbv_indices=cbv_indices, ext_dm=dm, alpha=1e-4)\n", "cbvcorrector.diagnose()\n", "print('Over-fitting metric: {}'.format(cbvcorrector.over_fitting_metric()))\n", "print('CDPP: {}'.format(cbvcorrector.corrected_lc.estimate_cdpp()))\n", "corrected_lc_joint_fit = cbvcorrector.corrected_lc" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "That looks a lot better! Could we do a bit better by adding in a regularization term? Let's do a goodness metric scan." ] }, { "cell_type": "code", "execution_count": 20, "metadata": { "execution": { "iopub.execute_input": "2025-05-21T14:17:28.428048Z", "iopub.status.busy": "2025-05-21T14:17:28.427935Z", "iopub.status.idle": "2025-05-21T14:19:41.272483Z", "shell.execute_reply": "2025-05-21T14:19:41.271650Z" } }, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "cbvcorrector.goodness_metric_scan_plot(cbv_type=cbv_type, cbv_indices=cbv_indices, ext_dm=dm);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "There are a couple observations to make here. \n", "\n", "First, the under-fitting metric has a very good score throughout the regularization scan. This is because the under-fitting metric compares the corrected light curve to neighboring targets in RA and Decl. that are archived as 2-minute SAP-flux targets. _The SAP flux already has the background removed_ so the neighoring targets do not contain the very large background trends. The under-fitting metric is therefore not very helpful. In the next run we will disable the under-fitting metric in the optimization (by setting target_under_score=-1).\n", "\n", "We see the over-fitting metric is not a simple function of the regularization factor _alpha_. This can happen due to the interaction of the various basis vectors during fitting when regularization is applied. We see a minima (most over-fitting) at about alpha=1e-1. Once alpha moves above this value we begin to over-constrain the fit which results in gradually less removal of systematics. The under-fitting metric should be an indicator that we are going too far constraining the fit, and indeed, we do see the under-fitting metric degrades slightly beginning at alpha=1e-1.\n", "\n", "We will now try to optimize the fit and account for these two issues by 1) setting the bounds on the alpha parameter (`alpha_bounds=[1e-6, 1e-2]`) and 2) disregarding the under-fitting metric (`target_under_score=-1`)." ] }, { "cell_type": "code", "execution_count": 21, "metadata": { "execution": { "iopub.execute_input": "2025-05-21T14:19:41.276482Z", "iopub.status.busy": "2025-05-21T14:19:41.276103Z", "iopub.status.idle": "2025-05-21T14:19:42.310255Z", "shell.execute_reply": "2025-05-21T14:19:42.309924Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Optimized Over-fitting metric: 0.35271734036672664\n", "Optimized Alpha: 8.296e-04\n", "CDPP: 67.73407243529186 ppm\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Optimize the fit but ignore the under-fitting metric and set bounds on the alpha parameter.\n", "cbvcorrector.correct(cbv_type=cbv_type, cbv_indices=cbv_indices, ext_dm=dm, alpha_bounds=[1e-6, 1e-2], target_over_score=0.8, target_under_score=-1)\n", "cbvcorrector.diagnose();\n", "print('CDPP: {}'.format(cbvcorrector.corrected_lc.estimate_cdpp()))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This is looking like a pretty good light curve. However, the [CDPP](https://arxiv.org/pdf/1208.0595) increased a little as we optimized the over-fitting metric. Which correction to use may depend on your application. Since we are interested in the transiting planet, we will choose the corrected light curve with the lowest CDPP. Below we compare the light curve between just using the pixel-derived design matrix to also adding in the CBVs as a joint, regularized fit." ] }, { "cell_type": "code", "execution_count": 22, "metadata": { "execution": { "iopub.execute_input": "2025-05-21T14:19:42.311777Z", "iopub.status.busy": "2025-05-21T14:19:42.311656Z", "iopub.status.idle": "2025-05-21T14:19:42.536210Z", "shell.execute_reply": "2025-05-21T14:19:42.535833Z" } }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "_, ax = plt.subplots(3, figsize=(10, 6))\n", "cbvcorrector.lc.plot(ax=ax[0], normalize=False, label='Uncorrected LC', c='k')\n", "corrected_lc_just_pixel_dm.plot(normalize=False, label='Pixel-Level Corrected; CDPP={0:.1f}'.format(corrected_lc_just_pixel_dm.estimate_cdpp()), ax=ax[1], c='m')\n", "corrected_lc_joint_fit.plot(normalize=False, label='Joint Fit Corrected; CDPP={0:.1f}'.format(corrected_lc_joint_fit.estimate_cdpp()), ax=ax[2], c='b')\n", "ax[0].set_title('Comparison Between original and final corrected lightcurve');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The superiority of the bottom curve is blatantly obvious. We can clearly see HAT-P 11b on it's 4.9 day period orbit. Our over-fitting metric settled at about 0.35 indicating we might