{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# How to recover the first TESS planet candidate with *Lightkurve*?" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Recently, the first public pixel data from the TESS mission have become [available from the data archive at MAST](https://archive.stsci.edu/prepds/tess-data-alerts/). This tutorial demonstrates how the [Lightkurve Python package](http://lightkurve.keplerscience.org) can be used to read in these data and create your own TESS light curves with different aperture masks.\n", "\n", "Below is a quick tutorial on how to get started using *Lightkurve* and TESS data. We'll use the nearby, bright target Pi Mensae (ID 261136679), around which the mission team recently discovered a short period planet candidate on a 6.27 day orbit. See the [pre-print paper by Huang et al (2018)](https://arxiv.org/abs/1809.05967) for more details." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "TESS data is stored in a binary file format which is documented in the [TESS Science Data Products Description Document](https://archive.stsci.edu/missions/tess/doc/EXP-TESS-ARC-ICD-TM-0014.pdf). *Lightkurve* provides a `TessTargetPixelFile` class which allows you to interact with the data easily.\n", "\n" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "from lightkurve import TessTargetPixelFile\n", "tpf = TessTargetPixelFile('https://archive.stsci.edu/hlsps/tess-data-alerts/hlsp_tess-data-alerts_tess_phot_00261136679-s01_tess_v1_tp.fits')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "`TessTargetPixelFile`'s have many helpful methods and attributes. For example, you can access basic meta data on the target easily:" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "'TESS'" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "tpf.mission" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "261136679" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "tpf.targetid # TESS Input Catalog (TIC) Identifier" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "1" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "tpf.sector # TESS Observation Sector" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "4" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "tpf.camera # TESS Camera Number" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "2" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "tpf.ccd # TESS CCD Number" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We might want to plot the data, we can do this with the `plot()` method. You can add the keyword `aperture_mask` to plot an aperture on top of the image. In this case we've used the `pipeline_mask` which is stored in the original .fits file, but you can use any aperture you like." ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "%matplotlib inline\n", "tpf.plot(aperture_mask=tpf.pipeline_mask);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "If you want to access the original fits file that generated the data you can use the `hdu` attribute of the tpf. This will return an `astropy.io.fits` object, for example" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[, , , ]" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "tpf.hdu" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "You can access each extension and the data inside it in the same way you'd use `astropy.io.fits`. If you want to access data held in the TPF, such as the time of the observations, you can do that easily by using" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([1325.29698328, 1325.29837215, 1325.29976102, ..., 1353.17292214,\n", " 1353.17431099, 1353.17569985])" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ "tpf.time" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This