{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# How to perform PRF photometry?\n", "\n", "In previous tutorials we discussed [how aperture photometry works](1.03-what-are-lightcurves.html) and how you can [create your own custom masks](2.05-making-custom-apertures.html) to extract aperture photometry.\n", "\n", "As a reminder, aperture photometry works by summing up the flux values across all the pixels in a pre-defined mask. It tends to offer the fastest and most robust way to extract photometry for an isolated star, but it suffers from the three limitations:\n", "1. When two or more stars overlap, aperture photometry will return the sum of the flux of all stars. Separating their signals requires additional assumptions.\n", "2. When the telescope experience motion or focus changes, the fraction of the flux of a star captured by the pre-defined aperture mask will change. This imposes systematics on the data which need to be removed (e.g. using the CBV or SFF techniques).\n", "3. It may be difficult to separate a background signal from the lightcurve of a star. In particular, this is a concern when time-varying background signals are present, such as the so-called \"rolling bands\" in Kepler.\n", "\n", "An alternative to aperture photometry which addresses the above limitations is called called *Point Response Function (PRF) model fitting photometry*, also known as *Point Spread Function (PSF) fitting photometry* or *PRF (PSF) photometry* in short. In this method, a parameterized model is fit to the data. This method is significantly more complicated then aperture photometry and is prone to a different set of systematics. However it offers the ability to separate the signals of overlapping stars in very crowded regions or star clusters.\n", "\n", "This tutorial demonstrates how *lightkurve* can be used to extract lightcurves using the model fitting technique. We will start with an easy example and then show how you can tune the parameters of the model to create more careful analyses.\n", "\n", "## Table of contents\n", "\n", "1. Simple example: PRF photometry of Kepler-10\n", "2. The `TPFModel` object\n", "3. Visualizing and fitting a `TPFModel` object\n", "4. Changing `TPFModel` priors\n", "5. Creating lightcurves with a custom `TPFModel` object\n", "\n", "\n", "## Simple example: PRF photometry of Kepler-10\n", "\n", "Let's start with a simple example by obtaining PRF photometry for planet system *Kepler-10*. We start by downloading the pixel data from the archive:" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import lightkurve as lk\n", "tpf = lk.search_targetpixelfile(\"Kepler-10\", quarter=3).download(quality_bitmask='hardest')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The easiest way to get PRF photometry is to simply call the `to_lightcurve` method with parameter `method='prf'`. This will fit the pixel data of all cadences with a default model and return the lightcurve." ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Warning: PRF-fitting photometry is experimental in this version of lightkurve.\n", "Fitting cadences: 100%|██████████| 3634/3634 [00:40<00:00, 89.59it/s] \n" ] }, { "data": { "text/plain": [ "" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 369, "width": 755 } }, "output_type": "display_data" } ], "source": [ "lc = tpf.to_lightcurve(method='prf')\n", "lc.plot()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "A good way to verify that the model-fitting photometry produced a sensible output is by comparing it against standard aperture photometry. You can obtain aperture photometry using the same `to_lightcurve` method and the parameter `method='aperture'` (which is the default value of this parameter)." ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 368, "width": 755 } }, "output_type": "display_data" } ], "source": [ "lc_aper = tpf.to_lightcurve(method='aperture')\n", "lc_aper.plot()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "There is a notable difference in the long-term trend in both lightcurves. This is because PRF-fitting photometry yields a local estimate of the background which is often different from the Kepler pipeline's global background level estimates.\n", "\n", "Let's fold both lightcurves on the period of the known planet *Kepler-10 b* to show that the transit can be recovered equally well: " ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "image/png": { "height": 277, "width": 861 }, "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "import matplotlib.pyplot as plt\n", "_, ax = plt.subplots(nrows=1, ncols=2, figsize=(14,4))\n", "ax[0].set_title('PRF photometry')\n", "lc.flatten().fold(period=0.8376).plot(ax=ax[0])\n", "ax[1].set_title('Aperture photometry')\n", "lc_aper.flatten().fold(period=0.8376).plot(ax=ax[1])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Success! Note that the outliers between *phase* -0.4 and 0.0 are caused by the transits of another planet with a different period.\n", "\n", "Note that PRF photometry appears to offer a few percent less noise compared to its aperture counterpart:" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "The CDPP noise metric equals:\n", "48.6 ppm for PRF-fitting photometry;\n", "33.4 ppm for aperture photometry.\n" ] } ], "source": [ "print(\"\"\"The CDPP noise metric equals:\n", "{:.1f} ppm for PRF-fitting photometry;\n", "{:.1f} ppm for aperture photometry.\"\"\".format(lc.estimate_cdpp(), lc_aper.estimate_cdpp()))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This is all you need to know to get started with PRF photometry! In what follows, we explain how you can tune the parameters of the model fitting." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## The `TPFModel` object\n", "\n", "It is often possible to obtain better results by carefully tuning the model that is being fit to the data. This is true in particular when the data contain multiple overlapping stars. Let's have a look at how you can interact and change the model.\n", "\n", "*Lightkurve* uses objects of type `TPFModel` to specify the model. \n", "You can obtain the default model using the `get_model()` method:" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "lightkurve.prf.tpfmodel.TPFModel" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "model = tpf.get_model()\n", "type(model)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "A `TPFModel` object encapsulates our beliefs about the stars contained in a pixel file. The key parameters are:\n", "\n", "* `model.star_priors` captures our prior beliefs about the positions and fluxes of the point sources in the data using a list of `StarPrior` objects. Each `StarPrior` object is parameterized by `col` and `row` in pixel coordinates and `flux` in electrons/second;\n", "* `model.background_prior` captures our beliefs about the per-pixel background, parameterized by `flux` in electrons/second;\n", "* `model.focus_prior` captures our beliefs on the focus of the spacecraft, parameterized by the unit-less stretch factors `scale_col` and `scale_row`, and `rotation_angle` in radians;\n", "* `model.motion_prior` captures our beliefs about spacecraft motion, parameterized by `shift_col` and `shift_row` in pixel coordinates; \n", "* `model.prfmodel` an object of type `KeplerPRF` which models the Point Response Function.\n", "* `model.fit_background`, `model.fit_focus`, and `model.fit_motion` are booleans which indicate whether or not the background, focus, and motion parameters should be considered free parameters, i.e. whether or not our beliefs should assumed to be perfect.\n", "\n", "The parameters of each of these components are prior distributions.\n", "\n", "We can inspect the our beliefs by accessing the properties, for example, this is the prior on the column pixel coordinate of the star in our data:" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "model.star_priors[0].col" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "And this is the model's prior on the background flux:" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "model.background_prior.flux" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can inspect all the parameters at once using the `print` function:" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", " \n", " row=\n", " flux=\n", " targetid=11904151)>\n", " )>\n", " \n", " scale_row=\n", " rotation_angle=)>\n", " \n", " shift_row=)>\n", " \n", " fit_background=True\n", " fit_focus=False\n", " fit_motion=False\n", "\n" ] } ], "source": [ "print(model)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Visualizing and fitting a `TPFModel` object\n", "\n", "A `TPFModel` object contains several methods to interact with the model. For example, you can visualize the default prediction using the `plot()` method. This will visualize the model prediction using the prior means. Let's plot the model below (left panel) and compare it against the observed data (right panel):" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 285, "width": 812 }, "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "import matplotlib.pyplot as plt\n", "_, ax = plt.subplots(nrows=1, ncols=2, figsize=(14,4))\n", "model.plot(ax=ax[0])\n", "tpf.plot(ax=ax[1]);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "You can fit the model to a single cadence of pixel data using the `fit()` method, which returns an object of type `TPFModelParameters` which encapulsates the maximum likelihood values of the parameters for that cadence:" ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "scrolled": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", " \n", " \n", " \n", " \n", " residual_image:\n", " [ 13.54472234 -24.96701167 -36.46893428 -36.42862056...\n", " predicted_image:\n", " [175.21544002 175.21544002 175.21544002 175.21544002...\n", "\n" ] } ], "source": [ "parameters = model.fit(tpf.flux[0] + tpf.flux_bkg[0])\n", "print(parameters)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "For example, we can access the maximum likelihood value of the stellar flux as follows:" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "528783.6252248927" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" } ], "source": [ "parameters.stars[0].flux" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "And the background flux was found to be:" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "175.21544001684765" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" } ], "source": [ "parameters.background.flux" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can visualize the model again, this time passing the fitted parameters:" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "image/png": { "height": 285, "width": 748 }, "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "_, ax = plt.subplots(nrows=1, ncols=2, figsize=(12,4))\n", "model.plot(parameters, ax=ax[0])\n", "tpf.plot(ax=ax[1])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Changing `TPFModel` priors" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can change a `TPFModel` by manipulating its properties. For example, we can add a star to the lower right corner of the pixel file as follows:" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "image/png": { "height": 277, "width": 382 }, "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "from lightkurve.prf import StarPrior\n", "model = tpf.get_model()\n", "model.star_priors.append(StarPrior(col=660, row=243, flux=1e6))\n", "model.plot()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Alternatively, you can build a `TPFModel` from scratch. In the example below, we use an arbitrary combination of Gaussian, Uniform, and Fixed priors to initialize a model. Note that the ideal choices for these assumptions depend strongly on your scientific objectives and may require trial-and-error." ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "image/png": 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9nHaviUlgkCBJkrRA1pElUI8CfgvsmeSRg4tJbg28p/v4iZE8hwE3Avt0G6sN8tweeEv38ZMjeQaf39qlG+TZGnh1V95hI3kG9b6na88gz/bA84HfAEcPrnf7Qgzq+UD3kD/Isxst2DgX+O5QnmuAz9N6Pw4YqX8fYGvgm1V1PhPMOQmSJEnLXJJnA8/uPt6lOz8myeHdz7+tqtcDVNXVSV5OCxZOTHIkbSflZ9GWBz2KtnHZH1TVBUneAHwUOLPbzfgm2sZmdwM+NLzbcpfnlCQfpu2IfE6So4ANaA/7mwOvGdltGeBI4LlduT9MciywRZdnBfDyqrp6JM+HgV27PKclOY62d8IetJWWXjKy2zK0wGYnYL8kDwVOB+4P7AZcRgtiJppBgiRJ0gJauTTXvHkosPfItW35414H/wW8fnCjqo5J8njgrcDzgFvT5gTsB3x03M7NVfWxJBd25exFG9FyLm135M+Na1RV7Z/kHNob+lfQpmKcDXywqr42Jn0leQFt2NFLgNcAN9A2eXtPVZ0yJs+NSZ4IvBn4C+B1tAnUxwDvrKpzx+S5PMljaDsuP5vW43A5rWfjHVV18bjvM0kyu9231ackZ92W2z380XniYjdFkqR13mn1HQCuriuzmqTzKslZf/Kg9R/+1a/fobcyn/X03/IfP7757Kp6RG+FSjgnQZIkSdIIhxtJkiQtoJUsaoeGNCv2JEiSJEmawp4ESZKkBVIFq3qcDurUUs0XgwRJkqQFk56HGzl0SfPD4UaSJEmSprAnQZIkaYG0HZf7e/vvaCPNF3sSJEmSJE1hT4IkSdICWlXOI9DSZ5AgSZK0QBxupEnhcCNJkiRJU9iTIEmStGDCyl7f0Tp0SfPDngRJkiRJU9iTIEmStECKficuOydB88WeBEmSJElT2JMgSZK0gPpc3UiaLwYJkiRJC6SAldXfQA6HG2m+ONxIkiRJ0hT2JEiSJC2YsMolUDUB7EmQJEmSNIU9CZIkSQuk6HfisnMSNF8MEiSts7L+BP1f3IoVi92COambblrsJsxe+RilpcOJy5oUDjeSJEmSNMUEvWaTJEmadGFVr5ONnbis+WFPgiRJkqQp7EmQJElaIG3isnMStPQZJEiSJC2U6nfislGC5ovDjSRJkiRNYU+CJEnSAqmed1wuJy5rntiTIEmSJGkKexIkSZIW0Mry7b+WPnsSJEmSJE1hT4IkSdICcQlUTQqDBEmSpAUTVvW5BKoTlzVPHG4kSZIkaQp7EiRJkhaIw400KexJkCRJkjSFPQmSJEkLyCVQNQkMEiRJkhaIOy5rUjjcSJIkSdIU9iRIkiQtoJW9LoEqzQ9/SyVJkiRNYU+CJEnSAilgVY/zCFwCVfPFIEGSJGmhVPodbuRKSZonDjeSJEmSNIU9CZIkSQvEHZc1KexJkCRJkjSFPQmSJEkLaJXzCDQB7EmQJEmSNIU9CZIkSQukSM9zEuyV0PwwSJAkSVpAq9xxWRPA31JJkiRJU9iTIEmStEDaEqjuuKylz54ESZIkSVPYkyBJkrRg0vOcBCcua34YJEiSJC0QhxtpUjjcSJIkSdIU9iRIkiQtIJdA1SSYqN/SJFskeVmSLyc5L8n1Sa5K8r0kL02y3kj6rZPUDMeRM9S1d5LTk1zT1XFikl3n/1tKkiRJi2vSehL2AD4BXAKcAFwE3Bl4LvBp4GlJ9qiq0SF6/w4cM6a8n4yrJMnBwP7AxcCngA2APYFjk7ymqg7t4btIkqRlpiqs7LEnocqJy5ofkxYk/Bx4FvCvVbVqcDHJW4DTgefRAoajR/L9qKoOmE0FSXagBQi/BLavqiu76x8EzgIOTvK1qrpw7b6KJElajla5IpEmwEQNN6qq46vq2OEAobt+KfDJ7uNOa1nNK7vzQYMAoavjQuDjwIbAi9eyDkmSJGnJmqggYTV+351vHnPvrkn+OslbuvODZyhnl+78jTH3/m0kjSRJ0qwVsLLW6+1wCVTNl0kbbjRWkvWBvbqP4x7un9Qdw3lOBPauqouGrm0CbAVcU1WXjCnnF935PrNs11nT3LrfbPJLkiRJi2GdCBKA9wEPBL5eVd8cun4d8G7apOXzu2sPBg4AdgaOS/LQqrq2u7dZd75qmnoG12/XU7slzaP1brPJYjdh9jbccLFbMCerLr9isZswa3XzuA5mabGEVb1ONnZ+g+bHxAcJSfalTTT+KfDC4XtVdRnwjpEsJyV5MvA94NHAy4CPzLHaWfXuVdUjpmnzWcDD51inJEmStCAmek5CklfTHvDPBXauqlm92qqqm2lLpgLsOHRr0FOwGeOtrqdBkiRpWgWsZL3eDuckaL5MbE9CktcCh9D2OnhC12swF7/pzn8Yj1BV1yb5FbBVki3HzEvYrjv/fE3aLEmS1O9wI2l+TGRPQpI30QKEH9F6EOYaIAD8aXc+f+T68d35qWPyPG0kjSRJkrTOmbggIcnbaROVz6L1IPx2hrSPTrLBmOu7AK/rPh4xcnuw38Jbk9x+KM/WwKuBG4HD1rT9kiRp+SrCKtbr7ageJy4neUaSbyW5OMn1Sc5P8qUkj5km/Q5Jvp7kiiTXJTknyWuTrJihjl2TnJjkqiTXJDktyd6radfeSU7v0l/V5d91hvQrunac032PK7p27jBDno2SvCvJz5LckOSyJF9Mcv+Z2rYum6jhRt0v0YHASuBkYN/kFv84Lqyqw7uf3w/8Sbfc6cXdtQfzx30O3l5VpwxnrqpTknwY2A84J8lRwAbA84HNgde427IkSVqXJHk/8EbgctqqkL8F7g3sBjwvyV5VdcRQ+t2Ao4EbgC8AVwDPpI30eCywx5g69gE+1tVxBHATsDtweJIHVdXrx+Q5mLZAzcXAp2jPZHsCxyZ5TVUdOpI+wJFduT8DDqU9vz2ftnjN86rqKyN5NgS+3bX7TNp817t33+EZSXapqtNm8ce4TpmoIAHYpjuvAF47TZrvAod3P38eeA6wPW2o0K2AXwNfBA6tqpPHFVBV+yc5B9gHeAWwCjgb+GBVfW3tv4YkSVquVi6xOQlJ7gK8nvaM9ODhYdxJdqYNsz6QbvRFkk1pD+wrgZ2q6szu+tu7tLsn2bOqjhwqZ2vgYFow8cjBC9ckBwJnAPsnObqqTh3KswMtQPglsH1VXdld/yBtRMnBSb428vJ2T1qAcAptxMkNXZ5P0la2/FSS46vqd0N59qMFCEcBz6+qVV2eL9ACps92QcyqOf7RTrSJGm5UVQdUVVZz7DSU/jNVtWtVbV1Vt6mqDavqHlX1/OkChKG8n6uq7atqk6q6bVU93gBBkiStjao2cbmvo/pZ3uietGfC00bneVbVCcDvgDsOXd69+3zkIEDo0t4AvK37+KqROl4CbEh7SXvhUJ4rgfd2H185kmfw+aBBgNDluRD4eFfei0fyDOp92yBA6PKcQevxuGPXfuAPPQ+Det44HAh0PQ4nAw8AHs8yM1FBgiRJknr3C9rQn0clucPwjSQ7ArcFvjN0eTBs+xtjyjqJtpntDt0wntnk+beRNGuUp6tvh67+cS+Dx9VzL+AewM+r6oI5tG2dN2nDjSRJkibaqlpa72ir6opu5cgPA+cmOYY2b+BewLNo4/X/eijLfbvzLZaEr6qbk1wA/AmwLfCfs8hzSZJrgbsl2biqrkuyCbAVcM2YJemhBTYA9xm6dm/akPTzuz2xZpNn2nbNkGdZMEiQJEla5qrq75JcCHwWePnQrfOAw0eGIa1uc9nB9dvNMc8mXbrr5rGOPvIsC0srlJUkSVqHFWFlj0dfS6AmeSNt4u7htB6ETYBH0PaT+uckH5hLcX/4uvObZyHqWNN2TTyDBEmSpAXU58TlPiTZibZs/Ferar+qOr+qrquqs2mrRP6KtvrQtl2Wwdv1zW5ZGgCbjqSbS56rZ5l+XA/AfLZrup6GdZZBgiRJ0vI22JjshNEbVXUdcDrtmfFh3eWfdedbjNNPsj5tyfqbab0QzCLPlrSei4u7+qiqa2nByW26+6O2687DcwnOoy3Lum3XjtnkmbZdM+RZFgwSJEmSFtCqWq+3oyeDVYjuOM39wfWbuvPx3fmpY9LuCGwMnFJVNw5dnynP00bSrFGerr5TuvofN8t6fglcBNwnyTa3zDJt29Z5BgmSJEnL22C50Fck2Wr4RpKn0TYau4H2AA5t7sJvgT2TPHIo7a2B93QfPzFSx2HAjcA+3cZqgzy3B97SffzkSJ7B57d26QZ5tgZe3ZV32EieQb3v6dozyLM9bdfl39B2igagqmqong8kWW8oz260YONc2ma9y4qrG0mSJC2QAlb1NNl4UF4PjqLtg/BE4D+TfBm4FLg/bShSgDdX1eUAVXV1kpd3+U5MciRtJ+Vn0ZYUPYq2cdkf21l1QZI3AB8Fzux2M76JtrHZ3YAPDe+23OU5JcmHaTsin5PkKGAD2sP+5sBrRnZbBjgSeG5X7g+THAts0eVZAby8qq4eyfPh7nvuDpyW5Dja3gl70FZaesly220ZDBIkSZKWtapaleTptLfze9ImK29Me/D/OvDRqvrWSJ5jkjweeCvwPODWtDkB+3XpbxG/VNXHumVWXw/sRRvRci5td+TPTdO2/ZOcA+wDvAJYBZwNfLCqvjYmfSV5Aa3X4yXAa2i9ICcB76mqU8bkuTHJE4E3A38BvI42gfoY4J1Vde50f3brMoMESZKkBRNW9rQq0aC8PlTV74G/647Z5vk+8PQ51nMscOwc83wOGBtETJP+ZuCQ7phtnuuBd3aHMEiQJElaMFX97rh8y/f1Uj+cuCxJkiRpCnsSJEmSFlBfm6BJ88meBEmSJElT2JMgSZK0QJboEqjSLRgkSJIkLZj0PNzIoUuaHw43kiRJkjSFPQmSJEkLqM8lUKX54m+pJEmSpCnsSZAkSVogRb9LoDpxWfPFIEGSJGkB9bm6kTRfHG4kSZIkaQp7EiRJkhZIVb9LoJa7N2ue2JMgSZIkaQp7EiRJkhZQv5upSfPDngRJkiRJU9iTIEmStIDsSdAkMEiQJElaIO6ToEnhcCNJkiRJU9iTIEmStIDcTE2ToJeehCQ7JnloH2VJkiRJWlx9DTc6AXhFT2VJkiStk4q2mVpfR9kroXnS13Cj3wLX91SWJEnSuql6Xt3ImcuaJ331JJwI7NBTWZIkSZIWUV89CW8DTkvybuDAqvp9T+VKWkoyYd3aW91lsVswa3WrFYvdhLm54n8XuwXSxHKfBE2CvoKEvwV+ArwFeGmSfwcu5ZadYFVVL+2pTkmSJEnzoK8g4UVDP9+lO8YpwCBBkiQtS26mpknRV5CwTU/lSJIkrdPK4UaaAL0ECVX1X32UI0mSJGnxueOyJEnSgknPOy7bK6H50dcSqAAkeWaSI5P8e5Lzhq7fP8kbk2zVZ32SJEmS+tdLT0KSAIcDf9Vduh7YaCjJlcB7aeHu+/uoU5IkadI4cVmToq+ehP8PeCFwGLA5cPDwzaq6FPg+8Iye6pMkSZI0T/qak/BS4N+Bl1dVJRkX2P4CeEpP9UmSJE2e6nl1I7sSNE/6ChLuC/xDVc30q3oZcMee6pMkSZpI7risSdDXcKObgVuvJs1WwDU91SdJkiRpnvTVk3AusFOSjOtNSHJrYBfghz3VJ0mSNHGKfocbOdpI86WvnoTPA/cDDkkypcwkK4APA3elrYAkSZIkaQnrqyfhH4BnAfsCewC/A0hyFPCntADhK1X1zz3VJ0mSNIHS85wE5zdofvTSk1BVK4FdgQOBDYD70H5rnwtsDLybFjxIkiQta1X9HdJ86asngaq6GTggybtoQcIWwFXAT7sgQpIkSdIE6C1IGOgmLv+s73IlSZImXQGrehwiZGeC5kvvQUKSxwEPAzaj9ST8sKpO7rseSZIkSfOjtyAhyWOBzwL3HlyiC3CT/AJ4aVV9v6/6JEmSJo47LmtC9BIkJHkE8G3ahmrfBU4ELgXuAuwM7Ah8K8njqursPuqUJEmaRO64rEnQV0/CQV1Zu1XVsSP33pVkN+CoLt3TeqpTkiRJ0jzoK0jYAfiXMQECAFX1lSRfBp7SU32SJEkTyaVLNQn62nF5FXDeatL8AkfOSZIkSUteXz0JZwIPWU2ahwCn91SfJEnSxCnbYTCJAAAgAElEQVT6nbjs21fNl756Et4GPCnJq8bdTPJq4AnA23uqT5IkSdI8WaOehCTvGHP5eODQJK8FTgZ+DdwZ+DNgO+AbwJOB09asqZIkSZMu/S6B2uPGbNKwNR1udMAM97brjlFPA54KvHsN65QkSZps1fMSqI430jxZ0yBh515bIUmSJGnJWKMgoaq+23dDJEmSlgOXQNVsJAnwROBJtI2J7wHcAbgeuAz4EW24/1er6ld919/X6kaSJEmS1lKSjYF9gb+mBQaD8Wk30IKDjYBtgXsBzwM+kuRY4ENVdUpf7eg9SOiinrsAtxp3v6ou6rtOSZKkSeASqJpJkhcD7wG2BH4KvAv4PnBGVV09lC7AfYE/pW1WvBvw7CRHAW/o43m7tyAhyR7Am4EHASumSVZ91ilJkjRp+l3dSOuYzwDHAP+nqs6YLlFVFS2I+ClweJJNgb1pz+IvAg5c24b08sDe7YPwUeBm4HvAr7qfJUmSJM3OI6vq7Llm6noZPpbkU8DWfTSkr7f6r6ONkdqhqi7oqUxJkqR1jkOENJ01CRBG8t9A611Ya33tuLwV8CUDBEmSJGny9RUk/DewYU9lSZIkrbOq0tuh5SHJ3ZN8diHr7CtIOBx4WpLb9lTeWEm2SPKyJF9Ocl6S65NcleR7SV6aZLXfJ8lnklR33HuaNNsk+WSSnya5Lsmvk5ya5BVJNuj/m0mSpGWh5uHQcrA5bWLygulrTsL7gUcA30nyRuDsqvpdT2UP2wP4BHAJcAJwEXBn4LnAp2mByh7djO9bSPJM4CXANcBtpkmzfVf2RsA3gK8AmwLPBP4BeF6Sp05XhyRJkjQXSfZaTZJ7LEhDhvQSJFTVyiQfB75E2/mNtnzruKS1NnX+HHgW8K9VtWpwMclbgNNpG0o8Fzh6NGOSOwKfAr5A28fh8dPUcQCwCfCiqvrcUP7Xd3U8GXgccNJafA9JkrQs9T1MyCFH64jDgeuYvm+or9E/s9bXEqi7AUfR9ke4APgf5mEJ1Ko6fprrlyb5JHAQsBNjggTgH7vzq6e5P7Btd/7qSB3XJjkOeABwxzk0W5IkSZrJ/wD