still be over-fitting and should keep that in mind. However the low CDPP indicates the over-fitting is probably not over transit time-scales. " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Some final comments on CBVCorrector" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Application to Kepler vs K2 vs TESS" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "CBVCorrector works equally across Kepler, K2 and TESS. However the Multi-Scale and Spike basis vectors are only available for TESS[1](#fn1). For K2, the [PLDCorrector](https://lightkurve.github.io/lightkurve/reference/api/lightkurve.correctors.PLDCorrector.html#lightkurve.correctors.PLDCorrector) and [SFFCorrector](https://lightkurve.github.io/lightkurve/reference/api/lightkurve.correctors.SFFCorrector.html#lightkurve.correctors.SFFCorrector) classes might work better than `CBVCorrector`.\n", "\n", "If you want to just get the CBVs but not generate a CBVCorrector object then use the functions _load_kepler_cbvs_ and _load_tess_cbvs_ within the cbvcorrector module as explained [here](https://lightkurve.github.io/lightkurve/tutorials/2-creating-light-curves/2-2-how-to-use-cbvs.html)." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "1 Unfortunately, the Multi-Scale and Spike CBVs are not archived at MAST for Kepler/K2." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Applicability of the Over- and Under-fitting Goodness Metrics" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The under-fitting metric computes the correlation between the corrected light curve and a selection of neighboring SPOC SAP light curves. If the light curve you are trying to correct was not generated by the SPOC pipeline (I.e. not a SAP light curve), then the neighboring SAP light curves might not contain the same instrumental systematics and the under-fitting metric might not properly measure when under-fitting is occuring. \n", "\n", "The over-fitting metric examines the periodogram of the light curve before and after the correction and is therefore indifferent to how the light curve was generated. It simply looks to see if noise was injected into the light curve. The over-fitting metric is therefore much more generally applicable.\n", "\n", "The Goodness Metrics are part of the `lightkurve.correctors.metrics` module and can be computed directly with calls to `overfit_metric_lombscargle` and `underfit_metric_neighbors`. A savvy expert user can use these and other quality metrics to generate their own Loss Function for optimizing a fit." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Aligning versus Interpolating CBVs" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "By default, all loaded CBVS in `CBVCorrector` are \"aligned\" to the light curve cadence numbers (`CBVCorrector.lc.cadenceno`). This means only cadence numbers that exist in both the CBVs and the light curve will have values in the returned CBVs. All cadence numbers that exist in the light curve but not in the CBVs will have NaNs returned for the CBVs on those cadences and the Gap Indicator set to True. Any cadences in the CBVs not in the light curve will be removed from the CBVs.\n", "\n", "\n", "If the light curve cadences do not overlap well with the CBVs then you can set `interpolate_cbvs=True` when generating the `CBVCorrector` object. Doing so will generate interpolated CBV values for all cadences in the light curve. If the light curve has cadences past either end of the cadences in the CBVs then one must extrapolate. A second argument, `extrapolate_cbvs`, can be used to also extrapolate the CBV values to the light curve cadences. If `extrapolate_cbvs=False` then the exterior values are set to NaNs, which will probably result is a very poor fit.\n", "\n", "**Warning**: *The safest method is to align*. This will not generate any new values for the CBVs. Interpolation can be potentially dangerous. Interpolation uses Piecewise Cubic Hermite Interpolating Polynomial (PCHIP), which can be more stable than a simple spline, but no interpolation method works in all situations. Extrapolation is even more dangerious, which is why an extra parameter must be set if one desires to extrapolate. *Be sure to manually examine the extrapolated CBVs before use!*" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Joint Fitting" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "By including the `ext_dm=` parameter in the `correct_*` methods we allow for joint fitting between the CBVs and other design matrices. Generally speaking, if fitting a collection of different models to a system, joint fitting is ideal. For example, if performing transit analysis one could add in a transit model to the joint fit to get the best transit recovery. The fit coefficient to the transit model is stored in the `CBVCorrector` object after fitting and can be recovered." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Hyperparameter Optimization" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Any model fitting should include a hyperparameter optimization step. The `correct_optimizer` is essentially a 1-dimensional optimizer and is very fast. More advanced hypterparameter optimization can be performed by tuning the `alpha` and `l1_ratio` parameters in `correct_elasticnet` plus the number and type of CBVs, along with an external design matrix. The optimization Loss Function can use a combination of the `under_fitting_metric`, `over_fitting_metric` and `lc.estimate_cdpp` methods. Writing such an optimzer is left as an exercise to the reader and to be tuned to the reader's particular application." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### More Generalized Design Matrix Priors" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The main [CBVCorrector.correct*](https://lightkurve.github.io/lightkurve/reference/api/lightkurve.correctors.CBVCorrector.correct.html#lightkurve.correctors.CBVCorrector.correct) methods utilize a similar prior for all design matrix vectors as is typically used in L1-Norm and L2-Norm regularization. However you can perform fine tuning to the correction using more sophisticated priors. After performing a fit with one of the `CBVCorrector.correct*` methods, `CBVCorrector.design_matrix_collection` will have the priors set. One can then manually adjust the priors and use `CBVCorrector.correct_regressioncorrector` to perform the standard [RegressionCorrector.correct](https://lightkurve.github.io/lightkurve/reference/api/lightkurve.correctors.RegressionCorrector.correct.html#lightkurve.correctors.RegressionCorrector.correct) correction. An illustration is below:" ] }, { "cell_type": "code", "execution_count": 23, "metadata": { "execution": { "iopub.execute_input": "2025-05-21T14:19:42.538340Z", "iopub.status.busy": "2025-05-21T14:19:42.538207Z", "iopub.status.idle": "2025-05-21T14:19:42.540051Z", "shell.execute_reply": "2025-05-21T14:19:42.539782Z" } }, "outputs": [], "source": [ "# 1) Perform an initial optimization with a L2-Norm regularization\n", "# cbvCorrector.correct(cbv_type=cbv_type, cbv_indices=cbv_indices);\n", "\n", "# 2) Examine the quality of the resultant lightcurve in cbvcorrector.corrected_lc\n", "# Determine how to adjust the priors and make changes to the design matrix\n", "# cbvCorrector.design_matrix_collection[i].prior_sigma[j] = # ... adjust the priors\n", "\n", "# 3) Call the superclass correct method with the adjusted design_matrix_collection\n", "# cbvCorrector.correct_regressioncorrector(cbvCorrector.design_matrix_collection, **kwargs)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The `cbvCorrector.corrected_lc` will now be the result of the fit using whatever `cbvCorrector.design_matrix_collection` you had just provided." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### NaNs, Units and Normalization" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "NaNs are removed from the light curve when used to generate the `CBVCorrector` object and is stored in `CBVCorrector.lc`. \n", "\n", "The CBVCorrector performs its corrections in absolute flux units (typically electrons per second). The returned corrected light curve `corrected_lc` is also in absolute units and the median flux of the light curve is preserved." ] }, { "cell_type": "code", "execution_count": 24, "metadata": { "execution": { "iopub.execute_input": "2025-05-21T14:19:42.541518Z", "iopub.status.busy": "2025-05-21T14:19:42.541394Z", "iopub.status.idle": "2025-05-21T14:19:42.543396Z", "shell.execute_reply": "2025-05-21T14:19:42.543095Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "LC unit: electron / s\n", "Corrected LC unit: electron / s\n" ] } ], "source": [ "print('LC unit: {}'.format(cbvCorrector.lc.flux.unit))\n", "print('Corrected LC unit: {}'.format(cbvCorrector.corrected_lc.flux.unit))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The goodness metrics are computed using median normalized units in order to properly calibrate the metric to be between 0.0 and 1.0 for all light curves. The normalization is as follows:" ] }, { "cell_type": "code", "execution_count": 25, "metadata": { "execution": { "iopub.execute_input": "2025-05-21T14:19:42.544802Z", "iopub.status.busy": "2025-05-21T14:19:42.544691Z", "iopub.status.idle": "2025-05-21T14:19:42.554615Z", "shell.execute_reply": "2025-05-21T14:19:42.554353Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Normalized Light curve units: (i.e astropy.units.dimensionless_unscaled)\n" ] } ], "source": [ "normalized_lc = cbvCorrector.lc.normalize()\n", "normalized_lc -= 1.0\n", "print('Normalized Light curve units: {} (i.e astropy.units.dimensionless_unscaled)'.format(normalized_lc.flux.unit))" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.9.13" } }, "nbformat": 4, "nbformat_minor": 4 }