7VtW/jLuZ5KHAWQvZoL6GGx1Ai36eUVXf66nMufp9d75FcJLkRcCzgedU1eXT9HIM/AdwP+AZwBFDZWwM7AJcC5zaT5MlSdJy0nZc7rc8rRPOAh4OjA0SaH/VC9pt1FeQcF/gnxYrQEiyPjAYy/WNkXv3BD4CHFFVx8yiuLcBO9B2r/tz4FzanIRdaX9ee1TV/8yyXdNFfPebTX5JkrTucVUijXEw08yX7ZwH7LxAbQH6CxJ+C9zUU1lr4n3AA4GvV9U3Bxe71Y4+R5uovO9sCqqqn3aTl/8fbbLyM7tbvwf+DvhBj+3WMpcNJ2vl4BV3vMNiN2FOzt1/Xhdc69X6l91qsZswJ9t9cKb/li0tq666erGbMCe1cuViN2H2XMND6kVVnbya+9cC312g5gD9BQlHA09Ncquq+v1qU/coyb7A/rTd5V44cvt1tAnKz6iqK2dZ3sOAY2g7SD8O+BFwO+CvgPcAz06yfVVdtbqyquoR09Qx6FKSJEnLjT0JmgB9zZR+G3Al8KUkW/dU5moleTVtKNG5wM5VdcXQve1oE5kPq6qvz7K89YEv0iYmP7OqvldV11TVxVX1PuBjwHa04EOSJGmdkuRxSY5OckmSG7vzt5I8fUzaHZJ8PckV3b5S5yR5bZIVM5S/a5ITu32urklyWpIZ1/9PsneS07v0V3X5d50h/YquHed0e2pd0bVzhxnybJTkXUl+luSGJJcl+WKS+8/UtvmUZMckt16s+vsKEn4M3J02NOeXSS5Pcv6Y45c91UeS1wKHAj+hBQiXjiT5E9ou0C8e2jytkhR/XP70F921Z3ef7wfcG/jPMeVB2z8B2p4QkiRJc1NtlFZfR58zl5O8jbbE+460OZ4fAo4Fbk9bPXI47W5Dab8MfBzYADgEOHKa8vfpynsgbXGYTwF3pc0DPXiaPAfTlgfdskt/BPAg4NiuvNH06eo/pGvPoV37dgRO6to9mmdD4NvAO4CraS+gvwM8BzgzyaPHtW0BnMAi7I8w0Ndwo/VoqwpdNHRtXF9aL/1rSd5Em4fwI+BJVfXbMckuBD4zTRHPoO2V8CXaL8OF3fXBAPHpBl4Plj5dzPkXkiRJvUqyB/Bu2sPxc0c3xU1yq6GfN6U9sK8EdqqqM7vrb6ftl7V7kj2r6sihPFvTJudeATyyqi7srh8InAHsn+Toqjp1KM8OtCHlvwS2HwwdT/JB2mpAByf52qCszp7A7sApwBOq6oYuzyeB7wGfSnL8yPfbD3gsbTn/5w/24kryBdoQ9M8medDwHl0LZFHHpfW1mdrWfZQzG90v4IG0X44nDw8xGmnTj4CXTVPGibQg4S1Vdd7QrZ8A/wvcI8nLqurTQ3luB7y++3jc2n4PSZK0TC2x+d7dQi/vpy1n/xejAQLAyJzT3WkvTv9pECB0aW7oeiOOA17F1B6Fl9Bexr5/+KG+qq5M8l7ai91XMnWZ+Vd254OG55ZW1YXdJr5vB14MvHMoz6u689sGAUKX54zuof+FXfsP6757hup543AgUFVfSXIybY7q4/njiJJloa+ehAXRjVk7kBa5ngzsO2bPgwur6vA1Kb+qbuyGMR1GizT3BH5I62Z7Fu0fxA+YvodCkiRpRktwCdQdgG1ob9KvTPIM2pCgG4DTh9/ud3bpzt/glk6iBRs7JNmwqm6cRZ5/G0kzm3r+jRYk7EIXJHTDhnbo6h+3WtC/0YKEXeiCBOBetCE9P6+qC6bJ87guj0HCErZNd14BvHaaNN+ljV1bI1X1uSQXdOU/hhY53gj8DPgw8HdDv/CSJEmTbvvu/GvgbNqY/z9IchKwe1X9prt03+7889GCqurm7jnqT4Btgf+cRZ5LklwL3C3JxlV1XZJNgK2Aa6rqkjFt/kV3vs/QtXvTnhHPr6pbbK47TZ5p2zVDnmWhlyAhyV6rT9VU1T+taT1VdQBtd+e1UlU7reb+SbRIWJIkqV9LbLgRcKfu/ErgAuCJwGnAPWmTl59Cm8e5U5dus+483XLwg+u3G7o2mzybdOmum8c6+sizLPTVk3A4q/+VT5dmjYMESZIk9W6wZGloPQb/3n3+jyTPob1lf3ySx4wZejTOYDzVXMKhNcmzEHWsabsmXl9BwounuX47WhfWnrQN1/61p/okSZIm0hKckzCYFHz+UIAAQFVdn+SbwEuBR9EmFg/erm/GeJt25+G381fRVo/cDLh8hjxXD6WfqY5xPQBr2q655lkW+lrd6HMz3U9yGC1A+Ggf9UmSJE2knvc26Kmsn3Xn/53m/iCI2Ggo/SNp4/TPGk7YbUy7DW1p/PNH6rhDl+fUkTxb0oYaXVxV1wFU1bVJfgVslWTLMfMStuvOw3MJzqMtbrNtkvXHzEsYl2fw3aebczAuz0I5CBi3zP+C6GsztRlV1XG0mekHLkR9kiRJmrWTaA/12yXZYMz9B3bnC7vz8d35qWPS7ghsDJwystDLTHmeNpJmjfJ09Z3S1f+4WdbzS9o+X/dJss0ts0zbtnlXVW+fbqn/hbAgQULn57SoU5IkaZnKPBxrp9uU9gu0ITfvmNLa5Em0ictX8celSI+iveHeM8kjh9LeGnhP9/ETI9UcRlstcp9uY7VBntsDb+k+fnIkz+DzW7t0gzxbA6/uyjtsJM+g3vd07Rnk2R54PvAb2hD4wXevoXo+0O0ZMcizGy3YOJe2euayspBLoD6AZTjpQ5IkaQLsBzya9kC+I3A6bXWj59CG8Ly8qv4XoKquTvJyWrBwYpIjaTspP4u2pOhRtKDjD6rqgiRvoA09P7Pb2Owm2sZmdwM+NDopuqpOSfLhrm3nJDkK2ID2sL858JqR3ZahbeD23K7cHyY5Ftiiy7Oi+x5Xj+T5MLBrl+e0JMfR9k7Yg7bS0ksWYbdlAJIcRAvSpmwg3O2Afeequni+6p7XnoQk6yW5Z5L30Lprxm1sIUmStHxUj0dfTaq6jBYkHALcHdiXtoHYvwKPq6ovjaQ/hraX1EnA84DXAL+nPdDv2b2hH63jY7RA4j+AvYBXAJcCL6qq10/Trv2BF3XpXtHl+w/gmVV16Jj0Bbyga8fNXbue27Vzx6r6ypg8N9KWfT2QtujO64AnAccA21fVaePatkCeCKwYCRAeBvwK+K8k5yfZaT4q7mufhFXM/Ksa2kz2N/RRnyRJ0sRaouMqugfR/bpjNum/Dzx9jnUcCxw7xzyfA2ZcJGck/c20YOeQOeS5nrZz8zvn0rYFsDXw1ZFrB9EmgX+PNl/ka0keUlW/7LPivoYbncT4X/lVtBnxpwOHDe3UJ0mSJGlmm9J2wgYgye1ovRxfrKo9k9wb+HfgjcBf91lxX0ug7tRHOZIkSeu8pbdPgpauX9F6DQaeTJsu8I8AVXVekq/SAodeLeTqRpIkSZJm7xzgKUkGu2L/JW0y9UlDaS4A7tp3xQu5upEkSdKyVsAtp/SuXXlapx1CW371uCS/oK3CdNTIRnF3Am7ou+I1DhKSrNHGaFX1jtWnkiRJkpa3qjo5yduAd9E2qruq+3nYnwCjO1KvtbXpSXgbLYCdzcC64UDXIEGSJC1PPS9dalfCuq+q3pvk08D9gP+oqssH95JsCzwKOKLvetcmSHjxLNNtArwWuDf+KkuSpOXOicuao24fi8vG3NqUtjzsMX3XucZBQrdm7bSSBHgJ8FZgS9ryTUtt7VlJkiRpIlXVj2jP272bl4nLSZ4KfIA2Rup64N3AB6rq2vmoT5IkaRIESI/jKuyT0HzpdQnUJA9O8i3aFt4PAA4HtquqdxogSJIkSbOTZMckt16s+nsJEpLcNclhwFnAE4FvAw+tqpdWVe+zrSVJkiZW9XhoXXYCcI/FqnythhsluQ3wJuB1wMa0DR/eWFXf6qFtkiRJ6x4nLmt2FvUXZW32SXglcABwR9rarPsAn6vqc4sQSZIkSQttbXoS/p7W0XUe8DHa0KUXt0WNpldVn12LOiVJkiaX+yRoQqzt6kYBtgM+Msu0BRgkSJIkSUvY2gQJo1tCS5IkaXV8+68JsDabqRkkSJIkzZVBgiZAr/skSJIkSZp887LjsiRJkqbhEqianYOA3y5W5QYJkiRJ0hJTVW9fzPoNEiRJkhZQnJOgCWCQIEmSJC1hSe4HPJq2pcBFVXX8fNdpkCBJkrRQ3ExNc5BkPeAzwF6DS8Aqumf4JKmqefktcHUjSZIkaWl6E7A3cCrwSuBoWqAwsEOSC5Ps3HfFvQQJSbbuoxxJkiRJf/Bi4GfA46vqU8BPhm9W1feBm4E/77vivoYbnZ/kfOAE4Djg+Kq6rKeyJUmS1hlOXNYc3BP4eFWtnCHNWcAOfVfc13Cjo4DbAi8F/hm4JMmPk3wkybOSbNpTPZIkSdJycTWw4WrS/ArYsu+Ke+lJqKo/B0jyYOAJ3fE44DXAPsCqJGcDx1XVW/qoU1onrJqs10kr73i7xW7CnFzw1E8vdhPWWTuf+PLFbsKsbXTKzxa7CXOy6vobFrsJs7fehGwKduNSmoKZnjdTm5C/A62pM4AnJlmvqlZNk2YVsFnfFff6r6aqzqmqQ6pqV2Bz4LHAu4DLge1pky8kSZKWr+rx0LruM8B2wIEzpHkw7Vm7V/OyBGqS+9J6E54I7AQMXj/+Yj7qkyRJktY1VXV0ki8Af5vk/sCUrsYkz6E9bx/Vd929BAlJtuKPw4yeQBsXFeBi4KvA8bShRr/qoz5JkqSJZQ+A5uYvaT0FrxpcSHICcAfgAcDvgff3XWlfPQkXdefLgRP5Y1Bgz4EkSZK0hrq5CPsk+Txtvu+TgMd3t88B3lBVZ/Vdb19BwmDWzEXAL4HzgP/uqWxJkqR1hkugak1U1WnAaQBJNgRSVfO20kFfE5efABwE3ATsD3wTuDLJ8UnemuRPu22lJUmSlq8+Jy07eXnZqqob5zNAgJ6ChKo6oareXlU70FY12g34JLAFbTb292lBw1f7qE+SJEla1yTZaCmUAT0vgQpQVddU1deq6nXAU2g9C7+hbbb2jL7rkyRJmij2Imh6FyT5m2440ZwkeUiSrwCv76MhvQYJSW6bZNckhyQ5h7YD3IeAOwFXAF/usz5JkiRpHfIt4MPAJUk+kWTnmXoGkmyb5FVJTgXOBh4CnNBHQ/paAvXdtHkJjwRW0CYyX0v7osfRVjv6YVUZ80qSpGXNicuaTlXtleSjwHuBV3THyiT/CVwCXAncmjak/760ZVAD/Bp4K3BIVd3YR1v6Wt3orbRJy6fyx6DgB1V1c0/lS5IkSeu8qjoTeHKS7YCX0l7EPxR40EjS3wD/AhwNHF1Vv++zHX0FCU8FTq6q63sqT5Ikad1UWX0aLXvdfmNvBkiyMbAVrQfheuCyqrpkPuvvJUioqm/1UY4kSdI6z+FGmqOqug74RXcsiL56EoA/RDnPBR4G3A64ijaJ4stVdW2fdUmSJEmaH70FCUmeDnyOtk/CcD9aAYckeXFVfa2v+iRJkiZNqt+Jy06C1nzpa3Wjh9MmTqwA/pk2cfkSYEtgF+AFwFFJHltVZ/VRpyRJkqT50efqRgU8rqp+MHLv8CQfB04E3gI8r6c6JUmSJo9v/zUB+goSHgd8aUyAAEBVnZbkKNoOzJIkScuWQ4Q0CfracXkz4L9Xk+YiYNOe6pMkSZI0T/rqSfgf4FGrSfNI2jwFSZKk5cueBPUsyfp9b2LcV0/C14Fdkrw5yYrhG0nWS7I/8MQunSRJkqTVSPKPSW69mjTbAN/ru+6+ehLeDTwbOAj46yQn03oN7gL8GbA1cCnwnp7qkyRJmkz2JGj2Xgb8aZI/r6qfjt5MsjvwKeZhSH8vPQlVdSnwWOA7wD2BvwLeALwQ2Ka7/mfzvX20JEnSklZ/3Cuhj8OAY513EPAA4MwkLx5cTLJBkr8HvgCsBJ7Td8W9baZWVRcCT0myFW3H5c1oOy7/sKp+1Vc9kiRJ0nJQVW9PciJwBPDpJLsAHwE+DTwY+D7wgqq6uO+6ewsSBrqAwKBAkiRJWktVdVyShwCfB/6iO1bRhvEfUFWr5qPeviYur1aS+yX50kLVJ0mSJK0jrgF+A6Q7rgJOmq8AARYgSEhyzySHAT8Gnjvf9UmSJC1p1eOhdV7Xi3A28ALgm8ArgQ2AbyQ5KMm8PM+vVaFJHpPkuCRXJ7k8yTFJ7t3du3WSg4GfAXsDlwF/s/ZNliRJktZ9SV4NnApsC7ylqp5WVf8IPAI4B3gzcHKSe/Rd9xrPSUjyYOA4YHjt1mcBD0+yA3As8BBa18j7gb+vqhvWoq2SJEkTL/YAaPY+BlxEm5x86uBiVf0iyZ8CHwJeDfwQ2KLPitemJ+GNtADhH2i7LT8a+AxwN+Bk2ozrg4F7VdWHDRAkSZJwuJHm4ivAw4YDhIGquqmqXsM8Dedfm9WN/gw4rapeNXTtjG7c1COAt1bV+9aqdZIkSdIyVVWr3f+gqo5Jclbfda9NT8JdaGuzjjq5O39mLcqWJElaN9mToJ5V1X/3Xeba9CRsAFw95vrVAFX1m7UoW5IkSVrWkpw/y6RVVffqs+7eN1OTJEnSNKrnicv2Jqzr1mP83/JmwO26n/8H+H3fFa9tkPDsJFuPXHsoQJLPjklfVfXStaxTkiRpcvlgr1mqqq2nu9dtO/BRYBPgKX3XvbZBwkO7Y5wXjblWgEGCJEmStBaq6rwkzwV+ArwT+Ns+y1+bIOHFvbVilpJsATwHeAbwIGAr4Cbabs6HAYetbnvqJJ8BXtJ93K6qzpsm3R2ANwHPBO4J3AhcAHyrqt609t9GkiQtN6Hf4UbpryhNoKq6Icm3absxL40goao+12dDZmkP4BPAJcAJtM0l7kxbH/bTwNOS7FFVY//5JXkmLUC4BrjNdJUkeRht2+stgG8Bx9D2hNgW+HNa8CBJkiQttptpq472atImLv+ctqvzvw73GCR5C3A68DxawHD0aMYkdwQ+BXyB9gf5+HEVJLk9bbfoDYDHVtUPRu7fqpdvIkmSlifnJKgn3ciX5wBLagnUBVdVx09z/dIknwQOAnZiTJAA/GN3fvU09wdeRxvGtM9ogNDV1fvscUmStIwYJGiWkrxjmlvrA3cHdqOtdNTrUKNBBeuKwcP7zaM3krwIeDbwnKq6PJlxBN9fACuBzyd5APAEYGPgl8A3quqaPhstSZIkTeOA1dy/GnhPVX2g74rXiSAhyfrAXt3Hb4zcuyfwEeCIqjpmNeXcHrgXbVjTAcBrmTon6PIke1XV12fZrum2yL7fbPJLkqR1zITsk5DkhcA/dR9fXlWfHpNmV+D1wMOAFcB/AH8/07zVJHvTRnU8gPZS9ofAwVX1tWnSrwBeQ5tTuh1wPfAD2oPxKdPk2Qh4M7AnbfGZq4ETgXdW1X9Ok2dz4B20l8pbApfTninfUVUXT/d9FsDO01xfBVwJ/LSqbvGCvA/rRJAAvA94IPD1qvrm4GKS9YDP0SYq7zuLcu7Une9F+4V8E+0fSIC/Av4PcHSSh0/3SybNRf3+psVuwtz86NzFbsGcPGP7py92E2atbpqskYwbXH72Yjdh1lbOvOjdkrNis00Xuwmzt+GGi92CWclvVyx2EyZKkrsDH2OGhV6S7NOluRw4grba5O7A4UkeVFWvH5PnYGB/4GLaPNENaA/yxyZ5TVUdOpI+wJFduT8DDgU2B54PnJTkeVX1lZE8GwLfBh4LnEl7UXx32uI3z0iyS1WdNpJnC+AU4D7A8V2d96Ot5PmMJI+pqtnufNyrqvruYtQL60CQkGRf2i/cT4EXjtx+HW2C8jOq6spZFLdi6Pyhqvrg0L2Dk2wJ7EfrYfjr1RVWVY+Yps1nAQ+fRXskSdK6ZgnPSegezA+jPfz/C62nYDTN1sDBwBXAI6vqwu76gcAZwP5Jjq6qU4fy7EB7XvslsP3guSzJB4GzaM9ZXxuU1dmTFiCcAjyhqm7o8nwS+B7wqSTHV9XvhvLsRwsQjgKeP1joJskXaKtVfrYLYobfHryXFiAcUlX7DbV5X1qQ8ffAU2fz57cuWW+xG7A2krya9pd3LrBzVV0xdG872kTmw2Y7PIjWbTPw5TH3B9cetQbNlSRJWur2BXahvUW/dpo0LwE2BA4dfqjvHvzf23185UieweeDhl/cdvk/3pU3ugfXq7rz2wYBQpfnDNpqlXekBRHAHwKcQT1vHA4Euh6Hk2nDnB4/lGcT2kvma2kbkg07FLgQeEqSbVlmJrYnIclrgUP4/9u78zDJqvLw498XZFEQUMEVFVSIC+4SFQRGEAMRXCEiRhbFaATRoMYEQSa4RAmCgiiKCKjJDyJEFBdQgQEUBUGRKLIpo0BAZN+3mff3xznlVJVV09XdVdV9u7+f57nPnbr3nHPPPV1TdU+drawyt1Vm3tAV5FnUN1xE9Fv47Yo6iPl1mXlyZl4XEbcDawC39gjfelM/dNo3IEmS5qdZ2pIQEc+gdOH+TGaeHRFb9gnaOn5qj3Pf6wozaJz9a5gDal5WATYB7qY83PeK85Ya55h67KnAk4DLM/OqPnE2q3HOrMdeSnmu+35XiwSZuTQivg/8A2VswMi7HEXEl6cYNTPzbcPMy5QqCRGxy8ShesvMr0wcasLrf5DyJr4I2Dozb+wRbDFwdJ8kXkVZK+HrlMEsi9vOnUEZtLIRZQBOu43a0pYkSZq0oQ5cHpI6CcxXKQvV7jtB8L+q+8u7T9QfXO8C1o2Ih2Xm3fXX+icAd2bmdT3Su6LuN2w79jRK9+/f9RmY2ytO33wNOc4o7TbFeAnMfCUBOJbJ14OjxplWJSEi9gcOpPRfe2V7F6N2mXkRsEefNBZRKgn7ZuaVXaePoFQS9ouI0zLz1hpnLUotF8qAFkmSpLniw5RZil6WmfdMEHbNur+tz/nbgNVquLsHDA+w1iSvMVNxRmn9MV1nQlOtJPTrvjNSddqsAylTZp0D7N1jzYPFmXnsVK+RmT+MiMMpsxv9KiJOqae2A9alDHqZdmuIJEmap2ZZS0JE/DWl9eBT7YONp5Nk3U/2TicTfirXGFecKcvM34/jOoOYUiVhefPfjlirdrUiZYahXs6itHRMWWbuHREXAO+i9HdbkTJ70kGU+X+bNZ+eJElSD23djC5nWY+JidwGrE35Ff6mHudb8/je3hYelv1q363Xr/kTxVmjK9w444xU7dZ/UWZePK5r9tKo2Y0yc2FmxgTbggHSWVDDdnc1ag/zlcx8SWaunpkPzcznZ+bhmblkqDclSZLmj7qY2rC2Ify+vTqlv/0zgHsjIlsby2b7Oaoe+3R9fVnd/0U//Tpd/GrANZl5N0Bm3gVcC6xez3fboO7bxwVcSek58pRakRkkTt98DTnOqB1L6fr+ZxGxa0ScMcY8DHd2o4hYB3gD5Y22Wmbu0XZ8feB/B+jnJkmSNHfNru5G99F/opcXUMYp/IjyMN3qinQGZS2CbdqOtWzbFqbdGZTeGduwbDaivnEy876IOJcyG9FmLJuNaHnX+S1l4PWGEbF+jxmOesX5KWUV500j4uHtMxzVRXlfWV92X3/c1qNt6tZxGFpLQkS8jTLrzxGU/vzt4xYeQ3kT7Tys60mSJGl6MvOezNyj1wZ8qwY7rh47ob4+hlK52KsurAZARDyCZTMjHdl1qdbrD9VwrTjrAXvW9LorD5+v+49GxKptcTamrLr8J+CktnvJtuscVB/yW3FeQ6lsXELpmt6Kcyelu9VqwMKu6+9FeTg/baZWXJ5JQ2lJiIitgS8CF1Oapv6GtkU0MvNXEfFrStNJv9qqJEnS3De7WhImLTOviogPAIcBF9TVjO+nLGy2Lj0GQGfmuRFxCGVF5Isj4kRgZcrD/iOBd3ettgxlNsnX13R/USeTeVSNsyLw9sy8vSvOIZTJZnYAzouI0zfDiGgAACAASURBVClrJ+xImWnprT3Glu4LLAD2iYjnAedTesW8BriBUomZd4bVkvBB4Dpgi8z8FqVAu11MWeVOkiRJDZaZhwOvpqwptQtlwbHrgd0y8/194ryPsg7A9TX8LjX+9pn52R7hE3gTpWLxIKWnyuuBs4HN6yrK3XHuA15BmQ1zLeCfgK0ps1NunJnn9YhzE2VRtcMo6zO8D3gxpWXjhZn520HKZK4Z1piEFwHH96jNtbuGsjaBJEnSvPUXk7fPUpm5kL/sgtN+/hTglH7n+8Q5Dhh4lsy6kNqhdRs0zj2Uni0HTBS2Lc7NwHvqNhvMeHvTsCoJKwN3TRBmLcoodUmSpPlrxh//1AALI2Jh98GI6PcsnZk51AmJhpXYYuCFE4R5McummZIkSZLU22QbnIbeQDWsMQnfBDaLiB17nYyI3YHn0DYCXZIkab4JhrtOQlO6LmlwmbnCVLZh52NYLQkHATsB/y8idqCuWhcRe1Gmm3o9cAVw+JCuJ0mSJGlEhlJJyMxbImIL4CuUKaZaDqv7c4Cd64p7kiRJ89NwVknuTE8agaENcMjMPwALIuI5lGmkHgXcBvw0My8c1nUkSZIkjdZQR0EDZObFlDURJEmS1M1f/9UAQxnkEBEbDhjuNcO4niRJUlMNc+CyNCrDGgl9QUT8fb+TEbFSRBwG/M+QridJkiRpRIZVSbgHOC4ijomIh7afiIinAj8B9gJ+NqTrSZIkNVMOcZNGZFiVhOcCi4BdKa0KGwFExJuAnwPPBw4GXjak60mSJEkakWFNgXp9RLwC+DCwH3BeRJwJbAvcCPxdZp42jGtJkiQ1mWMJ1ATDnAI1gX+LiBuAI1hWQXhBZl47rOtIkiQ1luskqCGGuoRzRLyd0q1oCbAYWAf4akQ8bpjXkSRJkjQ6w5oC9eERcTxwJHAzsCXwTOAoYAFwUUS8ahjXkiRJajKnQFUTDKsl4RfA3wHfBZ6Xmedk5n2Z+Q7gjcAqwLci4pAhXU+SJEnSiAyrkvBE4P2ZuX1m3tR+IjO/DrwAuBB4z5CuJ0mS1ExOgaoGGNbA5c0y8/x+JzPzdxGxCfCJIV1PkiSpmXy4VwMMawrUvhWEtjAPAu8fxvUkSZIkjc7QpkCVJEnSxBxwrCaYUiUhIr5MaSzbNzP/WF8PIjPzbVO5piRJkqTxmGpLwm6USsIngT/W14NIwEqCJEman1xMTQ0x1UrC+nV/bddrSZIk9RFA5PCe7GNoKUmdplRJyMzfL++1JEmSpOaa9sDliHgSsDGlwetnmXn1tHMlSZI0V9lFSA0wrUpCRBwMvJdlrV0ZEYdm5gemnTNJkiRJM2LKKy5HxM7APpQKwqXAZfXf+0TEm4aTPUmSpLklcnibNCpTriRQZil6EHhFZj4rM58J/A2wFGcwkiRJkhprOpWE5wAnZ+aZrQOZ+UPgm8DzppsxSZKkOSmHuEkjMp1KwiMoXYy6XQqsNY10JUmS5qYhdjUKKwoaoekMXF4BeKDH8Qdw2l5pbhri3N7j8OC1/zfTWdBsEA37SnrCY2c6BwPLlVac6SwMJG+b9mSO0rwz3f81zXpikCRJmmk+PakBpltJWBgRC3udiIglPQ5nZlqdlyRJkmax6T6wT7YNt2FtvpIkScPl1KVqgilXEjJzOoOeJUmS5icrCWoAH/QlSZIkdXB8gCRJ0hjZ3UhNYEuCJEmSpA62JEiSJI1L5nDXnGnY+jVqDisJkiRJYxIMt7uR00ZqVOxuJEmSJKmDLQmSJEnjZA8hNYAtCZIkSZI62JIgSZI0RrF0pnMgTcyWBEmSJEkdbEmQJEkal2S4YxIc36ARsZIgSZI0Rq64rCawu5EkSZKkDrYkSJIkjZOrJKsBbEmQJEmS1MGWBEmSpDFyTIKawEqCJEnSOFlJUAPY3UiSJElSB1sSJEmSxiWH3N3IVgmNiC0JkiRJkjrYkiBJkjROToGqBrCSIEmSNCbBcLsbxfCSkjrY3UiSJElSB1sSJEmSxsneRmoAWxIkSZIkdbAlQZIkaYxccVlNYEuCJEmSpA62JEiSJI1LAkuH2JRgq4RGxEqCJEnSOPlgrwawu5EkSZKkDrYkSJIkjZEDl9UEtiRIkiRJ6tCoSkJEPCoi9oiIb0TElRFxT0TcFhE/ioi3RcSE9xMRR0dE1u1pA4RfOyKur+F/NJw7kSRJ81bm8DZpRJrW3WhH4PPAdcCZwB+AxwCvB74EbBsRO2b2/l8TEdsDbwXuBFYf8JpfAFabZr4lSZIgh9zdyHqCRqRRLQnA5cCrgXUz882Z+a+Z+Vbg6cDVwBsoFYa/EBHrAEcBJwAXDnKxiNilpvfPQ8i7JEmS1AiNqiRk5hmZeUpmLu06fj1wZH25oE/0L9b9noNcKyKeBBwGHA18b/K5lSRJ6iGHuA3BVLtzR8QmEfHdiLg5Iu6OiIsj4r0RseJyrrVdRCyq6d8ZEedFxK4T5G/XiDi/hr+txt9uOeFXrPm4uN7LzTWfmywnzkMj4t8i4rKIuDciboiI/46IZywvb3NZoyoJE3ig7h/sPhERuwGvBd6ZmTdNlFBEBHAscBuwz/CyKEmSNOvsSOlt8WLgPODTwEnARpTu3P9dn43+LCJeA5wNbA58AzgCWBk4FDi+10UiYi/glJru1+o1Hw8cGxEH94lzMOWZ7HE1/NeAZwOn1PS6w0e9/qE1P5+t+dscOLvmuzvOKsAPgA8DtwOfAX4IvA64ICJe3Ctvc13TxiT0FBEPAXapL0/tOvdkyh/7a5l58oBJvpfSIvHKzLw9Ih45xXz169b09KmkJ0mSmi6JoQ44Hkpare7c32nvrRER+wLns6w790n1+BqUB/YlwILMvKAe3x84A9ghInbKzOPb0loPOBi4GXhRZi6uxw8Efga8LyJOysyftMXZBHgf8Ftg48y8pR7/D0rX8YMj4tuttKqdgB2Ac4GtMvPeGudI4EfAURFxRmbe0RZnH2BT4ETgja0yiIgTgJOBL0fEs7t7ssx1c6KSAHyCUiv9bmae1jpYm8eOowxU3nuQhCLimcDHgSMz84cjyKskNV6ssspMZ2FgK66z9kxnYVIued/DZzoLA3vIDSvNdBYGct9hfXu/zIxZ9qiZmWf0OX59fbj+GOXH05PqqR2AdYCvtCoINfy9EbEfcDrwj3S2KLwVWAX4ZPtDfWbeEhEfp3Tvfifwk7Y476z7j7UqCDXO4og4Atgf2B04oC3OP9b9fq0KQo3zs/rQ/5aa/2Pgzy0Prev8c3tFIDO/GRHnAJsBW1AmzZk3Gt/dKCL2ptQyL6X84dv9E+WP+vb2N9dy0loJ+Cpl9qRpD1bOzBf22mpeJUmSZrte3bm3rPtT+UtnA3cDm9RuPIPE+V5XmCnFqdfbpF7/nAGv81TgScDlmXnVJPI25zW6khARe1K6El0CvDwzb247twGl5ntMZn53wCT/FXg+sHtm3jns/EqSpPktEiJziNsI89q/O/df1f3l3XEy80HgKkpvlacMGOc64C5g3Yh4WL32asATgDvr+W5X1P2GbceeBqwI/K7mY5A4ffO1nDjzQmMrCRHxXspglF9RKgjXdwV5FqVZa/e2xdMyIpLSugBwRT322vr6BUAAi7rCt2qWm9Zjt4705iRJkmZez+7cwJp1f1ufeK3ja00hzppd+1FcY7px5oVGjkmIiA9S3rgXAVtn5o09gi2m9G/r5VXAY4GvU0axL67HfwD0Smt14I3AH4FvU5qxJEmSJq8BC6BN0J17wuh1P5k7nUqccVxjqvlqvMZVEurI+QMpo9pf2d7FqF1mXgTs0SeNRZRKwr6ZeWVbnCP6hF+PUkm4MjN7pilJkjQXdHXn3qrHs1b3r/7d1ugK1/r32jVOr+noW3FuH/AavVoAppqvycaZFxpVSaiLbRxImXLrHGDvrml7ARZn5rFjzpokSdJghjoF6nDV7tyHUrpzb5WZN/QIdhnwIko//Y7p3us4hvUpA51/1xVn7RrnJ11xHgesBlyTmXcDZOZdEXEt8ISIeFyPcQkb1H37WIIrKc+IT4mIh/QYl9ArzmV132/MQa8480LTxiSsX/crUtYyOKDHttuM5EySJGkAZfDycLah5qt05z6U0p375X0qCFDWQgDYpse5zYGHAedm5n0Dxtm2K8yU4tTrnVuvv9mA1/kt8Adgw4hY/y+j9M3bnNeoSkJmLszMmGBbMEA6C2rYKycKW8MvruFfNu2bkCRJmmVqd+5PUFoGtuoz3rPlRMoYzp0i4kVtaawKfLS+/HxXnGOA+4C9ajfuVpxHAPvWl0d2xWm9/lAN14qzHrBnTe+Yrjit63605qcVZ2NK1/E/sWy9BzIz265zUF1jqxXnNZTKxiXAWcwzjepuJEmS1HizrLvRZLtzZ+btEfF2SmVhUUQcT1lJ+dWUKUVPBE5oj5yZV0XEB4DDgAvqwmb3UxY2Wxf4VPtqyzXOuRFxCGVF5Isj4kRgZcrD/iOBd3ettgxlAbfX13R/ERGnAI+qcVakrJ11e1ecQ4DtapzzIuJ0ytoJO1Imq3nrfFttGawkSJIkzXfd3bl7OQs4tvUiM0+OiC2ADwFvAFaljAnYBzis/kLfITMPj4jFwPsp6y+sQPmVfr/MPK7XRTPzfRFxMbAX8A+U9ap/DvxHZn67R/iMiDdRuh29FXg3cC9lkbePZua5PeLcFxGvAP4F2JmyGO/twMnAAZl5SZ8ymdOsJEiSJI1LQgzzN+khNEpk5kJg4RTi/Rj420nGOQU4ZZJxjgN6ViL6hH+QMrbi0EnEuYdl41uFlQRJkqTxmmXdjaReGjVwWZIkSdLo2ZIgSZI0TjYkqAFsSZAkSZLUwZYESZKksUliqGMSbJbQaFhJkCRJGpdkuAOXrSNoROxuJEmSJKmDLQmSJEnjNO/W7lUT2ZIgSZIkqYMtCZIkSWM03IHL0mjYkiBJkiSpgy0JkiRJ42RLghrASoIkSdK4OAWqGsLuRpIkSZI62JIgSZI0Tk6BqgawJUGSJElSB1sSJEmSxiTIoU6BGg5K0IhYSZAkSRonZzdSA9jdSJIkSVIHWxIkSZLGxSlQ1RC2JEiSJEnqYEuCJEnSODkmQQ1gJUGSJGmcXCdBDWB3I0mSJEkdbEmQJEkao2GukyCNii0JkiRJkjrYkiBJkjQumUOeAtVWCY2GLQmSJEmSOtiSIEmSNE5L/fVfs5+VBEmSpHGyi5AawO5GkiRJkjrYkiBJkjROtiSoAawkSJImr0F9qpess9ZMZ2FSrtrmSzOdhTln46/9aaazIDWOlQRJkqRxSYY8BerwkpLaWUmQJEkamxxyS5y1BI2GA5clSZIkdbAlQZIkaZxy6UznQJqQLQmSJEmSOtiSIEmSNE5OgaoGsJIgSZI0LslwBy5b39CI2N1IkiRJUgdbEiRJksYmh9zdyKYEjYYtCZIkSZI62JIgSZI0Tg5cVgPYkiBJkiSpgy0JkiRJ42RLghrASoIkSdK4JLB0iCsuW9/QiNjdSJIkSVIHWxIkSZLGxilQ1Qy2JEiSJEnqYEuCJEnSODlwWQ1gJUGSJGlcElg6xEqC9Q2NiN2NJEmSJHWwJUGSJGmMMoc4Bao0IrYkSJIkSepgS4IkSdLY5HDHJDgoQSNiJUGSJGmcnN1IDWB3I0mSJEkdbEmQJEkalwSWDnHgso0SGhFbEiRJkiR1sCVBkiRpnByToAawJUGSJElSB1sSJEmSxiRJcohjEtJBCRoRKwmSJEnjkgy3u5F1BI2I3Y0kSZIkdbAlQZIkaZyGuuKyNBq2JEiSJEnqYEuCJEnS2CTkEBdTc1CCRsRKgiRJ0rgk5DC7G1lH0Ig0qrtRRDwqIvaIiG9ExJURcU9E3BYRP4qIt0XEhPcTEUdHRNbtaV3nIiK2iYjDI+KiiLglIu6NiMsi4tMR8ZjR3Z0kSZI0OzStJWFH4PPAdcCZwB+AxwCvB74EbBsRO2b2nlssIrYH3grcCazeI8gqwPeA+4GzgR8CKwJbAu8BdoqIzTLzimHelCRJmkeG2t1IGo2mVRIuB14NfCdz2f+wiNgXOB94A6XCcFJ3xIhYBzgKOAF4LLBFj/SXAPsBn8vMW9rirgB8DngHcAiw/ZDuR5IkSZp1GtXdKDPPyMxT2isI9fj1wJH15YI+0b9Y93suJ/0HMvNj7RWEenwpcOAE6UuSJE0ol+bQNmlUmtaSsDwP1P2D3SciYjfgtcDrMvOmiJhK+vf3S1+SJGkwzm6kZpgTlYSIeAiwS315ate5JwOfAb6WmSdP4zJv65X+BPm6sM+p597FHZyXP5xGdiRpBj0wpR9bZsZvzpzpHEzKxq+8eaazMOf85or7WXWV2fGeHfb3/13cMbS0pHZzopIAfALYCPhuZp7WOljHEhxHGai891QTj4iNgQOAOyhjFqZrhaUsWXIHt/5yCGmp09Pr/tIZzcXcZNmOTvPKtjk/Xj6de4AGle3P/3emczCwJr1v17vn3rx9pjMBXLqUJdzBrUNPd9gJSo2vJETE3sD7KP9B3tJ1+p8oA5Rf1T3OYBLpbwicAqwE7JSZvx00bma+sE+aFy7vvKbOsh0dy3Z0LNvRsWxHx7KdvMx880znQRpUowYud4uIPSldiS4BXp6ZN7ed2wD4GHBMZn53iulvQJlq9ZGUCsK3pp9rSZIkaXZrbCUhIt4LfBb4FaWCcH1XkGdR1j3YvW3xtIyIZNn0p1fUY6/tkf4zgLOAtYEdM/MvplWVJEmS5qJGdjeKiA9SxiFcBGydmTf2CLYYOLpPEq+irJXwdeD2GrY9/WdTFlJbE3hDZn57KBmXJEmSGqBxlYSI2J+yZsGFwCvbuxi1y8yLgD36pLGIUknYNzOv7Dr3PEoF4WHAa9oHQkuSJEnzQaMqCRGxK6WCsAQ4B9i7x5oHizPz2Cmm/wjgdMoYhNOBl0bES3sE/XRmDn1qAkmSJGk2iMzmzGMXEQspU5Euz1mZuWCCdBZRxiVs0N6SEBHrAVcNkJX1M3PxAOEkSZKkxmlUJUGSJEnS6DV2diNJkiRJo2ElQZIkSVIHKwmSJEmSOlhJkCRJktTBSoIkSZKkDlYSJEmSJHWwkjANEbFZRJwUEddFxH11//2I+Nu2MOtFRC5nO3456e8aEedHxJ0RcVtELIqI7cZzdzNrVGUbEZtGxEER8bOI+FNN+6qI+FJEPG28dzkzRv2+bUtjlYj4VQ1/zWjvanYYw2fC6hGxf0T8sn4u3BERv46IL0bESuO5y5kxyrKNiEfXz4Vf1TK9KSIujIgPRMTDx3eXM2OQsm0LG/W7aVFE3BwR99TP0P+OiA37pD9vv8ukJmvUisuzSUTsB3wEuBH4NnAdsDbwfGAB8N2uKL8ETu6R1K/6pH8w8D7gGuAoYGVgJ+CUiHh3Zn52+ncxO424bE8C1gHOBf4TeBB4KfA2YKeI2DozfzL9u5idRv2+7fJx4MlTzWvTjOEzYT3gB8DTKCvOfx4IYD1gB2Af4IHp3MNsNcqyreV6HvBoYBHwPWBV4JXAQcDfR8RLMvOead/ILDSZso2IVYGvA9sBlwH/BdwBPB7YDNgQuLwr/Xn7XSY1Xma6TXIDdgSS8oX98B7nV2r793o17LGTSH+TGudK4BFdad0E3AusN9Pl0NCy/SDw+B7H961p/e9Ml0FTy7YrrQXAUuCdNZ1rZvr+m1y2wErAL4D7gVf3OL8idXHMubaNoWyPqHEO6FGmp9dzu8x0Ocx02XaV1ceBFQYIP2+/y9zc5sJmd6NJiogVgE8CdwM7Z+Yd3WEyc7q/5r2z7j+Wmbe0pbuY8iG9CrD7NK8x64yjbDPzk5n5fz1OfRK4B9goIh41nWvMRmN637autQZwLHB6Zh45jDRnszGV7VuA5wGfycxv9Uh/SWbmNK8x64ypbJ9S9x3lmplLgO/Ul+tM8xqzzmTLNiKeSvlu+hnwocxcurzw1bz8LpPmCrsbTd4mwPrAicAtEfEqYCPKLyLnZ/+uKo+PiHcAj6L8gvKTzLy4T9gt6/7UHue+B+xfwxwwtVuYtcZRtv0kpesRwJJJ53z2G2fZHgY8gtKFaz4YR9nuXPfH1u4x2wJrAX8ATs3Mm4ZxI7PQOMr218A2wKsorTXAnx+it6W0iJ0xhHuZbSZbtm+ijGM8DlgjIrYHnkgp3zMy88oe15iv32XSnGAlYfI2rvs/Aj8Hnt1+MiLOBnbIzD91xdu6bu1hFwG7ZuYf2o6tBjwBuDMzr+tx/SvqvucAsYYbadlOYEfg4cBPM/PWSea7CcZSthHxOmBXYI9JlH3TjaNsN6Y8vG0L/Dudn913RcTemfnl6dzELDWOsj2I0sf+IxHx8nqdlSljEh5LeS//grlnsmXbCr8m8FtKBawlI+LzwN61BWa+f5dJc8NM93dq2kb5gm796nwFsBWwOvAsyq8lCSxqC/9o4EDgBZRf/tYCNqf8MpU1jdXawj+e5fThpvRNTuC+mS6LppXtcq67PnADZdDnJjNdDk0tW+AxtRy/23V8To9JGMNnwipt6SflofZJwCMpXTXuoPzaveVMl0XTyrYt3lrA/9QwrW0p8AXgiTNdDrOkbH/SFv5USqvD6pSWgCvquYVt4eftd5mb21zZZjwDTdvqF3RSuqQ8t+vcQ4Gr6/mXTpDOQ4Cf1rDvaTs+6AfrvTNdFk0r2z5hHw1cWsO+a6bLoMllS+nTfQvwhK7jc72SMOrPhIe1Pbie2CPeu+u502a6LJpWtvXcesDF9UF3W2ANSgvCO4A7geuB9We6LGa6bIHz6+urgYd2hX9uTed2YOV6bN5+l7m5zZXNgcuT1xp89bvM/GX7iSxT5J1WX/718hLJzAeBL9WXm7eduq3u1+wTdc2ucHPJqMu2Q0Q8mvIL419RHhw+N5VMN8RIyzYidgG2p5TjtUPJcXOMtGwz827KrEYA3+gRtXVsuek31Dg+E46ldLV5Q2Z+LzNvz8zrM/MLwIcoLWRzsc/8ZMu2Ff7U7JoOtsa/itJl8xn18Hz+LpPmBCsJk3dZ3ffrt976IH3oAGm1+nqu1jqQmXcB1wKrR8TjesTZoO4v73Gu6UZatu1q2S4CngnsmZmHDZjHphp12b6g7o/rXsCqHn9C27G1Bs92I4zjfbu8a0wm/aYZadnWhdK2AG7O3gObz6z7Fw6QftNMtmwnFX6ef5dJc4KVhMk7m9Inc4OIWLnH+Y3qfvEAab2k7n/Xdbw1k8Y2PeJs2xVmLhlH2RIR6wJnAU8H3jnHWxBaRl22PwGO7rNBmWax9fq+yWS8Acbxvj29K62ppt80oy7bVppr9Em/NfXp/T3ONd1ky7bvezAiVmHZQ//itlPz9btMmhtmur9TEzfga5S+lB/tOr41ZbDbrcBa9diLqX00u8JuSZmtJOkaLMs8XoBmDGX7JMrMHEuA3Wf6fudS2S7nunN6TMI4ypZSoX2A0j9+3bbjqwI/pGvQ6FzaxlC2l9TjH+k6viqlJSGBg2a6HGZB2a5cPzuXAlt3hf8oXQOd6/F5+13m5jYXtshs9QbQoGpf9h8DTwPOoQzoejLwOsoH4s6Z+fUadhFltohFlGXpAZ7Dsvmj98/Mj/a4xqeAfWqcEykf0G+kTDs3Z5eyH3XZRsRVlC+oC4Fv98nGsVkW+5lTxvG+7XPdBK7NzHWHciOz0Jg+E/YBPgXcDJwM3AX8DWUKyfOAl2dXX/G5YAyfCa+gLJq2MqUcz6V0mdm2XudK4CU5B9eimEzZ1vAvA75PKatvAL+nTI26OaU718sy8/Kua8zL7zJpTpjpWkpTN8r0g4dQBmvdT/lV5JuUL5P2cG+jPIwupsyUcR9lAaQTgM0muMaulNUt76JMc3gWsN1M33uTy5bOKQ77bQtmugyaWLbLueacb0kYV9lSFvw6gzLY817Kr+D70zXbzFzbRl22lIrEV2vY+ymrr/8a+Dj1l/S5ug1atm3hn1nL84Ya/mrKVLHrLuca8/K7zM2t6ZstCZIkSZI6OHBZkiRJUgcrCZIkSZI6WEmQJEmS1MFKgiRJkqQOVhIkSZIkdbCSIEmSJKmDlQRJkiRJHawkSJIkSepgJUGSJElSBysJkiRJkjpYSZAkSZLUwUqC1DARsV5EZEQcO+br7lavu9s4rzuRiFhQ87VwpvOi3iJicUQsnul8SJIGZyVBmgXqQ277tiQiboyIMyLizTOdv+mIiBUiYoeIOCkiro6IeyPiroj4TUR8MSI2nek8znZtFcOMiPMiIvqEy4i4Ztz5kyTNPQ+Z6QxI6vBvdb8S8FfAa4GXR8QLM3Ofeu5a4BnAbTOQv0mJiMcCJwKbAncAPwB+CwSwAfAm4O0RsXdmHj5jGW2WvwbeCBw/0xmRJM1dVhKkWSQzF7a/joitKA/W742IwzJzcWY+AFw6E/mbjIh4GHAq8FzKA+27MvOWrjBrAO8H1hh/DhvpD8BjgY9HxP9k5v0znSFJ0txkdyNpFsvM0ykVggA2ht5jEiLixRFxf0T8LiLWbE8jIh4XEX+MiDsj4uld5x4ZEf9eu/7cExG3RcTpEfHKIWT/nygVhB8Db+6uINT7uz0zPwwc3JWvNWu+Lqvdk26JiNMi4hWDXnx5/eAjYmEtwwVdxzMiFkXEYyLiy7Xc7oqIcyNisxpmtYj4j4j4fUTcFxG/jogde1zjz2M4IuLlNd07IuL2iPhORDxj0HtpczXweWB94N2DRJhoLEnrnruO/bl8IuJNEXFhRNwdEf8XEYdExCo13Jb1vm6vf6OvRsSjlpOXNSPisxFxbf27XhIRey+n+9SLI+LEiLi+vr+vjogvRMTje4RdVPO8ckR8uL537osxj92RpLnCSoI0+7UeoLJfgMw8D9iX8vB41J8jRqwAfA14NLBnZl7adu7JwIXAvwB/Ao4ETqB0ZTo1It4+zXz/Q91/JDOXLi9gZt7Xlq+1gHNrvm4DPg2cBLwU+H5EvGOa+ZrIWpSKkJhJuQAABzBJREFUzfOB/1ev/SLgtIh4LnA68Brg28BxwJOAEyLiJX3S2w74PnA7pYzPAf4WOCsi1p5C/g4EbgU+FBGPnEL8yXg3cDRwGaVychOl8veFiHgd8D3gZuCLwG+Av6e833pZGfgh8DeUlqWjKGX9GeCz3YEjYnfK32Fb4EzK++ACYA/ggoh4Up/rnAS8i/Ie+jTwv5O5YUlSlZlubm4zvFEqANnj+CuApXV7cj22Xg1/bFfYoDy4JvCOeuyA+vorPdJeVNPdqev4WsBFwD3AY9qO71bT2m2A+3liDfsAsOoky+ILNe4XgGg7vgGl0nAfsF7b8QU1/MKudBYDi/tcY2GNs6DX34HyML9C2/G31OM3A6e03xOwWT33ja60WuX1ILBV17l/r+f+ecAyaf3Nf1Rfv7++PqRH/q/pk4+ef7d6blGf8rkNeEbb8VWAXwNLKBWGLdrOrUDpGpfA83r8LRL4EbBK2/FHUsaoJLB52/ENgfuBK4EndKW1Zb1+d3kvqulcDKw9qv+rbm5ubvNlsyVBmkVqN4+FEfGxiDiR0qc/gE9n5u+XFzczk/JAeC3w6Yh4F7A/5Vfgf+y6znOBLYCTMvP4rnRupVQuVgXeMMVbeVzd35SZ9w4aKSJWovwafSfwr/WeWvm6AjiM8ov0LlPM1yDuBj6Qna0f/0V52H8E8J72e8rMcygPwc/rk97xWbqNtfti3f/1FPN4eL3mnhHxlCmmMYjDMvM3rRdZWnxOoFQIvpOZZ7WdW8qyVoTn9knvX7Ot1SgzbwY+Ul/u3hbuHymD99+Tmde2J5CZZwDfAraPiIf3uMb+mXnjIDcnSerPgcvS7HJA3SelS8k5wNGZ2a8LR4fMvDEidgbOAI4A7gXemJl3dQV9ad2vGb3XF1in7qfSbx4G6CLVx9OBhwE/rg+Q3c4A9qN0BRqVyzPzjvYDmbkkIv4IrJaZv+sR51rgxX3Su6DHsavr/hFTyWBm3hcR+1IqL58A/m4q6QygV97/r+4v7HGu9UC/bo9zD1K6AHVbVPftf9PW+3OLiNi4R5xHAytSWhy683F+j/CSpEmykiDNIpnZcwDnJJ1PmQVnfeDMzPxljzCtwaVb162f1aeYh9aD5NoRseokWhNag66v63O+dXytKeZrEP2mln1wgnP9Pk9v7T6QmQ/WsborTjp3yxxPGR+wY0S8JDN/Oo20+ul1vw8OcG6lHuduzMwlPY5fX/ftA+5b788PTJC/Xu/P63sckyRNkt2NpLnnM5QKwo3AttF7MbbWA957MjOWs+3eI+6EMvNqSkXlIcDmk4jaytdj+5x/XFe45VlK/wf3UVYyxqJ2xXp/fXnwcoK2uk39RVnUQeLjsnZE9KoUtf7W7X/T1r/XnOD9eVZXWq1ykSRNk5UEaQ6pU3H+A3A28ALqrEURsUFX0NavzpuNMDutfvf71VmW+mpNqUkZP3E38LyI6NUV5+V1//MBrn8L8Jg6zqHbiwaIP+tl5tnAN4FNI6Lf+JHW1LNP7HFunOXwEGCTHscX1P0v2o6N4/0pSVoOKwnSHFEHsB5FmXXmzfXX/F2A1ShTdLYexMnMCyjjHV4fEW/tk96zI+LR08jSocAvKQ96X+n1q3VErB4RH6b+Ip5lcbD/pHQjObAr7FOBvSkzJn11gOufT3kw7WgNqesFbDrJe5nN/pnSzecTfc5fQGlN2DnKAndAWSMDOGj02evw7+3vw5qH/erLY9rCfZbydz40IjbsTqSuhWAFQpJGyDEJ0hxQfy0/ntKv+zWZeQ1AZp4aEZ+iPIQfTOcCXK0BzkdHxN7AeZT+8+sCzwE2ogwgvWEqecrMuyNiG+BE4M2U2Wh+QJnWcgXgacBWlNWW92qL+i+UisVeddDqmcDalMG5Dwf2ysyrBsjC4ZQKwuejrFx9NWXWnU0oU8VuN5X7mm0y8/KI+CJlbYBe56+LiP+kTON6UUR8h1Lmf0tpcRrlIPB211GmUP1VRHyLMm5hB0oXss/VVpFWni+tldcvA7+OiFOBy2ucJ1HeH3+iDHSXJI2ALQnS3PAJyorMh2Xmt7rO7Uv5VX2vugAWALUi8ULgQ5R5599M+aV+E8p4gncwzYWoMvN6ypiEv6MsQvYS4L2USsEzga8Dm2bmEW1xbqZUTg6iDGDdB9ix3sM2mfm5Aa99CWWdiR8D21O6Yd1f0+41M0+TLaQs1tbP2ymVxIcBe1Kmvz2M8jcfl/spf4/vAztR3l+3Ae+hs5IIQJ3R64WUlqXn1DB/T6lcnkifSpEkaTjCMV6SJEmS2tmSIEmSJKmDlQRJkiRJHawkSJIkSepgJUGSJElSBysJkiRJkjpYSZAkSZLUwUqCJEmSpA5WEiRJkiR1sJIgSZIkqYOVBEmSJEkdrCRIkiRJ6mAlQZIkSVIHKwmSJEmSOlhJkCRJktTBSoIkSZKkDlYSJEmSJHWwkiBJkiSpw/8HxUx/UUDVzZAAAAAASUVORK5CYII=\n", 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" ] }, "metadata": { "image/png": { "height": 277, "width": 388 }, "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "from lightkurve.prf import TPFModel, StarPrior, BackgroundPrior, FocusPrior, MotionPrior\n", "from lightkurve.prf import GaussianPrior, UniformPrior, FixedValuePrior\n", "model = TPFModel(star_priors=[StarPrior(col=GaussianPrior(mean=656, var=1),\n", " row=GaussianPrior(mean=247, var=1),\n", " flux=UniformPrior(lb=0, ub=1e7)),\n", " StarPrior(col=FixedValuePrior(value=660),\n", " row=FixedValuePrior(value=243),\n", " flux=UniformPrior(lb=0, ub=1e7))],\n", " background_prior=BackgroundPrior(flux=GaussianPrior(mean=100., var=10.)),\n", " focus_prior=FocusPrior(scale_col=GaussianPrior(mean=1, var=0.0001),\n", " scale_row=GaussianPrior(mean=1, var=0.0001),\n", " rotation_angle=UniformPrior(lb=-3.1415, ub=3.1415)),\n", " motion_prior=MotionPrior(shift_col=GaussianPrior(mean=0., var=0.01),\n", " shift_row=GaussianPrior(mean=0., var=0.01)),\n", " prfmodel=tpf.get_prf_model(),\n", " fit_background=True,\n", " fit_focus=False,\n", " fit_motion=False)\n", "model.plot()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Creating lightcurves with a custom `TPFModel` object" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Above we demonstrated how you can interact with a `TPFModel` and fit its parameters to a single cadence. Most users will be interested in obtaining a lightcurve by fitting the model to *all* the cadences rather than a single one.\n", "\n", "To make this easy, *lightkurve* provides a helper class called `PRFPhotometry`, which makes it easy to fit the model to all cadences and inspect the results. For example:" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Fitting cadences: 100%|██████████| 3634/3634 [00:40<00:00, 89.26it/s] \n" ] }, { "data": { "image/png": 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bthMTFsS5/TtWqmuMabKzlUSas8AAF5dkdKlVnYsGd+GiweXrNLcw4rVUGaAANmblcpIv8AUHuvjDhScxaVBnggIMxhjmbtzPzLVZXDc61T/1V0REWobm9a+RSCPZcagAl3F+ACpryYNn0C4i2P9+fK/EBj2rR0Rq7+Ihnflg8U4CXYbPbj+FnknOrpSPfbKaf363BYDbT+vBoK6xbMrK5bFP1zRldwFnq/i731/O3e8vr3TvZV+fAU7vk8jh/BLuOrOXM8VxmlP+9euHMbZne0o8XrJyiigodhMVGkRSmZFwERFpPJrOJ02uqabzFbk9bDuQT3ahm4yUdo36bBGpu4N5xby9YBsDu8QypsxGLVnZhfz2w5VEhwby+CX9/dv7T1+5h2mLdzAsNY5zB3QkKSoEt9fS+8HpTfUt1ItAl+GrO8eRmhCBtRa312pNlojIceiwXWk1mvqwXRFpm75es5d3ftzOeQM6csHAThhjmDx1Hj9sOegv8/D5fTmnf0een7mBN+dva8LeVu/W8d34dPlucgrdvHbdMPp3qXx+l4iIOBSipNVQiBKR5iK3yM13G/aTeSCPXklRjO+d6L/3+/+t5pW5R6feLZtyJv+al+k/vgAg808TAfhg8Q7ufO/oQdqN7c+X9GfepgP8b/lubhiTxl1n9myRB2+LiNQ3hShpNRSiRKQl8Hotb8zfSl6xm+tHpxEaFMCuwwWMfeIb3F7LFcO78seL+gPOduc9fvc5ACGBLtY+ejaz1u9j2qIdfLJ8t7/N3h2iWLsnp1H6f9cZPbltQvca7YwoItJaKURJq6EQJSIt2fcb97Ny1xEuG5pMbPjRjWncHi+HC0pIiAwpV/7N+Vt54KOVRIUGMus3p/Ldxv3c/s7ScmUCXYZ/3zicDVm5PPDRygbr+6MXnsTVI1IarH0RkeZGIUpaDYUoEWlrNu3LJS48uNxuoADTFu1g5rosbhnbzb+26fV5mUz5eBUAseFBPDrpJH759pJ679O1o1I5f2AnbbQjIq2aQpS0GgpRIiLVc3u83PTGIlbvyubpyQMZ1S2BzftyeWP+Vl6dm9kgz7x2VCr/d2q3coeJi4i0BgpR0mooRImIHJ+1ttJ6pi3785ixag/jeyeSGh/BvtwiRv9ppv/+q9eezHWv/VjnZ758zVCsdQ4LHt09gQCX1lOJSMumECWthkKUiEj9mbNhH3//ZiOn90nixlPSAeesrFvePPG/Yzf/8VxcviBVUOzh+037yUhpV24tmIhIc1ZfISqwvjokIiIiTe+UHu05pUf7ctfOPqkDT182kBmr9jK4ayzdEyNxGVPrUar0334GwIj0OGLCgvhi1V4So0KYf/9p/nAlItIWaCRKmpxGokREmkaJx8v0lXv8G1VcNaJrnQ8VHp4Wx4WDO3PBwE4EB7owQGCAC4/XUuz2EhLoUtASkSan6XzSaihEiYg0rdW7srFY+nVydgQc/PsZHMovqffntI8K4cWrMli89RDnD+wEwKtztzD1283ERwRz3zm9GduzPYlRIf71Xwu2HKTI7fGPrnm9tlZhzFpLiccSHOjyX6ttG83B1gN5THhqNh6v5YYxaTx4Xt+m7pJIi6QQ1ciMMZlAdYdp7LXWdihTtgdwMXAW0ANIAg4B84FnrLXfVPOMROA3wLm+ZxUDmcA7wIvW2konMhpjwoD7gMt9dbKBWcBD1to11TwnDpgCXAh0BA4A04Ep1tod1dTpAvweOBuIB3YDHwGPWGsPVf2x1IxClIhI87Jq1xEmPvddU3fjmGLCgujSLoy0hAguGdKFF2Zt5IrhXRmU3I7dRwoYkRbPjkMFjH3S+Sf3jRuG0TMpit99uIIFWw4y5fx+XDKkM8YYSjxePF5LaFAAhSUevNYSFhTQrA4m/vnrC/ly9V7/+/duHsmwtLgm7JFIy6QQ1ch8ISoWeKaK27nW2r+UKfsOMBlYDXwHHAR6ARcAAcDt1trnKrSfCvwAJOKEoIVAKHAm0BNYDoyw1haUqRMCfA2M9pWfCSQDl+IEsAnW2h8qPCce+N7X5kzgR6A3MAnIAkZaazdXqNPNVycR+BhYCwwDxgPrgNHW2gPVfXbHoxAlItK8ZBeWMOwPX1FY4iU5Low590xg2qId3PWfZU3dtUYTHOhiyYNnEBHiLB+fs2EfK3Ye4crhKVhriQkLwhjDxqxcggNcdI0Pb9D+pN73abn3/3dqN+45u3eDPlOkNdLGEk3jsLX24RqUmw782Vpb7jREY8w44EvgSWPMf6y1u8vcvhsnpDxsrX2kTJ0AYAYwASccvV6mzp04Aep9YLK11uur8y7OKNErxpj+pdd9/ogToP5qrb2zzHN+BTwLvIAz2lTWC76+/cpa+3yZOk8Dvwb+ANxSg89FRERagOjQIJ7/6RBmrt3LtaPSALgkowv5JR4e/Gilv9wTlwxg6reb2LQvr6m62mCK3V76PfRFpetPTF/n/3NUaCA5he5y9xMiQ3j35hEEucoHq1W7jhDgMvTuEM2qXUcA/NMni91elmw7RP8uMYQHH/3RbMPeHKYt3sk5J3WgohdmbeJXp/UgNCjgxL5REamTVjESZYy5wlr71nHKBAJPWmt/XcdnZAJYa1PrUr9MOzOAM4CfWGunlbn+OU54GVJF+LoTeAr4jbX2Kd81gzPVryuQbq3dUqHOt8ApOKNR3/iuRQD7AC/Qsez0QGOMC9gEpALdSkejjDHpvuuZvuveMnWicKb1GSDRWlunf0U1EiUi0jIUuT3cP20FOUVuppzXl+Q4JyRUHCWRmrtudCqb9+Uxe/0+BnaJ4ZVrTyY+MgSACU/NYvO+PJKiQwgLCiDzQH6l+hcM7MRvzuxVaSSsqnPFREQjURW9aYyZAPyy7HS3Ur4g8A6QgTNyUlchxpircIJLHs4Uu2+ttZ5atFG6Utdd4foqnBA1EfCHKF+4OQcn+MwsU76brx/rKwYon8/xhSigdA3WSCAMmFFxfZW11usLeDfhTNMrndI3wfc6o8KIFtbaHGPMXJwphyNwphaKiEgrFRIYwNOTB1W6/vcrhvDr95bSIzGSD/9vNNsO5nMov5i/zdzI7PX7ADijbxLjeyUyvnd7Rj5+9J+zP17Un58OSybt/s+qfGZ4cAD5xbX5Z7ZleXVupv/Py3YcIeOxryqV2ZtdVG39/y7bxX+X7fK/T0+IoH+XGL7fdIDzBnTkofP7UeT2EBLojFhtPZCHyxh/ABaRumktIepb4HpguDFmsrV2dekNY8xlwD+AaOCvJ/icDsAbFa5tMcZcZ62dfbzKxpgU4DQg39fnsp4AzgMeNcaMBxYDwTgBpQNwY4URql6+1/XVPG6D77VnI9QpXbd1zBBljKluqEmTukVEWrCJAzoyoXcioUEujDF0T4wE4PeT+vHn6WvpmRTF7af18I+MnDegI58s301CZAiTBnXCGMPfrhjMbW85/8z9+vSe3H56D3/7z3+9gae+XE/n2DA+v+MUokODyCks4a73ljGjzGYLd5/Vi2Fpccxal8Xfv9nkvz40pR1v/XwEi7Ye4vZ3lpCVU30oaek2789j835nYsirczPLhbSyUuPDuWBQZwYnxzK+d2Ij9lCkdWgtIWo88DDwO+BH3/qeN4HngRtwNnY431p7IvMNXgXm4IwY5QDpwG04IzefG2NGWmurXXHr2wTi30AIcE/FHe2stVnGmBHAK8BFHB0BssBLQMVfTcX4Xo9U88jS67FNUEdERNqYsODKa3NS4iN44crKM2ae/MlAzurXgYFdYv0bN5w3oBNn9etAXpGb2PDgcuVvm9Cdc/p3pFNsqH/NUFRoEFOvzuDl77aw83ABN41Np2NMGAAnp8Yxrmcif/h0NSO7JXDfOc7v6kZ2i+c3Z/binmnLiQ0P4v1bRtGtfQTGGH7/v9W8MteZ2HFG3yTG9WzPJUO60GfK9HJ9GdezvX90ralkpLRj0dYT2hiXzAP5PPf1hnLXOkSHklfk5m9XDmHD3hwyUtqxN7uQ9xftZECXGHYfKeTqESl4vJbvN+3n4iFdaB8VwvIdhzmQV8zYHu0JaGFbx4vUVasIUdZZ2PWQMWYWTnj6B/A4zlbcc4ArrLW7qm+hRs94pMKllcAtxphc4C6cEHdRVXV9m0O8gbMJxLvAX6ookwr8F2e63bnAXCAcZ9e8p4BJvqBW1dS9Kh9b2vUalm/wOtXNPfWNUA2pxTNFRKQFCwsO8J8TVVZQgKtSgALKjW5VvH7jKelVPmNYWhwf3zam0vXLTk5mSEo7YsODSPCtPQL41WndsVgCjOHXZ/T0h7sHJvbhsU+dE0PuPbs3vzi1G/tyijj5D0d/t7l0yhkszDzEnuxCHiiz8UZDeeOGYfSdUnnTixO1J7sQgGteWVDp3ldrnBG/txccPYz58c/XMqpbPN9vcjbo/fMl/Zk4oBP3vr+cpdsP88H/jaLE46VLu8pTB90eL4EBrkrXRVqKVhGiSllrvzHGPIcToBJwNlG48kQD1HG8iBOixlZ10xeg3sTZWe894Cpb9W4erwH9gYHW2uW+a9nAVGNMKM7W6g8B1/rulY4AxVC16ArlGrOOiIhIs1VVIIsND+ah8/tVun7tqFT25RaRX+ThiuFdAefQ4DP7JjFj9V6uHpFCbHgwp/dNAqBHYiRXv7KA0EAXH946mpS4cFzGMOLxr/3TCF/62VA2ZOWU2+kPnGmOD57Xl+F/rH52/KDkWMKDAwlwGTzept8crDRAAdw7bQX3Tlvhf1/6ffzqtB5cMawrHyzZwaG8Yl6a4/w++J2bRjAiPb5xOyxST1pNiDLGRAJTcQ6d3YWz5uhyYKEx5hpr7YwGenSW7zWiij4FAm/hBKi3gJ9VtQmFb5e7ccDBMgGqrNKNIcqO5JT+zduTqpVOJi+7lqmx6oiIiLQKgQEu7j+nT6XrU6/O4FB+CXER5UfOhqfHs+iB07E4W8WX+uc1Q7njnaWkt4/g1F7tycoprNRmQmQISdGhXDMyhX/N2+q/nvmniczduJ8vV+/lSl+Qu+vMnv4QdtnQLqzenU2H6DD/iFFz8tzXGypNHQS4/B/zAedMrv/dNoZeHaIau2siddYqQpQxZjDONLnuOGc0/cxau98Y81+cqX2f+c40ur+WO+nVxEjfa8UDaoNxRp4m4ZztdF3F3e3KKP0bONoYE2ytLa5wv73vtez1TcA2oKcxJq2KaX7n+F7L7ug3HygARhtjoqrY4vxM39tvytQp/fOZxhhXFVucj/a1Ob+a701ERKTVMcZUClClosqEp1IDusQy8zen+t/HhlWumxjtTC+8YvjREHXx4M4AjO6ewOjuCf6yV41I4VBeMdGhQdw6vjsu31okay2rdmWTFB1K+yinvYJiDy/O3sSzviAz7RejyEhpx3sLt3PP+1X97rZxFbu9nPWMs9/WP67O4Mx+HbDWklPkJjQwgOBATfuT5qdVhChgHuAC7rXWPll60Vr7jjHmR5yA9RucKXcjatu4MaYfsNtae7DC9RTgb763b5a5HgJ8gLO26WXgpmMEKKy1B4wxa4A+wIO+r9K2QoEHfG+/LlPHGmNexDk89wnfroSlh+1OwtnefDUwu0ydXGPMGzibYTyMMw2x1G04Z0R9UXpGlK/OJt/W52cCt+Js1lHqEZwRuKl1PSNKRESkLRrctfJ+TJ1jnY0xenWI4unLBrJuT061a76iQ4P43cS+la4bYzipc/kZ+GHBAfz6jJ5cPyYNLMSEOyHv3P4d+cOnazhSUEKH6FC+v28C+3OLeGnOZv+Uu1IvXjWED5fs5ItVDTvSddMbi0hvH8Fm3wHOCZHBTL9jbLn1ayLNQWs5bHcLMNlaW3klpHM/CHgS5xypWh/tbYx5GLgPZ1RmC87ufN1wznQKBT4DLiodQTLGvIqzdmk/8AJVb7owy1o7q8wzTgc+xRmV+gH4HmeTiXOAFGAjMMJae6BMnRCckaZRwEKckNUVZ/pgMc5Buz9U+F7ifW339NVdgBPeJuFMTRxlrd1UoU43X51E4GNgDTAcZ1fE9b46B6gjHbYrIiJtUZ8Hp1NQcnSCzMpHziIypHF/v71y5xGmLd7BpEGdGZR8NNht2JvDuz9u59wBHRnStR0Au48UcM6zczicX8L1Ef9BAAAgAElEQVTtp/XgjtN74PFaLps6j8XbDpdr94rhXXnrh23Ul74doxmYHMPbC7YTHODi01+NoUdSFMVuL1k5hVVuXiFSlfo6bLe1hKhYa+3hGpQ7z1r7SR3aHwfcAgzGObMpAjgMLMXZde+NsptF+HYJHHecZh+x1j5c4TkDgLt9dTsAHpxpgh8DT1T1PRpjwnAC3hU4ASobmAU8VPa8rAp14nA2qbgQ6AgcwDmcd4q1dkc1dZKB3+McCBwP7AY+8n0fB6uqU1MKUSIi0hblFJbw7FcbWLnrCI9OOokeSc1/TdCuwwVsP5jPsLQ4/7lf6/bkcPXLPxAS5OL5nw5hf04Rp/RMYNn2I1w2dZ6/7tSrM1iYeZAvV+8l80B+vfbr4sGduXhIF6562fnd8Wm9E5k4oCN9O0XTKykKYwx5RW7CggJwuQxer/VPgZS2RSFKWg2FKBERkZbN7fES4DL+YAXOWqcJT81ix6ECbhnXzX9e15+nr+X/zTo66eXmselM/XZzpTYb2mMXnkRseBBPfrGOoSlx3HN2L0KDAvhoyU4GJscysEsMWTlFxEUEE2AMe3MK+WTZbsb2bF/tJhjW2nKfgTQ/ClHSaihEiYiItE55RW62HsinV4co/0G8uUVuznn2W7Kyi3jhyiFM6J3Imt05vPnD1nqdAtiQOseGce2oVGLCgvh67d5Ka8UeuaAfA7rEMCg5luxCN1nZhcRFBBOvtV1NTiGqDGNMTX99Ya213Rq0M1JrClEiIiJti8drySt2l9sGfs3ubM55dg4Al5+czA1j0ogJD+KWNxZVWnPV0t11Rk+uGpFCu2p2eJSGU18hqrXszuei6s0bYoDSVZK7gJJG65GIiIiIVCnAZcoFKIA+HaP9uxL+fGy6f0e+/p1j/CEqwGVY+fBZ/GXGOl7+ruLpLi3HU1+u56kvjx6x+a/rhzGuZ/tj1JDmplWMRB2LMaY78BzOZhBnWWsrn24nTUojUSIiIlKdbQfyOfe5OeQXu/n3jSMY2S3efy8ru5B5mw/wv2W7uXRoF87q14E7313KB0t2ApCR0o5FWw81Vddr5bfn9ubK4SlENPIOjW2NpvPVgu+spZXAf6y19zd1f6Q8hSgRERE5luzCErxeS2z48ae/Hcwr5v4PlhMcGMCfL+nP/pxiXC5YmHmIO95d6i/37OWD6JEYRXZhCZf/Y77/+sIHTsdrLTe/sYglZaYRPnbhSQQHuPhi1R6+XptVv99gBWsfPZvQoFqfyiM1oOl8tWCtLTTGfAn8FFCIEhEREWlBKk79O5a4iGCmXj3U/75rvPPjbub+8tuqTxrUGXB2FkxPiGDz/jx+Oqyrfxrhz0am+EPUxUM6c9WIFADG9Ejg6z/N9Lcz557xZOUU0qtDNDNW7eGu/yyjQ3Qob9wwnA4xoXy7fh//9+/Ftfp+ez84netGp/LQ+f1qVU8aT5sIUT5unLOXRERERKSNGdktnh6JkWzIyuW28d391wMDXPzvl2NYuyebQcnt/NfPOakjy7YfIb/YzQPn9fVf7xgTysDkWJZtP8x5AzqSHBdOcpxz2O/FQ7owqlsCUaGB/ml55/bvyJx7xnPKE98AMLF/R24am85PXvyeEk/1M8JenZvJNSNTSU2IqNfPQepHW5nOl4BzMG6BtbZHU/dHytN0PhEREWkMxW4v2w7m0619xAmd51Tk9rB6Vzb9O8cQGOCqUZ2snELW7M5hdLd4f50Zq/Zw0xvH/vln4QOn+0fH5MRpOl8Zxpgp1dwKBJKBSTg79Wkqn4iIiEgbFRzoonti5Am3ExIYwOCu7Y5fsIzEqFASo0LLXRuaGofLgPcYYxpDH/sKgL9dMZjzBnSqdV+lYbSKEAU8fJz72cBj1tonGqEvIiIiIiLHVbp+a+baLK4bncqirYe4/4MVVZa97a0l3PbWEr64Yyy9OkQ1ck+lotYSosZXc90LHALWWmvdjdgfEREREZHjOqNvEmf0TQKgZ1IUk4cmM2fjfq55ZUGV5c965lu2PH7uCU1HlBPXKkKUtXZ2U/dBREREROREuVzmuFMOr3jpB968cTgBLgWpplKzlXAiIiIiItIoOsWEMiwtrtr78zYf4NW5WxqxR1JRixyJMsZ0rWtda+22+uyLiIiIiEh9Msbw5g3D2Xm4gI4xoRS5vQx8ZEa5Mo99uoYAl+G60WlN1Mu2rUWGKCATqMve7JaW+z2LiIiISBsRHOgizXdGVGhQAJ/+agwTn/uuXJlH/rcaj9cycUBHOsaENUU326yWGihep24hSkRERESkxenXKYbT+yTx1Zq95a4/9ukaHvt0DQ9M7MONp6Q3Ue/anhYZoqy11zZ1H0REREREGtNLP8sg7f7Pqrz32KdrmHxyMlGhQY3cq7ZJG0uIiIiIiLQAxhjOOalDtff7PzyDEo+3EXvUdrXYEGWM+ZkxZkBT90NEREREpLH8dfIgXr32ZL69u+pjUv+3bFcj96htarEhCngNuLDsBWPMNcaYmU3THRERERGRhhUaFMD43ol0jQ9n4x/OqXT/zveW8d7C7U3Qs7alJYeoqqQC45q6EyIiIiIiDS0wwMX6x84hvX1Euev3vL+c3/xnWRP1qm1obSFKRERERKTNCA508fbPR1S6/v6iHU3Qm7ZDIUpEREREpAVLig6t8vqFf5/L5n25jdybtkEhSkRERESkhVv+8JmVri3dfpgJT83m4f+uaoIetW4tPUTpwF0RERERafOiQ4PI/NPEKu+99n0m1urH5vrU0kPUw8YYT+kXMAWg7LUKX+4m7q+IiIiISIMZ2CWmyutp939GfrF+FK4vLT1EmVp+tfTvV0RERESkWi9clVHtvdvfWdqIPWndWmyosNa66vLV1P0WEREREWkonWPD+OjW0Vw2tAs9EiPL3fty9V5S7/uU6St3N1HvWg+FChERERGRVmRQcixP/GQgX9wxtsr7t7y5mGe+Wt/IvWpdFKJERERERFohl8uw4LenVXnvma82sP1gvjacqCOFKBERERGRVioxOpQ594yv8t4pT3xDj999zoHcokbuVcunECUiIiIi0oolx4Vz+cnJVd5zey0Zj33FnA37KPF4G7lnLZdClIiIiIhIK/d/p3ZnaEo7kuPCqrx/9csLuG/aikbuVculECUiIiIi0sp1jQ/n/V+MYs49E1j0wOlVlpm2eAd5RTpLqiYUomrIGJNpjLHVfO2pULaHMeZeY8xMY8x2Y0yxMWavMeZjY0zVk1KP1o00xjxojFlmjMk1xuQYY1YZY/5hjAmqonyYMeYRY8w6Y0yhMSbLGPOeMabPMZ4RZ4x5xvc9FRljdhljXjHGdDlGnS6+Mrt8dTJ9bbSryecnIiIiIs1DfGQIH906usp7Ax6ZoUN5a8BoR46aMcZkArHAM1XczrXW/qVM2XeAycBq4DvgINALuAAIAG631j5XxTNSgS+B7sAc4AecQ4JTgQlAV2ttbpnyIcDXwGhgITATSAYuBYqBCdbaHyo8Ix74HujpK/8j0BuYBGQBI621myvU6earkwh8DKwFhgHjgXXAaGvtgSo/uBowxiwaMmTIkEWLFtW1CRERERGppfd+3M4905ZXee/mcencMDqNxOjQRu5Vw8rIyGDx4sWLrbXVn0pcA4H11aE24rC19uEalJsO/Nlau6TsRWPMOJyQ9KQx5j/W2t1l7gUBHwIpwCRr7X8r1A0AKq72uxMnQL0PTLbWen1l3wU+Al4xxvQvve7zR5wA9Vdr7Z1l2v8V8CzwAnB2hee8gBOgfmWtfb5MnaeBXwN/AG457qciIiIiIs3GGX2TCP7YRbG78oYSU2dvZurszbx/y0iGpsY1Qe+aN03nawDW2tcqBijf9dnALCAYGFXh9tXAIODZigHKV9djywwbGmMMR4PLPWWDkrX2Y5yRrL7AuDJ1InzPyQMeqvCIvwGZwFnGmPQyddKBM333/l6hzkO+tq72tS0iIiIiLUS7iGCeu3wQl2ZUu6KDn7w4j6mzN+k8qQoUomonxBhzlTHmt8aY240x430jRLVR4nutONn0Ct/ra8aYVGPML4wx9xtjrvRNwauoG9AVWG+t3VLF/c99rxPKXBsJhAFzrbU5ZQv7QtgM39uy67ZK68+oMKKFr425QDgwooo+lGOMWVTVF850QhERERFpZGef1JEnLx3I+sfOqbbM45+vJe3+z1ix40gj9qx5U4iqnQ7AGzjT157BWVO0wTdN77iMMSnAaUA+8G2F2ycDhcA5wAacKXR/BN4Ethpjrq9QvpfvdX01j9vge+3ZBHVEREREpAUJDnSx6Y/nHrPM+X/7joWZBxupR82bQlTNvYoTgDoAEUB/YCrOpg+fG2MGHquybxOIfwMhwMPW2kMV7kUDQcCTwF9x1kbFA9cDFvinMabsqFKM77W6XwmUXo9tgjpVstZmVPWFs1GFiIiIiDShAJdhy+PHDlI/eXEePypIKUTVlLX2EWvtTGvtXmttvrV2pbX2FuBpnClyD1dX1zfl7w2cTSDeBf5SoUhAmddp1tp7rLXbrLUHrbWvAr/F2aXv3lp02ZR2vRnWEREREZFmyBjDtaNSj1nm0hfn8cKsjY3ToWZKu/OduBeBu4CxVd30Bag3cbYdfw+4ylZYmWetzTfGFONsOPFhFc18CDyHs614qdIRoJjKxQFnZKtsucasIyIiIiIt1D1n9yIkyEVceDCXD+vKL99ewrfr95Ur88T0dbQLD2bX4QKuGpFCUivbCv14NBJ14rJ8r5V2pzPGBAJvA5cDbwFXWGurO71sne/1cBX3Sqf+hVVRvrq1SD18r2XXMjVWHRERERFpocKDA7n/nD7cPK4bMWFBvH79MIIDK8eG+z9YwfMzNzL8j18zZ8O+KlpqvRSiTtxI32vFA2qDcc5vuhR4HbjaWus5Rjtf+15PquJe6bXMMtc2AduAnsaYtCrqlG6xMrPMtflAATDaGBNVob8unK3MAb4pc6v0z2f6ypStE4UzRbHA17aIiIiItEIPntf3mPevfnkBfadMJ/W+T7nrvWXszy1qpJ41DYWoGjDG9DPGVDplzLfb3t98b98scz0EZwreJOBl4LqK24NXYSrOtue/Nsb4N+s3xoTi7AYI8E7pdd+UwBd9b58oG3CMMZOAU4DVwOwydXJx1mZFUHkN1204m2R8Ya3dXKbOJpytz1OBWyvUecTX1uvW2rzjfH8iIiIi0kJFhRx/FVB+sTNeMG3xDn7++sKG7lKTMjo46/iMMQ8D9+GMymwBcnDOaZoIhAKfARdZa4t95V8FrgX242xVXtWHPMtaO6vCc+4EngIOAh/hHGR7Fs5Uuh+A8dbagjLlQ3BGmkYBC3FGs7rijH4VAxOstT9UeEY88L2vzZnAAqAPTuDLAkb5glPZOt18dRKBj4E1wHCc86TW++ocOMZHeEzGmEVDhgwZsmjRoro2ISIiIiINqMjt4fSnZ7P9YMHxC/v0Sorif78cU+VUwKaSkZHB4sWLF/t2iK4zhaga8J0DdQswmKNbnB8GluKM7LxRdrMIY8ws4HhnRz1irX24imdNxNmoIgNnO/TNOOuq/lI2QJUpH4YT8K7ACVDZwCzgIWvt6mq+nzjgIeBCoCNwAOdw3inW2h3V1EkGfg+cjbP1+m6coPeItfaE9rlUiBIRERFp/ordXvbnFrF2Tzb/XbqLq0emcsn/+/6YdS4a3Jm/Th7USD08PoUoaTUUokRERERapi378xj/l1nHLBMeHMDq35/dOB06jvoKUc1nbE1ERERERFqUtIQIHr2wqn3Rjsov9pB636fc8c4SjuSXNFLPGpbOiRIRERERkTq7ekQKV49IASAru5D/LNrBk1+sq1Tuo6W7+GjpLgCS48L4+s5Tm9V6qdpomb0WEREREZFmJzE6lFvHdz9uue0HC3jrh62N0KOGoRAlIiIiIiKN7l/ztuL1tsz9GRSiRERERESkwSTHhVV5/aLBnSn2HO8o1eZJIUpEREREROrVlPP6AhAc4OI/N49i5l3lT/8ZmR7Pr07rQWhQQFN074RpYwkREREREalX145KpW+naDrHhtEhJhSAtY+ezU1vLGJTVi6/OatnE/fwxChEiYiIiIhIvXK5DCPS48tdCw0K4PXrhzVRj+qXpvOJiIiIiIjUgkKUiIiIiIhILRhrW+a2gtJ6GGMOhIWFxfXp06epuyIiIiIirdiaNWsoKCg4aK2NP37p6ilESZMzxmwBooHMRn50b9/r2kZ+bmulz7N+6fOsX/o865c+z/qjz7J+6fOsX63x80wFsq21aSfSiEKUtFnGmEUA1tqMpu5La6DPs37p86xf+jzrlz7P+qPPsn7p86xf+jyrpzVRIiIiIiIitaAQJSIiIiIiUgsKUSIiIiIiIrWgECUiIiIiIlILClEiIiIiIiK1oN35REREREREakEjUSIiIiIiIrWgECUiIiIiIlILClEiIiIiIiK1oBAlIiIiIiJSCwpRIiIiIiIitaAQJSIiIiIiUgsKUSIiIiIiIrWgECUiIiIiIlILClEiIiIiIiK1oBAlIiIiIiJSCwpRIiIiIiIitaAQJSIiIiIiUgsKUSIiIiIiIrUQ2NQdEDHGbAGigcwm7oqIiIiItG6pQLa1Nu1EGlGIkuYgOiwsLK5Pnz5xTd0REREREWm91qxZQ0FBwQm3oxAlzUFmnz594hYtWtTU/RARERGRViwjI4PFixdnnmg7WhMlIiIiIiJSCxqJEhERERGReldY4qGoxEuRx3n928yNvLtwu//+V3eOpXtiVBP2sO4UokREREREpM52HS5g+Y7DfLB4JzNW761xvfOfn8uce8eTEBnSgL1rGApRIiIiIiJyXPtyili58wgrdh7h6S/Xn3B7w9PjWmSAAoUoEREREREpY39uEXlFbjIP5PPm/K18WYvRpdp46WdDG6TdxqAQJSIiIiLSxhSWeDiQV8wfP13Dpyt2AxAc4KLY462X9u88oydDU9oxIDmWohIPXgvxEcG4XKZe2m9qClEiIiIiIq2cx2tZvzeH52du4LMVe6osU5cANSg5lj4do5nQO5ER6XFEhQZVKhMZ0voiR+v7jkRERERE2jCv17J85xFemrOZHQfzWbbjSJ3bigwJpENMKKnxETx0fl86xYYR0EpGk06EQpSIiIiISAtW7Pby4ZIdTP12M5v35dW5nZ8O6wpYfpLRhYyUOEo8XgKMaTVT8OqTQpSIiIiISAtR4vHy9Zosbnlz0Qm1MzA5lpd+lkFiVGi1ZYICXCf0jNZMIUpEREREpJnxei1Fbi8LMg9y13tL2Z9bXKd2Lj85GWOgS7twhqXFMTSlHcZoZOlEKUSJiIiIiDSxrQfyeHH2ZjZm5fBj5qETauv60WncMi6dxOjqR5nkxChEiYiIiIg0giK3hx2HCnj7h228tWAb+cWeemk3ONDF69cPY3hanEaZGolClIiIiIhIPTmcX4zXQn6xm3/O2cJr32fWW9tjuifQIymSm8d2o0OMRpmakkKUiIiIiEgdWWvZm13EZyt28/tPVtdLm0nRIdx3Tm/SEiLp2zGa4EBt8NDcKESJiIiIiBxDkduDtRAaFABAYYmH3324kmmLd9RL+wOTY/n9Bf3o3TGKkMCAemlTGpZClIiIiIiIz97sQv7+zUbmbtzPphM4c6mi8OAA7j+3DxcM7ERMWFC9tStNQyFKRERERNqc3CI30xbt4KH/rqq3Nsf2bE9UaCA/G5FCWkIE8ZEhBOig2lZJIUpEREREWhWP1+IykFPk5kh+Cd+sy2LKx/UXlsqKDQ/inZtG0LtDdIO0L82TQpSIiIiItFjTV+7mv8t28eXqvZR4bIM/76x+SVwzKpWBXWKJCNGP0m2V/pcXERERkWat2O1l64E8Xp+3lTfmb23w531++ym8OncLG7NyObVXIqO6xTO4aztNzRM/hSgRERERaRamr9xDdGggWw/mc/8HKxr8eZEhgYzr1Z72kSGMSI/nrH5J/sNqn/jJwAZ/vrRcClEiIiIi0iCK3V5KPF5CAl38sOUgT36xjmFpcew8XMCny3c3Wj9CAl1cNLgzP8noQmpCBAmRIY32bGmdFKJEREREpM6stew+Usgr321h5tosNu8/9rbgS7cfrrdnTx6aTFCgIbvAzahu8XRpF05UaCD9OkWTX+IhOlRbiUvDUIgSERERkRrJLXKzdNthbnpjIfnFnkZ99u/O7cP1Y9JqvC4pOsDVwD2StkwhSkRERKQNsNZijMFaZwe73CI3Hq9lf24Re7OLCA0KYO2ebL5ek0VukZsSj5cl2+pv1KgmeiVFcXJaO84f0Inh6fGN+myR2lCIEhEREWlBcovczFi1h5T4cAYlOzvGFRR7uPH1H5m78UCl8l3jwvFay45DBY3e14sHd2byyclkF7ppHxVCcrswlu04TFGJlzP6JpFf4sHjsRwpKMHttXRPjGz0PorUhUKUiIiISAuRuT+Pic/NIa8WU+m2HcxvsP5EhQRyZr8O3DQ2nfT2EQTVYArdhN5J/j+XTrlrFxHcYH0UaQgKUSIiIiItxKOfrK5VgKpvD0zsw6RBnYmLCNaZSdKmKUSJiIiItACrdh3h67VZtaqTlhBB/84x/PyUdCyWpdsPk9wunMToEJKiQ4kKDSTI5cLlMpR4vDUaSRIRhSgRERGRFuHlOVv8fx7VLZ5it5eFWw/5r61/7ByCA48dggZ0ia32ngKUSM0pRImIiIg0c3lFbj5ZcfRw2rvP6sXgru0ocnsoLPESE6bzkEQak0KUiIiISDP3j283U+z2AtC7QxSDu7YDICQwgJDAgKbsmkibpHFbERERkWZuyfaj5zWN7p7QhD0REVCIEhEREWn29ucU+f88UofQijQ5hSgRERGRZuxgXjGrd2f736e3j2jC3ogIaE2UiIiISLNgrWX2+n387sOV7DxcUG25yBD9+CbS1PT/QhEREZFGZK3l0xW7eejjVRzIK65V3ciQQGLDgxuoZyJSUwpRIiIiIg3A47Ws2Z3Npyt2s35PTq0Pyq3KEz8ZcNyzoESk4SlEiYiIiNSDfTlF3PLmInIKS1i/N/eE20uIDCYjpR1n9O3ApEGddBiuSDOiEFVPjDGnAHcAo4A44CCwAnjGWvuZr0wqsKWaJgDetdZeXqHda4FXj1HnF9baF2vYx0wg5TjFplhrH61QLwy4D7jcVz8bmAU8ZK1dU5Nni4iItAa7Dhfw7FcbeHfh9npvOyjA8OJVGZzWJ6ne2xaR+qUQVQ+MMQ8AjwL7gU+A3UACMBg4FfisQpVlwEdVNLXyGI/5GFhaxfWFtejqM0BsFdcNcD8QBHxe7oYxIcCXwGjfs54FkoFLgYnGmAnW2h9q0QcREZFmz+u1rN6dzcdLd/LSnC3ERwTXev1SRcbAhYM6M7JbPD0SI0lvH0lMWFA99VhEGpNC1AkyxlyKE6C+Ai621uZUuF/V345LrbUP1/JRH1lrX6tTJ32stc9Udd0YcxZOgFpira0Yyu7ECVDvA5OttV5fnXdxguArxpj+pddFRERaImst323cz/uLdvDx0l2V7tc2QF03OpWBXWI5+6QOhAYF1Fc3RaSZaFUhyhizuY5VrbW2Wx2e5wL+DOQDV1QMUL6GS+rYp8Z0k+91atmLxhgD3OJ7e0/ZoGSt/dgYMwc4BRgHfNMYHRUREakP2YUl/HPOFp77esMJtzWhdyJd48KZ0DuRMd0TcLlMPfRQRJqzVhWicA4PtnWoV9e/7UYBaTijNIeMMROBk4BCYIG1dl419ToZY24G4oEDwDxr7fLjPGuQMeYOIBTYCXxjrd1Rx377GWOSgPOBXOCtCre7AV2B9dbaqtZyfY4ToiZQgxBljFlUza3eNe6wiIhILe3PLeLdH7fz7FcbKPbUfeJERko77jqzJyPT43F+zygibVWrClHW2tRGfuTJvte9wGKgf9mbxphvgZ9Ya/dVqHeG76ts2VnANdbabdU86/YK7z3GmH8Cd1hrC+vQ91LX40zle62KkbRevtf11dQt/fVdzxN4voiISL0pLPFw77TlVU7Jq4kO0aEUuT1cPqwrVwzrSnJceD33UERag1YVoppAou/1Fpxd904HfsDZwe4p4CzgPzibS4Az7e9RnLVEpVMPBwAPA+OBr40xg6y1eWWesQX4JTAD2AHEAGOAx4GbgWjgirp03jdd70bf239UUSTG93qkmiZKr1e1WUUl1tqMavqxCBhSkzZERETKysou5NXvM/l/szadUDu9kqJ47fqT6RgTVk89E5HWrE2FKGNMNE4wOGKtza6HJktXihqcEadlvverjDEX4YzgjDPGjLTWzrPWZgFTKrTxrTHmTOA7YDhOqHm29Ka1djYwu0z5fOA/xpj5OLv8/dQY8+cyz66N04F0YHEVG0rUROlchrpMoRQREak1ay0Lthxk8j/mn1A7T106kJNT4+gar5EmEam9Vh+ijDEBwN044SStzPUtwD+Bv1hr3XVs/pDvdXPFEGOtLTDGfAHcAAwDqlsfhbXW7ZuaNxwYS5kQdYw6240xnwFX+urUJUSVbihR1SgUHB1piqnmfnSFciIiIvWuxONl2qId3PfBilrXHZQcyy9O7cZZ/To0QM9EpK1q1SHKGBMMTMfZPc4C23HOcOoIpAJ/AM42xpxpra3L4Q/rfK+Hq7lfGrJqMjegdN1URC2eX5c6ABhjEoFJVL2hRKnS76+6NU89fK/VrZkSERGpE4/X8rsPV/DOjzU/1LZnUiQvXDmEbu0jtfGDiDSoVh2icM44OhXnANy7rLX+fUz/P3v3HSdXWfZ//HNt77vZbHohvUACIaEFQu+9CMKDBQT9yfOoKFhQRAREQUUURcRKEQtFBBEINRA6JCEEQgopm153s73PXL8/zixsNrPZme3l+3698ppkzjn3uXYo2e/e97luMxtP8NzSmZHzbm3D+POBBmCimaVECWLTIq+FMfqn2HQAACAASURBVIx1WOQ1njbth7bhmkZfoOWGEo1WA+uBSWY2NkqHvlMjry+24f4iIiIfW7KxhIXrdnH3y6vZVlYb83VPXXkkU4dlKzSJSJfq6yHqYuAD4Jzmm8G6+2ozOw9YTLAkLu4Q5e47I5vOfobgWafrGo+Z2YkEjSVKCWbDMLNDCTa03S1smdlxwFWRPz7Q7NiR7v5Ks/cM+C4wG9jZOH6T48MIluBtcfc9lto1ayjx++bHm3x9bmZ3Az8BfmZmTTfbPZugvfmH7P7MloiISKvcnTtfXMUvnotvMUNKUgKP/u/hTBvR0kpzEZHO19dD1ATgN80DVCN3D5vZ0wTd79rqaoIZoe+b2VHA2wTd+c4FQsCX3L1xud9Pgf0i7cwb93jan2CfJYAfuPvrzcafb2YrgXcI9ofKBY4gmOWqAj4TpUnGLcAlBLNN90ap+TiCz2aRu7e0d1Oj24EzgPOBt8zsBYK9oy6I3P+ylj5fERGR5raX1XDIT16I65obztyXSw4fo9kmEekx+nqIqgOyWjknE6hv6w3cfXtkhuk6guB0GFAOPAnc4u5N2wf9NXLOwQRL4ZIJ9ph6CLiz+YxTxG0EjSmOA/KBMMESu98Ct7t7W5bytdZQ4mPuXmtmJxDMfF1MMGNWRtCm/Yfu/mEb7i8iIv3IuqJKzr3rdYorW3/8eGxBJoOzUzl7xgjOnzWSlKSELqhQRCQ+5t53u1NHNrudDEyLsuEtZlZAsNxvpbsf1dX1ScDMFs6cOXPmwoWtTYqJiEhvUlpdz0E3P0d9qPXvNb5y7Hi+ddJkzTaJSKeaNWsWixYtWtTS/qWx6uszUXcC/wTeNrObgXkE3fmGEjScuA4YBFzZXQWKiIj0Ne9vLOXMO19t9by3rz2ewTlpXVCRiEjH6tMhyt0fMrMZBEvRoi1dM+Bn7v5Q11YmIiLS94TCzqX3vM0rH+1s8ZwjJgzkT58/mPSUxBbPERHp6fp0iAJw92vN7D8Em94eSNCYoRR4F/iLu7e4Ca6IiIjE5oNNpZzxm5Znnx6+YjYHj8nvwopERDpPnw9RAJHmDm+2eqKIiIjE5cPNZfx07nJeXrnHo8cAvHf9SeRmJHdxVSIinavPhSgzSwVeIeiQd4q7R+28Z2YpwNME3fmObOk8ERER2V1FbQOX3fsOb68tbvGcd75/AoOyU7uwKhGRrtPnQhTBxrezgDP3Fozcvc7Mfg48Fbnm3q4pT0REpPf64/w1/PipZS0e/+qxE/jWyZO7sCIRka7XF0PUecAad3+qtRPdfa6ZfUSwcey9nV2YiIhIbxUOOz+du5zfz4++PeFnDxvNDWfuR1Ki9nUSkb6vL4aoAwlml2I1Hzitk2oRERHp9baV1XDoT15o8fgr3zmWUfkZXViRiEj36oshqgDYFsf524CBnVSLiIhIr1VR28CJt7/MltKaPY4VZKXwzvdP0Oa4ItIv9cUQVQ1kxXF+FrDn3w4iIiL9lLtzzb+W8NCCjVGP/+CMfbl8ztgurkpEpOfoiyFqA3BwHOcfBKzvpFpERER6lfkrd/D5v7zd4vHlPzqFtGRtlCsi/VtfDFEvAf9nZge5+4K9nWhms4DDgd90RWEiIiI9UXVdiN+9tIpfv7iqxXPOPXAEv7xwRhdWJSLSc/XFEHUn8L/Aw2Z2mrtH7cNqZlOAh4EQcFcX1iciItLtQmHn8cWb+PYjSwiFvcXzPn3QSC6fM47JQ7O7sDoRkZ6tz4Uod19hZjcBNwDvmtkjwIvARsCBkcDxwKeAVOB6d1/RTeWKiIh0KXfn248s4ZGF0Z93anT7pw/gvJkju6gqEZHepc+FKAB3v8nMGoAfAhcD/9PsFAPqge+7+y1dXZ+IiEhXWb61jB8/uYxXPtpJcqJRH2p51glgRF468751DClJ2u9JRKQlfTJEAbj7T8zsb8BlwBHAMILwtBl4FbjH3dd1Y4kiIiIdrqK2gZdX7OArf1+0x7G9BahbzpvO/xwyujNLExHpM/psiAKIhKQfdncdIiIinaWmPsTyreV855H3WLmtIq5rf3nhAUwYlM3kodmaeRIRiUOfDlEiIiJ9zeodFTy7dBs/nbu8Tdf/5NzpnDptKAMyUzq4MhGR/kMhSkREpAdydypqG3h9dRGL1u1i9Y4KlmwsZXt5bcxjjBuUyc/P358DRw0gIcE6sVoRkf5FIUpERKSbuDtFlXX84631/PvdTawtqsT33vehRQeMzKW2IczPzz+A6SNzO7ZQERHZjUKUiIhIJwuHnTU7K3h00Sbueml1h4w5ZWg2B4/J55LDxzBhcFaHjCkiIrFRiBIREekg7s7KbRU8umgja3ZW8tyH2zps7DP2H8Yxkwdz4tQh5GYkd9i4IiISP4UoERGRODSEwmzYVc285dt5c00Rz7YzKGWkJFJVF9rtvQsPGsXRkwdx/NTBpCYltmt8ERHpeApRIiIiEQ2hMJtLanh88SbKaxtYs6OSeSu2Ewq38UGlZmaMymPxhhKmj8jl87P34dgpgynISu2QsUVEpOsoRImISL9UUx/iwy1lPLVkC6+tLmLZlrIOHb8gK4UZowYwOj+Dy+aMoSArlbRkzSqJiPQFClEiItInuDtmQRvv9UVVFBZVsquqju/+632q64PlcunJiRw0ZgCvfLSzw+9/7ORBfOXYCUwemk12mp5ZEhHpyxSiRESk1wiFg72T3lhdxJtrithaWsPcpVtjvr66PtSmALXvsByuPH4CacmJpCQmMH5wFkNy0uIeR0RE+gaFKBER6REqaxt4ftk2Nu6q5t31JSQmwDNLO667XWvyM1PISEnk8a8cwUA9pyQiInuhECUiIh2muLKOJ9/fwoRBWew7PIeGUJiPtlewfEsZB4/NB+Cxdzfxx1fWdluNXzpyLAvW7eKyI8Zy+vRhJCRYt9UiIiK9k0KUiIh0iHDY+dTvXmftzsouuV9SgnHM5MEMzknFgBED0kk0Y/rIXJITE5g1eoACkoiIdAqFKBERaTN3p7IuxN/eXMfOitpOC1AXzBpJUqLx+dljmDA4i+TEhE65j4iISCwUokREZK8aQmE2lVRTWFTFr55fybvrS8hNT6a0uj7usSYOzuKj7RW7vXfQPgO49IggHE0ZmrNblz0REZGeSCFKRKQfK62qp6KugQfeXMfj726irKaB1KQEEhKMHeW1LV/XSoD6yrHj+fbJU2gIhUmKc9ZIAUpERHo6hSgRkT6uPhRmc0k1j727mV8+v7LV8ytazk6tuujgURw9aRAn7zcUIO4AJSIi0hsoRHUQMzsS+AZwOJAPFAPvA79y96ci54wB9taS6kF3v6jZuJcC9+zlmv9197vjrDULuAo4HxgPOLAeeA34irvXNzn3XuCSvQw31d2Xx3N/EWk/d+dfizbx+OJNDM5OI8Fg8YYSkhITWL2jgrqGcKfe/7gpgxlbkMnscQOZM7GAtOTETr2fiIhIT6IQ1QHM7DrgR8BO4L/AFqAAOBA4Bniq2SXvAY9FGeqDvdzmcWBxlPcXxFnrGOA5YALwCvA7wIAxBKHqaiDaOp07gJIo78e/a6WI7JW7s2p7BXM/2Movnmt95qgzjM7PIDc9mekjc7lg1kj2H5lHojrdiYiIAApR7WZmFxAEqOeB89y9vNnx5CiXLXb3G+K81WPufm+bity9ln8D+wBnu/t/mh1PBFr68fWv3L2wPfcX6c+q60IkJhi1DSFKq+tJSUqgrLqBf7y9nj+/upbZ4wayekcF2/fyHFJH2mdgBqdNH8b4QVmcNn0oGSn660BERCRW+luzHcwsAfgpUAVc3DxAATRdGtcDfA6YAdzWPEABuHuo60sS6RvcnYcWbOCul1azuaSa+pDHdf0ba4o6rBYzyM9IYVheGqfsN5QDRw/g0LH5ej5JRESkgyhEtc/hwFjgEWCXmZ0OTANqgLfd/Y0WrhtuZl8GBgJFwBvuvqSVe80ws28AacAmYJ67b4yz3osjr/dGlvWdCuQRPA8119339l3cqWaWA4SAVcCL7l4Wz83NbGELh6bEM45Id3B33t1QQlKCkZKUQEpiAjsr6lixrZzlW8r421vrO/X+SQlGQ9j58tHjGJCRwpwJBUwZmq1gJCIi0g0Uotrn4MjrNmARML3pQTObD5zv7juaXXdi5FfTc18CLnH3lr4T+3qzP4fM7E/AN9y9Jo56awjC0y3s/s+/0syudPe/tHDtXc3+XG5m33P338Z4b5EeraY+xKL1u/hgUynVdWHe31TCoOw0/vF254ajpn5y7nQyUxM5YGQeG3dVM2loFoOz07rs/iIiIhIbhaj2GRx5vYKg694JwFsEzxz9AjgZeJiguQQEy/5+RNBUYk3kvf2BG4BjgRfMbIa7Vza5x1rga8CzwEYgF5hDEIK+DOTwyQxTi8wsNXJuCPh55NedQAVwNvBr4E9mVujuLza5dD5BY4w3ge3AcOBc4IfAnWZW7+5/aO3+AO4+q4XaFgIzYxlDpCXuTml1PdvKanl+2Tamj8glIyWRwqIqRudnsGJrGT94fCmHjMlnZ2Uta3ZUtj5oB9hveA4n7zeUCYOzmDQki9SkRIbmpuEOu6rqyM9MITnKbNKYgswuqU9ERETiZ+7xrduXT5jZz4BvEzRjmOnu7zU5lg6sBEYCh+9laR9mlgS8ChxKMLN0Rwz3HkXQ5W8AMKPpvVs4PwNo/K7xX+5+frPjXyMIUs+6+8kx3P8M4AmC7nxD2/M8lZktnDlz5syFC1ta7Sd9RVVdAzvKa6ltCNMQcqYOy25xY9WiiloSzNhRUUtqUgIfbi7jvY2l3P3y6i6uunXJiUZ9yJk6LIf7LjtYs0ciIiI91KxZs1i0aNGiln64HyvNRLXPrsjrmuYhxt2rzewZ4HLgEKDFEOXuDZGleYcCRxG0E98rd99gZk8Bn4lcs9cQ5e5VZlYHpBB06Gvu3wQh6pDW7h0Z779mtgkYAexLsCeW9CINoTCVdSFqG0JU14UoLKpiXEEm7xQWk52WTF1DmJLqOiYPCZ67SUowMlOTKNxZyeiBGWzcVc3i9SWs3VnBO4W7GFOQgWG8uiroej9tRA7jB2VRXtPArqo6Vm+voKymoZu/6vicd+AItpTWkJ2WxP8cOppJQ7IZkZdOfShMTX2IzJQkEtT2W0REpN9RiGqfFZHXaPsnwSchKz2GsRqfm4pnDU+816wgeG4rWr3x1Nr0/iPiuH+fFg47IXdKqurZuKuKuoYwiQnGltIaKmob2FBcxRNLNnPC1CG8vbaYTSXVXHr4GEqq6llfXMWLy7dzwtQhpCYnUFsfIiMliaq6EKPzM1iysYQF63aRlGCMKchk1faKqDUUZKWysyJokT1zdB6ZqUkfB6TG9zvLppLq3f78waYyPtgUV++RLpeSlMA3TphIRnIiU4flcMjY/BZnxppKTkyIugRPRERE+geFqPaZDzQAE80sxd3rmh2fFnktjGGswyKva/Z61u4OjfOaFwhC1DTgyWbH4qkVM8sl6KrnsV7TG9SHwqzYWs7rq3fy1PtbqakPccDIPPIyk1m3s4qc9CTeWFPEhuJqctOTmTA4i9LqIDTV1Le0xdbu7nmt8OPf/+r5j3Y79vyybXu9tiHsLQYoYLegtGh9S9m+d8pOTSI3I5mGkLO1LOilkpKYQF0o+NyvOmESR08eRFpyAlOG5nx8nbvHFIxEREREYqUQ1Q7uvtPMHiRYUnc9cF3jMTM7kaCxRCkwN/LeocC7zcOWmR0HXBX54wPNjh3p7q80e8+A7wKzCZ5Jmtvs+DCCBhRb3L20yaHfA18FrjKzvzW2SDezNODHkXP+2WScoUCWu69qNn4WcC9Bu/Xn3H1rCx9Rr+DuPLZ4Ew8v2Mjrq/fs8r586x7bfwFQWl3PwnW7oh7rKwZmplBU2fxnAy3Ly0impKqe/UfmctHBo0lKMLLSkkhPSSQzJYmJg7NIS04kMcEoqa7jZ3NX8MjCoFP/cVMGk5eRzGHjBrKlpIY5EwuYNCQ4P8GMxDYum1OAEhERkY6mENV+VxPMCH3fzI4C3ibozncuQSe8L7l745TAT4H9Iu3MG/d42h84LvL7H7j7683Gn29mK4F3CPaHygWOIJg5qgI+E2W/pluAS4AvEIQdANx9uZldQ9A58D0ze4yg2cTJwCSCzoI/bTLOFGCemb0BLCPozjeCoD37UIIZsC/G9Cn1QNvKarj5yWU88d7mTrvH+EGZrN5RySFj89lVWUdpdT1Dc9NYsjHItpfPGcvGXVU8szSYgWpcjleQlcqxkwexubSaA0cNYExBJm+uKaIgK5XstCSWbi4lNSmRuoYwk4ZkM3v8QCprG8jLSOae1wrJy0hmRF46GSmJjC3I4on3NjNxSBYTh2RTUlVHZkoSR08eRKLZbs/01IfCUZep1dSHKK9pwHEGZaXSEHaSEoywB9ekJSfG/dkMzk7jtgsO4LYLDmjjpysiIiLSPRSi2sndt0dmmK4jCE6HAeUEy+Vucfc3m5z+18g5BxPs1ZRMsMfUQ8CdzWecIm4jaPZwHJBP0AlwPfBb4HZ3j2f5H+5+u5mtAL4JnA+kEoSh64Hb3L3pgy2rgT9E6j2LYGPeKoJnq+4Efu3u0adperiqugYu/P0bFBZVtXhOY8e1EXnpnD1jOPWhMCMHZFBeU89tz67kprP3Y8rQHPIykslLTyYjNYn05EQaM0lHz4CcP2tkTOcdOHrAHu/NmVgQ07UtPeeTlpy4W1BKTgy+tkSDxIT4A5SIiIhIb6YW59LtuqPF+UMLNvCdR5bs9t6Uodl88chxnDJtKFmp+vmCiIiISF+jFuci7fDpg0aRkZLIV//+LoOzU5n7jaPIz0zp7rJEREREpBdQiJJ+64z9hzNnQgG56clqPiAiIiIiMVOIkn4tL0OzTyIiIiISHz0TJd3OzIrS09Pzp06d2t2liIiIiEgftmzZMqqrq4vdfWB7xlGIkm5nZmuBHLp+094pkdflXXzfvkqfZ8fS59mx9Hl2LH2eHUefZcfS59mx+uLnOQYoc/ex7RlEIUr6LTNbCNDe7iwS0OfZsfR5dix9nh1Ln2fH0WfZsfR5dix9ni2LvimMiIiIiIiIRKUQJSIiIiIiEgeFKBERERERkTgoRImIiIiIiMRBIUpERERERCQO6s4nIiIiIiISB81EiYiIiIiIxEEhSkREREREJA4KUSIiIiIiInFQiBIREREREYmDQpSIiIiIiEgcFKJERERERETioBAlIiIiIiISB4UoERERERGROChEiYiIiIiIxEEhSkREREREJA4KUSIiIiIiInFQiBIREREREYmDQpSIiIiIiEgckrq7ABEzWwvkAIXdXIqIiIiI9G1jgDJ3H9ueQRSipCfISU9Pz586dWp+dxciIiIiIn3XsmXLqK6ubvc4ClHSExROnTo1f+HChd1dh4iIiIj0YbNmzWLRokWF7R1Hz0SJiIiIiIjEQSFKRERERES6TFlNPfNWbGfV9vLuLqXNtJxPREREREQ6nLuzekcF728qZfH6Ep5YsoW0pAS2ltUQdrji6PF899Qp3V1mmyhEiYiIiIhIuxVX1nHr08soqqhj+dZyNpXsvYHDO4XFXVRZx1OIEhERERGRuNSHwrywbDtXPLCQ3PRkSqvrY742wWDf4TkctM+ATqywcylEiYiIiIhIi2rqQ/zplTXc81ohw/PSeX9T6W7HYw1Q+4/M5awDhnPBrFHkZiR3RqldRiFKREREREQIh50Nu6r4zYurCLvz1priPZbkFVXWxTTWZw4dzenThzFznwGkJSd2RrndSiFKRERERKSfaWz6sLmkhjfWFPHU+1tYV1TV5vF+fv7+TBySzYxReR1YZc+lECUiIiIi0seFw867G3bxx/lrmbt0a5vHmTk6j3NnjuSwsflMHJLdgRX2LgpRXczMBgLnAqcD04ERQB3wPnAPcI+7h1sZ48/AZZE/TnT3VS2cVwBcA5wJ7APUAmuBZ939mjhqPgC4FjgayAe2AXOBG9x9U6zjiIiIiEjXKKmq48dPLuPhhRvbdH1WahIFWSkcOXEQnz1sHyYP7b+BKRqFqK53AfA7YAswD1gPDAHOA/4EnGpmF7i7R7vYzM4kCFAVQFZLNzGzA4FngIHAs8BjQBowDvg0QbhqlZmdBvwbSAaeAFYCk4HLgbPM7IiWQpyIiIiIdI0NxVUsXLeL11fv5LkPt7GrKvZueZ87bB/2G57D5KHZHDAyj4QE68RK+waFqK63EjgLeLLpjJOZXQu8DXyKIFD9q/mFZjYI+CPwIDCUYGZoD2Y2gCDwpABHuPubzY7H1A7FzNKAP0fG+ZS7P9rk2AXAQwTB75hYxhMRERGR9nN3lm8t57uPvs97G0raNMYVR4/n68dPJD2l7zV96AoKUV3M3V9s4f2tZnY38GOCULJHiAL+EHn9SgvHG11FsEzwq80DVOResf5o4nCCsLagaYCKjPGwmS0Ejjaz6e7+foxjioiIiEgMQmFn1fYKVm4rZ9X2Ct4pLOb11UVxj3PAqDwumb0PJ+03lKxUffvfEfQp9iyN4aah+QEzuxQ4BzjX3YvM9jrNejEQAv5qZvsCxwMZwGpgrrtXxFjP0MjrmhaOrwFmRcZvNURFQlc0U2KsR0RERKTPcXc27qpm6eZSbnl6ebu65F16+Bhm7jOAw8bmMzgnrQOrlKYUonoIM0sCPh/549xmx/YB7gAecPfHWhlnADCeYNngDcA3gKaJq8jMPu/uT8VQ1s7I69gWjo+LvCoEiYiIiLRie3kNP5+7YrdmD7npydTUh6ht2GtfsVb99fJDmD1uIEmJCe0tU2KgENVz3ApMA55y92ca3zSzBOA+gkYSV8YwzuDI63jgawQNJO4nCFKfBW4B/mVmM919WStjvQbsAg42s7Pd/fEmdZ1HMAsFMCCGunD3WdHej8xQzYxlDBEREZGerqqugX8t3MgTS7bw9trivZ5bWt36UxbDc9PYb0QuM0blkZOWxNGTBjNyQLoaQHQjhagewMyuBL4JLAc+1+zwVQQNJE53910xDJfY5PUX7v7zJsduM7NhwNUEM1Rf3ttA7l5pZl8jCGGPmlljd75JBM0xlgD7EywdFBEREelXwmFnfXEVy7eWs3JbOSu2lrN8axmrd1TGPVZuejLTRuQQDsMba4o4bfpQvnrsRKYMzVZY6oEUorqZmX2FYKneh8Dx7l7c5NhEgkYT98S4/A6CmaNG/45y/N8EIeqQWAZz97+Z2QaCGa2jgFOBVQSzXGHgLmB7jLWJiIiI9DrVdSFeXL6dhxduYJ/8DCpqQ6zaXs7KbRVU17f9Z8ljCzI5f9ZIzj1wBMNy02jlmXfpQRSiupGZfQP4JfABQYBqHkb2A1KBL5jZF1oY5qPIf3Dnuvtj7r7FzMqAHCBaz8vGkJUea53uPh+YH6X++yK/fSfWsURERER6KnenIezMW76deSt28O76XSzfWt6uMVOTEpgzoYALDhrJ9JF5jMiL+Vsw6cEUorqJmV1D8BzUYuBEd98Z5bRCgn2aojmdoHvew0BZ5NxGLxJ08psGLG123bQmY7eZmQ0EzgXKCfakEhEREek1aupD/HfJFjbtqmZdcSUvr9hBUWVd3OMUZKUweWg2k4fkMGVoNpOHZjNxSBYZKfo2uy/TP91uYGY/AG4CFgInNV3C15S7Lwa+2MIYLxGEqGvdfVWzw78lCFHXmdkz7l4SuSYP+EHknH82G280QRv09e5e1eT9bHcvb3ZuFvAAkA18293LWv2iRURERLpYTX2IFVvLmbt0Kw8v2MDUYTlU1YVYuC6Wx8yjG5GXzoUHj2LfYTnMGJ1HQVZqB1YsvYVCVBczs0sIAlQIeAW4Msr610J3v7et93D3583sNwTPLX0QaQgBcAYwEniMoFlEU/cTNLA4FnipyfuXmNk3I+9tAQYBZwJDgD8Ct7e1ThEREZH2cHfeWlvMXS+tZtSAdMpqGgi7s7O8lg83l1Feu/vWm698FG3hT8u+ffJkGkLO8VMHM3VYDolq8CARClFdr3HPpUSCDnnRvAzc256buPuVZrYA+D+Cjn+JBN3/fgbc5e6xbkawAFgGnAIMJFi+9w7wu6Ytz0VEREQ6i7uzobiaP76yhpr6EHOXbqW8pqH1C2N04UGjyMtMZlxBJsdNGUJ+ZooCk+yVQlQXc/cbCDbBbe84x8Rwzv3sOeMU13ju/iZwWjy1iYiIiMTD3amuD7GltIa/vrGOkqo6huels664ihVby6mqbWBzaU277zMsN42jJg7i5GlDyE5LZsrQbLLTkjvgK5D+RiFKRERERDqcu7O1rIaSqnq2ltWwdkclt85dzoyRecwYnUdJVR3vri+htiHM+uKq1geMwaj8dM6ZMYLJQ7MZnZ/B+EFZZKbq213pePq3SkRERETapKY+xLzl2ymvaeAPr6xh1fYKALJSk6iojb7c7u3CYt4ujNpTq1XpyYkcNi6foblpFFfWcdWJk5g8JFv7K0mXU4gSEREREdyd+pBjBmXV9eRnpuwWTkJh56Pt5Zz1m9eoC+390eqWAlQ8zps5gpy0ZLaV1XDF0ePZd3gOyYkJ7R5XpCMoRImIiIj0Uks2lvCj/37IO4W7GJWfTnpyIoU7q3YLOUkJxpiCTOoawpRW11NaXR/XPQZmplBWU099yNtU48DMYB+lpMQEFq3bxZiCDMYWZDFrdB7D8tIZkpPGwMwUBmWnkpqUoFkl6RUUokRERER6kVDYue/1Qm7674e7vb+huDrq+Q1h/3iZXVvEugFtcqJRH3ImD8nmhrP2Y+SAdEYOSFcokj5JIUpERESkl6htCPHlvy7kpRU7ursUfnHBARw9eRADmy37E+kPFKJEREREeom7X1rTYoD67GGjOWzcQDJTk0gwY+XWcurDYeZMKCAtOZGUxASSEo0tpTUMyEimojbE8i1lHDRmADlpySQkGFmpSdQ2hMlJ7IKZ9gAAIABJREFUS2JHeS2rdlSQmZLEgIwUctKTyMtI6eKvWKRnUogSERER6QXqQ2Hue6Nwt/f+8aXDOGxcftSZoKMnDYo6zsgBGR//fsaovD2OpyUnAjA4J43BOWltL1ikD1OIEhEREekF3llbTHGT55Peu/4kcjO0UaxId1CfSBEREZFe4I+vrPn492ceMFwBSqQbKUSJiIiI9HCbS6p5aeUnz0JdfeKkbqxGRBSiRERERHq4xRtK8Mg2TYeOzWdsQWb3FiTSzylEiYiIiPRwy7eUffz7fYfndGMlIgIKUVGZ2Q1mNsfM1HhDREREut37m0o//r1moUS6n0JUdNcDLwMlZva0mX3HzGaZdpITERGRbjCvyd5Q+2kmSqTbaaYlutOB44DjgZOAkwEHSs3sJeBF4AV3X9ZtFYqIiEivFwo7RZW1rC+qorYhzNLNpYzOz6SospZfPvcROytq97hmeF56N1QqIk0pREXh7k8DTwOYWT6fBKrjgXOAsyPHtrr7iO6qU0RERHqH7eU13PjEhzy5ZEu7xklJSmBQVmoHVSUibaUQ1Qp3LwYeAR4xswHA54BrgcHA0O6sTURERHqe0up67n55Nb97aXWHj33fFw4hKVFPY4h0N4WovTCzNGAOn8xCHUjwHFkt8ELkl4iIiPQT9aEwa3dWkpaUyIDMZMprGthRXsujizZy3xvrOuWePz53GufMGEFmqr5tE+kp9F9jFGb2fYLQNBtIBRqAd4BbCYLT6+5e130VioiISGdqCIWpqG3g/jfW8dbaIl5bVdTh9/j2yZOZMDiLw8YNJDUpgbTkxA6/h4h0DoWo6H5E0EjiOeDXwHx3r+jekkRERKQzfbCplD++sobHF2/u0HG/fPQ4jps8mEPG5qNGvyJ9g0JUdBuAUQSd+Q4AnjezF4B57t45c/UiIiLSpepDYZ7/cBvfffR9SqvrO2zcC2aN5EfnTNPMkkgfphAVhbvvY2bj+eRZqJOAzwBuZmv45Hmoee6+s/sqFRERkdaEw44ZH88CbSiu4sLfv8Hm0pq4xslISeSvlx/ChMHZ5KYnU1MfIhR2EsxISUogMUGzTCL9hUJUC9x9NbAa+AOAme1PEKiOAy4CvgSEgeTuqlFEREQ+EQ47m0ur+fbDS3hjTdufYUpKMM7YfxjfOWXKXvdk0kyTSP+lEBW7JILAlBJ5NYJOfSIiItJNaupD3PbMCv706tp2jZOcaPzl0oM5cuKgDqpMRPoyhagWmNkkPlnOdyyQRxCcHFiKWpyLiIh0m+89+j7/eHt9u8d58so57Dc8twMqEpH+RCEqCjNbD4wgCE0Aawg23H0ReNHdd3RXbSIiIv1VQyjMvtc/Q10oHNd1KUkJHDVxECMHpDMiL52jJw9iRF669l0SkTbT/z2iSwL+ThCaXnD39v+oS0RERNpk464q5vx0XqvnpSQm8M8vH8bM0QO6oCoR6c8UoqJw9+HdXYOIiEh/t7OiloNufr7V856/+mgmDM7qgopERAIKUSIiItJjuDvPLN3GFQ8s3Ot5Pzp7Pz43e0zXFCUi0oxC1F6Y2UXAF4EDgVygDFgI/Nnd/9mdtYmIiPQFobBz1YOL+c97m2M6/7cXz+T0/Yd1clUiInunEBWFBbvx3Q9cTNBcIgTsAAqI7BVlZme5+8XdV6WIiEjvNfeDra3ONjW17KZTSE/Rvkwi0jMoREX3ZeAzBLNO1wAvu3vIzBKBo4FbgQvNbL67392NdYqIiPQq64oqOfrnL8V8/p8vOYjjpw7pvIJERNpAISq6y4BC4Ch3r258091DwItmdjTwAXA5oBAlIiLSipr6EFN+MDemcy+fM5Yrj59IbnpyJ1clItI2ClHR7Qv8vmmAasrdq83sMYIZKxEREWlBcWUdM3/03F7P+fsXD2X2+IEEq+lFRHo+hajonE822m2J/k8vIiKyF6u2V3DC7S+3ePzDm04mI0XfiohI76P/c0W3DDjPzL4fbTbKzNKBc4APu7wyERGRXuCXz63kjhc+inrsd5+ZyanT1WFPRHqvhO4uoIf6CzAamG9mx5tZEoCZJZrZscA8YJ/IeSIiIhLREArznUfeixqgfnzuNApvPV0BSkR6Pc1ERfd74Ejgf4BngbCZFQP5BMHTgIfUmU9EROQTdQ1hJl33dNRjS244iZw0NYoQkb5BM1FReOAzBG3OXwRKCQJUaeTPn3H3i7qxRBERkR6lpj4UNUBdPmcshbeergAlIn2KZqL2wt3/AfyjI8c0s4HAucDpwHRgBFAHvA/cA9zj7uFWxvgzQRt2gInuvqqF8woI9rk6k2D5YS2wFnjW3a+Jo+axkXGOIVjmWA6sidR7r7vXxTqWiIj0PVtKq5l9y4t7vL/y5lNJSdLPa0Wk71GIagczG+TuO+K87ALgd8AWgmer1gNDgPOAPwGnmtkF7u4t3PNMggBVAWTtpbYDgWeAgQRLEh8D0oBxwKcJQlGrzOzgSJ3pwFzgcSCHIJj9HviUmZ3SUr0iItK3LdtSxql3vLLH+x/ceLIClIj0WQpRbWBmuQQh5KsEgSIeK4GzgCebzjiZ2bXA28CnCALVv6LcdxDwR+BBYChwdAv1DQCeAFKAI9z9zWbH41lTcQOQCVzq7vc1GeNbkXpPInh+bH4cY4qISC+3s6KWg25+PuqxVT8+laREBSgR6bsUopoxs32AWUA98La7b2tyLA24CvgWMACoind8d99zvUPw/lYzuxv4McGyuT1CFPCHyOtXWjje6CqCZYJfbR6gIveqj6PkcZHX/zQbo9LMXiDYmHhQHOOJiEgvtquyjgNb2Dw3JSmBlTef2sUViYh0Pf2YqAkz+zWwGniYYPlboZn9X+TYMcAK4GaCpW138EnA6CiN4aYhSm2XEuxNdYW7F7UyzsVACPirme1rZl8zs2vM7Hwza3EJYAuWRl5Pb1ZPBnAcUAm8EeeYIiLSC5XV1LcYoI6ZPIgVPzqliysSEekemomKMLNLCJbnhQk22zVgMvBrM6skeP4nMfJ6s7tv7uD7JwGfj/xxbrNj+xCEtgfc/bFWxhkAjCdYNngD8A2Cr6VRkZl93t2firG064DDgXvN7NMEGwznAGcQ/PtzQayfhZktbOHQlBhrERGRbuDufP+xD/j7W+ujHr/nCwdz7OTBXVyViEj3UYj6xKUEXfKOdfc3AMzsKOA54M/ARuBMd3+/k+5/KzANeMrdn2l808wSgPsIGklcGcM4jX+LjQe+RvDs1v0EQeqzwC3Av8xsprsva20wd18eaS7xD4JmEmdGDtUDvwL2WC4oIiJ9RzjsjLs2+s/dFlx3AgVZqV1ckYhI99Nyvk/sD/y7MUABuPt8gmV9BlzWWQHKzK4EvgksBz7X7PBVBA0kvuTuu2IYLrHJ6x3u/nN33+buW939NuDXBF36vhFjbQcCrxMsYTwSyAZGAdcDVwNvRRpttMrdZ0X7RfB1i4hID7OhuCpqgNp3WA6Ft56uACUi/ZZC1CdygWj7LX0Uee2U537M7CsES/U+JJgFK25ybCJBo4l74lh+1zRo/TvK8cb3DomhtiTgIYLGEWe6+6vuXuHuG939VuA3wESCoCciIn3Ih5vLOPJn8/Z4/5Ax+Tz19SO7oSIRkZ5DIeoTCXzS2KGpegB3r+7oG5rZN4A7gQ8IAtTWZqfsB6QCXzAzb/qLT9qbfxR575xInVuAssixkii3bQxZ6TGUOAWYACyLUhsE+0dB0M1QRET6iFufXs5pv95z76dLDx/DQ1fM7oaKRER6Fj0Ttbsu2zDWzK4heA5qMXCiu++MclohwfNY0ZxOsFfUwwShqbDJsRcJOvlN45Pueo2mNRm7NY3rNApaON7Y2rwuhrFERKQXuOaRJTy4YMMe7//l0oM4bsqQbqhIRKTnUYja3Q1mdkO0A2YWivK2u3vcn6GZ/QC4CVgInNR0CV+zwRcDX2xhjJcIQtS17t58GeJvCULUdWb2jLuXRK7JA34QOeefzcYbDWQA6929cf+rDwhms0ab2Rfd/U9Nzs8j2C8L4IVWv2gREenR3J2x34u+cnzpjSeTmapvGUREGun/iLuz1k9p1/mNrdRvItjH6RXgSrM9hil093vjHbuRuz9vZr8h6M73gZk9ETl0BjCSoFnG/c0uu59gieCxwEuRcWojSw7vAf5oZhcB7xJsNHwWwUzUm7Q8WyYiIr3Av9/dyFUPvrfH+ydMHcKfLjmoGyoSEenZFKIi3L2rng8bG3lNpOUOeS8D97bnJu5+pZktAP6PoONfIkEXvJ8Bd7l7OMZx7jOztZFaZxMErVqCjYdvB37l7rXtqVVERLrPF+9bwPPLtu3x/sNXzObgMfndUJGISM+nENXF3P0Ggk1w2zvOMTGccz97zjjFPV6k1fv8WGsTEZGer6K2gasfXBw1QP3x8wcpQImI7IVClIiISD/i7tz/xjp++J/mfYcCr333OEbkxdLAVUSk/1KIEhER6eOq60KUVtdz+K0vEG6hD+2XjhzL90/ft2sLExHppRSiRERE+hB3Z+W2Ck7+VWyrsE+YOoRbPzWdgqzU1k8WERFAIUpERKRPeKewmAvufiPm8zNSEnnkisPZd3hOJ1YlItI3KUSJiIj0Qu7Ov9/dxNUP7dmavDUPXH4ocya2tI+6iIi0RiFKRESkF2kIhbnt2ZXc/fLqmK+5/ox9OX3/YQzJSevEykRE+g+FKBERkV5gQWEx58exXG/1T04jMSHuPeFFRCQGClEiIiI9VHVdiK/9YxHPL9se0/kLrzuBgWoQISLS6RSiRJrZUFzFH+av4eWVO9hWVkNtQ5gTpg7mWydPZsrQHNwds91/uuvuVNQ2EAo72WnJ+umviLTI3floewXby2p5aMEG/vPe5naN9+D/O4xDxw3soOpERCQWClEiQF1DmM/9+S3eWlsc9fjzy7bH/JPgvTl0bD4/Omcak4Zkt3ssEek9wmHnhieWcv8b6zpkvJvPmcbFh4wmQT+wERHpFgpR0u89+M56rvnX+11yr7fWFnPSL3ffu+XCg0Zx87nTSE5M6JIaRKRrrN5RwVm/eZXKulCHjHfC1MHcefFM0pITO2Q8ERFpO4Uo6bdeWLaNy+9b0N1l8OCCDTy4YMNu700fkUthUSWXzB7DnIkFDMtNY5+Bmd1UoYjEanNJNcf94iVq6sMdNuYvLzyAsw4YoWXCIiI9iEKU9Evu3mKAGp2fwQvfPHq3maHquhBvrNnJ44s389qqnRw6diA19SEcOHHfIWSnJTE4O42qugY27qrm3fUlPP3BFqra+BPo9zeVAnDnvFXcOW9Vi+fdeNZ+nDtzBDlpyW26j4i0zt15p3AXT72/hSUbS9hWVsumkmoGZ6fiQFZqEjvKa6mobYh5zIKsVL510iQOGzeQQdmpZKbqr2MRkd7E3L27a5B+zswWzpw5c+bChQu77J4rtpZz8q92X1Y3LDeNN753fKfetz4U5v1NpVx27zuUVNV3yj3OnjGcG8/aj7yMlE4ZX6QvcneKK+u4+cll/PvdTZ1yjzsumsHp04eRpKW7IiLdZtasWSxatGiRu89qzzj60Zf0SylJCZy07xCe/XAbAE9//UimDsvp9PsmJyYwc/QAFl9/0sfv1dSH+Orf3+X5Zds65B6PL97M44uDbl8PXH4o+4/K1UyVSAs2FFdx5M/mdcrYWalJ/PdrcxhToKW4IiJ9jWaipNt1x0xUbxEOO3WhMCu2lvPXN9fxyMKNnXKfb588mYsOHsWAjBR1+5J2qW0I8eSSLcwcPaBbw0NNfYiNu6qoqA2Rm57MkJxU0pMTMTPcnRv+s5T7OqhTXnOLrz9RM8EiIj1UR81EKURJt1OIarvSqnp+/uxyHnhzfaeM//K3j2HUgAwFK4nZ5/78Fq98tPPjP6+95bQ99lVrr/c2lHDOXa/RlX99ff+0qZxz4AgKsoJw1Pg1FVXU6ocPIiK9iEKU9BkKUR0nHHYO/vHzFFXWdcr4f/vioRw+fmCHf1MsfUNJVR0zbnou6rGrT5zERYeMYnB2WtzjrthaziV/eZutZTXtLbFVv7pwBmfPGK5/x0VE+ig9EyUie0hIMBb+4EQgeFB+Q3E1m0ur2V5eyy+fW8nanZXtGv8zf3or6vupSQncefFMZo8fSFZqEu6ub0L7ob3th3T7cyu5/bmVXVhNbFKTEnj4itnsPzKvu0sREZFeRCFKpI8yM0YPzGD0wAwAzjpgeNTzGkJhzIyHFmzge4+2bdPh2oYwX7q/5T23ctKSuPnc6Zyy31BSktSZrK+qqe+YTWXb4pCx+YTDzoJ1uzhkbD4nTB3M4eMLGJydSnZaMn95bS1PLtlCUWUtM0cP4JpTpqjhg4iItJmW80m303K+nqm2IcQ7a3fx+/mrd3vGpSPdcdEMzp4xolPGls5XUlXHP9/ZwB3Pf0R1swA1ZWg2152+L5/9c/TZy/a4/ox9ufTwMXoOSURE4qblfCLSqVKTEpkzsYA5EwsAKK+p59ml2/jmw+912D2+/s/FfP2fi1s979LDx3Dv64VAsJ9XQVYqFx48ilH5GYzIS2fC4CxCYSdR31S3altZDRuKq9iwq4q/vFrIim3lHDNpEM9+uI1DxuRTWl1PaXU9o/MzGDEgnQNG5vK3t9aTYMaKbeUx3yctOfj3p/DW0wGoawjz97fWsbm0hsyUJNbsrKC6LkRKUgLjB2WRlpxIQyjM88u3896Gko/HOXRsPjeevR+Th2RriaiIiPQYmomSbqeZqN6vpj7EjvJa/vPeZjYUV/HPdzZ0d0kfmzI0m7NnjOCYyYNYvKGEv721jh3ltaQmJbK+uOrj8w4Ymct7G0t3u/b/HTWO9zaU8NbaYgCOmjSILxwxhqlDcxiSkwpASVU9acmJbCqpYkd5HXe9tIpXPtrJ/iNzGZydSnFlHQeNySczJYnTpg9l9MAMUpMSd7tPeU09lbUhnlm6lRufWEo48r/lMQMzGD0wk/krd+zxdZ134AgebbIp7JkHDOfcA4fz3IfbGZydyh0vfNQhn19bXXTwKG791P7dWoOIiEhz6s4nfYZCVP+wrayGJ5dsYe7SrbwdCSXSNx0+fiB/vuRg0lMSWz9ZRESkC2k5n4j0KkNy0rhszlgumzMWCLoHvrRiB1+4951urkziNSw3jcvnjOWsGcPb1LJcRESkt1OIEpFuYWYcO2Xwx8/MtEU47GzcVc2GXVXM/WAreRnJrNxWzjNLt8U91tGTBvFys2VzU4Zms3xr7M8BtUdacgI19eHd3pszoYDEBNujrsHZqZxz4Aj+MH9NTGNfc8oUUpMSOGpSAfsMzCTsvseSQhEREYmdQpSI9FoJCZ+0cT9iQkGL54XDTsid5MSOaa/u7izdXMajizYxPC+NQ8bmM31EbtTGB41LpivrQvxr4UY2l1bzzAdbSUpMYNrwHE7ffzhHTiwgLTn+UHPtaVPb/bWIiIhI/BSiRKTPS0gwEui4zm5mxrQRuUwbkRvTuQBZqUlccvgYAL53qsKPiIhIb6ZdL0VEREREROKg7nzS7cysKD09PX/qVP10XkREREQ6z7Jly6iuri5294HtGUchSrqdma0FcoDCLr71lMjr8i6+b1+lz7Nj6fPsWPo8O5Y+z46jz7Jj6fPsWH3x8xwDlLn72PYMohAl/ZaZLQRo7z4BEtDn2bH0eXYsfZ4dS59nx9Fn2bH0eXYsfZ4t0zNRIiIiIiIicVCIEhERERERiYNClIiIiIiISBwUokREREREROKgECUiIiIiIhIHdecTERERERGJg2aiRERERERE4qAQJSIiIiIiEgeFKBERERERkTgoRImIiIiIiMRBIUpERERERCQOClEiIiIiIiJxUIgSERERERGJg0KUiIiIiIhIHBSiRERERERE4qAQJSIiIiIiEgeFKBERERERkTgoRImIiIiIiMRBIUpERERERCQOSd1dgMTOzEYCNwGnAAOBLcBjwI3uviuOcfKB64FzgGFAETAXuN7dN0Y5vxDYp4Xhtrn70Di+jGj1rAVygML2jCMiIiIi0ooxQJm7j23PIObuHVOOdCozGw+8DgwGHgeWA4cAxwIrgCPcvSiGcQZGxpkEvAi8A0wBzga2A7PdfU2zawqBPOBXUYascPfb2vZVfTx+UXp6ev7UqVPbM4yIiIiIyF4tW7aM6urqYncf2J5xNBPVe9xFEKCudPffNL5pZrcDVwE/Bq6IYZyfEASoX7r71U3GuRK4I3KfU6JcV+LuN7S5+r0rnDp1av7ChQs7aXgREREREZg1axaLFi0qbO84eiaqFzCzccBJBMvdftvs8A+BSuBzZpbZyjiZwOci5/+w2eE7I+OfHLmfiIiIiIhEoRDVOxwXeX3W3cNND7h7OfAakAEc1so4s4F04LXIdU3HCQPPRv54bJRrU83ss2Z2rZl93cyONbPEeL8QEREREZHeTsv5eofJkdeVLRz/iGCmahLwQjvHITJOc0OBvzZ7b62ZfcHdX97LPT9mZi2t15sSy/UiIiIiIj2BZqJ6h9zIa2kLxxvfz+ukce4BjicIUpnAdOD3BN1NnjazA1q5r4iIiIhIn6GZqL7BIq/tbbUYdRx3v7HZeR8AV5hZBfBN4Abg3NYGd/dZUW8azFDNjLdYEREREZHuoJmo3qFxhii3heM5zc7r7HEa3R15PSrG80VEREREej2FqN5hReQ12rNKABMjry0969TR4zTaHnnda1dAEREREZG+RCGqd5gXeT3JzHb7Z2Zm2cARQDXwZivjvBk574jIdU3HSSBoTtH0fq2ZHXlds9ezRERERET6EIWoXsDdVxO0Hx8DfKXZ4RsJZoLud/fKxjfNbIqZ7db1zt0rCDrsZRI8x9TUVyPjP+PuH4ciM9vPzPKb12Rm+xDsLQXwQNxflIiIiIhIL6XGEr3H/wGvA782s+OBZcChBHs6rQS+3+z8ZZFXa/b+tcAxwNVmNgN4G5gKnE2wPK95SLsA+K6ZzQPWAuXAeOB0IA14CritnV+biIiIiEivoRDVS7j7ajM7CLgJOAU4DdgC/Bq40d2LYxynyMxmAz8EzgGOBIoI2phf7+4bm10yj2B/qQMJlu9lAiXAqwSzWn919/Z2BRQRERER6TUUonoRd98AfCHGc5vPQDU9Vgx8PfKrtXFeBmLaTFdEREREpD/QM1EiIiIiIiJxUIgSERERERGJg0KUiIiIiIhIHBSiRERERERE4tCvGkuY2VFtvdbd53dkLSIiIiIi0jv1qxAFvAS0tR13YgfWISIiIiIivVR/C1E30fYQJSIiIiIi0r9ClLvf0N01iIiIiIhI76bGEiIiIiIiInHoVzNRe2Nmc4ADgTygFFjk7q92b1UiIiIiItLT9PsQZWYzgQeAyY1vEXluysxWAJ939wXdVJ6IiIiIiPQw/TpEmdkE4EUgB3g18vstwDDgWOBI4DkzO8TdP+q2QkVEREREpMfo1yEK+AGQBVzo7g83O3aDmZ0P/BO4Drikq4sTEREREZGep783ljgBeCxKgALA3R8BHo+cJyIiIiIi0u9DVAGwvJVzlkfOExEREfn/7N15nFxllfDx38m+JwRI2AlhDaBCwh5liyCLCu6ig4qvr+MK6vi6gDqAG844I+I+o4CgAyIojIM6yC6LCgkgSiCQhR0CCWRfu8/7x70dOk11ujup6upK/b6fT31u173PPfdUxaVPP/eeR5Kavoh6Dti7izF7Ac/3Qi6SJEmSGkCzF1E3Am+MiHdWOhgRbwFOAq7v1awkSZIk9VnN3ljiXIoi6ecR8VHgJorufNsARwKvBpYAX6lXgpIkSZL6lqYuojLzkYh4LXAJMLV8JcVaUQAPAe+1vbkkSZKkNk1dRAFk5l3ApIg4DJgMjAYWAfdk5u11TU6SJElSn9P0RVSbzLwDuKPeeUiSJEnq25q6sUREDI2InSJiUCfHB5fHh/R2bpIkSZL6pqYuooAvUTz3NKKT48Mp1ok6s9cykiRJktSnNXsRdTxwfWYurHSw3H898PpezUqSJElSn9XsRdQEYFYXY2aV4yRJkiSp6YuogUBrF2MS8JkoSZIkSYBF1BzgiC7GHAk8WvtUJEmSJDWCZi+i/huYEhGfqXQwIj5HsXbU1b2alSRJkqQ+q9nXifom8G7g6xHxduA64Elge+B1wH7AY8C/1C1DSZIkSX1KUxdRmflCRBwJ/Bw4lGLWKYEoh9wB/ENmvlCfDCVJkiT1NU1dRAFk5jxgakRMBg4BxgAvAn/KzBn1zE2SJElS39P0RVSbsmCyaJIkSZK0Qc3eWEKSJEmSesQiSpIkSZJ6wCJKkiRJknrAIkqSJEmSesAiqoFExA4RcWFEPBURqyJiXkScHxFb9DDO2PK8eWWcp8q4O9T62pIkSVKjsztfg4iIXSnWrRoHXAM8CBwEnAEcFxFTM3NBN+JsWcbZA7gRuBzYCzgNODEiDs3MObW4tiRJkrQ5aOqZqIj4UkQc3sWY10TEl3orpw34PkURc3pmnpyZn8vMo4FvAXsCX+1mnK9RFFDfysxpZZyTKQqiceV1anVtSZIkqeFFZtY7h7qJiFbg7Mw8dwNjzgLOzcz+vZfZy3KYCMwG5gG7ZmZru2MjgaeBAMZl5rINxBkOPAe0Attm5pJ2x/qV15hQXmNONa/dxeebPnny5MnTp0/fmNM3SktrMuOxF3rtepIkSVrfmKED2X38yF695pQpU5gxY8aMzJyyKXG8na9rAyiKjno6utxe176IAcjMJRFxO3AscAhwwwbiHAoMLeMsaX8gM1sj4jrgg8BRQNstfdW6NhHRWZW014bOq4XVa1t52w/v7O3LSpIkqXTM3uP5z/ccUO80NkpT387XTVOA5+ucw57ldlYnxx8ut3vUIE61ri1JkiRtFppuJioibuyw630RcWSFof2BHYGdgctqnVcXRpfbRZ0cb9s/pgZxqnVtOps2LWeoJnd1fjVFwAEKNbhbAAAgAElEQVQ721hQkiSpXnYbN6LeKWy0piuigCPb/ZwUzwBNqDCuFVgA/AL4ZK2T2kRRbjf1AbeNiVOta/eqIQP7c+WHD6t3GpIkSWpATVdEZea6Wxi701iij2ib7RndyfFRHcZVM061ri1JkiRtFprqmaiIOD0iDmq36zTg6nrl0wMPldvOnjvavdx29tzSpsSp1rUlSZKkzUJTFVHA+cBx7d5fCJxcp1x64qZye2zZinydss34VGAF8Kcu4vypHDe1PK99nH4UXfbaX6+a15YkSZI2C81WRK0EBrd7H50N7EsyczZwHcWzWx/tcPgcYDhwSft1miJir4hYr3V4Zi4FLi3Hn90hzsfK+P/btkbUxl5bkiRJ2pw12zNRc4HXRcQFmflsua9RGiJ8BLgDuCAipgEzgYMp1nSaBZzVYfzMctuxUDyTornGpyJiP+AvwCTgJGA+Ly+UNubakiRJ0mar2WaifkTRSvupiGgp950dES1dvNbWMWdg3YzQAcDFFAXMPwG7AhcAh2bmgm7GWUCx6O4FwG5lnIOBi4Ap5XVqcm1JkiRpc9BUM1GZeUFEzAdOBLajmEl5DJhXz7y6KzMfp2iG0Z2xnd6qmJkLgTPKV9WvLUmSJG3OmqqIAsjMy4HLYV2L84saoMW5JEmSpD6i2W7n6+gc4OZ6JyFJkiSpcTTdTFR7mXlOvXOQJEmS1FiaqoiKiJ3KH5/MzJZ277uUmY/VKC1JkiRJDaSpiiiKBhJJ0dJ7Vrv3XUma77uSJEmSVEGzFQaXUBREizq8lyRJkqRuaaoiKjPft6H3kiRJktSVZu/OJ0mSJEk9YhElSZIkST3QVLfzVRIRY4H3AwcBWwD9KwzLzJzWq4lJkiRJ6pOauoiKiL0oFtvdGogNDLX5hCRJkiTA2/m+CYwDvgFMBAZmZr8Kr0qzU5IkSZKaUFPPRAGvAa7NzDPrnYgkSZKkxtDsM1EBPFDvJCRJkiQ1jmYvoqYDe9Y7CUmSJEmNo9mLqHOBEyLiyHonIkmSJKkxNNUzURHxngq7rwGui4jLKGamXqx0bmZeUsvcJEmSJDWGpiqigIt5ebvyttbmp5avSscTsIiSJEmS1HRF1Gn1TkCSJElSY2uqIiozf1rvHCRJkiQ1tmZvLCFJkiRJPdJUM1HdERFvBI6meBbq1sy8qs4pSZIkSepDmm4mKiLeEBG3RsQRFY5dBPwaOB34OHBFRFhESZIkSVqn6Yoo4I3AZODP7XdGxOuB9wLLga8AnwXmACdHxCm9naQkSZKkvqkZb+c7CLgzM1d22P9+ilbmp2XmlQARcSkwG3g3cFmvZilJkiSpT2rGmahtKAqjjg6nWGh33e17mfkMcC2wf++kJkmSJKmva8YiagtgYfsdEbETMBa4LTM7LrY7F9iyl3KTJEmS1Mc1YxG1BNihw74p5faeTs7peOufJEmSpCbVjEXU/cCJETGi3b43UTwPdVuF8bsAT/dGYpIkSZL6vmYson5OcUvfLRFxekR8l6JxxDPATe0HRkQArwYe6PUsJUmSJPVJzdid7yfAm4HXAftRLKq7BjgjM1s6jJ1G0Yji+l7NUJIkSVKf1XRFVGa2RsSJwCnAYcAC4FeZeW+F4VsB3wb+uxdTlCRJktSHNV0RBUUhRXFb38+7GHc5cHmvJCVJkiSpITTjM1GSJEmStNEsoiRJkiSpByyiGkREHBYRv42IhRGxPCL+GhGfiIj+GxFr74i4IiLmR8TKiHgoIs6JiKEVxk6IiNzAy9sdJUmS1FSa8pmoRhMRJwFXUSz6+wtgIfAG4FvAVOBtPYh1MHAjMBC4EngcOBr4EjAtIqZl5qoKp94HXF1h/9+6/0kkSZKkxmcR1cdFxCjgP4EW4MjMvLvc/0WKYuitEfHOsglGV7H6AxcBw4CTMvO/y/39gCuAtwCfBM6rcPq9mXn2pn8iSZIkqbF5O1/f91Zga+DytgIKIDNXAl8o3364m7GOACYBt7YVUGWsVuAz5dsPlYsMS5IkSarAmai+7+hy+/sKx24FlgOHRcTgTm7D61aszJwTEbOAPYCJwOwOQ7aLiH8EtqRYW+vOzPxrNz+DJEmStNmwiOr79iy3szoeyMy1ETEX2Iei8Jm5sbFKD1MUUXvw8iLqmPK1TkTcDLw3Mx/r4rpt46d3cmiv7pwvSZIk9QXeztf3jS63izo53rZ/TI1iLQe+DEwBtihfRwA3AUcCN0TE8G5cW5IkSdosOBPVCyJiHrBzD075eWb+Q3fDl9vsUVLdjJWZ8yk697V3a0QcC9wGHAx8APh2V8Ezc0rFixYzVJM3JmFJkiSpt1lE9Y7ZFO3Ju+updj+3zQ6NrjQQGNVh3IZULVZ5K+GPKYqow+lGESVJkiRtDiyiekFmTtuE0x8CDqB4Tmm9Z4oiYgCwC7AWmNPNWJSxKtm93Hb2zFRHz5Vbb+eTJElS07CI6vtuBN4NHAdc1uHY4RRrPt3ajc58bbHOKmN9vf2BiJhIUVw9SvcKMoBDym13x3dmwsyZM5kypeLdfpIkSVJVzJw5E2DCpsaJzGo8SqNaKRfbnU1xq93UdovtDqEoig4FTmm/2G5EDAN2Apa375xXLrZ7P8VaUR0X2/0FxZpUn8/M89qdczBwT2au7pDX0cBvgcFlXndswmecW36+eRsbYyO1dQV8sJevu7ny+6wuv8/q8vusLr/P6vG7rC6/z+raHL/PCcDizNxlU4JYRDWAiDgZuJLiuarLgYXAGylall8JvD3b/UNGxJEU3fNuycwjO8Q6mKL4Glie+xgwjeKWwduBae1ntco25vsANwNPlLtfyUtrTn0xM79Src/am9parnfW8EI94/dZXX6f1eX3WV1+n9Xjd1ldfp/V5ffZOW/nawCZeXVEHEFxK95bgCHAI8CngAuyB5VwZv45Ig4EzgGOBUZS3MJ3LnBehdsCLwXeBBwIHE9RfD0LXAF8NzP/uCmfTZIkSWo0FlENIjNvB07o5tibealdeaXjDwBv62asnwA/6c5YSZIkqRm42K4kSZIk9YBFlCRJkiT1gEWUJEmSJPWA3fkkSZIkqQeciZIkSZKkHrCIkiRJkqQesIiSJEmSpB6wiJIkSZKkHrCIkiRJkqQesIiSJEmSpB6wiJIkSZKkHrCIkiRJkqQesIiSJEmSpB6wiJIkSZKkHrCIkiRJkqQesIiSJEmSpB6wiJIkSZKkHhhQ7wTUfRGxA3AucBywJfA0cDVwTma+0IM4Y4EvAScD2wILgN8DX8rMJyqMnwfs3Em4ZzNzmx58jEr5zAVGAfM2JY4kSZLUhQnA4szcZVOCRGZWJx3VVETsCtwBjAOuAR4EDgKOAh4Cpmbmgm7E2bKMswdwI3AXsBdwEjAfODQz53Q4Zx4wBji/QsilmfnNjftU6+IvGDp06NhJkyZtShhJkiRpg2bOnMmKFSsWZuaWmxLHmajG8X2KAur0zPxO286I+Hfgk8BXgQ91I87XKAqob2Xmp9rFOR34dnmd4yqc92Jmnr3R2W/YvEmTJo2dPn16jcJLkiRJMGXKFGbMmDFvU+P4TFQDiIiJwLEUt7t9r8PhfwaWAadGxPAu4gwHTi3H/3OHw98t47+uvJ4kSZKkCiyiGsPR5fa6zGxtfyAzlwC3A8OAQ7qIcygwFLi9PK99nFbguvLtURXOHRwR/xARZ0bEGRFxVET07+kHkSRJkhqdt/M1hj3L7axOjj9MMVO1B3DDJsahjNPRNsClHfbNjYjTMvOWDVxznYjo7H69vbpzviRJktQXOBPVGEaX20WdHG/bP6ZGcS4CplEUUsOBVwA/ouhu8ruIeFUX15UkSZI2G85EbR6i3G5qq8WKcTLznA7j/gZ8KCKWAv8EnA28qavgmTml4kWLGarJPU1WkiRJqgdnohpD2wzR6E6Oj+owrtZx2vyw3B7ezfGSJElSw7OIagwPldtKzyoB7F5uO3vWqdpx2swvtxvsCihJkiRtTiyiGsNN5fbYiFjv3ywiRgJTgRXAn7qI86dy3NTyvPZx+lE0p2h/va4cWm7nbHCUJEmStBmxiGoAmTmbov34BOCjHQ6fQzETdElmLmvbGRF7RcR6Xe8ycylFh73hFM8xtfexMv7/Zua6oigi9omIsR1zioidKdaWAvhZjz+UJEmS1KBsLNE4PgLcAVwQEdOAmcDBFGs6zQLO6jB+ZrmNDvvPBI4EPhUR+wF/ASYBJ1HcntexSHsb8LmIuAmYCywBdgVOBIYAvwW+uYmfTZIkSWoYFlENIjNnR8QBwLnAccAJwNPABcA5mbmwm3EWRMShwD8DJwOvARZQtDH/UmY+0eGUmyjWl9qf4va94cCLwG0Us1qXZuamdgWUJEmSGkZTF1ER8T7ghsx8vN65dEeZ52ndHNtxBqr9sYXAGeWrqzi3AN1aTFeSJElqBk1dRAEXAhkRc4AbgBuBGzPz+fqmJUmSJKmvavbGEh8Dfg2MAT4IXAY8ExH3RcS/R8TrO3axkyRJktTcmnomKjO/D3w/IgLYD5hWvl4NvILidreWiLg7Mw+rX6aSJEmS+opmn4kCIAv3ZOY3M/N4YEvgk8BzFIXmwXVNUJIkSVKf0dQzUe1FxG68NBN1FDCWoj34bIrnpSRJkiSpuYuoiHg3LxVOO1AUTU8Bv6conBqmc58kSZKk3tHURRTFOkdJsRbSecBNmflgfVOSJEmS1Jc1exG1GhgEHE6xiOx2EXEDcEdmrq5rZpIkSZL6pGZvLDEGOAb4JsV38TmK2/hejIg/RMTnIuLAsnufJEmSJDX3TFRmrqR89gkgIkZRNJU4unx9tXwtomg0IUmSJKnJNXUR1VFmLo6I24HBwFBgHLA1MLquiUmSJEnqM5q+iIqI4RTPRLV16XsFRZe+AF4ErsEW55IkSZJKTV1ERcQfgYMovocAVlAUTDeW2+mZmfXLUJIkSVJf09RFFHAw8GdeKpruzMw19U1JkiRJUl/W7EXUFpm5rN5JSJIkSWocTd3i3AJKkiRJUk81+0wUABFxCPABYH+KtaMWAdOBizLzjnrmJkmSJKlvafoiKiK+AnyeorFEe/sB74+Ib2Tmmb2fmSRJkqS+qKlv54uItwFnAo9RzERNpFgfamL5/jHgsxHx9rolKUmSJKlPaeoiCvg48CxwYGZemJnzMnNVub0QOBB4DvhoXbOUJEmS1Gc0exH1KuDKzHy+0sFy/y8pbu2TJEmSpKYvogYAy7sYsxyfHZMkSZJUavYi6hHg9RFR8Xso958AzO7VrCRJkiT1Wc1eRF0GTAKuiYjd2x+IiF2BK4G9gf+qQ26SJEmS+qBmv03t34HjgBOB4yPiKeBpYBtge4oi87ZynCRJkiQ190xUZq4GjgHOAuYCO1B05NuxfH8WMK0cJ0mSJElNPxNFZq4Bvg58PSJGAKOBRZm5tL6ZSZIkSeqLmnomKiIujIhPtr3PzKWZ+aQFlCRJkqTONHURBbwLGFfvJCRJkiQ1jmYvouZhESVJkiSpB5q9iPoviq58W9Q7EUmSJEmNodmLqK8DdwM3RcTrI2J8vROSJEmS1Lc1e3e+leU2gGsAIqLSuMzMZv+uJEmSJGER9Ucg652EJEmSpMbR1EVUZh5Z7xwkSZIkNZZmfyaqoUTEDuXaVk9FxKqImBcR5/e0MUZEjC3Pm1fGeaqMu0Otry1JkiQ1uqaeiWokEbErcAdFS/ZrgAeBg4AzgOMiYmpmLuhGnC3LOHsANwKXA3sBpwEnRsShmTmnFteWJEmSNgfORDWO71MUMadn5smZ+bnMPBr4FrAn8NVuxvkaRQH1rcycVsY5maIgGldep1bXliRJkhqeRVQDiIiJwLEUiwN/r8PhfwaWAadGxPAu4gwHTi3H/3OHw98t47+uvF5Vry1JkiRtLrydrzEcXW6vy8zW9gcyc0lE3E5R6BwC3LCBOIcCQ8s4SzrEaY2I64APAkcBbbf0Vevafcrqta2c97sH652GJElS09pzmxG848Cd6p3GRrGIagx7lttZnRx/mKKQ2YMNFzLdiUMZp9rXJiKmd3Jorw2dVwstrcmFt8/t7ctKkiSpdMze4xu2iPJ2vsYwutwu6uR42/4xNYhTrWtLkiRJm4WmnomKiC8BN2fmrRsY8xrgqMw8t/cy67Eot5u6cPDGxOn2OZk5pWKAYoZqcg+uuckG9A++cOKk3rykJEmS2tl5y8Z9pL6piyjg7PLVaREFHE7RQKGeRVTbbM/oTo6P6jCumnGqde0+ZWD/fnzgNRO7HihJkiR14O18XRsAtHY5qrYeKrd7dHJ893Lb2XNLmxKnWteWJEmSNgsWUV2bAjxf5xxuKrfHRsR6/2YRMRKYCqwA/tRFnD+V46aW57WP04+iQUT761Xz2pIkSdJmoemKqIi4se1V7npf+33tXrdExBzgROrcujszZwPXAROAj3Y4fA4wHLgkM5e17YyIvSJiva53mbkUuLQcf3aHOB8r4/9vZs5pd06Pry1JkiRtzprxmagj2/2cFMXBhArjWoEFwC+AT9Y6qW74CHAHcEFETANmAgdTrOk0Czirw/iZ5TY67D+T4jv4VETsB/wFmAScBMzn5YXSxlxbkiRJ2mw13UxUZvZre1EUGGe339fuNSAzx2fmuzLzuT6Q92zgAOBiigLmn4BdgQuAQzNzQTfjLKBYdPcCYLcyzsHARcCU8jo1ubYkSZK0OWiqmaiIOB34U2b+pdx1GnBPHVPqkcx8nCLn7oztOAPV/thC4IzyVfVrS5IkSZuzZpuJOh84rt37C4GT65SLJEmSpAbUbEXUSmBwu/edztZIkiRJUiXNVkTNBV4XEePb7ct6JSNJkiSp8TRbEfUjYDLwVES0lPvOjoiWLl5r65izJEmSpD6kqRpLZOYFETGfYu2n7ShadD8GzKtnXpIkSZIaR1MVUQCZeTlwOUBEtAIXZea59c1KkiRJUqNottv5OjoHuLneSUiSJElqHE03E9VeZp5T7xwkSZIkNZamKqIiYqfyxyczs6Xd+y5l5mM1SkuSJElSA2mqIoqigUQCk4BZ7d53JWm+70qSJElSBc1WGFxCURAt6vBekiRJkrqlqYqozHzfht5LkiRJUleavTufJEmSJPWIRZQkSZIk9UBT3c5XSUSMBd4PHARsAfSvMCwzc1qvJiZJkiSpT2rqIioi9qJYbHdrIDYw1OYTkiRJkgBv5/smMA74BjARGJiZ/Sq8Ks1OSZIkSWpCTT0TBbwGuDYzz6x3IpIkSZIaQ7PPRAXwQL2TkCRJktQ4mr2Img7sWe8kJEmSJDWOZi+izgVOiIgj652IJEmSpMbQVM9ERcR7Kuy+BrguIi6jmJl6sdK5mXlJLXOTJEmS1BiaqogCLubl7crbWpufWr4qHU/AIkqSJElS0xVRp9U7AUmSJEmNramKqMz8ab1zkCRJktTYmr2xhCRJkiT1SFPNRHVHRLwROJriWahbM/OqOqckSZIkqQ9pupmoiHhDRNwaEUdUOHYR8GvgdODjwBURYRElSZIkaZ2mK6KANwKTgT+33xkRrwfeCywHvgJ8FpgDnBwRp/R2kpIkSZL6pma8ne8g4M7MXNlh//spWpmflplXAkTEpcBs4N3AZb2apSRJkqQ+qRlnorahKIw6Opxiod11t+9l5jPAtcD+vZOaJEmSpL6uGYuoLYCF7XdExE7AWOC2zOy42O5cYMteyk2SJElSH9eMRdQSYIcO+6aU23s6OafjrX+SJEmSmlQzFlH3AydGxIh2+95E8TzUbRXG7wI83RuJSZIkSer7mrGI+jnFLX23RMTpEfFdisYRzwA3tR8YEQG8Gnig17OUJEmS1Cc1Y3e+nwBvBl4H7EexqO4a4IzMbOkwdhpFI4rrezVDSZIkSX1W081EZWYrcCJwKvBDijWhDm5ra97BVsC3gf/uvQwri4jDIuK3EbEwIpZHxF8j4hMR0X8jYu0dEVdExPyIWBkRD0XEORExtMLYCRGRG3hdXp1PKEmSJDWGZpyJaiukfl6+NjTucqDuRUJEnETRen0l8AuK7oJvAL4FTAXe1oNYBwM3AgOBK4HHgaOBLwHTImJaZq6qcOp9wNUV9v+t+59EkiRJanxNWUQ1kogYBfwn0AIcmZl3l/u/SFEMvTUi3lkWfF3F6g9cBAwDTsrM/y739wOuAN4CfBI4r8Lp92bm2Zv+iSRJkqTG1nS38zWgtwJbA5e3FVAAmbkS+EL59sPdjHUEMAm4ta2AKmO1Ap8p336obKghSZIkqQJnovq+o8vt7yscuxVYDhwWEYM7uQ2vW7Eyc05EzAL2ACYCszsM2S4i/pFi4eEFwJ2Z+ddufgYAImJ6J4f26kkcSZIkqZ4sovq+PcvtrI4HMnNtRMwF9qEofGZubKzSwxRF1B68vIg6pnytExE3A+/NzMe6uK4kSZK02bCI6vtGl9tFnRxv2z+mRrGWA1+maCoxp9z3SuBs4CjghojYLzOXdXXxzJxSaX85QzW5q/MlSZKkvsBnonpBRMzrok14x9fPehK+3GY1Uu0YKzPnZ+aXMnNGZr5Yvm4FjgX+DOwGfKAK15YkSZIagjNRvWM2RXvy7nqq3c9ts0OjKw0ERnUYtyFVi1XeSvhj4GDgcIr1tCRJkqTNnkVUL8jMaZtw+kPAARTPKa3XmCEiBgC7AGt56Va7rmJRxqpk93Lb2TNTHT1Xbod3c3xnJsycOZMpUyre7SdJkiRVxcyZMwEmbGoci6i+70bg3cBxwGUdjh1OsebTrd3ozNcW66wy1tfbH4iIiRTF1aN0ryADOKTcdnd8ZxavWLGCGTNmzNvEOD3V1hXwwV6+7ubK77O6/D6ry++zuvw+q8fvsrr8Pqtrc/w+JwCLNzVIZFbjURrVSrnY7myKW+2mtltsdwhFUXQocEr7xXYjYhiwE7C8fee8crHd+ynWiuq42O4vKNak+nxmntfunIOBezJzdYe8jgZ+Cwwu87qj2p+91tparnfW8EI94/dZXX6f1eX3WV1+n9Xjd1ldfp/V5ffZOWei+rjMXBwR/xe4Erg5Ii4HFgJvpGhZfiVFAdTeQcBNwC3Ake1itUTEaRTF15URcSXwGDCN4pbB24FvdYj1DWCfsp35E+W+V/LSmlNfbMQCSpIkSdpYFlENIDOvjogjKG7FewswBHgE+BRwQfZgOjEz/xwRBwLnUHTYG0lxC9+5wHkVbgu8FHgTcCBwPDAQeBa4AvhuZv5xUz6bJEmS1GgsohpEZt4OnNDNsTfzUrvySscfAN7WzVg/AX7SnbGSJElSM3CdKEmSJEnqAYsoSZIkSeoBu/NJkiRJUg84EyVJkiRJPWARJUmSJEk9YBElSZIkST1gESVJkiRJPWARJUmSJEk9YBElSZIkST1gESVJkiRJPWARJUmSJEk9YBElSZIkST1gESVJkiRJPWARJUmSJEk9YBElSZIkST1gESVJkiRJPTCg3glIETEXGAXMq3MqkiRJ2rxNABZn5i6bEsQiSn3BqKFDh46dNGnS2HonIkmSpM3XzJkzWbFixSbHsYiqsoj40kaempn55aom0zjmTZo0aez06dPrnYckSZI2Y1OmTGHGjBnzNjWORVT1nV1hX7b7OSrsj/LnZi2iJEmSpIZhEVV9R1XY90ngBODnwM3AM8A25dh3AdcC5/dSfpIkSVJdLF21lhGDG78EafxP0Mdk5i3t30fEe4BjgEMyc0aH4T+NiO8CtwK/6qUUJUmSpF735f95gJ/cNpcTXrENF7xzfwb0b9xG4Y2beeP4JPCLCgUUAJl5N3BFOU6SJEna7GQmP7ltLgC/vf8Zdjvrd7znwr/UOauNZxFVe3sCT3cx5qlynCRJkrRZWLRiDY8uWAbAyjWtLzs+eEDjliLezld7i4GpXYx5NbC0F3KRJEmSaurF5av59T1Pcs5vHtjguJVrWnopo+qziKq9a4H3RcQ3gXMyc0nbgYgYSdHNbypwUX3SkyRJknpmxeoWbpk1nz23GcVbf3AHC5at5vpPHc6iFWt5yw/u6FaM8aOG1DjL2rGIqr3PA0dSPPP0gYi4F3gWGA/sB4wC5gBn1itBSZIkqSu3zHqOF5atZt/tR3PWr+/nz3MXrnf8tf9+a4/ivePAHauZXq+yiKqxzJwfEQcC51G0Mz+83eHlwH8CZ2bmgnrkJ0mSJFWytqWVz1z1V34148mqxz5t6gQOnDC26nF7i0VUL8jMhcAHI+IjwF7AaGAR8GBmrq1rcpIkSVI7i1euYf9z/0BLa1Y17qeO2YPj992GxSvXMnmnMVWN3dssonpRWTD9rd55SJIkSa2tSb9+wVm/vp+f//mxqsbec/xILv3AQdw97wV2GzeCPcaPrGr8erOIkiRJkprII/OX8JVrZ3LzQ89VJd5WIwZx9xeOYU1LKwM7LKB7wiu2rco1+hqLqF4QEbsDZwAHAVsA/SsMy8zctVcTkyRJUtPITN7+ozu5a94LG3X+f5w6hd3GjWDb0UO55t4nGTqoP6/ebSu2HDEY4GUF1ObMIqrGIuJQ4HpgKLCWojNfpeegojfzkiRJ0uZp5ZoWhgws/mb/tycX8eM/zuHqe5/aqFiv2mE0n3jtHhy559ZEvPTr6jsP2qkquTYqi6ja+zowGPgQcKGNJCRJklQrF90+t8tFbjfkzBP2YsKWw3lxxRreOnkH+vXz7/yVWETV3oHAlZn5H/VORJIkSZuf1tbkq7+dyU9um7tR53/7nfvx2knjGT7Y0qC7/KZqbzVQ3XYnkiRJampLVq7hVzOeZE1LK1+5dmaPz//OKfvzhldtV4PMmoNFVO3dAexf7yQkSZLUuFasbmHIwH6sXNPKD26ZzQU3PNzjGB949S6cdeKk9Z5t0saxiKq9M4E7IuLUzLy03slIkiSp72orlloT/vDAs3zoZ9M3OeZF7zuQw3bbksEDKjWI1sawiKq9k4AbgYsj4gPAdODFCuMyM7/cq5+hqS8AACAASURBVJlJkiSpz/jl3Y9z5q/vZ9/tR/PkCyuYv2TVRsU596R9eM+hE6qbnNZjEVV7Z7f7+TXlq5IELKIkSZKayAvLVvP+n97F4wuX8/zS1QDc81ilv7d3z4NfPm5de3PVjkVU7R1V7wQkSZJUX5m57lmkhctW84+X3r3Ri962+cCrd+HTr9uTpavW8tAzSzhgwhbestdLLKJqLDNvqXcOkiRJqo85zy3l6H+r7q+Dx+2zDd9/9+R1azgNGdifrXYbXNVraMMsoiRJkqQeem7JKi68fS6Tth3FG1+1HbOeXcKg/v3YdswQrn9gPk8vWsHldz3OI/OXbvK1rv7oVHYeO4x+/YLRQwdWIXttKosoSZIkqQur17by+78/w69mPMHNDz233rHTL7unqtc6aJexfPOtr2LHsUNtR95HWUTVWES0UjSN6Epmpv8ekiRJfcCK1S187bczueLux1m1trUm19h65GCeKzvwHb9vcYueRVNj8Jf22ruVykXUGGAPYChwH5Xbnm9QRGwJvAk4EXgFsD2wGrgfuAi4KDNf9t/6iDgM+AJwCDAEeAS4EPhOZrZ0cq3XA5+mWDi4P/B34PuZ+dOe5i1JktSXPb5wOa/5l5tqEvuCU/Zn162Hs/e2o9YVTK2tue75JjUGi6gay8wjOzsWESOBbwGHAW/eiPBvA34APA3cBDwGjC9j/Rg4PiLelpnririIOAm4ClgJ/AJYCLyhzGNqGbNjnh8DvgMsAH5GUai9lWLtq1dk5qc3IndJkqQ+ITP5378/yw0zn+Xovcbx4Z/PqFrsL5w4iTe8ajvGjxrS6RgLqMYT7X6/Vh1ERD/gXuC2zPxID889GhgOXNt+xikitgH+AuwIvDUzryr3j6KYdRoNTM3Mu8v9QygWBD4UOCUzL28XawLwILAMmJKZ88r9WwB3AbsCh2XmnT397O2uMX3y5MmTp0/f9BW5JUmSuvLI/KUsWrGaX979BJff9XjV43/jLa/gHQfuVPW42nRTpkxhxowZMzJzyqbEcSaqzjKzNSJuopgB6lERlZk3drL/mYj4IfBV4EiKmScoZo+2Bi5pK6DK8Ssj4gvADcCHgcvbhXs/MBj4RlsBVZ7zQkR8DfgJ8CFgo4soSZKkWvrxH+fwu789w65bD+evTyziwWeW9DjG5J3GcNJ+2zP3+WW8asfRHLv3NgwfPICW1mTpyrV87+ZHmPv8Mj752j3Ye7tRNfgU6kssovqGIcAWVY65ptyubbfv6HL7+wrjbwWWA4dFxODMXNWNc37XYYwkSVKf8MBTiznt4r/w7OJV6/ZNf3TjF7f96ptewaRtX14c9e8XjB42kDNPmLTRsdV4LKLqLCL2opiFeqSKMQcA7ynfti9+9iy3szqek5lrI2IusA8wEZjZjXOejohlwA4RMSwzl3eRV2f36+21ofMkSZK6Y9GKNRz69RtYvrpin6we22e7UZx5wiS2GjGYPbcZWZWY2jxYRNVYRFzYyaEBFM8sTaXodvdPVbzsecC+wG8z83/b7R9dbhd1cl7b/jE9PGd4OW6DRZQkSVJHmcmsZ5ey85bDGDKw/7r9ra3JnOeX8svpT/CjW+Zw0n7b8X9fM5E9xo/k/RffxW2PPL9u7Lajh/D0opVVzeujR+3K/3udf+dVZRZRtfe+Lo4/CPxrZl5UjYtFxOkUBdmDwKk9Pb3c9qTbSLfP6ewBvnKGanIPrilJkjYT377hYc6//mEArv/UEew2bgQPPrOY487/43rjrrn3Ka6596mKMTa2gBrUvx8XnXYg248ZyoJlq3nF9qO557EXWLhsNUdPGrdRMdUcLKJqb5dO9rcCL2Tm0mpdKCI+CnwbeACYlpkLOwxpm00aTWWjOoxr+3mr8pwFGzhncY8TliRJTWvu88u47ZHn1xVQAK/991tqdr03vGo73jZlBw6cMJY5zy/lrrkLeeN+2zN2+CAAJmw1HICDJ25Zsxy0+bCIqrHMfLQ3rhMRn6BY6+lvFAXU/ArDHgIOoFjkd73nk8rnqHahaEQxp8M5W5Xn3NnhnG0pbuV7oqvnoSRJUvNZ09LKGZffwxMvrODf3vYqdh9fPFc0/dEXeMsP7qj59e/54jFsURZJ7e2z3Wj22a6zvylLXetX7wS06SLisxQF1L3AUZ0UUFCsBQVwXIVjhwPDgDvadebr6pzjO4yRJElN7O55C/nd/U+ztqVYvvLK6U/w2/uf4a9PLOLjl90DwLJVa2tSQA3sXzxh8E/H7MGcr53AvPNOrFhASdXgTFQviYh3Ah8A9qe4NW4xxWzQT9ovbrsRcb8InFvGOrbCLXztXQl8A3hnRHynw2K7XynH/KDDORcBnwE+FhEXdVhs98xyzA83Nn9JktTY1rS0cuus51ixpoWP/VdRKA0Z2I8rP3QYn//V/evGPfjMEiZ87toex99p7DA+f/xe/HL6E9z4YPF34j3Hj+SDh09k/KghPPTsEl7/ym0ZP2pIdT6Q1A2R2ZMeAuqpiAjgEuBdFE0YWoDnKW6R60/RkOEXmfmujYj9XuDiMuZ3qNxBb15mXtzunJMpiqmVFIvqLgTeSNHK/Erg7dnhPxQR8XHgAopnon4BrKZYuHcH4N8y89M9zb1D/OmTJ0+ePH16Zx3QJUlSX9Tampz4nduY+XT1H43efsxQznjt7rz9gB3X7ctMil+tpI0zZcoUZsyYMaOzhmfd5UxU7f0j8G6KmaLPArdkZktE9AeOoGhH/o6IuDUzezqj09a0oj/wiU7G3EJRaAGQmVdHxBHAWcBbKBb6fQT4FHBBxwKqPOc7ETEP+DTF+lP9KJpXfCEzf9rDnCVJUoNrbU0enr+U151/6ybHuvJDh3LAhLGsXNPC3fNeYP+dxjB8cOVfUS2g1Fc4E1VjEfEXilmnfTJzRYXjQymaQSzMzAN7O7++wJkoSZIaw4vLV3PpnY/yb3+YVZV4F512IEftaStx9R5nohrH3sCPKhVQAJm5IiKuppixkiRJ6jPue/xFTvre7QC8Zvet+OPDz3dxRvdd9eFDmbLz2KrFk3qTRVTtJS8tSNsZ56YlSVKf0dqafPDS6Vw/89l1+7pTQM352gn061f8WnPf4y+SwLznl/H0opWcvP92bDNqiLfkabNgEVV7M4E3R8RZG7id72SKZ4wkSZJ61QNPLWaL4QP51h9mccXdT/T4/LHDB/HzDxzMpG1Hrbf/VTuOAWC/cittTiyiau9C4PvArRHxOYrGEmvLxhKHA18Hdgb+pY45SpKkOmltTc66+n4efnYpXz5535cVI9V25q/v57/+/FhVYo0ZNpAZXzymKrGkRmIRVXs/Al4DnAJcB7RGxEJgLEWXuwCu2IjOfJIkaTNwzX1PctlfHgfg/1x8F3d8flpV4rY1D2tpTc64/F6uvf/pTY653eghXP3RqSxeuYZ5zy9n6m5bbXJMqRFZRNVY2TL83RHxP8D7KRbbHUuxptM9wIWZeVkdU5QkSXV028ML1v381KKVPTq3tTX5y7yFPL1oBeNGDuFbf5jFkIH9WbW2hbvmvVCV/E7abzvOf8d+6z3LNG7UEHYbN7Iq8aVGZBHVS8pCyWJJkiStJ+n5cjPLVq3l2cUr+exVf61asVTJuSftw3sOnVCz+FKjsoiqsYi4Ebg9M79Y71wkSVLjembRSr78Pw9U5ba8jt5+wA4sX93CBw+fyCt3sBGE1BWLqNo7BPhTvZOQJEl9VBcTUQuWruL9P72b+x5/cZMvdcjEsSxf3cLu40by5snbs/9OYxg2yF8HpZ7yvzW19zCwY72TkCRJjaWlNXl0wTKO/rdbNjrGkIH9mLjVCD7x2t2ZNmk8/fu5RpNUDRZRtfdj4JyI2Ckzq9NPVJIkbTY6TkQ9umAZv5rxJN++4eGNivfF1+/NEXtsxeihg9h65OBNT1DSy1hE1d5vgGOA2yPiG8BdwDNUmLy3yJIkqbnMfm4pt8x6br19R/zrzT2Kcd6bX8Fbp+zAgP79qpiZpA2xiKq9ORQFUwDf3sC4xH8PSZI2e6vWtvD3pxYz7/ll/L8r/0pLa8+78x2xx9b89P0H1SA7Sd3hL+21dwldPjIqSZI2d9f9/RnO+c0DPPniio06/6oPH8rWI4Zw++znOXbv8VXOTlJPWETVWGa+r945SJKk6lm1toXBA/pvcMzjC5dz/cxnmbj1CH5482zunLNgg+M3ZNCAftz22aMYN3IIADttudNGx5JUHRZRkiSpKdz3+IucdfX9nLzf9rx/6i7066JT3ZqWVgZ2eM7o07+8jyunP7Hu/ZCB/dhj/Ej++sSiquW509hhnDZ1AstWreWjR+1GhB31pL7GIkqSJG32Fi1fw0nfux2Avz25mEfmL+WjR+3Gky+u4KAJY9crqDKTS+58lK9c+wCH7boVF592IItXrOV7Nz+yXgEFsHJNa1ULqOP33YYLTtn/ZcWbpL7FIqrGIuLCbgxrBRYDM4H/yczqL0UuSVIT+9Gts9d7f/ldj3P5XY8D8M9v2JtTD9mZGx+cz8V3zOOO2S/denfLrOfY5fO/rVleh+26Jd9/92TGDBtUs2tIqj6LqNp7Hy81lqg0H58d9q+JiC9k5r/WOjFJkprBM4tW8v2bZ3d6/JzfPMA5v3mgpjn8x6lTGDqoP8MG9WfE4IHsuc3Iml5PUm1ZRNXersC/Aa8GzgduA54FxgOvAc4A/gicB+wHfBE4LyJmZeY1dclYkqQGl5k8t3QVF942jx/e0nkBVQunHLQji1es5YzX7s4uWw331jxpM2QRVXsnUxRL+2Xmk+32PwTcGhGXAPcAf8zM8yPi9xS39X0MsIiSJPU5ra3J/CWr2Gb0EDJzXeODxSvXMGLQgE4bNmQmS1etZeSQgRWPP7ZgOQuXr2bi1sN54KnFTNl5i3UFyIvLV3PLrOc4dOKWzF+yij888Cz77TSGw3ffmscXLueJF1bwDz/5MwBbDBvIC8vX1OCTv+TOzx/N1iMGs6YlGTqoPytWt/DkiyvYdevhNoKQmoBFVO19EPhlhwJqncx8PCJ+WY47v3z/P8AxvZmkJEnttbQmK9a0AHDTg/O54u7H2XnLYfz9qcXc89iLGzz3LZN34Ji9x3H5XY9zwr7bcuWMJ/jL3IXrjZmw5TA+cuRu/Pi2OTw8fyn77TimYtw3vGo7zn/Hfhzy9RtYuaa1W7l3VUB955T9+fhl93QrVpudtxxWdPV79S6MHvpSEdjW6XzooP7sNm5Ej2JKalwWUbU3Aeiqbc+LwC7t3s8D/F9iSVJVPLdkFY8tXLbeszgLl61m+qMvMHb4ICZtO5J/+f1DXHzHvA3G+ePD3bveVTOe4KoZRRe7mx96ruKYeQuW85mr/rrufWeF2W/ue4rf3PdU9y7chbHDB3HXWa+lf7/g4Iljuf6B+Zz56/sBGDlkAJ953Z588Zq/AzB5pzFc8Y+HMsBb8SRVYBFVe89TzCp9fgNjjgXar8I3hq4LL0lSk3l84XIWr1zD9mOGsnptK3OfX8aB7dpzP7ZgOX985DmO3XsbMpM3/+AOnnhhRZ2z7hsuet+BvHr3rehfflfjRg7hXQfvxLsOXn/h2lMPnVCH7CQ1Gouo2rsKOD0ifgacmZmPtR2IiJ2Ar1M0lPhOu3OmAN38e58kaXOzeOUaXnn2dQDsPm4ED89fusHxpx6yM5f+6dF178/69d9qml8j+PjRu3H6tN15fOFydtnK55QkVZdFVO19iaKxxLuAd0TEk7zUnW97oD9wbzmOiNgWWANcWpdsJUk187mr/sqts57jnJP25Zi9x7OmpXW9zm2PzF/CV66dud4tcF0VUMB6BVS9DRnYb4PPLr1tyg78ssOCtRtr+KD+HLP3eL7x1ldy04Pz2WWrES9rHT5xa++Ol1R9FlE1lpmLI+Iw4DPAe4GJQNu9A3OAS4B/ycyV5fingcPqkaskadNkJi8sX0O/gBMvuI0nX1zBj99zAGtbk+Wr165b3PX/XnL3unNGDB7A0lVr65Vyl8YMG8iLy9ew49ihfOeUyQwZ2I/xI4ewxfBBtLZmxU58zy5eybOLV7LT2GEMHdSfP856ngN3GbuuIcNHjtqN//rzo2w7eihvPWAHnluyilnPLGGb0UO45t6n2Hb0EPbebhSH7boVK9e0MPu5paxY3cL+O23BoAH9XlZ8Ahy377a98n1IEkBkZtejVDURMRIYBSzOzCX1zqcviIjpkydPnjx9+vR6pyJJG23R8jW86tzr6p1Gp+4667Wc9ev7GT54AK/ZfSt+9qdH+T+vnsjhe2zFyjWtDBvUn7Utxe8Ea1pbGTN0oE0VJG12pkyZwowZM2Zk5pRNieNMVI1FxJjMXNdyqCycXlY8RcSUzLSKkKQGdOX0J/j0L+/rlWuNGTawmMGZsgPDBvXn878qustdcMr+vHbSOL7xuwf56Z2PctAuY/nxew9gVLs1mf7jPQes+/nNk3dY9/PIIb2SuiRtNiyiau83ETEtM1d3NiAiXgn8L7BV76UlSeqplWta+NYfZvGjW+cAcPFpB/K+i+6q2fXGjxrM2OGD+cKJk9h16xFsM/rl1c4pB63fXe6ck/bli6/f21kkSaohi6jaOwz4OfC2SgcjYm/geqDy8u2S1ORWrG7h2vuf5vDdt2LcqPpMmSxdtZYj/uUmFixb/+9h1Syg9tluFFsMG8R2Y4bwyWP2YNvRQzc6lgWUJNWWRVTtfQ74RkScn5mfaH8gInanKKCGA8fXIzlJ6ouu+/szzHl+GQfsvAVv/eGd6/bf/rmj2X7MxhcXjy9cznm/e5BVa1sZPLAfR+05jmP3Gc9v7nuKwQP689SLK/j3P8yqxkdgUP9+/MMhO/Nff3mUL5+0L3fOWcDBu4zls1fdv964yz94CIdM3LIq15Qk9Q4bS/SCiLgA+Cjw2cz8ZrlvF+BWilv43piZf6hjinVlYwlJbV5Ytpr9v7zh/zmc9ZXjSZK1LcnwwZX/Ftjamlz3wLP87E+PMvf5Zew0dhh3zllQcWy1/eojh7HjFsPYeuTgisdXrmlhry/+HoAL33cAR+81vlfykiTZWKLRnEGxJtR5EfEEcBtwIzAOeHMzF1CS1N7rv3Nbl2P2+MLv1v287/aj+MiRu/GN3z/IowuWd3rOky+uqEp+G/L2A3bgM8ftxVYjKhdPbYYM7M+8806seT6SpNqxiOoFmZkR8S7gBuAi4BlgB+CdmXltXZOTpD5gyco1nPXrv/W42Pnbk4v5yM9n1CirDTv/Hftx+B5bM2LwAAYN8BkkSWomFlG9JDNXRcQbgNuB3YH3ZuZVdU5Lknrdw88u4Xs3PcK0SeNZsnItZ//m76xe21rvtDbo4tMO5Mg9x5GZPPjMEnYcO4wRndxKKEna/Pn/AFUWETd2MSSBxcAHIuID7fdn5rTaZSZJtZOZ3DlnASMHD+QVO4x+2fEf3jKb83734Hr7rr73qW7HHzlkAEtWrt3kPM978yv4wwPP8tcnF/H54/diys5b8Je5C5n93DKm7rYlDz2zhK9cO5Phg/ozftQQjtt3Gz5z3F7rzo8IJm07apPzkCQ1Nouo6jtyI8fZ4UNSn9bamjz07BK+cPXf2GbUEL76pn3p1y8Y1L8fv73/aT51RbHY7IeP3JU1a1uZNX8pR++5NTtsMexlBVRX/nbO63hk/lLWtrSy7/ajGTKwP6vWtnDH7AWc1kVb8eGD+vP/2bv3eKvqOv/jrw+IgsglVECxRFAEJ9HAa6glKpHThUynprKymrJ09GfaZcoULedXTVnp2C+1zG7TTFFp40yOJmYmYyZ4KQE1FQW8gCggiKicz++PtY4eN+e2z97nbM7h9Xw8zmOds9Z3fddn7+zy7rvWZ61/fhMAV58yjStueYjB223DOW/Zh4ED+vPuivcq7b7j4Jd+P3yvnfnI4eOqqlWStPWxO58azu58UuM9+/yLzF28gv12G86rR2xPU1Ny7T2Pc+PiFfx8/jLG7TyY8TvvwPULn+jWOo6aOJLL3n8A/ftFm2NWrdvIjfeu5PXjd2TXFu3Om//7LCJoakr6tTOHJGnrZHc+SVKbnn+xiduXPMVfHl3DxheaOOmwPTZ7hmf56g2sWreRx9Y8x8d+1P7/ifHgyvU8uHJ9d5bMv77ndbxl8q4djttxh+04fupum+2PeDk0GaAkSd3JECVJPWBTU/Kj/13CwAH9+bsDXt3u/8jPTB5YuZ5xOw2uOgxkJivXbeSgC254xf6vX38fX33nZD79i7u7Un63uPOcYxi0bX/uXraGv9l1KNtv638lSZJ6B/8bq5tFxMnAp4DDM3Ozp6gjYgzFS3f/OTO/14X5jwfeAOwP7AcMAX6Sme9rY/x2wEeADwDjgIHAUuB64OuZ+XAb532A4oXB+wCbgDuAr2XmNdXWLG1NHli5jktveoCf3b7spX1Ln36WT71pYpvnnPbvd/Kfdz3Km/5mFJeeeADPvVA83zNwQH8AVqx9juWrNzB+5A6sfGYjtz30FDffv5L//vPj7dbSyAB19KRRXHbiVCLg3ieeYY+dBrPdNsXnOXDsiIbVJUlSV/hMVDeLiN8D/TLzsHbG3AQ0ZeaRXZj/TorwtA5YBkykjRAVEdsAvwOmAYuB3wIbgQOBI4A1wOszc2HFeV8DziznnwNsC7wbGAH8Y2b+a7V1V8zvM1Hqk+59/Bne9M3ft3l8zPBBLF+9gVFDt+PoSaM45cg9GdC/Hwde8NserLI2o4Zux4D+/Zixz2iS5LW7DmPJqvXc9tBTLF+9gVOP3JO37b+rq0ySpC2Cz0T1HntTBI/23A0c38X5z6AIN3+lWJG6sZ2x76AIUDcAMzLzpRezRMR5wDnAWcCHWux/PUWAegA4MDOfLvf/CzAf+FpEXJOZS7pYv9RnXL/wCf68bDVv2W9X/v6yW1m1/vl2xze/WPaJtRv5yR8f4Sd/fKQnyuy0c9+6D3c8shqAL79zXwYN6M/GF5sY0L94sWx7zR8kSerLDFHdbxiwuoMxa4FXdWXyzHwpNLV8qLoNzX17/6tlgCpdTRGidq7Yf3K5vaA5QJXXXRIRlwBfAE4Czq2ydKlP+NUdy7jmrsd48767cNbPixbfF839a4Or6rx/OHwP/unNk9jwwia237Y/tz/8NJlw4NhXERGcNO2V45tvKZQkaWtmiOp+jwGTOxgzGVjZA7XcU27fHBHfqghSbym3lfcRTS+317Yy328oQtR0DFFqsMxk3cYXGTJwQLfMvfa5F7nqjuXs/+rhjHnVII658CaefvaFl8bcsHhF3a9bi7/ddxcuee8UoGhfvvDRtez2qu0ZOmibl26ta9kGfHDZuc/nkyRJ6pghqvvdCJwYEYdl5h8qD0bE4cCbgR/3QC3/BfwSOA74c0T8FngemAocBlwMvPR8U0QMBsYA6zLzsVbmu7/cTujMxSOirYee2n7CXurAcy9s4l2X3cpdS4sF31OP3JNTp+/JNv2CbcrbzjrjwZXruHPpao7eZxQrn9nI7iO2568r1zHzmzfXpc4vznotJx6yO4+veY5v3XAfP71taZfn2nPkDvx1xTqOmzKGk16/B4+u2cDBe4xgu236s902/Tbr6Lf9tttwQCvhyDbgkiR1jY0lullE7A0sAPoD36ZY0VlOEU7eDHycotvdAZm5qMZrvZEitLXXnS8obtv7QllTsxuAszPz1hZjdy1rXZ6Zm72UJSIGUISw5zNzu07U12aImjJlyvY2llA1XtjUxK0PruLE793W5ph/evNERgzelusWPsH/PrCK6RNH8vE3jueWvz7JPY+uZbtt+vHgyvXctuSpbqvzznOOYfj22262PzO58Pr7WL56A6ccuSeLHlvL/IefZrdXbc+3b/wrq9Y/zzfetR97jxrKi01N7DtmWGdu2ZUkSe2oV2MJQ1QPiIi/Bf6Nov14yy88KJ6Hek9m/ncdrvNG2glRETEQ+CFFeDuL4jmoZymaTVwE7A6ckJlXl+M7G6I2ZubAGuq2O5/aNWf+Mv66Yh0nTRvL929ZwndueqDRJbVrwReOYcTgzYOTJElqLLvz9SKZ+V8RMQ74IHAwMJyi2cStwA8yc1UPlfJZ4ATg9My8tMX+35Tvm7oT+BZFuIKi5TkUzTFaM6xinFSTTU25Wce3m+5b+VLDhi09PAF88pgJBihJkvo4Q1QPKYPS1xtcRnPziM3aoGfmXRHxFLB7ROyYmasyc31ELAfGRMQurTwXtVe5va8ba1YvkplEBJuakn7xcsfI519s4om1z/HqEdu/NLapKfndfSv440NP0dSUXH7zQy8dG7xtf0bssC1Ln9rQ45+hPR+atgefnDGBNRteYMjAbRjaDU0sJEnSls8QtXVpfm6pso05EbEdMLT8s+XLbeYCJwIzge9XnPbmFmO0FVm1biN3LVvN68fvxOLHn2HWJbd0+tz3HfIa/rxsDXcta3sBc/3zm1hfZYC6+dNHcstfn+Szv/xzVee1Z98xwzh8r534yOHjXrG6tMN2/kenJElbM/+XQA+KiN0oGkq02oQhM3/fzSXcDLwW+FxE3JKZG1scm03xz8OfMvOZFvu/QxGiPh8RV7V42e5Y4BRgI5uHK/VCz72wiY0vNjFsUNurKy9sauIrv1nMd//wUJtjOvLjW+v3Qtnbzz6anXZ4+d9O7z7oNbz7oNew8NG1/N/fLOLm+58E4C2Td+Eb79qf517YxOpnX+DR1Rt4+Kln2WeXofzHn5Zyx9KnGbvjYM7+230YPazLj/dJkqSthCGqB0TEDOAbdNzKu+q3WEbELGBW+efocntoRFxZ/v5kZp5V/n4B8FbgKGBxRFwLbKBoLHFQ+fvpLefPzHkRcSHwSeDuiJgDbAu8CxgB/GNmLqm2bjXG4sfXcs5V93Dbkqc4Zp9RfPHtr2XU0O14ct3zzPhG8d6jf5y+J2/ceyS3PriKC6+/j01NW17zmWv+8TBeO6atR/Vgvue1dQAAIABJREFUn12H8qMPH7zZ/gH9+zFk4ABePWJ7Dh63I0C780iSJLXG7nzdLCIOplgBWgnMAf4RuAm4FzgcmAT8GrgjM8/rwvyzaf9Ftw9n5tgW43cGPgP8LbAH0I/ihcBzga9k5uI2rvMB4FRgH6CJom37v2TmNdXW3Mrcdufrgsxk7YYXGbZ92ytHDz25nguvv4/JY4YxbPsBfHrO3T1YYX3sOmwgb9h7Zz537KRueZGuJEnaetjivJeIiKuBI4GJmfloRDQBszPz/PKdTbOBM4GDM/OeBpbaMIao9j37/IvcsGgFk3YZwo6Dt+OGxSs4Zp9RnP7vd/C7e1dy6Lgd2WnIdhwybgR/f+BrWPjYWubMX8aV85b0eK3bbdOPjS82AfAPh+/xUrOIoyeN5LeLVmw2/rgpY3j/oWOZPGbYK178uvDRtfxpyVO8ff9dW33HkiRJUlcYonqJiFgBXNf83qYyRJ2fmbNbjPkTxYrR8Y2psrEMUZu7fuETXDnvIb40a1+O/NrvGl1Oh+74wjG8qo223s0d+5qakk2ZDOjfr4erkyRJKvieqN5jGNDySfrngcEVY24B3tNjFWmLk5n86NaHufKWJQzatj/3PLoWYIsNUF+c9VpOPGR31m18scNOdc1tzvv1C/oR7Y6VJEnqDQxR3W8F8KqKv8dXjBkADOqxigQUt8m95eI/8ODK9fz61GlM3m04m5qS+554hmeff5Ff3bGcCaOG8C/X3suBe4zg1Ol7svMO2/FvtxWZeNb+Y+jfLxi/8+CXgkKzTU3JHx9cxe47DWbM8OJf2szkuP83jzseWc3xU3djzvxlPf6Z23POW/bhfYfszvHfmcfdy9bwf47ei5PfMJ6BA17Z76TlC3Ft9S1JkrZG3s7XzSLiBmBTZs4o//4ZxfuVpmbmfRExGrgTeDQzpzSw1IZpxO18f162hrf+6x967HqN9uoRgxiy3QCO3mcUE0btwFETRzFo2yIcrdv4Itv278e223ibnSRJ6tu8na/3uBb4UkSMyMyngG8BxwF3RMRCYC9gCPDpBta41Rk5tNVXdfU6HzlsDyaMHsLP/rSU2x9+GoBPz9ybjx4+jkeeepafz1/G0ZNGMnX3EW3O4WqSJElSdfxfT93vUuD3wAsAmXlLRJwAfJHixbdLgE9n5g8bVuFWaNTQgeyzy1AWPra20aV06C2Td+GCd+zLsEEDeHFTE9u00pjh7w54NS9samKbfvHSrYXjdt6Bz8zs6NVkkiRJqpYhqptl5lrgjxX7fgX8qjEVqdkVHzyQr/7PYn65YHmjSwHg8L124jMzJzJy6HaMHDKw1TGtBahmdr2TJEnqGYYobbVGDxvIhX+3P18/YT++fO1iLr3pQY6fuhsPPbme+eWtcZ+ZOZGvXLv5+4e/+Pa/Ye1zL/Iv/3PvK/ZPec1wFjyyutXr7TtmGON2Hsz4nXdg4aNr+YcjxrHfbsNYv3ETqzc8z+47VjZtlCRJ0pbIxhINEBFjgClAP2BeZq5scEkNtSW+J2rVuo00Jew8ZDseW7MBgF2GFV32XtjU1O6qz6p1G7l7+RoOHbfjZp3tJEmS1Dg2ltjCRcRk4P8AOwN/Ar6emesj4osUTSSav/sXIuKfMvMbDSpVrdhxh5cbTzSHp2Yd3Ta34w7bceTeI7ulLkmSJDWeIaobRMRE4A8UL9UN4FhgSkT8O/B5YD3wZ4r3R+0BfC0i7srMuQ0qWZIkSVIneTtfN4iIK4H3A/8KXAccA5wKLKR42e5xmbmmHDsL+AVwdWYe15CCGywiVg0aNGjEpEmTGl2KJEmS+rBFixaxYcOGpzJzx1rmMUR1g4h4CFiWmYe32Hcz8Hrg4My8vWL8NcDrMnNMz1a6ZSi/r6EU7d57UnP/7807R6gr/D7ry++zvvw+68vvs378LuvL77O++uL3ORZYm5l71DKJt/N1j12AX1bsu40iRN3TyviFwIzuLmpLVes/xF0VEfPL69f0YKEKfp/15fdZX36f9eX3WT9+l/Xl91lffp9t88Uy3WNbYE3FvrUAmbmhlfHrAdu4SZIkSb2AIUqSJEmSqmCI6j4+bCZJkiT1QT4T1X1mR8Tsyp0RsakBtUiSJEmqE0NU94kqx7tyJUmSJPUCtjiXJEmSpCr4TJQkSZIkVcEQJUmSJElVMERJkiRJUhUMUZIkSZJUBUOUJEmSJFXBECVJkiRJVTBESZIkSVIVDFGSJEmSVAVDlCRJkiRVwRAlSZIkSVUwREmSJElSFQxRkiRJklQFQ5QkSZIkVWGbRhegzomI44E3APsD+wFDgJ9k5vu6MNduwPnATGBH4DHgKuC8zHy6lfHZznR/zMxDqq2hYv6HgKHAklrmkSRJkjowFlibmXvUMokhqvc4myI8rQOWARO7MklEjAfmASOBq4HFwEHA6cDMiJiWmataOfVh4MpW9i/rSh0Vhg4aNGjEpEmTRtRhLkmSJKlVixYtYsOGDTXPY4jqPc6gCCx/pViRurGL83ybIkCdlpkXN++MiAvLa1wAnNzKeUsyc3YXr9mRJZMmTRoxf/78bppekiRJgqlTp7JgwYIltc7jM1G9RGbemJn3Z2Z7t9a1KyLGATMobpu7pOLwucB64MSIGNzlQiVJkqQ+zpWorcv0cntdZja1PJCZz0TELRQh6xDghopzh0fEh4DRwBpgfmbe2t0FS5IkSVsaQ9TWZe9ye18bx++nCFET2DxE7Qd8r+WOiLgLODEz/9yZi0dEW/frden5LkmSJKkRvJ1v6zKs3K5p43jz/uEV+y8EpgE7U3QFPBCYQxGs5kbEmDrXKUmSJG2xXIlSS1FuX/HcVWaeWTHuduCEiJgDvBM4i6IpRbsyc2qrFy1WqKZUXa0kSZLUAK5EbV2aV5qGtXF8aMW4jnyn3B7R5YokSZKkXsYQtXW5t9xOaOP4XuW2rWemKq0st3bzkyRJ0lbDELV1aX631IyIeMW/9hExhOK5pw1AZ7vuHVJuH6xPeZIkSdKWzxDVB0XEgIiYGBHjW+7PzAeA64CxwCkVp51HsaL0w8xc32KuKa29NyoiJlO8mBfgx3UsX5IkSdqi2Viil4iIWcCs8s/R5fbQiLiy/P3JzDyr/H0MsAh4mCIwtfQJYB5wUUQcVY47GDiS4ja+z1eMPw04LiLmAkuBjRQtyWcC/YHLgZ/W+PEkSZKkXsMQVYWIeE1Xz83MR2q8/P7AByr2jSt/oAhMZ9GBzHwgIg4AzqcIQscCjwEXAedl5lMVp1xF0XBiMsXLegcCq4DfAJdn5q+79GkkSZKkXsoQVZ0lVLT/7qSkxu86M2cDszs5dgkvtytv7fhS4KROznUVRZCSJEmShCGqWj+kayFKkiRJUh9hiKpCZn6w0TVIkiRJaiy780mSJElSFVyJqpOI2A14HTAcWAMsyMxlja1KkiRJUr0ZompUduy7DDimlWPXAyeXjR4kSZIk9QGGqBpExGjgFor3Mi0Bfk/RLnwX4DBgBvCHiDggMx9vVJ2SJEmS6scQVZsvUASozwAXZuam5gMR0R84A/gqcDZwakMqlCRJklRXNpaozd8C12Xmv7QMUACZuSkzvwZcB7ylIdVJkiRJqjtDVG1GA/M7GDO/HCdJkiSpDzBE1WYNsHsHY15TjpMkSZLUBxiiavMH4PiIeH1rByPiYOCEcpwkSZKkPsDGErW5gOK5qJsi4t+BGym6840G3gj8PdAE/HOjCpQkSZJUX4aoGmTmgog4HrgSeC/wnhaHA3gK+FBmdvTclCRJkqRewhBVo8y8JiJ2B94OTAGGUTwDdQdwVWaub2R9kiRJkurLEFUHZVD6t/JHkiRJUh9mYwlJkiRJqoIhqgYRcXZEvBARY9o4vmtEPB8Rn+3p2iRJkiR1D0NUbd4K/C4zl7d2MDMfpejY9/YerUqSJElStzFE1WZPYGEHYxaW4yRJkiT1AYao2mwPPNvBmOeAIT1QiyRJkqQeYIiqzVLgkA7GHAK0erufJEmSpN7HEFWba4EjIuJdrR2MiHcDbwB+06NVSZIkSeo2vieqNl8B3gv8WxmkrqVYdRoDvBl4G/AU8OWGVShJkiSprgxRNcjM5RHxJuDnwCxe2YUvgCXACZm5rAHlSZIkSeoGhqgaZebtETGBot35IcBwYDVwK/CfmflCI+uTJEmSVF+GqDoog9Ivyx9JkiRJfZiNJSRJkiSpCoYoSZIkSaqCIUqSJEmSqmCIkiRJkqQqGKIkSZIkqQqGKEmSJEmqgiFKkiRJkqpgiKpBRIyNiGMjYnCLfdtExHkRcVdEzIuIdzSyRkmSJEn15ct2a3Mu8DZgVIt9ZwNfaPH3zyLi8My8tUcrkyRJktQtXImqzaHADZn5IkBE9AM+ASwGXgMcBKwHzmhYhZIkSZLqyhBVm1HAwy3+3h/YCbgkM5dl5u3A1cCBtVwkIo6PiIsj4uaIWBsRGRE/7uJcu0XEFRHxaERsjIglEfHNiHhVO+fsExE/i4gVEfFcRNxb3rI4qOufSpIkSeqdvJ2vNgOAbPH3tPLvuS32LQN2qfE6ZwP7AevK+SZ2ZZKIGA/MA0ZShLvFFKtlpwMzI2JaZq6qOOdgis8zAJgDLAWmA+cAR0XEUZm5sSv1SJIkSb2RK1G1WQZMbvH3scCTmbmoxb6RwNoar3MGMAEYCny8hnm+XdZzWmbOyszPZuZ04BvA3sAFLQdHRH/g+8D2wPGZ+Z7M/AxwMPALitDorYqSJEnaqrgSVZtrgDMi4mvAc8AxFKGjpYm88pa/qmXmjc2/R0SX5oiIccAMYAlwScXhc4GPAidGxJmZub7c/wZgEvD7zPx1i3qaIuLTwDuBkyPiK5mZ9CKbmpK/LF/T6DIkSZK2WkMHDWCPnQZ3PHALZIiqzVeBWcAny7+XUwQSACJid+D1FCs9jTa93F6XmU0tD2TmMxFxC0XIOgS4oeKcaysny8wHI+I+ihWyccADHRUQEfPbONSl2xNr8fyLTbz9klt6+rKSJEkqHbPPKC5//wGNLqNLvJ2vBpm5AtiXos3524B9MvPRFkN2oAhY321AeZX2Lrf3tXH8/nI7ocZzJEmSpD7NlagaZeYGitv6Wjt2D3BPz1bUpmHltq172Jr3D6/xnDZl5tTW9pcrVFM6M0e9RMDk3YZ1PFCSJEndYuyO2ze6hC4zRKlZ88NW1Tzb1JVztggDB/Tn16ce1ugyJEmS1AsZomoQEVd0cmhm5oe7tZiONa8atbX8MrRiXFfPkSRJkvo0Q1RtPtjB8aRYrUmg0SHq3nLb1vNLe5Xbls8/deUcSZIkqU+zsURt9mjj53UULcOXAf9B0b2u0ZrbpM+IiFf86x4RQyje+bQBuLXFoeaXBs+snKxsmT6Bon37g3WvVpIkSdpCGaJqkJkPt/FzV2Z+FziMIoAc3VM1RcSAiJgYEeMran0AuA4YC5xScdp5wGDghy3eEQVwE7AIOCIi3tbiGv2Ar5R/fqe3vSNKkiRJqoW383WjzFwaEf8JnA58r6vzRMQsivdRAYwut4dGxJXl709m5lnl72Mogs/DFIGppU8A84CLIuKoctzBwJEUt+R9vqL+TRFxEsWK1JyImAM8AhwFHADcwpbxDixJkiSpxxiiut8TvPzsUFftD3ygYt84Xr5N8GHgLDqQmQ9ExAHA+RQrZMcCjwEXAedl5lOtnPPHiDiQYrVqBjCkvN75wJczc2OXPpEkSZLUSxmiulFE9AemU2P3usycDczu5NglvNx6vLXjS4GTqrz+QuCEas6RJEmS+ipDVA0i4og2Dm0DvJoirOwPfLfHipIkSZLUrQxRtfkd7b9oNoDfA5/qkWokSZIkdTtDVG3Op/UQ1QQ8DdyWmbf1bEmSJEmSupMhqgbls0qSJEmStiK+J0qSJEmSqmCIqkFETI2IcyJiVBvHR5fH9+/p2iRJkiR1D0NUbc4EPgKsaOP4E8CHgU/2WEWSJEmSupUhqjaHAjdmZqsd+sr9c4FpPVqVJEmSpG5jiKrNaGBZB2MeBXbpgVokSZIk9QBDVG2eBXbuYMzOwMYeqEWSJElSDzBE1eZO4O0RsUNrByNiKPD2cpwkSZKkPsAQVZvLKFaaro+IyS0PRMR+wHXATuU4SZIkSX2AL9utQWb+R0S8GXg/cEdEPAEsB8YAo4AAfpCZP21gmZIkSZLqyJWoGmXmB4GTgYUUjSamltt7gI9m5kmNq06SJElSvbkSVQeZeRlwWURsDwwHVmfmsw0uS5IkSVI3METVURmcDE+SJElSH2aIqoNyBeo44HUUK1FrgAXArzJzfSNrkyRJklRfhqgaRcSxwA+AERSNJJol8I2IOCkzr2lIcZIkSZLqzhBVg4iYAvwS6A/8BJgLPAbsAkwH/h6YExHTMnN+wwqVJEmSVDeGqNp8nmLF6fDMvLXi2JURcQnwO+BzwDt7uDZJkiRJ3cAW57U5HPh5KwEKgMz8IzCnHCdJkiSpDzBE1WYYsLSDMY8AQ3ugFkmSJEk9wBBVm0eBgzoYcwDFc1KSJEmS+gBDVG3+G5geEZ+NiP4tD0REv4g4Ezi6HCdJkiSpD7CxRG2+CMwCLgA+FhE3U6w6jQYOA8YCjwNfalSBkiRJkurLEFWDzHw8IqYBlwLHALtXDLkeODkzvZ1PkiRJ6iMMUTXKzCXAmyJiDPA6imYTa4A7MnN5I2uTJEmSVH+GqDopA5OhSZIkSerjbCxRpYh4f0RMbnQdkiRJkhrDEFW9KymaSbwkIj4QEXMbU44kSZKknmSIqo+xwBsaXYQkSZKk7meIkiRJkqQqGKIkSZIkqQqGKEmSJEmqgiGqa7LRBUiSJElqDENU18yOiE3NP8A5AC33Vfy8WI+LRsRuEXFFRDwaERsjYklEfDMiXlXlPO+IiLkRsToinouIRRFxTkQMbGN8tvNzaz0+myRJktRb+LLdroluHr/5BBHjgXnASOBqYDFwEHA6MDMipmXmqk7M80XgbGAd8AtgFXAYcB4wIyKOycwNrZz6MEV790rLqv80kiRJUu9liKpSZjZq9e7bFAHqtMy8uHlnRFwInAFcAJzc3gQR8Trg88BqYGpmPljuD+Ai4FTgM8DsVk5fkpmt7ZckSZK2Kt7O1wtExDhgBrAEuKTi8LnAeuDEiBjcwVTvoFgV+25zgALIzAQ+R/Gs18cjon+dSpckSZL6HENU7zC93F6XmU0tD2TmM8AtwPbAIR3MM7rcPlh5oJznSYrVrn1bOXd4RHwoIj4XEadEREfXkiRJkvokb+frHfYut/e1cfx+ipWqCcAN7czzZLndo/JARAwBdir/nAjcWTFkP+B7FefcBZyYmX9u55otx89v49DEzpwvSZIkbQlcieodhpXbNW0cb94/vIN5rim3H4mIsRXHvsTLDTAqu/1dCEwDdgaGAAcCcyiC1dyIGNPBdSVJkqQ+w5WovqE5/LT7/qrMnBcRlwIfA+6OiF8AT1EEpAOBe4C/ATZVnHdmxVS3AydExBzgncBZFM0t2pWZU1stvlihmtLR+ZIkSdKWwJWo3qF5pWlYG8eHVoxrU2aeDHwYWAj8HUVHv+eBNwHNt+Wt6GRd3ym3R3RyvCRJktTruRLVO9xbbie0cXyvctvWM1OvkJlXAFdU7o+I75a//qmTda0stx11BZQkSZL6DENU73BjuZ0REf1adugrG0JMAzYAt3b1AhExA9gduCkzl3fytOYOfZt1+6vS2EWLFjF1aqt3+0mSJEl1sWjRIoCxtc5jiOoFMvOBiLiOogPfKcDFLQ6fR7ESdGlmrm/eGRETy3MXt5wrIoZm5tqKfeOByyiehfpsxbEpwL0t5y73T6Z4wS/Aj7v+6QBYu2HDBhYsWLCkxnmq1dwVcHG7o9RZfp/15fdZX36f9eX3WT9+l/Xl91lfffH7HAus7WhQR6J4z6q2dGXQmUfxHqergUXAwcCRFLfxvT4zV7UYnwCZGRXz/JxixWk+8DSwJ/BWYADwkcy8smL8lcBxwFxgKbCR4t9QM4H+wOXAx7IX/oPU3HK9rYYXqo7fZ335fdaX32d9+X3Wj99lffl91pffZ9tcieolytWoA4DzKQLMscBjwEXAeZn5VCenugb4KEVTiSEUTSR+AXw1M+9uZfxVFI0rJlO89HcgsAr4DXB5Zv66yx9KkiRJ6oUMUb1IZi4FTurk2Ghj/w+AH1RxzasogpQkSZIkbHEuSZIkSVUxREmSJElSFQxRkiRJklQFu/NJkiRJUhVciZIkSZKkKhiiJEmSJKkKhihJkiRJqoIhSpIkSZKqYIiSJEmSpCoYoiRJkiSpCoYoSZIkSaqCIUqSJEmSqmCIkiRJkqQqGKIkSZIkqQqGKEmSJEmqgiFKkiRJkqpgiJIkSZKkKmzT6ALUORFxPPAGYH9gP2AI8JPMfF8X5toNOB+YCewIPAZcBZyXmU+3Mj7bme6PmXlItTVUzP8QMBRYUss8kiRJUgfGAmszc49aJjFE9R5nU4SndcAyYGJXJomI8cA8YCRwNbAYOAg4HZgZEdMyc1Urpz4MXNnK/mVdqaPC0EGDBo2YNGnSiDrMJUmSJLVq0aJFbNiwoeZ5DFG9xxkUgeWvFCtSN3Zxnm9TBKjTMvPi5p0RcWF5jQuAk1s5b0lmzu7iNTuyZNKkSSPmz5/fTdNLkiRJMHXqVBYsWLCk1nl8JqqXyMwbM/P+zGzv1rp2RcQ4YAbFbXOXVBw+F1gPnBgRg7tcqCRJktTHuRK1dZlebq/LzKaWBzLzmYi4hSJkHQLcUHHu8Ij4EDAaWAPMz8xbu7tgSZIkaUtjiNq67F1u72vj+P0UIWoCm4eo/YDvtdwREXcBJ2bmnztz8Yho6369Lj3fJUmSJDWCt/NtXYaV2zVtHG/eP7xi/4XANGBniq6ABwJzKILV3IgYU+c6JUmSpC2WK1FqKcrtK567yswzK8bdDpwQEXOAdwJnUTSlaFdmTm31osUK1ZSqq5UkSZIawJWoGkTEGyNi20bXUYXmlaZhbRwfWjGuI98pt0d0uSJJkiSpl3ElqjZzgQ1lQ4a55c/tlU0btiD3ltsJbRzfq9y29cxUpZXl1m5+kiRJ2moYomrzNeBIiq53R1PcBrc2Im6iDFWZ+ZcG1lep+d1SMyKiX8uwFxFDKJ572gB0tuveIeX2wfqVKEmSJG3ZvJ2vBpn56cw8ENiJ4tmg/wc8DrwN+CZwV0Q8HhH/1pN1RcSAiJgYEeMr6n0AuA4YC5xScdp5FCtKP8zM9S3mmtLae6MiYjLFi3kBflzH8iVJkqQtmitRdZCZq4FflT9ExGjg3cBngZHAu4D31HKNiJgFzCr/HF1uD42IK8vfn8zMs8rfxwCLgIcpAlNLnwDmARdFxFHluIMpVtTuAz5fMf404LiImAssBTZStCSfCfQHLgd+WstnkyRJknoTQ1SdRMT2wOHAURS39k2mWOl7FvhDHS6xP/CBin3jyh8oAtNZdCAzH4iIA4DzKYLQscBjwEXAeZn5VMUpV1E0nJhMcdviQGAV8Bvg8sz8dZc+jSRJktRLGaJqEBHTKELTURSrOdsCLwC3AV+ieC7qfzPzhVqvlZmzgdmdHLuEl9uVt3Z8KXBSJ+e6iiJISZIkScIQVaubKZpJ3EmxkjMX+H1mPtvQqiRJkiR1GxtL1C6A3YBXl9uRjS1HkiRJUndyJao243j5dr4jKRpIZEQ8AvwWuIGizfmKxpUoSZIkqZ4MUTUonz36XvlDRLyWIlBNB44HPlTuvyczJzeoTEmSJEl1ZIiqo8z8S0TcA/wvMJ+infhI4G8aWpgkSZKkujFE1UFETOLl2/reSNESvNldFLf1SZIkSeoDDFE1iIgfUdy6N5qXW4rfD/w7RXC6MTNXNag8SZIkSd3AEFWb9wLLgR9ThKYbMnN5Y0uSJEmS1J0MUbWZmJn3NboISZIkST3H90TVwAAlSZIkbX1ciaqDiHgN8H7gdcBwYA1Fd74fZ+bDjaxNkiRJUn0ZomoUEf8AXARsy8vNJQBmAV+IiNMz89KGFCdJkiSp7rydrwYRcRTwHWAjcAFFp75J5fZLwHPAJeU4SZIkSX2AK1G1+RTwDDA1Mx9osf9e4HcR8QOK2/o+he+KkiRJkvoEV6JqcxDws4oA9ZJy/8/LcZIkSZL6AENUbQYBT3YwZmU5TpIkSVIfYIiqzcMUzz+150jgkR6oRZIkSVIPMETV5lfAgRHx7YgY3vJARAyLiG9R3Mr3y4ZUJ0mSJKnubCxRm/8LvA04GXhvRNwFPAaMBvYHhgCLy3GSJEmS+gBXomqQmWuB1wOXA/2Bw4ATgMPLvy8HppXjJEmSJPUBrkTVKDPXAB+LiFOAicAwYA1wb2a+0NDiJEmSJNWdIaoGEXEO8FBm/igzXwT+0uiaJEmSJHUvb+erzdnAvo0uQpIkSVLPMUTVZjkwtNFFSJIkSeo5hqja/Ao4OiJ8ma4kSZK0lTBE1eZc4Gngqoh4baOLkSRJktT9bCxRm7uAbYEpwF0R8RywAsiKcZmZ43u6OEmSJEn1Z4iqTT/gBeCRiv3Rwd+SJEmSeilDVA0yc2yja5AkSZLUs3wmSpIkSZKqYIiSJEmSpCoYoiRJkiSpCoYoSZIkSaqCIUqSJEmSqmCIkiRJkqQqGKJ6gYg4PiIujoibI2JtRGRE/LiLc+0WEVdExKMRsTEilkTENyPiVe2cs09E/CwiVkTEcxFxb0ScFxGDuv6pJEmSpN7J90T1DmcD+wHrgGXAxK5MEhHjgXnASOBqYDFwEHA6MDMipmXmqopzDgbmAgOAOcBSYDpwDnBURByVmRu7Uo8kSZLUG7kSVYOIGBsRx0bE4Bb7tilXae6KiHkR8Y46XOoMYAIwFPh4DfN8myJAnZaZszLzs5k5HfgGsDdwQcvBEdEf+D6wPXB8Zr4nMz8DHAz8AphW1iZJkiRtNQxRtTkX+BHQciXmbOALwL7AIcDPIuL+cBZ8AAAgAElEQVSQWi6SmTdm5v2ZmV2dIyLGATOAJcAlFYfPBdYDJ7YMhMAbgEnA7zPz1y3qaQI+Xf55ckREV+uSJEmSehtv56vNocANmfkiQET0Az5BcZvcDGA08FuK1Zp3NarI0vRye10Zgl6Smc9ExC0UNR8C3FBxzrWVk2XmgxFxH8UK2TjggW6pups8/2ITF15/X6PLkCRJ2mrtNXIH3jl1t0aX0SWGqNqMAh5u8ff+wE7AeZm5DFgWEVcDhzeiuAp7l9u2ksP9FCFqAi+HqM6cM6H86TBERcT8Ng516RmvWmxqSr5zU6/KfZIkSX3KMfuM6rUhytv5ajMAaHmL3bTy77kt9i0DdunJotowrNyuaeN48/7hNZ4jSZIk9WmuRNVmGTC5xd/HAk9m5qIW+0YCa3u0qq5pfq6pmueuqjonM6e2OkmxQjWliuvWbJv+wadn7t3xQEmSJHWLPXYc3PGgLZQhqjbXAGdExNeA54BjKLrZtTSRV97y1yjNq0bD2jg+tGJcV8/pFQb078cn3rhno8uQJElSL2SIqs1XgVnAJ8u/l1N0ugMgInYHXk/RQrzR7i23E9o4vle5bfn8U1fOkSRJkvo0n4mqQWauoGhl/rbyZ5/MfLTFkB0oAtZ3G1BepRvL7Yyyi+BLImIIxfNcG4BbWxxqfrZrZuVkZcv0CRSrbA/WvVpJkiRpC2WIqlFmbsjMa8qfZyqO3ZOZ38rMxT1VT0QMiIiJETG+opYHgOuAscApFaedBwwGfpiZ61vsvwlYBBwREW9rcY1+wFfKP79Ty/urJEmSpN7G2/l6gYiYRXHbIBTvngI4NCKuLH9/MjPPKn8fQxF8HqYITC19ApgHXBQRR5XjDgaOpLgl7/MtB2fmpog4iWJFak5EzAEeAY4CDgBuYcu4VVGSJEnqMYaoGkTEFZ0cmpn54RoutT/wgYp948ofKALTWXQgMx+IiAOA8ylu0TsWeAy4iOLdVk+1cs4fI+JAitWqGcCQ8nrnA1/OzI1d+kSSJElSL2WIqs0HOzieFG3AE+hyiMrM2cDsTo5dwsutx1s7vhQ4qcrrLwROqOYcSZIkqa8yRNVmjzb2DwcOBL5AcfvcZ3usIkmSJEndyhBVg8xs6/1PDwN3RcT/AHcDvwW+12OFSZIkSeo2dufrRuWtc/8JnN7oWiRJkiTVhyGq+z3Byy+llSRJktTLGaK6UUT0B6YDaxpdiyRJkqT68JmoGkTEEW0c2gZ4NUUXvP2B7/ZYUZIkSZK6lSGqNr+jaF/elgB+D3yqR6qRJEmS1O0MUbU5n9ZDVBPwNHBbZt7WsyVJkiRJ6k6GqBqUL8GVJEmStBWxsYQkSZIkVcEQVYOImBoR50TEqDaOjy6P79/TtUmSJEnqHoao2pwJfARY0cbxJ4APA5/ssYokSZIkdStDVG0OBW7MzFY79JX75wLTerQqSZIkSd3GEFWb0cCyDsY8CuzSA7VIkiRJ6gGGqNo8C+zcwZidgY09UIskSZKkHmCIqs2dwNsjYofWDkbEUODt5ThJkiRJfYAhqjaXUaw0XR8Rk1seiIj9gOuAncpxkiRJkvoAX7Zbg8z8j4h4M/B+4I6IeAJYDowBRgEB/CAzf9rAMiVJkiTVkStRNcrMDwInAwspGk1MLbf3AB/NzJMaV50kSZKkenMlqg4y8zLgsojYHhgOrM7MZxtcliRJkqRuYIiqozI4GZ4kSZKkPswQVQflCtRxwOsoVqLWAAuAX2Xm+kbWJkmSJKm+DFE1iohjgR8AIygaSTRL4BsRcVJmXtOQ4iRJkiTVnSGqBhExBfgl0B/4CTAXeAzYBZgO/D0wJyKmZeb8hhUqSZIkqW4MUbX5PMWK0+GZeWvFsSsj4hLgd8DngHf2cG2SJEmSuoEtzmtzOPDzVgIUAJn5R2BOOU6SJElSH2CIqs0wYGkHYx4BhvZALZIkSZJ6gCGqNo8CB3Uw5gCK56QkSZIk9QGGqNr8NzA9Ij4bEf1bHoiIfhFxJnB0OU6SJElSH2Bjidp8EZgFXAB8LCJuplh1Gg0cBowFHge+1KgCJUmSJNWXIaoGmfl4REwDLgWOAXavGHI9cHJmejufJEmS1EcYomqUmUuAN0XEGOB1FM0m1gB3ZObyRtYmSZIkqf4MUXVSBiZDkyRJktTH2ViiShHx/oiY3Og6JEmSJDWGIap6V1I0k3hJRHwgIuY2phxJkiRJPckQVR9jgTc0ughJkiRJ3c8Q1YtExG4RcUVEPBoRGyNiSUR8MyJeVeU874iIuRGxOiKei4hFEXFORAxsY3y283NrfT6dJEmS1DvYWKKXiIjxwDxgJHA1sBg4CDgdmBkR0zJzVSfm+SJwNrAO+AWwiuKdVucBMyLimMzc0MqpD1PcylhpWfWfRpIkSeq9DFG9x7cpAtRpmXlx886IuBA4g+KFvye3N0FEvA74PLAamJqZD5b7A7gIOBX4DDC7ldOXZGZr+yVJkqStirfzdU325MUiYhwwA1gCXFJx+FxgPXBiRAzuYKp3AAF8tzlAAWRmAp+j+Fwfj4j+dSpdkiRJ6nNcieqa2RExu3JnRGxqY3xmZi3f9fRye11mNlVM/ExE3EIRsg4BbmhnntHl9sHKA+U8T1Ksdu0L3FkxZHhEfKicYw0wPzOreh4qIua3cWhiNfNIkiRJjWSI6pro5vGV9i6397Vx/H6KEDWB9kPUk+V2j8oDETEE2Kn8cyKbh6j9gO9VnHMXcGJm/rmda0qSJEl9irfzVSkz+3Xlp8bLDiu3a9o43rx/eAfzXFNuPxIRYyuOfYmXw15lt78LgWnAzsAQ4EBgDkWwmhsRYzq4LgCZObW1H4omGZIkSVKvYIjqG5rDT7vPamXmPOBSipB0d0R8PyK+XrYpPxW4pxy6qeK8MzNzXmY+mZnrMvP2zDyBorvfTsBZ9fwwkiRJ0pbMENU7NK80DWvj+NCKcW3KzJOBDwMLgb+j6Oj3PPAmoPm2vBWdrOs75faITo6XJEmSej2fieod7i23E9o4vle5beuZqVfIzCuAKyr3R8R3y1//1Mm6VpbbjroCdmTsokWLmDp1ao3TSJIkSW1btGgRwNha5zFE9Q43ltsZEdGvZYe+siHENGADUFW3vJYiYgawO3BTZi7v5GmHlNvNuv1Vae2GDRtYsGDBkhrnqVZzV0CfyaoPv8/68vusL7/P+vL7rB+/y/ry+6yvvvh9jgXW1jqJIaoXyMwHIuI6ig58pwAXtzh8HsVK0KWZub55Z0RMLM99xT/0ETE0M9dW7BsPXEbxLNRnK45NAe5tOXe5fzLFC34Bftz1TweZuVm3wJ7Q3HK9bG6hGvl91pffZ335fdaX32f9+F3Wl99nffl9ts0Q1Xt8ApgHXBQRRwGLgIOBIylu4/t8xfhF5bayvfr3ImJ3YD7wNLAn8FZgAPCRVt79dBpwXETMBZYCGyn+X4mZQH/gcuCnNX86SZIkqZcwRPUS5WrUAcD5FAHmWOAx4CLgvMx8qpNTXQN8lKKpxBCKJhK/AL6amXe3Mv4qisYVkyle+jsQWAX8Brg8M3/d5Q8lSZIk9UKGqF4kM5cCJ3VybKsv+M3MHwA/qOKaV1EEKUmSJEnY4lySJEmSqmKIkiRJkqQqRGY2ugZJkiRJ6jVciZIkSZKkKhiiJEmSJKkKhihJkiRJqoIhSpIkSZKqYIiSJEmSpCoYoiRJkiSpCoYoSZIkSaqCIUqSJEmSqmCIkiRJkqQqGKIkSZIkqQqGKEmSJEmqgiFKkiRJkqpgiJIkSZKkKmzT6AK2BBHxVuC9wCRgcGbuWe6fBLwV+ElmLm9giX1aRDwEDAWWNLgUSZIk9W1jgbWZuUctk2zVISoiArgSeF+5awMwqMWQp4F/BgL4So8W14qI2A04H5gJ7Ag8BlwFnJeZT1cxzwjgHGAWsAuwCrgWOCczl7UyfgmwexvTPZGZo6v4GK0ZOmjQoBGTJk0aUeM8kiRJUpsWLVrEhg0bap4nMrMO5fROEXEKcDFwBXAmcAbwhczs32LMTRTf0xGNqfKlOsYD84CRwNXAYuAg4EjgXmBaZq7qxDw7lvNMAOYCfwImAm8HVgCHZuaDFecsAYYD32xlynWZ+bWufaqX5p8/ZcqUKfPnz69lGkmSJKldU6dOZcGCBQsyc2ot82zVK1HAh4G7gH/IzIyI1hLl/cCberasVn2bIkCdlpkXN++MiAspwt8FwMmdmOefKQLUNzLzky3mOQ34Vnmdma2ctzozZ3e5ekmSJKmP2NobS+wN3JjtL8etAHbuoXpaFRHjgBkUzwxdUnH4XGA9cGJEDO5gnsHAieX4cysO/2s5/5vK60mSJElqxda+EvUiMLCDMWOAdT1QS3uml9vrMrOp5YHMfCYibqEIWYcAN7Qzz6EUz3xdl5nPVMzTFBHXAR+luEXwwYpzt4uI9wGvoQhhdwO/z8xNnf0QEdHW/XoTOzuHJEmS1Ghbe4haCLwxIqK11aiIGEgRYO7o8cpeae9ye18bx++nCFETaD9EdWYeynkqjQZ+VLHvoYg4KTNvaueakiRJUp+ytd/O9yOKVZBvRMQrvouI6A9cCOxK0cGvkYaV2zVtHG/eP7yb5vk+cBRFkBoM7AtcStEi8jcRsV8H1wUgM6e29kPRJEOSJEnqFbb2lahLgbcBpwEnAM8ARMQcilvjdgWuzsyfNKzCzolyW2urxVbnyczzKsb9BTg5ItZRdDWcDbyjxmtLkiRJvcJWvRJVPs/zFop3L21LcRtbAMcB2wNfpAhXjda8QjSsjeNDK8Z19zz/n737jq+6uv84/vokhLA3Ye+NIsgUUERQtC60ilq1jlpHna21rXXjxKrVqr+6ittqFfcA2SBbhuwZCHsmzAyyzu+P7zeXm5CQhNwkN9z38/HI4+Z7vmfdK2A+Oef7OTle91/LNf27iIiIiEhZivSVKJxzmcBjZjYSL4iqjxdErCpO0oRSttp/ze9ZJYAO/mtBzzqFup8cu/zXY2YFFBERERE5kUR8EJXDTyyxutCK5WOK/zrMzKKCM/SZWU1gIJAKzCmknzl+vYFmVjM4Q5//TNiwPOMVpr//mjeTn4iIiIjICSuit/NVFM65eGA8XiKHO/LcHom3EvS+cy45p9DMOptZrtThzrlDeMk0quM9xxTsTr//H51zgaDIzE4ys3p552RmrfDOlgL4sNhvSkRERESkgoqolSgzm3ycTZ1zbmhIJ1N8twOzgJfNbCiwEuiHd6bTGuDBPPVX+q+Wp/wBYDBwr5n1AOYBXYDheNvz8gZpI4D7zWwKsAEv+UY74AK8M7Z+AJ4v4XsTEREREakwIiqIwgsejkdJs96VmHMu3sx64yXBOA84H9gOvAyMdM4lFbGfRDPrDzwKXAKcASTipTF/xDm3JU+TKXjnS52Kt32vOrAPmIG3qvVBfmdsiYiIiIicqCIqiHLOVejti865zcCNRaybdwUq+F4ScI//VVg/0wAdpisiIiIi4qvQQYWIiIiIiEhZUxAlIiIiIiJSDBG1nS8vMyvKIbHZwAFgrXMutZSnJCIiIiIiYS6igyhgKkVPGpFlZj8C9znnwvU8KRERERERKWWRHkQ9DvQBfoWXJnwWsBNoBAwAOuKl8N4A9MRL693fzPo45zaUy4xFRERERKRcRfozUeOAIcBtQBfn3O+cc393zv0O7+yk2/37HzrnBgK/A+rhnbUkIiIiIiIRKNKDqCeA8c65N/OedeQ8rwMT8VascM69i3c+0jllPVEREREREQkPkR5E9QWWFlJnCXBa0PUioHGpzUhERERERMJapAdRBrQtpE67PNeZwOHSmY6IiIiIiIS7SA+i5gCXm9mw/G6a2XnAZX69HO2BHWUwNxERERERCUORnp3vQWAaMNbMJgMzOZKd73TgLLxVp4cAzKw23vNQH5bLbEVEREREpNxFdBDlnPvZzM4F3gaG+l8Ob5sfQDzwe+fcz/51OnAqXqAlIiIiIiIRKKKDKADn3E9m1hHvXKhTgdrAAbwEEjODs/Y551IBHbQrIiIiIhLBIj6IAi+dOd5WvpnlPRcREREREQlvkZ5YQkREREREpFgifiXKzGKA4XhnRtUFovOp5pxzN5XpxEREREREJCxFdBBlZk2BCUBnjiSTyI8DFESJiIiIiEhkB1HAC0AX4GPgLWAz3mG6IiIiIiIi+Yr0IGoYMN05d015T0RERERERCqGSE8sUQWYW96TEBERERGRiiPSg6hlQKvynoSIiIiIiFQckR5EPQdcbGZdy3siIiIiIiJSMUT6M1G7gG+BWWb2L2ABsC+/is656WU5MRERERERCU+RHkRNxUtfbsDD/vcFye/8KBERERERiTCRHkQ9zrEDJxERERERkVwiOohyzj1W3nMQEREREZGKJdITS4iIiIiIiBSLgigREREREZFiiOjtfABmZsDlwLlAMyA2n2rOOTe0TCcmIiIiIiJhKaKDKDOLBX4ABuNl6MvJ1JfDBZWLiIiIiIhE/Ha+vwFnAU8CDfECpseApsDVwGbgE6ByOc1PRERERETCTKQHUSOAhc65R51ziTmFzrkdzrlPgCHAhcAfy2uCIiIiIiISXiI9iGoHzAy6dkBM4MK59cD3wA1lOy0REREREQlXkR5EZQBpQdcH8bb1BdsItC2zGYmIiIiISFiL9CBqC15GvhxrgP556pwKJJXZjEREREREJKxFehA1ExgQdP0V0M3MRpvZBWb2HHA2MLU8JpeXmTU3s7fNbJuZHTazBDN7yczqFrOfen67BL+fbX6/zUt7bBERERGRii6iU5wD/wVamFlr51wC8BIwHLgR7zkoA9YB95fXBHOYWTtgFhAHfA2sAvoC9wDnmdnA4OQYx+invt9PR2AyXvbBznjv+QIz6+8/CxbysUVERERETgQRHUQ556YStMrknEsxs4F4gVR7IAH41jmXUh7zy+PfeEHM3c65V3IKzeyfwJ+Ap4DbitDP03gB1IvOuXuD+rkb+Jc/znmlNLaIiIiISIVnzukc2XBnZm2BeLygrp1zLjvoXk1gO96qWZxzLvkY/VQHdgPZQBPn3MGge1H+GK39MdaHcuxC3t+Cnj179lywYMHxNBcRERERKZJevXqxcOHChc65XiXpJ6JXoiqQIf7r+OAgBsA5d9DMZgLDgNOAScfopz9Q1e/nYPAN51y2mY0HbsE7gDhnS1+oxg4raRlZnPfS9PKehoiIiEjEGti+AU9d2q28p3FcFERVDJ381zUF3F+LF8h05NiBTFH6we8n1GNjZgUtNXU+VrvS4BwkJIbDLk0RERGRyNSh0eHynsJxi/TsfBVFbf91fwH3c8rrlEI/oRpbREREROSEoJWoE4P5ryV9wO14+ilym4L2nvorVD2LMWaJxVaKYsp9g8tySBEREREJUq1ydHlP4bgpiKoYclZ7ahdwv1aeeqHsJ1Rjh5WoKKNNg+rlPQ0RERERqYC0na9iWO2/dizgfgf/taDnlkrST6jGFhERERE5ISiIqhim+K/D/FTkAX6a8YFAKjCnkH7m+PUG+u2C+4nCSxARPF4oxxYREREROSFEdBBlZq3N7Hz//KScskpmNtLMFpvZLDO7tDznCOCciwfG453hdEee2yOB6sD7wec0mVlnM8uV9c45dwj4wK//WJ5+7vT7/zHnjKjjHVtERERE5EQW6c9EPQpcDDQKKnsIeDjo+lMzO8M5V94rLbcDs4CXzWwosBLoh3em0xrgwTz1V/qvlqf8AWAwcK+Z9QDmAV2A4cAujg6UjmdsEREREZETVkSvROEdPjvJOZcJgS1ttwOrgJZAXyAZ+FO5zdDnrwj1Bt7FC2D+DLQDXgb6O+cSi9hPIt77fhlo7/fTD3gH6OWPUypji4iIiIicCCJ9JaoRsDHougfQABjpnNsCbDGzr4EzymNyeTnnNgM3FrFu3hWo4HtJwD3+V8jHFhERERE5kUX6SlQMuc83GuhfTw4q2wI0KctJiYiIiIhI+Ir0IGoLcErQ9fnAHufcyqCyOOBAmc5KRERERETCVqRv5/sO+JOZPQ+kAefgPRsUrDO5t/yJiIiIiEgEi/Qg6h/AJcC9/vVWvIx9AJhZK2AA8GLZT01ERERERMJRRAdRzrldZtYNGOoXTXPOHQyqUgMvwPqxzCcnIiIiIiJhKaKDKADnXCretr787i0HlpftjEREREREJJxFemIJERERERGRYonolSgze7uIVZ1z7qZSnYyIiIiIiFQIER1EATcUct8B5r8qiBIRERERkYgPotoUUF4H6AM8DMwC7i+zGYmIiIiISFiL6CDKOVfQ+U8bgcVm9iOwBJgIjC6ziYmIiIiISNhSYoljcM5tBr4F7invuYiIiIiISHhQEFW4nUCH8p6EiIiIiIiEBwVRx2Bm0cAQYH95z0VERERERMJDRD8TZWaDCrhVCWgB3Aj0AP5TZpMSEREREZGwFtFBFDAVL315QQyYDvylTGYjIiIiIiJhL9KDqMfJP4jKBvYC85xz88p2SiIiIiIiEs4iOohyzj1W3nMQEREREZGKRYklREREREREiiGigygz62Vmj5hZowLuN/bv9yjruYmIiIiISHiK6CAK+DPwe2BXAfd3AjcB95bZjEREREREJKxFehDVH5jinMs3Q59fPhkYWKazEhERERGRsBXpQVRjYEshdbYBTcpgLiIiIiIiUgFEehCVAjQspE5D4HAZzEVERERERCqASA+ifgGGm1mN/G6aWS1guF9PREREREQk4oOoN/FWmiaY2SnBN8ysOzAeaODXExERERERifjDdv9nZr8CrgMWmdlOYCvQDGgEGPCec+7jcpymiIiIiIiEkUhficI5dwNwG7ACL9FEL/91OXCLc+7G8pudiIiIiIiEm4heicrhnHsTeNPMqgF1gH3OuZRynpaIiIiIiIQhBVFB/MBJwZOIiIiIiBRIQRTgr0D9GjgVbyVqP7AQ+NI5l1yecxMRERERkfAS8UGUmZ0PvAfUw0skkcMBL5rZjc6578plciIiIiIiEnYiOogys57AF0A08BEwGdgONAGGAL8BxpjZQOfcgnKbqIiIiIiIhI2IDqKAB/FWnM5wzs3Jc+9dM/s/YCrwAHBZGc9NRERERETCUKSnOD8D+CyfAAoA59xcYIxfT0REREREJOKDqNrA5kLqbAJqlcFcjsnMBpjZD2aWZGYpZrbEzP5oZtHH0VdXM/vUzHaZWZqZrTazkWZWNZ+6rc3MHePrk9C8QxERERGRiiHSt/NtA/oWUqc33nNS5cbMhgOfA2nA/4Ak4CLgRWAgMKIYffXDe/YrBm+VbTPe81+PAEPNbKhz7nA+TRcDX+VTvqzo70REREREpOKL9CDqB+A2M7sfeM45l5Vzw8yigD8BZwOvl9P8MLNawFtAFjDYOTffL38YLxi63Myucs4VuiLkr1q9A1QDhjvnvvHLo4BP8Z77+hMwKp/mvzjnHiv5OxIRERERqdgifTvfE8AO4ClgnZm9b2bPmtl7wFrgH/79J8txjpcDDYFPcgIoAOdcGvCQf/mHIvZ1JtAFmJ4TQPl9ZQN/9S9vMzPLr7GIiIiIiET4SpRzboeZDQTeAM4BWuWpMgG4zTlXntv5hviv4/K5Nx1IAQaYWWwB2/CK1Jdzbr2ZrQE6Am2B+DxVmprZrUB9IBGY7ZxbUsT3ICIiIiJywojoIArAOZcAnGtmzYBT8ZJN7AcWOee2lufcfJ381zV5bzjnMs1sA3ASXuCz8nj78q3FC6I6cnQQdY7/FWBmU4HrnXObChk3p35BZ211Lkp7EREREZFwEPFBVA4/YAqHoCmv2v7r/gLu55TXKaW+UvC2PX4FrPfLTgEeA84CJplZD+dcchHGFxERERGp8CIuiDKz6/CSJJTZVjQzS+DorYLH8pFz7tqidu+/umJNqoh9Oed24WXuCzbdzIYBM4B+wO+BfxXWuXOuV76DeitUPY9nwiIiIiIiZS3igijgXbxVlEAQZWbX421LG1JAm5KKx0tPXlTbgr7PWR2qnV9FjpxhVdDqUrCQ9eVvJfwPXhA1iCIEUSIiIiIiJ4JIDKLy0xovc12pcM4NLUHz1XhnVXUEcj1TZGaVgDZAJke22hXWF35f+engvxb0zFReu/3X6kWsLyIiIiJS4SmICn+TgWuA84CP89wbhHfm0/QiZObL6etBv69ngm+YWVu84GojRQvIAE7zX4tavyCtV65cSa9e+e72ExEREREJiZUrV4K3gFIiCqLC3xjgWeAqM3sl6LDdKhw5v+q14AZmVg1oCaTkyZw3DS+D3yAzuzjPYbvP+nVed865oL764WUqTM8zxhC8g3kBPizhezyQmprKwoULE0rYT3HlZAVcVcbjnqj0eYaWPs/Q0ucZWvo8Q0efZWjp8wytE/HzbA0cKGknCqLCnHPugJndjBdMTTWzT4Ak4GK8lOVjgP/ladYXmIIXNA0O6ivLzG7EW5EaY2ZjgE3AULwtgzOBF/P09Sxwkp/OfItfdgpHzpx62Dk3q4TvsU1J2h+vnJTrBSW8kOLR5xla+jxDS59naOnzDB19lqGlzzO09HkWLFKDqFBksiszzrmvzOxMvK14lwFVgHXAvcDLwStHRehrrpn1AUYCw4CaeFv4HgdG5bMt8APgUqAP8CsgBtgJfAq86pz7qSTvTURERESkoonUIOoxM3ssb6GZZRVQ3znnyvWzcs7NBM4vYt2pHElXnt/9FcCIIvY1GhhdlLoiIiIiIpEgUoOoAgOMENUXEREREZETVMQFUc65qPKeg4iIiIiIVFwKKERERERERIrBipGTQEREREREJOJpJUpERERERKQYFESJiIiIiIgUg4IoERERERGRYlAQJSIiIiIiUgwKokRERERERIpBQZSIiIiIiEgxKIgSEREREREpBgVRIiIiIiIixaAgSkREREREpBgURImIiIiIiBSDgigREREREbiyZnsAACAASURBVJFiUBAlIiIiIiJSDAqiREREREREiqFSeU9AxMw2ALWAhHKeioiIiIic2FoDB5xzbUrSiYIoCQe1qlatWq9Lly71ynsiIiIiInLiWrlyJampqSXuR0GUhIOELl261FuwYEF5z0NERERETmC9evVi4cKFCSXtR89EiYiIiIiIFINWoiQipaRnsmDjXhZv3kdMdBS3ntmuvKckIiIiIhWEgiiJSOt3J/Pb0fMAaFanqoIoERERESkybeeTiNSpcU1iK3l//LfuS2Xhpr0s3bIf51w5z0xEREREwp2CKIlIMdFRdG1aK3D963/P4qJXZ/D2zITym5SIiIiIVAgKoiRi1atW+aiyJ75bodUoERERETkmBVESsUb0bp5v+YWvzCA7W4GUiIiIiORPQZRErHNPapxv+fJtB7jx3Z9xzvHihDXc/fEituxNKePZiYiIiEi4UnY+iVhmVuC9aWt20+bvPwSuY6KjeOGK7mUxLREREREJc1qJkoj2/IiiBUafL9xC/O5DgeusbEdScnppTUtEREREwphWoiSiXdKjKdnZjkrRxr2fLj5m3fs+W8zHN59GbKUorvnPHOasTwJgwzPn51rVSj6cSfXYo/9qJSWnczAtg1b1q4f2TYiIiIhImdJKlES0StFRXNGnBb/u2Zw5fx9KszpVC6y7aNM+Oj88jiEvTAsEUAAfzd0U+P6fE9Zw8mM/8sdPFuVquzkphdOemcSZz01l/PIdoX8jIiIiIlJmFESJ+BrXrsLM+4ew/unzj1lvw57kXNcPfbUMAOccL09ai3Pw1S/b2LovNVDnye9XkJ6ZDcCtHy4I8cxFREREpCxpO59IHlFRxsKHz6HnExOK3Kb1/d/Tq1XdXGUjv1lOx0Y1SUpJ58flOwPleY+hWrAxiVcnr+Psro24pl+rEs1dREREREqfgiiRfNSrXpmEURewascBznvppyK1WbBxb67r8St2Mn7FzgJqH3HZa7MBmLJ6N2d3aUSjWlWKP2ERERERKTMKokSOoXPjWiSMuoDsbMf2A2nc9O7PrNpxsMT9Tlixk+Xb9pOZlXtZasOeZBrVqkJWtuPPn/7CT2v38MhFXRneo1mJxxQRERGR0FAQJVIEUVFGszpVGffHQbwxLZ5nxq4qUX83vz8//3HMWLfrIOt2HeKrX7YB8NrUeAVRIiIiImFEQZRIMd16ZjtuGdSWn9bu4bq354W07yvemH1UWd6Vr8ysbBZv2c/JzWoRWyk6pOOLiIiISOEURIkcBzNjUMeGvHNjH9bsOEiXJrXYmJRCdrajfo3KjF++k28WbwvpmBlZ2VSKMu787yLGLd9B3zb1+PTW/oH7B9Iy+GD2Rro1q82gjg1DOraIiIiIHKEgSqQEzuoUx1md4o4qv/CUpjz9627MWreHDP+5p3NPasRfxyzhi0Vbiz1O6/u/P6ps3oYk9qdmULtqDAC3vr+A2esTiTKY8bchNK1Tlc1JKdz6wQJqxFbiret7B+qKiIiIyPFTECVSSmrEVmLYSY1zlf3zyh70bVOP+79YGpIxuo8cf1RZtoMBoybz+rW9eOirpew5lA7AB7MTuHNIBwDSMrIY+e0Kdh88zMMXdqFV/eohmU+ozFi7hye/X8GqHQc5u0scz13enbrVK5f3tEREREQAHbYrUuau6tuSifcOYvpfzmLtU7/i5jPalMo4t324IBBAAUxfsyfw/ZgFW/h43iYmrtzJs+O8JBnOP8AqLSOLuesTST6cmau/+N2HeGniGlbtOFAq883hnOPm9+cHngWbuHIXz49fXapjioiIiBSHgiiRctA+riYt61cjJjqK2we3p0qM91fxzI4Nuah7U87q1JDR1/cO6Zhrdx1kxto9vD4tnndmbgiU/7B0B1e9OZtBz01h6Zb9/Hb0XK58cw7XvT2P7GyHc47U9CxueGceL01cy+/fm092tjvGSCWTnpVNakZWrrKP5m4qtfFEREREikvb+UTKWd3qlXnvxr7M37iXEb2bE1fzyGG7vVrVPeoQ3+O1NyWDa0fPzffenPVJAFz06oxA2YKNe2n7wA9H1d2yN5Unv1/Jsq37uaJPC7Kd49XJ67iid/PAdsGSSE3PKrySiIiISDlSECUSBvq1rU+/tvWPKn9+RHfenrGB2lVjiDJ4efK6cpjd0d72V7LmJSQFyp4fv4bhPZpRv0Zl/j0lnjrVYrjp9DaYWaH9bd+fysSVuxja+egkHTm27kulWZ2qJZ+8iIiISAkpiBIJY20aVOeJS04G4HBmFk3rVCUj2zG4Y0Pmb0xiyZb9JCWn8/UvoU2nfrw2J6Xw2YItvDrFC/bqVKvM5b2aA/DP8asDQeBfz+vE7YPbA94zUL8dPY91uw7xbsPqvH5tr3z7vuu/C/ni9oFl8C5EREREjk1BlEgFEVspmqv6tgxct6hXjUtP9QKUB87vwrwNSfRrU4/6NWJJzcji5Ed/LPM5jhq3iiVb9geu7/tsMVNW76JlvWq8NjU+UP6PcavJyHTcc3YH4ncns27XIQDidyfz2rT4o/oFWLhpH865Iq1siYiIiJQmy8nIJVJezGxBz549ey5YsKC8p3JCmbZmN2OXbufKPi2IrRTNroNpfP3LNr48jnOqwsVdQ9rz52GdAC+L4I/Ld9C1SS06NKpZzjMTERGRiqBXr14sXLhwoXMu/60vRaSVKJET1JkdG3Jmx4aB667UYnCnOJ67/BQSk9NpVKsKH8/bxKz4RCat3EmKn9Dhmn4tuWdoB16ftp4dB1L5+6+6MHrGBr5bsi1XyvTy8MrkdezYn0aNKpVYvzuZaWt2AzD/obNpUCM2UG/FtgOs2nGA805uTLXK+mdOREREQksrUVLutBJVsSQlp7MpKYWuTWqxeMs+Rrw+u7ynRLdmtfn2rtMB2HUwjTP/MZXUjCxuHNiaRy86qZxnJyIiIuEiVCtREXVOlJm1NjN3jK9P8mkzyMw+MLNlZpZoZmlmtsHMvjGzoccYq6qZjTSz1X6bXWb2qZl1OUabemb2kpklmNlhM9tmZm+bWfNjtGnu19nmt0nw+6h7jDZd/bns8ue22p9rganPzGyAmf1gZklmlmJmS8zsj2YWXVAbOTHVq16ZHi3qULlSFH1a12P5yHPLe0os3bqf2fGJ7E/JoO9TkwLnTL0zM4Hl2448ozVnfSK/HT2X92cn5NtPaZ5/JSIiIieOiFqJMrPWwAZgMfBVPlWWOefG5GnzGHAzMBfYAiQDLYGLgRrAk865h/O0iQUmAQOB+cBkoAUwAkgHhjjn5uZpUx+YBXT06/8MdAaGA7uA/s659XnatPPbxAFfA6uAvsBZwGpgoHMuMU+bfn7/McAYYDMwBOgNzASGOucO52kzHPgcSAP+ByQBFwGdgDHOuRH5fJZFppWoim/plv28Pj2eprWrcHmvFrSPq8G/p6xjXkISV/ZpwZvT1wcSTvzl3E6c360Jo2esZ876JM7q1JC3ftqQb79v39CbszrF0fvJiSQml2wr4X+u683fPl8S6GfcH8+gc+NaABw6nMk1/5nLlqQUXru2F33b1CvRWCIiIhKeQrUSFalB1HvOuRuK2KaKcy4tn/JmwEKgAdDcObc96N7fgafxgpQrnXPZfvlwvOBtBdAtp9y/9wZwC/Cic+7eoPK7gX8BPzrnzsszhx+BYcDdzrlXgsr/CfwJeMM5d1tQeTSwFOgCDHfOfeOXRwGfApcBf3fOjQpqUwtYB9TGC8rm53wueMFYf+A3zrmjVvGKSkFU5MjMyqZS9NEL4M45pq/dw/VvzwOgU6Oa3HduJ87uEhfIxvf9ku3c8d+FIZvLfcM6ct2A1rw4YQ3vzEwIlJ/Wth6f3NI/ZOOIiIhI+FAQdRyOJ4gqpL8vgUuA051zM/0yAxLwVqvaOuc25GkzHTgDbzVqil9WHdgNZANNnHMHg+pHAfFAa6BdzmqUmbX1yxP88uCArCawHTAgzjmX7JcPwVshm+6cOzPPvHL62wi0cf4fDDP7HTAaeN85d32eNgX2VxwKoiTHwk17iTKjR4s6R93LznZ8vnALK7cfDBz2W1oSRl1AWkYWVWKiOZiWQY3YSmRmOypFmVKsi4iIVGDKzlcyTc3sVqA+kAjMds4tKU4HZhYH9AMO422dy9EOL4BakzeA8o3FD6KAKX5Zf6AqMD44gAJwzmWb2Xi8VaqzgJwtfUP81/HBAZTf5qCZzcRbpToNL9AJbjMu76Scc+vNbA3edsKcgOqYbYDpQAowwMxi824DFCmuni0LfJSPqChjRO8WADxyUVfemr6ep35YWSrzaH3/9/mWd4irwT1nd+CVSeuoUaUSfz23E/3a1i+VOYiIiEj4KrMgyk90kJ6zKlLOzvG/AsxsKnC9c25Tfg3MrDdwId5n1hzvmahawF3OuT1BVTv5r2sKGHut/9qxDNoM89vkBFFFadPR/8oJogps45zLNLMNwEl4gdcxf6I1s4KWmjofq51Ifm4e1JbuLepwxRv5Zwe8rn8r3p+9MaRjrt11iDv/uyhwfeWbc/j6joF0D1o5c85xODObKjHKuSIiInKiCmkQ5WerOxd4xjm31y+LAz4DTgcyzez/gp/5KWMpwBN4zyXlrOicAjyGt8ozycx6FBDo9QYeDbo+CNzonPsgT73a/ut+8pdTHrxf6URrI1Im+rapx7KR55LtHF8u3MqiTXtpWb86l/dsTsv61fjbeZ2ZuHInD321jINpmaUyh+H/NxOAV68+lbO7NOI3b81h+bYDPD+iOxd3b1po+/jdh4g2o3WD6rnKP5q7kUkrd3HnkPbHXKETERGRshfqlai7gJOdc38NKnseb/vaWqAmcI+ZzXHOfXo8A5hZAtCqGE0+cs5dC+Cc2wU8kuf+dDMbBszA2573e7xEDrk4514HXvcTKrQBbgPeN7OBwckbivIWcrqMtDYF7T31V6h6FmNMkYAasd4/Y9cPaM31A1rnulc9thLDezTj4u5N+WXzPrKd4/fvzWdvSkbI5xG8QgVw98eLOPekRsRWisY5l++zVLPi93D1W16izi9uHxAIluJ3H+LBL5cBsHVvKj/+aVDI5ysiIiLHL9RBVHdgWs6Ff+7Q5cAE59y5fsKDpXgByHEFUXjbzI7KlncM2wqr4G9L+w9eEDWIfIKooLppeNvW7vFTmd9qZhODUqPnrMzUzrcDbwtgcL0TsY1IWDEzTvUDlLH3DGLljgOc3r4BMUGZAjcnpfDM2JX8sHRHyMbt9NA4rurTgvErdhJbKYqnLj2ZIZ0bBe7f88kvge9/8+YcFj58DlViopmyalegfPXOXI9Jsj81g73J6UetXImIiEjZCXUQFUfuoKUfUAV4FwIJD74DLj3eAZxzBR5wW0K7/dfi/GQyFrgVGIyXzhyOJJnomF8DoIP/GvyMUbi36e23yfVMk5lVwluVy+TI9kiRsNa4dhUa165yVHmLetX49zW9eHnSWv454chfgUa1Ytl54Phzpnzy8+bA9797d37g+39cfgq7Dx7p93BmNic9+mO+fVz39jy27Uvl1kFtGTV2FYnJ6Tx4fhduHtQ2UGfBxiS27Uvjgm5NiIpSBkEREZHSFOog6jBelrkcZ+Bt85oeVHYACMeTLE/zX4sTDDTzX4MftogHNgEdzaxNPhn6fuW/Tg4qmwOkAgPNrGY+Kc6H+ZdTgtrkfD/MzKLySXE+0O9zTlCbycCDwHnAM8GT8lOcd8RLcb4+T5tr/DYf53kvg4BqeCnOlZlPTgh3D+3A3UM7HFU+ccVO7vx4IWkZ2Xz+hwG0a1idCSt28pcxxUrsGfDXYrSbvsb7HU/wWE/9sJLereuycNM+Ppu/mVU7vH82Ro1dxcz7h+Tbj4iIiITG0adelswGjqTEBu/w1rXOua1BZS2APZQDM+tnZpXzKR+CdzgtwId57p3pBzJ527TDC0gAAvmQ/fOVXvcv/xHc1j9s9wy8w3anBbU5BHyAtwr2WJ6h7sQ7I+rHnDOi/DbxwHj/3h152oz0+3o/T5KMaXhbEQeZ2cVB84oCnvUvX885I8o3Bu+/11V+hsKcNlWAJ/3L1xA5wZ3dtRErHz+PhFEX0KtVXepUq8zlvZrTr433O6HKlUL9z2nhLv33LJ74bkUggALYui+VtIyswPVn8zfztzFLSNiTO1/O1n2pTFq5k4ysXCcksGVvCgs2JpGdHTlnCIqIiBRXSA/bNbO7gZeAn4F0YAAw0jn3eFCd5cB259zZIRu46PObipeOeyqwxS8+hSOB38POuSfztNkH7APmApvxVu/a4a3MVAJecc7dnadNLN4KzgBgPl6K8ZbACLzPZYhzbm6eNvWBWXirQZOBeUAXYDiwCxjgB07Bbdr5beKAr/ECpH54mQbX+G0S87Tp5/cfgxcgbQKG4m3ZmwkMzbuqZGaX+HXTgE+AJLwU75388itcCf4g6bBdqciysx1b96XSol41wEtx3ubvP5TzrDyX92rOmAVbAtd/ObcTtw5qy9Z9qZz53FQAfntaK5645GQANuxJ5vx//URqRhZ3D2nPvcM65detiIhIhRWqw3ZDHUTFAO8BV+JlbfsW7wfsw/79vnjbyx7JG6yUBTO7Ce95rJOBBniBxE5gNvCqc+6nfNrcg7ed7mSgIRDtt5kL/Mc5l+9DDH5SjfuBq/ECqAN4wdujzrkVBbSph5dG/RKgCd5BwGPxPq8tBbRpATyOF9TVB7bjpXAf6ZxLKqBNV7zVqrPwMiZuxNuqN8o5l1pAm4F4K2/98Z5zWwe8DbzsnMvKr01RKYiSE82sdXt4ffp6MjKzmb0+sfAG5eyrOwbSpHYV3p+dwP9NOfK7mvVPn8/BtEw+nLuRpnWqcEmPZvlmGSyKrGzHxJU7qRwdxeBODY+7HxERkZIIyyAq0KlZLbydbQfzlDfAe44owTmnbG4CKIiSE1d2tuPlyWvZsCeZr385OlHoGR0a8Nq1vYjfdYhvF2/jklOb8en8zbw/eyNm8Myl3bj/i6XlMPMjOjaqwZqdhwB46coeXHJqMzYnpfC/nzfzyc+baVanCq9e3TOwEgcwd30ie1PSGda1cSDJxbeLt3HXx14a+A9u6ssZHRqW/ZsREZGIF9ZBlEhxKIiSSBC/+xDXvDWX9nE1ePCCLnRpUqvwRkBGVjbPj1/NG9PW07dNPbo0rsl7szcG7ptBq3rVSEhMKa2pF8m8B4cSV7MKS7bs4+JXvQOIR158UuDsrnYP/ECW/5xVgxqxzH/oyI7uxEOHSUnPyhWIHcus+D088vVy+rSuy1OXdFM2QhERKbKwDKLMrC7eNrT44OdqzOxGvC1qycBLzrl5IRtUKjwFUSIl55xj0spd/Lh8B58tyHf3b6lr17A68btzJ7D45ZFzmLchiVs+OPL3O8pg/TMXALBs636ueGM2KelZvDCiO5f1ah6oF7/7EHPXJ3F+t8bUqXYkJ9DVb81hVry3TfJfV/VgeA8vUWpqehbvzkqgZpVKXNOvpbYMiojIUUIVRIU6xfnTwLV4iQ4AMLO78JJN5Pzf7BIz613Qc0EiIlJ8ZsbZXRtxdtdGPDeiO5sSU5izPpFFm/cyuFMc3y/ZzjeLCz17vETyBlAAPR6fcFRZtoP7P1/CiN4tGLNgCynp3mOVz49fHQiiUtOzuOy1WexLyWDssu18cFO/QPucAArg28XbOatzHLWqxPDR3I08O24VAA1qVOa8k5sA8P7sBGas3cN5Jzfm4u5NqeQfsnwgLYMFCXvp3bouNavEhOZDEBGRiBDqlaglwHrn3CVBZRvxAqirgcbA+8B/nXO/D9nAUqFpJUqk9GVnO8Yu28G8DYms2XkorBNe3DO0A+d0bcSFr8wIlK164jzSMrL4YekOHviyZM+JxdWM5YUruvPPCWtYtGkffVvX49Pb+gfuJx46TP0asSUaQ0REwlO4rkQ1w0vnDQSywLUA/uacm+GXjcA7pFVERMpIVJRxwSlNuOAUb3Um+XAmczckUrdaZdo0qE6dapU5nJlF5egozIwXJ6zhX5PWAtC3TT3mbcg32Wep+NektYGxc3w0dxNPfBeaDQy7Dh7mt6OP7Cqfl5DEjv1pNK5dhQe+XMp/524C4O0bejOkc6NcbbOzHVnOERNd9ueCiYhI+Ah1EFUV7yyhHAMBB0wMKosHLgzxuCIiUgzVYysdFSDEVooOfP/HsztwUfcmNK9bjSoxXvn2/ak888OqXNsCH72oKyO/Lf3d2aEKoApy2jOTjir73bvzeeu63pzT1fucdh1I49J/zyIlPZP3fteXU5rXKdU5iYhI+Ar1r9K2Ap2Drs/FOx9pcVBZXSDfs4hERCQ8mBnt42oGAiiAJrWr8vJvTmXDM+fz+R/6M/HeM7lxYBuGdI47Rk8V283vz2fcsu0A3P/FUrbuS2VvSgYXvzqT5dv2k5Xt+M9P6/nnhDWkZZToyDwREalAQr0SNQW43szuxFuRuhj43DmXHVSnPbA5xOOKiEgZMTN6taoXuH77hj657u/Yn8bU1bvYsjeVK/u04NP5m9l14DBndY5j1NiVJCSmEFczll0HD+ftOizd9uHCfMuvfmsujw8/iSe/XwlAanomD17QtSynJiIi5STUiSXaAPOBOnjJJA4BfZxzq/37ccAW4C3n3B0hG1gqNCWWEIlM6ZnZjFu+g7YNqnNys9rMWZ/IVW/OCdzv1qw2S7cefS575egoVj5xHhv2HOJ/P2+mRb1q/LB0O41rVeGZX5/Cos17ufqtuYCXRKJKTDSbkrxztG46vQ11q8Xw/Pg1pfKeEkZdUCr9iohIaITlOVEAZtYYuNy//MY5tynoXh+8LH3/dc79HNKBpcJSECUiOVZuP0C2c5zUtDbgnX815IVpbNhzJH360seGFTsleUp6JgDVKnsbMO7+eFGppHyf98BQ4mpVKbTeul2HaFgjltrVlFpdRKQshW0QJVJcCqJE5Fiysx0z4/ewesdBLjylKY1rFx6kFOZAWgYTlu+kV6u6RJkx6LkpAIz/0yCmr9nNv6fGk5Scflx9Pz+iO5f3as77sxN4d1YCF3Rrwp+HdQrcf3bcKl6bGg/AoofPoW71ygX0JCIioRb2QZSZxeAlmagD7AdWOucySmUwqdAURIlIuEnLyGLktyuYHb+HhMSUEvd3z9AO/OmcjjjnaPP3HwLldw1pnyvAEhGR0hWu50RhZrWAfwC/BYJ/XZhmZh8A9zvn9oV6XBERkVCpEhPNM7/uFrh2zpGUnM6U1bu577PFx2iZv5yzr16/Nvf/s3ceSCughYiIhLOQpjj3A6iZwC1AJvAT8Kn/muGXz/DriYiIVAhmRv0asVzeqzlndGgQKH/60m50bFSjyP3c9mHuFffoKGN/aga/f+9nBjwzib98tphxy7aTmp47XfprU+O5++NFbExMRkREyl+oV6L+DpwEvAY8GLziZGa1gSeBO/x6fw/x2CIiIqXu1d/0ZPLqnfRv24DGtaswondzLnplBqt2HCx2Xx/P28zH846c+vHZgi18tmALl/RoyktXnQrAT2t38+y4VQBkO8erV/cMzRsRESllm5NSqFe9MtVjvZDDOcfj361g/e5kHrmoK+0aFv2XUOEm1Ift/hqY45y7I++WPefcfufcXcBs4LIQjysiIlImaleL4dJTmwcSXMRER/H93Wfw9R0DQzbGV79s46RHxjE7PpGP5gSS3PLdku0hG0NEpDR9/ctWzvjHFAY+O5n9KV5ahG8Wb+OdmQlMW7ObR75eVs4zLJlQB1EtgamF1JkGtAjxuCIiIuUmOsro3qIOE+89k9Pa1iu8QREkp2fxm7fmMG75jgLrvDRxDYP+MYXXp8UHypxzJOxJJitb2XdFpPzc88kvAOxLyeBfk9ZyODOLP/7vl8D9mesSy2tqIRHq7XwpQFwhdRr69URERE4o7eNq8Mkt/QPX45fvYMa6PdSpGkPPVnW54Z2SH5F498eLqB4bzaJN+wJbCEeNXcWIXs2pXyOWJ79fyegZG+jZsg5jbhtAVJSVeEwRkZJ4e+YG3p65obynEVKhDqJ+BkaY2bPOubV5b5pZO+AKvC19IiIiJ7RhJzVm2EmNA9frnz6fxOR0GtaMZcyCLceV6a+gQ4J7PTmRzo1rBgKrhZv2sWTrfnq0qHN8kxcROU7JhzOLVG9vcnqFPSsv1EHUc8B44GczewWYAmwHGgODgbuAGsDzIR5XREQk7EVFGQ1rxgJwea/mXN6rOeBtwQMvC+CMtXu4dvTc4+o/b3KLXUEp1D+Ys5Hxy3dwff/WnN210XH1LyKSn/0pGfy4YgeZWY4flm5nxro9RWr3woTVPHlJt8IrhqGQBlHOuUlmdjvwL+AB/yuH4aU5v9M5NzGU44qIiFRkZke23J3eoQEbnjmfp75fyX9mlGz7yy0feCnVOzaqwZqdhwD4ae0eRl/fm8Gd4ojWVj8RKYZDhzPZnJRC/RqVmbUukTM7NqROtRi6Pz7+uPqbVYGfiwr5YbvOuTfMbCzeYbunArWB/cAi4EPn3MZQjykiInIiMTMeurArD13YFeccB9Iy6T7y+H5IAQIBVI6b3pvP3UPac++wToEzqSpXilJQJSIFSk3PYvBzU9lz6HCgrFmdqnRqXPO4+8xJfV4RlcrMnXObgKfyu2dmVYDKzrkDpTG2iIjIicTMqF01hg3PnM+b09fzzNhVIen35cnreHnyusB1zdhKfHXnwAp9bouIlJ4vF23NFUABbN2XytZ9qUVqnzDqAsYv38HbMzfQtmEN/nh2BxrWiC2NqZaJ8gj/XsNbpaq4oaeIiEgZMzNuPbMdtwxqyy+b91GnWmXaNKjOgbQMrnpjDiu2l+x3kwcPZzJ6xgaevtR7PuHN6fGMX76Tu4d2YFDHhqF4CyJSgRU1WUReZjD1vsHA0cl2KrLyCmS0X0BEROQ4mBmntqwbuK5VJYbv7z4d52Dd7kPsT81g/e5D/O3zN9eT9QAAIABJREFUpcXu+79zN/HIhV1JSc9i1NhVZDu47u15xD99vrb6iUSQ7GzHjHV7qFutMt2a1wagSkzxj5f9y7mduOOs9qGeXljQapCIiEgFZ2aYQcdG3rMJfVrXIyPL8dBXy3LV69myDgs37TtmX50fHndU2c4DaTStUxXwfhud7Rw1q8SEaPYiEm4+nb+Z+7/wfhHz9R0DaR9Xg4e/Xl6sPh6+sCs3nd6mNKYXFhREiYiInIBG9G5OWkYWsZWiuKZfq1yH7jrn6P/MZHYEpUA/lgGjJvPva3rSrVltLnxlBinpmXx882n0bl2vtKYvIuUoJ4ACGP5/MwutH1czli9uH0DzutVI2JPMzgNp9G1zYv/7oCBKRETkBBRbKZrfn9E233tmxpwHhjJl1S5+WLqdzxZsKbS/2z9amOv6hnd+ZtnIcwFIy8hi/IqddGxUg86Na5V88iJSbhLzJI8oyE9/PYvmdb0V6uBjGlo3qE7rBtVLZW7hREGUiIhIhDqrcxxndY7jsl7NuerNOcVqe+hwJmkZWVSJiWbktyv4eN4mKkdHMeP+s4irWSVQb39qBjViK+mZKpEw5pwLBEK9niz8ONdlI8+lRgVOTx4Kkf3uRUREhNPa1idh1AVkZGVz32eL+fqXbUVq1/nhcVzcvSnfLPbqp2dlM3XVbnq3rktScjq7Dh7mnk8W0axOVcbeM4iqlaNL822IyHF47JvlfLdkO7cMasPTPxR+hMLjw0+K+AAKwJxzJevALOt42jnn9C+pAGBmC3r27NlzwYIF5T0VEREBNiYmU7tqDJe9Nov43ckh6fOxi7pyw0DvIfP5CUm8OHENQzo3OqEfPC/M0i37uejVGQDcNaQ9fx7WqZxnJJFm7c6DnPPi9CLXf/SirlzdryWxlSruj/G9evVi4cKFC51zvUrST/FzFR7NjuNLREREwlSr+tWpU60yE+89k9/0bRmSPh/7dgVrdh4E4InvVzJzXSJPfLeC5dv2A952opvfn0/r+79nxto9R7U/nJlFemZ2vn1nZuVfHs6ysl0ggAJ4ZfI6NiaGJmAVKaqExJRC69x5VntG/bobKx4/lxsHtqnQAVQolXgtzjkXikBMREREwoyZ8cyvu/HMr7uRmZXNHz5ayIQVO4+7v2H5/MZ78spd1K1WmavenMOmJO8HumtHz2XF4+eyLyWDpnWq8tn8zfxlzBKa1q7CV3cODDxzlZmVzbWj5/Jzwl7uPadjrvNosrIdPyck0alRTepWr1yk+SUlp5ORlU2jWlVylaekZ5LtCOkWpp/W7j6qbNGmfbSqf+I/kC/lxzlHVrajUnQUE1fs5Ob35x+z/pjb+isLZwG0oVFEREQKVSk6ireu6w3Apz9v5q+fLwlJvy9MWMMLE9YcVd71kR+PKtu2P40r35jDIxd1Zda6PexPzWDO+iQAnvtxNe3jalC3WmW+X7KN+Rv3snzbAWrGVmLyfYNpWDP2mPNYteMAF77srQz979b+9GrlHWj8c0ISN7w9Dwd8cFO/QPnBtAymrN7NaW3qERcUdCUfzuSLRVtpXb8aZ3RoGCg/dDiT/87dSOv61Rl2UmOSktOPmkNyemYhn5bI8du6L5URr80CYEiXOD6cs6nAus9e1o0r+4RmFfpEpSBKREREiuWKPi2oW71yob/FLg0b9iRz4zs/53vv1g+Ofrb24OFM+j09kbkPnE3DmrGkZ2bzwoTVANx8Rlve+mk9XZvU4uVJa8nM9p4Tv+y1WUz7y2Ba1a/O0z+sJDnde/z7nZkbAkHUje/8zPyNe2lWpyrT/jKYStHexpznx6/mnZkJALz/u74M6ugFUi8ElY+954xAn8G27ztyblfiocNs359G1ya1cp3xJXK83p+dwLb93p+xYwVQ658+X3/mikBBlIiIiBTbOV0bkTDqAgC27E2hQY1YVm4/QL3qlTnzuanlO7k8sh30ecpL29y1SS1WbD8AwBvT1hfY5sznpnLBKU1YtGlfoOy7Jdu57cz97NifxvyNewHvt/sJiSmMWbCFH5ZuD2xJBLju7Xmc360xF57SNBBAAXy7eBu1q8YcNea+VG91al9KOoOfm8rBw5k8dEGXAs/7EimKzKxsfjt6HrPXJxZat0/rugqgiqjE2flESkrZ+URETix7k9NZtHkvcTWrkJCYzJ3/XVTeUworp7dvwLZ9qazfkzuRxK9ObsyLV/ZgzIItPPTVskB5TrAaLC0ji4/nbaJmlRgu69ks12GnIuA9y1etciXOen4qG/YUnrTkit7Nuf9XXahXxGcIK6pQZefTSpSIiIiEVN3qlRnSuREAJzerTa9WdXlpwlo6NKrBFX1asHbnIXq0qMP45Tv4w0cLy3m2ZW/GuqOzDwKMXbaDscvG5Xtvc1IKczckcU6XRtSuFsP/ft7MyG9XANCgRmUGd4ortflKxfP79+YzceVOTmtbr9AA6u+/6sxv+7eiWmWFBcWhlSgpd1qJEhGJXNnZjke/Wc76PYcYefFJLN92gHW7DvG7gW2oW70yc9Yn8tPa3VzVpyUXvPwTB9Iyuah7U2KijS8WbgVgYPv6zFxX+Faliuq3p7XigzkbARjaOY7RN/Sh9f3fB+43qhXLjL8NISZaCZMFZscn8pu35hRa7+6hHbj3nI5lMKPwEqqVKAVRUu4URImISFE55wrcuuacI9t5B1IezswmKSWdgaMml+0Ey0DCqAtyBVE5mtWpys4DaYEEGaufPC9wpk9aRhYvjF9NlBl/OqcjVWK88rnrE5kZn8hv+ragSe2qZfcmpNR0emgshws4Uw3gu7tOp0uTWkRH6LNP2s4nIiIiEedYz/6YGdH+7aqVo2lWuSprn/oVqRlZPPTlMr5ZvC1X/VevPpULT2kKQPzuQ2zfl8YLE1bnSibRvUUdvvjDAMYs2MzfPl9a7Pn+9bxO/GPc6mK3Ox5b96Xmuu700DjG3NafDnE1ufDVn9ic5N1vVb86V/dryf7UDH7/3nwOHs5k/PIdjL3njMDnO27ZDt76aT1X9G6uVNcVSGp61jEDqLkPDD3qHDQ5PgqiRERE5IQVEx1FTHQUj1180lFBVE4ABdCuYQ3aNazB6R0aBFa7DqRlUDO2EmbGlX1acmWflmRnO+ZsSKR21Ri6NqnFj8t3UrNKJTYneRn6hnZpxC2D2nIwLYPk9Cya1anK5T2b84ePFhIdZZzVKY5nx60KjPvF7QP49b9nFes9/Xb03CLXvfz12UeVPfDlUjYlpTC4U0MOHvbOplq14yBpGdkczsxi2prd3PPJLwAs2LiX4T2aBVaunHOkpGdRPYQHD0toLNu6nwtfmVHg/eUjz9V/txCKqO18ZtYa2HCMKv9zzl2Vp80g4GbgVKAJUB3YDiwF/uWcm5Snfgxwof/VD2iJF6zGA18CzznnDhYwv+bA48B5QH1/nK+Akc65vQW06Qo8BgwGagEbgU+AUc651ALaDAAeAk4DqgDrgLeBV5xzRx9c4bW5ELjP/xyigeXAv51z7+VXvzi0nU9ERMrKh3M2Mn3Nbu4e2oGTm9Uulzk459iUlELLetUwM/o/M4nt+4+cEdW5cU3qVIsJHCRc3nLOzDqQlsEVr89m/Z5kXhjRnYu6HwlC0zKyiImOKrUtYgl7kklOz+SkpuXz36wiyG+LZ46bTm/Dwxd2LcPZhC9t5yuZxXjBSV7L8ikb4n/NBSYDyXiB0cXARWb2pHPu4aD67YAv/HpTgO+BGsC5wMPAlWY20DmXKzWPmbUDZgFxwNfAKqAvcA9wnt8mMU+bfv6cYoAxwGZ/ro8AQ81sqHPucJ42w4HPgTTgf0AScBHwIjAQGJH3AzCzO4FXgETgQyAduBx418y6Oefuy+dzExERCTvXntaKa09rVa5zMDNa1a8euD6tbX2+XLQ1cD3uj4OAY/9QXJbOfG4qA9rVp3uLOqza4f0e+N1ZCYEgavm2/Vz7n7nEREfx7V2n59oulrAnmRnr9jCsayPi/PL/b+/O46Sozv2Pf54Z1lF2UFCUTVzAiBHiArK54I2KMZHE3Hv1cjUmGo1b5N5fXkR/Eo2JRs3VYKJGE43GXE3IzxAVoxExoMQFETVhUZYBUdZhHQYGZub5/XGqh56me6Zrpmf/vl+vfhVddU511dOHnn666pzj7vzkpWWs2rSLqecex5E9Cqp9/aXrd/DF++fhDg9fOpxzhvau8ZjXFJXQto0d0M/r9ucXM3vJBm4+bwhnDTk0VhyaKnfnV6+nv0aw8Jaz6VbQVkPg14PWmkQtcvdpWZa9M11ZMzscWAhMNbNfuPu6aNNO4BrgN+6+K6l8O0JydR5wK3Btyi5/QUigrnP36Un1fgrcCNwBXJW0Ph94DCgAvuTuf47W5wG/By6K6t2ZVKcz8AhQDoxz9wXR+lsIydgkM/u6uz+dVKc/cA8h2Rrh7oXR+tuAd4CbzOyP7n7g/QIiIiJSo0xfb79x+gB+9foqzjuhD//8dDuFRSUZSta/+SuKmL9i/2+5767eyl1/WcqR3QuY+uyHJG5s+v6zH/Lo5C8AsHPPPiZOf52dpWU8Mm8lr940jvw8Y9aH63nwtRUA7Ckr5/HLTgbCpLD/NeMDlq7fye1fGsresgpOPLIrtz+/uHL/Vz75buW8We7O4nU7mLN0I6cP7sWJR3QFwuh0//ZoGJ3u+WtPr7x6tWTdjspk44onFqSdf6u5KCuvoE1+Hu7O5MfeYe5Hm9KWa+lzPjWm1ppEZc3d92RY/6mZzQcuBAYSbr3D3T8lJESp5fea2Y8ISdS45G1mNhCYABQCP0+peivwLeBSM7spKTEbCxwHzE0kUNHrVJjZfxOSqKvM7C7ff8/mJKAX8EQigUqco5ndDMwGvk24HTDhcqA9cFcigYrqbI3O51eE5E5JlIiISG1kyKJuOX8I3x43iB4HtePzt//1gO3fHjeIfzv5SA7v2pE1W0ro07UDW3ft49Qfz06zt9xLJELJXlmykdueW8zkkf249+WPKvtcrS4q4Zz75lK8p4z1O/Z/tXpt2f4v/8++92nlFblEX65hfbuwe1/VngZffWg+xx/ehcfeKKxcd8/LH9EuP4/fXH4yU/7wfmXSdeMzi3j5xrEAWU042xw8Mncld7+8jPM/14dNxaXM+zj9vGMzrxnVwEfWurTWJOowM7uS0O+oCPi7u38QZwdmdgihz1MpkO2wO/uiZVnK+jOi5cvuXmVIFXffaWZvEJKsUwmJTnKdA2blc/eVZvYRcDQhwVtRUx1gLlACjDSz9km3AVZX58WUMtUys0ydno7Npr6IiEhL1DYv8/xOPQ9uD8C2kn0HbPvW6IF0i6409O8Zbg/s3SWf/7l4GHe8sJTzT+jDrROHsHtfOR3a5HPb84t5fH7hAfsZPbhnxi/itfHrN1bx6zcOvL1s+cbitOU/2VJCaVm4CpXq/bXbD1j3TuFW3ik8sKv43vKKA+ZH+mhDMcvW7yTPoKi4Sg+HKsPlb9pZypJ1OzhtUI8mPd/WvvIK7pi1BID/l3QLaLKp5x7L5aMG0KYJn0dL0FqTqLOjRyUzew2Y7O5r0lUwsxGEwSLaAH0JfaI6A9em9m+qxuXRMjUhOSZafpSh3seEJOpo9idR2dQ5OnokkqiMddy9zMxWAUMJideSLOqsM7NdQF8zK3D3xrvPQEREpJm67qzBzFi4lvIKZ8qE7CY//Y/T+lUmUKm+/Pm+XHji4ZUJQkG78HVv2gVD+e6Eo9kTDYP91qotjBncs7Kv0r7yCpZvLKZbQTsWr9tOl47tuOjBeCMH1sbon8yp1/2fc9/ctOtveGYR536uDyMH9eDCn7/Bp9t2c87QQ3n40hEAlFc4v3p9JcWl5Vw1dmBlHBvTDc8sqnb7ZaP6858jlUA1hMZvDQ2rBLidMKjEymjdCYTR7cYDs83sxOS+TElGEG6tS9gJXObuT2bzwmZ2AXAlsBb4ScrmxFAzB/7cUnV91yZa56CoXLVJVKZRUKIrVCdVV1dERKSlOrxrR2ZeM4pVm3cxYWj6wQ6+M/4oHpizvPL51eOOqnafmQYS6NyhLZ07tAXgiO5VB3Rom5/HcX06A9C7S0is7vnqMF78cB0F7cMw7os+2UZLMXPRZ8xcVHXY+5f+uYGFa7ayaWcpJXvL+NGsMBx9nsENZ2WX4ObK+59s46m3VnPeCYcx9uhelFc4L3ywLmP5Y3t34taJQxvwCFu3ZpdEmVkhEGdYnafc/RIAd99IGLku2VwzmwC8Trg97wrg/tSduPtDwENm1gEYQOgH9EQ0at5VqeVTjnkk8DvCiH0XZRquvLpdJA6jhdQRERGRJMcf3qXaIde/NXYgRbtKmb1kI9P/9fOVSU59mzS8L5OG9618vrm4lBE/fKVBXruxpJu3675XPq6SRC1bv5Mn3yxkwpDejDm6V86Pwd257un3WF1UwqwP1zP7prGc8qP0fd0mDDmUnXvK+N4X1TuiITW7JIpwa1rawR4y+KymAtGtbI8SkqgxpEmiksruIdzqdr2ZtQeuNLNX3H1GuvJmdhqh71AF8EV3fztNscRVnkyfnp1TyjV0nZ5RnaIDauyvsyPDPkVERKSOOndoy4+/ckJjHwY9D27Pqh+fy+bivfTq1L5yeO2Vm3fR46B2TH91ec07qcH4Y3oxZ1n60eYSbjhrMF07tmXac4sBOC8aZOHtVfU/t5a7c/VT77Ji0y7+9N5nvDX1zDpPYltaVk77NvmVzzcX72V1NBpjcWlZxgTqrzeOYfChner02lI7zS6Jcvcz62nXif+tB1VbqqoXCbfojSPM01SFmY0mzBNVAZzj7m+mlokkBqbIdJ14cLRM7pdU2zojojpVBnkwszaEK2xl7L/VMVGnZ1Tn7yl1EpMPr1V/KBERkdbBzOjVqX3lv68YPbBy2/VnDubul5axYPVWHvz3kyguLePiX77J1l17efjS4Qzv140XPlyHO9z8p6rTc06bOITJI/tX3oq4r7yCNnmGmVUZBCLZkT0KWLRmG5ec2o9endozf0URMxd9Sp8uHbl/9sc5Pe87XljM988bwoYdpazYFHp+FJeW8cu5K5k47DD69yigrMJ56Z/r6d/jIIYd0bWGPQZXP/UuryzeyNRzj+U/Rw0AYO3Wmr9W/e6bpyiBakS2f/Tr1s3Mfgx8D3jQ3a/Oss7VhCHJ73f3G1K2nQH8mTAx7Tnu/k41+xkELCcMcT4oeYQ+M+tEGD49D+iV6K8V7X82YYjzsSn7S4zItxoYkBji3MwuJwxJ/oS7T05zvAfsL5oP6hbgNne/NaVOxv3FYWbvnnTSSSe9+26mwftERESkuSotK2f33nK6FlQdCKOiwrn4l3+nrMK5e9IJHHVI7hOC4tIyyiuct1dt4eD2bXh16QYemZd+Ytq6OubQTkwYeijTX11O23zjle+OrZxUefvufUz78z8x4LYLj+fg6MrV4s92cO7P5lXu476LT2T+is38fsHaal/rN5efzNh6uI2wNRg+fDgLFy5cmKmvfraa3ZWoujCzU4D33H1vyvozCBPTAvw2ZdtYYF7q0ONR4vP96OkLKdsmEAavKAHOdvf3qjsud19hZi8TRuC7BpietPkHhKs9D6cMePE3wm2FY8zsgpTJdu+KyjzkVbPkGdG2r5vZ9KTJdjsAP4zKPJhyeI8B/w18x8weS5pstxswNfE61Z2fiIiItF7t2+RXuVUtIS/P+MNVI+v1tRPJytlDwoAdpw3qwbmf60OFw/B+3SguLWPjjj3s3lfOHxasTTsEfLaWbdjJsg07AdhX7kz5w/vcPWkYR3Yv4J6XllXOgYXBT792IgCbUoZdr2n0PYAjundUAtUEtKorUdEw5kOB1wij5EEYnS8xz9Et7v7DlDrbgG3AW8AnhMRzEPAv0b+nu/t1SeWPARYBHYA/AlWvVUfcfVrK6wwC5gOHADMJCdIphFEDPwJGuntRSp1TgFeBtoQEaQ1wJuGWvTeAM5Pme0rUuTAqu4cwqe4WwnDtx0Trv5aSeGFm1wI/I/SJeoZwdW0SYaj3e919SrpzzJauRImIiEhT8Nm23Twyb2WViXzrw4Kbz+Lq3y7k7cJ4fbg6dWjD/O+dQadohEWJL1dXolpbEvUN4MvA8YR+Pm2BDYS+Pg+4+7w0da4nXCE6HugF5Ed13gIedfeXUsqPA2qc8MDdD7ix18yOAG4jJGg9CLfx/Qn4gbun/V9mZkMIV6vGA50It/D9L3Cnu+/OUGcU4SraaYRkbznwa+Bn7l6eoc5EYAphKPI8YDEhZr+p6VxroiRKREREmppXl25gztJNPPnm6sY+FIb06cyoo3rwzTEDOaRTw4zM2FIpiZIWQ0mUiIiINFUVFc7v3l5TZSCMbgVt2Vqyr15ft2PbfD6cNkET5+aY+kSJiIiIiNSzvDzjklP7ccmp/dheso8uBeFWuncKt1BUvJfi0jKWrd+R0wErLh5xBJed3l8JVBOmJEpEREREJAuJBArgC/27V9n2zTED+fOizyjZW84Fww6jT9cO/OPT7Vz04N9Td5PWi9eP5q2VRZw/7DB6Htw+p8ctuackSkRERESkjg7p1KHKnFkAw/t153ffPIWrn1pI94J2XDS8L3OWbuT6swbz+seb2bGnjG+NGciAnmEo9OP6dG6MQ5daUBIlIiIiIlJPRg7qyYLvn0V+NHHwNeOPAmD0YA1T3pwpiRIRERERqUfq29Ty6B0VERERERGJQUOcS6Mzs6KOHTt2P+644xr7UERERESkBVuyZAm7d+/e4u496rIfJVHS6MxsFdAZKGzglz42Wi5t4NdtqRTP3FI8c0vxzC3FM3cUy9xSPHOrJcazP7DD3QfUZSdKoqTVMrN3Aeo62ZoEimduKZ65pXjmluKZO4plbimeuaV4ZqY+USIiIiIiIjEoiRIREREREYlBSZSIiIiIiEgMSqJERERERERiUBIlIiIiIiISg0bnExERERERiUFXokRERERERGJQEiUiIiIiIhKDkigREREREZEYlESJiIiIiIjEoCRKREREREQkBiVRIiIiIiIiMSiJEhERERERiUFJlIiIiIiISAxKoqTVMbO+ZvZrM/vMzErNrNDM7jOzbo19bI0pioNneKzPUGekmc0ysy1mVmJmH5jZDWaWX83rnG9mr5nZdjMrNrO3zGxy/Z1Z/TKzSWY23czmmdmOKF6/raFOg8TNzCab2dtR+e1R/fNre671LU4szax/Ne3Vzezpal4nVlzMLD96fz4ws93R+zbLzEbm4rzrg5n1MLMrzOxZM1seHfd2M3vdzL5hZmn//qttphc3nmqfNTOzu8xstpl9knTc75nZrWbWI0Mdtc8M4sRT7TM3zN0b+xhEGoyZDQLmA4cAM4GlwMnAeGAZMMrdixrvCBuPmRUCXYH70mwudvd7Usp/CfgjsAd4BtgCTASOAWa4+1fTvMZ3gOlAUVRnLzAJ6Avc6+5TcnU+DcXMFgHDgGJgLXAs8JS7X5KhfIPEzczuAW6KjmkG0A74OtAduNbdH6j9WdePOLE0s/7AKuB94E9pdvcPd5+Rpl6suJiZAb8nxHsZ8FxU9mKgA3CRu8+Mf7b1y8yuAh4E1gFzgDXAocBXgC6ENvhVT/oSoLaZWdx4qn3WzMz2AguBxcBG4CDgVGAE8Blwqrt/klRe7bMaceKp9pkj7q6HHq3mAbwEOOE/e/L6n0brH2rsY2zE2BQChVmW7Uz4kC4FRiSt70BIUh34ekqd/oQ/fkVA/6T13YDlUZ3TGjsOtYjbeGAwYMC46Dx+25hxA0ZG65cD3VL2VRTtr39dzrsJxLJ/tP3xGPuPHRfgX6M6bwAdktZ/IXofNwKdGjt2ac71DMIXzLyU9b0JCYATvsCobdZPPNU+az7fDhnW3xGd0y/UPustnmqfOXjodj5pNcxsIDCBkCz8PGXzrcAu4FIzO6iBD605mgT0Ap529wWJle6+B7g5evrtlDqXA+2BB9y9MKnOVuBH0dOr6uuA64u7z3H3jz36y1CDhopb4vkdUblEnUJC228PXJbF8TaomLGsjdrEJfF+3By9T4k67xB+2e5FeF+bFHd/1d2fc/eKlPXrgYeip+OSNqltVqMW8ayNVtM+obJtpfP7aDk4aZ3aZw1ixrM2WlX7zIaSKGlNzoiWL6f5Q7iT8EtJAeHyd2vV3swuMbOpZna9mY3PcK95IpZ/SbNtLlACjDSz9lnWeTGlTEvVUHFrTbE+zMyujNrslWZ2QjVlY8Uleh9GEt6XednUaSb2RcuypHVqm7WXLp4Jap/xTYyWHyStU/usvXTxTFD7rIM2jX0AIg3omGj5UYbtHxOuVB0NzG6QI2p6egNPpqxbZWaXufvfktZljKW7l5nZKmAoMBBYkkWddWa2C+hrZgXuXlKXk2jC6j1u0ZXUwwn92NalOYaPo+XRdTiPpuTs6FHJzF4DJrv7mqR1tYnLUUA+sNLd031BbnaxNLM2wH9ET5O/DKlt1kI18UxQ+6yBmU0BDib0LRsBnE74wn9nUjG1zyxlGc8Etc860JUoaU26RMvtGbYn1ndtgGNpih4DziQkUgcBnwMeJtzv/KKZDUsqW5tYZlunS4btLUFDxK21tPMS4HZgOKGPQzdgLKHT/zhgdsqtufUZ++YUyzuB44FZ7v5S0nq1zdrJFE+1z+xNIdxSfwPhC/9fgAnuvimpjNpn9rKJp9pnDiiJEtnPomWrHLLS3X8Q3fe/wd1L3P0f7n4VYdCNjsC0GLurTSxbdfwjDRm3Zh1nd9/o7v/X3Re6+7boMZdwNfktwq+gV9Rm1zHKNqs2a2bXEUbWWgpcGrd6tFTbjFQXT7XP7Ll7b3c3wg94XyFcTXrPzE6KsRu1z0g28VT7zA0lUdKa1HSlo3NKOQkSnabHJK2rTSyzrbMj1tE1Lw0Rt5rK1/TrYLMW3TbyaPQ0TptNF5cW85lhZtcA9xOGPx7v7ltSiqiSK7A2AAAD9ElEQVRtxpBFPNNS+8ws+gHvWcIX+R7AE0mb1T5jqiGemeqofcagJEpak2XRMtP9t4mRazL1mWqtNkbL5Ev7GWMZ9REYQOhkvTLLOn2i/a9twf2hoAHi5u67gE+Bg6PtqVpDO0/ctlLZZmsZl+VAOTAwen+yqdPkmNkNwAPAPwhf+NNNnq22maUs41kdtc9quPtqQnI61Mx6RqvVPmspQzyro/aZJSVR0prMiZYT7MDZ5TsBo4DdwJsNfWBN3GnRMvmP06vR8l/SlB9DGOVwvruXZlnniyllWqqGiltrj3VihM2VKetjxSV6H+YT3pfR2dRpaszs/wD/AywifOHfmKGo2mYWYsSzOmqfNTssWpZHS7XPukmNZ3XUPrPlTWCyKj30aKgHmmw3U1yGAt3TrO9HGEHHgalJ6zsTfq2KM/HhAFrgZLsp5ziOmifbrfe40YwnjIwRy1OAdmnWnxGdnwMj6xoXspsssnNjxytDjG6Jjn1Buv/fapv1Gk+1z+rjcyzQO836PPZPDvuG2me9xVPtMwcPi05GpFUws0GED9xDgJmEoVBPAcYTLimPdPeixjvCxmFm04DvEa7WrQJ2AoOA8wh/pGYBX3b3vUl1LgRmED44nwa2ABcQhpWdAXzNUz5gzOxa4GeED9xngL2Eifb6Ave6+5R6O8l6EsXhwuhpb+Acwi94iXkxNiefV0PFzczuBb4LrI322w64mHBv/LXu/kBdzz3X4sQyGoZ3KPAa4RwBTmD/nCO3uPsP07xGrLiYmREmq5xEGEDguajsxYT/Gxe5+8w6nHa9MLPJwOOEX56nk77fQaG7P55UR20zg7jxVPusXnRL5N2EOZ5WENrPoYQR4gYC64Ez3X1xUh21zwzixlPtM0caO4vTQ4+GfgBHEIbzXkf4QF1N6CBc7S+LLflB+KD9X8KH3DbC5JGbgL8S5kCxDPVGERKsrYRbIT8EbgTyq3mticDfCInaLuAdwpwUjR6HWsZuGuGXtkyPwsaKGzA5Krcrqvc34PzGjlkuYgl8A3geKASKCb9qriF8URqdy7gQ5lS8MXqfdkfv2yxSfqltSo8sYunAa2qb9RNPtc8a43k88HPCbZGbCf2ZtkfnPY0Mf4/VPnMTT7XP3Dx0JUpERERERCQGDSwhIiIiIiISg5IoERERERGRGJREiYiIiIiIxKAkSkREREREJAYlUSIiIiIiIjEoiRIREREREYlBSZSIiIiIiEgMSqJERERERERiUBIlIiIiIiISg5IoERERERGRGJREiYiIiIiIxKAkSkREREREJAYlUSIiIiIiIjEoiRIREREREYlBSZSIiIiIiEgMSqJERERERERi+P94uGUK7q2NQgAAAABJRU5ErkJggg==\n", 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" ] }, "metadata": { "image/png": { "height": 684, "width": 424 }, "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "from lightkurve import PRFPhotometry\n", "prfphot = PRFPhotometry(model=tpf.get_model())\n", "prfphot.run(tpf.flux + tpf.flux_bkg)\n", "prfphot.plot_results()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "You can access the details of the fit in each cadence using the `prfphot.results` property, e.g.:" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "528783.6252248927" ] }, "execution_count": 18, "metadata": {}, "output_type": "execute_result" } ], "source": [ "prfphot.results[0].stars[0].flux" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Alternative, you can access the fitted fluxes as a `LightCurve` object:" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 19, "metadata": {}, "output_type": "execute_result" } ], "source": [ "prfphot.lightcurves[0]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Note that the focus and motion parameters in the example above are constant. This is because the `fit_focus` and `fit_motion` parameters were set to `False` in the model. By setting these to `True`, we can potentially improve the quality of the fit. Beware however, this comes at the cost of slowing down the fitting process and potentially introducing more complicated systematics and parameter degeneracies." ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Fitting cadences: 100%|██████████| 3634/3634 [02:17<00:00, 26.47it/s]\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "image/png": { "height": 684, "width": 424 }, "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "prfphot.model.fit_focus = True\n", "prfphot.model.fit_motion = True\n", "prfphot.run(tpf.flux + tpf.flux_bkg)\n", "prfphot.plot_results()" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 21, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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" ] }, "metadata": { "image/png": { "height": 368, "width": 755 } }, "output_type": "display_data" } ], "source": [ "prfphot.lightcurves[0].plot()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Uhoh, the increased model flexibility introduced complicated systematics. These systematics are caused in part by the degeneracy between the star's `col` and `row` position and the `shift_col` and `shift_row` parameters. The degeneracy will disappear when additional stars are present in the data, or when tighter priors are employed." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Comments?\n", "\n", "At present we are evaluating the design and use of *lightkurve*'s PRF photometry for use in crowded fields. If you encounter issues, or would like to contribute a tutorial or working example, then please open an issue or pull request on GitHub!" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.6.8" } }, "nbformat": 4, "nbformat_minor": 2 }