returns the time in units of days counted since [Julian Day](https://en.wikipedia.org/wiki/Julian_day) 2457000. \n", "\n", "You can access the corresponding flux values using" ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "scrolled": true }, "outputs": [ { "data": { "text/plain": [ "array([[[ -1.3825388, -37.66533 , -91.830536 , ..., -108.04645 ,\n", " -103.54175 , -134.1816 ],\n", " [-135.68407 , -125.30367 , -112.52773 , ..., -113.03839 ,\n", " -122.92997 , -131.28302 ],\n", " [-147.63722 , -142.73625 , -134.99854 , ..., -101.330734 ,\n", " -114.31767 , -121.03055 ],\n", " ...,\n", " [-138.13503 , -137.8448 , -146.29425 , ..., -77.273094 ,\n", " -105.22347 , -135.82652 ],\n", " [-142.20255 , -139.6766 , -147.65201 , ..., -118.81814 ,\n", " -129.52805 , -130.46175 ],\n", " [-133.71326 , -134.32669 , -148.82013 , ..., -127.16725 ,\n", " -90.90953 , -112.974434 ]],\n", "\n", " [[ -3.390986 , -47.140965 , -90.53796 , ..., -106.87563 ,\n", " -108.55464 , -136.6413 ],\n", " [-133.7175 , -125.38933 , -114.30842 , ..., -115.82087 ,\n", " -125.8608 , -132.87209 ],\n", " [-147.48918 , -142.87836 , -138.43767 , ..., -103.16773 ,\n", " -116.372955 , -119.86726 ],\n", " ...,\n", " [-138.81976 , -138.86803 , -146.27737 , ..., -78.0859 ,\n", " -107.27506 , -136.54706 ],\n", " [-139.40416 , -141.568 , -148.46045 , ..., -122.45605 ,\n", " -127.82529 , -132.05716 ],\n", " [-131.66135 , -135.35051 , -150.45163 , ..., -128.91386 ,\n", " -88.85448 , -111.716286 ]],\n", "\n", " [[ -3.5488758, -47.50886 , -95.015564 , ..., -110.717064 ,\n", " -108.882744 , -137.5612 ],\n", " [-137.84918 , -126.03129 , -115.643364 , ..., -114.72093 ,\n", " -126.24343 , -133.79109 ],\n", " [-147.31683 , -145.31314 , -137.13574 , ..., -105.026146 ,\n", " -116.6999 , -122.60661 ],\n", " ...,\n", " [-141.17563 , -140.43784 , -149.25896 , ..., -78.849335 ,\n", " -108.58714 , -138.34416 ],\n", " [-140.01288 , -142.26175 , -148.14075 , ..., -126.20568 ,\n", " -129.13695 , -132.04318 ],\n", " [-132.21141 , -138.6819 , -146.84227 , ..., -131.71007 ,\n", " -93.29626 , -116.47916 ]],\n", "\n", " ...,\n", "\n", " [[ 15.500299 , -32.484245 , -88.58714 , ..., -99.75848 ,\n", " -93.617775 , -129.5383 ],\n", " [-122.93883 , -117.40679 , -105.49079 , ..., -108.75932 ,\n", " -120.350716 , -129.25839 ],\n", " [-143.43176 , -138.72139 , -131.21268 , ..., -97.953094 ,\n", " -113.65763 , -118.00191 ],\n", " ...,\n", " [-130.2462 , -133.78702 , -140.91888 , ..., -68.20146 ,\n", " -99.546646 , -132.0319 ],\n", " [-137.01523 , -137.3937 , -141.48993 , ..., -112.68788 ,\n", " -125.11879 , -128.38521 ],\n", " [-125.543655 , -129.38873 , -144.37961 , ..., -122.12083 ,\n", " -89.26432 , -107.87084 ]],\n", "\n", " [[ 18.095486 , -34.98728 , -91.17793 , ..., -99.494095 ,\n", " -93.221954 , -128.76079 ],\n", " [-124.04631 , -116.41686 , -102.980415 , ..., -107.50661 ,\n", " -119.95467 , -127.54848 ],\n", " [-142.71834 , -138.71126 , -129.78357 , ..., -98.722206 ,\n", " -112.27363 , -119.09576 ],\n", " ...,\n", " [-131.34 , -131.13364 , -141.24506 , ..., -71.29033 ,\n", " -98.11233 , -129.48041 ],\n", " [-134.56529 , -136.50882 , -140.93579 , ..., -114.41215 ,\n", " -122.87399 , -129.40953 ],\n", " [-126.638466 , -132.9018 , -142.17902 , ..., -123.72011 ,\n", " -89.90764 , -108.07525 ]],\n", "\n", " [[ 14.83668 , -38.491974 , -89.118706 , ..., -104.50926 ,\n", " -98.43293 , -133.46823 ],\n", " [-129.66971 , -120.571465 , -107.0652 , ..., -110.490425 ,\n", " -121.109955 , -126.844826 ],\n", " [-146.30688 , -139.21913 , -132.79062 , ..., -99.678925 ,\n", " -112.38672 , -118.37381 ],\n", " ...,\n", " [-133.21715 , -132.51721 , -141.62198 , ..., -73.295105 ,\n", " -100.20323 , -132.46454 ],\n", " [-138.18147 , -138.7651 , -144.7824 , ..., -116.421265 ,\n", " -125.88614 , -129.6993 ],\n", " [-126.65554 , -130.70747 , -144.31444 , ..., -124.7908 ,\n", " -86.73392 , -112.15379 ]]], dtype=float32)" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" } ], "source": [ "tpf.flux" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Flux is a `numpy.ndarray` with a shape of (TIME x PIXELS x PIXELS). If you want to access just the first frame you can use" ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "scrolled": true }, "outputs": [ { "data": { "text/plain": [ "array([[-1.38253880e+00, -3.76653290e+01, -9.18305359e+01,\n", " -1.29922272e+02, -1.45692978e+02, -1.35893311e+02,\n", " -9.54683685e+01, -8.85729370e+01, -1.08046448e+02,\n", " -1.03541748e+02, -1.34181595e+02],\n", " [-1.35684067e+02, -1.25303673e+02, -1.12527733e+02,\n", " -1.35690414e+02, -1.45928650e+02, -1.27757614e+02,\n", " -6.09818077e+01, -7.37526398e+01, -1.13038391e+02,\n", " -1.22929970e+02, -1.31283020e+02],\n", " [-1.47637222e+02, -1.42736252e+02, -1.34998535e+02,\n", " -1.41663147e+02, -1.40064377e+02, -1.18161720e+02,\n", " -5.37216644e+01, -6.23722382e+01, -1.01330734e+02,\n", " -1.14317673e+02, -1.21030548e+02],\n", " [-1.49992447e+02, -1.43351776e+02, -1.39589264e+02,\n", " -1.37442719e+02, -1.31207718e+02, -9.68078690e+01,\n", " -1.37817793e+01, -3.41951828e+01, -7.66406403e+01,\n", " -8.33256989e+01, -8.85187225e+01],\n", " [-1.37578445e+02, -1.28364151e+02, -1.26376915e+02,\n", " -1.21656555e+02, -1.14596848e+02, -5.06528702e+01,\n", " 7.68901138e+01, 4.60617752e+01, 2.71646519e+01,\n", " 3.94530640e+01, -2.65274410e+01],\n", " [-1.36808558e+01, 3.27203102e+01, 5.92592163e+01,\n", " 3.10102577e+01, 1.12594862e+01, 1.24587753e+02,\n", " 3.30445312e+02, 3.36818207e+02, 4.67378265e+02,\n", " 2.58437531e+02, 5.39367867e+00],\n", " [ 3.06964386e+02, 5.08380646e+02, 6.83612305e+02,\n", " 6.75774414e+02, 6.43811035e+02, 8.33415833e+02,\n", " 1.27430811e+03, 1.84799011e+03, 1.48316943e+03,\n", " 3.57677521e+02, -2.22004585e+01],\n", " [ 7.54239929e+02, 1.21837598e+03, 1.75272681e+03,\n", " 2.08298779e+03, 2.50489863e+04, 6.54504688e+04,\n", " 6.99400781e+03, 7.02737646e+03, 1.77507739e+03,\n", " 2.59077271e+02, -1.98949337e+01],\n", " [ 1.11253564e+03, 2.07831738e+03, 3.65158667e+03,\n", " 5.48250391e+03, 1.00965391e+05, 1.02543531e+05,\n", " 4.09393594e+04, 9.44738086e+03, 1.42760950e+03,\n", " 3.31844025e+02, 5.17090683e+01],\n", " [ 1.02698645e+03, 2.25617969e+03, 5.54376465e+03,\n", " 2.46261230e+04, 1.03035734e+05, 1.04624336e+05,\n", " 6.53138633e+04, 7.71915039e+03, 1.35093494e+03,\n", " 3.36992310e+02, -3.54690289e+00],\n", " [ 7.21791382e+02, 1.66756409e+03, 3.87029858e+03,\n", " 2.42247129e+04, 1.03909016e+05, 1.06053984e+05,\n", " 4.83635586e+04, 4.23504346e+03, 1.32237488e+03,\n", " 3.16208466e+02, -6.57367096e+01],\n", " [ 4.29120178e+02, 1.26064551e+03, 3.15358057e+03,\n", " 1.05985273e+04, 1.02944805e+05, 1.05321906e+05,\n", " 1.19889746e+04, 3.39063574e+03, 1.40142529e+03,\n", " 4.15249512e+02, -3.48390923e+01],\n", " [ 1.72348724e+02, 7.88590881e+02, 2.23820068e+03,\n", " 4.44562012e+03, 5.58241680e+04, 1.03319727e+05,\n", " 5.61203809e+03, 2.66727393e+03, 1.30703625e+03,\n", " 4.99335266e+02, 4.71602020e+01],\n", " [ 2.69907742e+01, 3.23401794e+02, 9.99374329e+02,\n", " 1.78104407e+03, 2.04844604e+03, 3.67428320e+04,\n", " 2.80467065e+03, 1.85512500e+03, 1.18081396e+03,\n", " 6.49496826e+02, 1.00554329e+02],\n", " [-7.98464050e+01, 9.25059509e+01, 3.26399536e+02,\n", " 6.55647888e+02, 9.57525818e+02, 1.18310132e+03,\n", " 1.39609094e+03, 1.17153650e+03, 1.15672314e+03,\n", " 7.71616577e+02, 5.45056877e+01],\n", " [-1.13249367e+02, -6.13406181e+01, 5.93428993e+01,\n", " 1.54688034e+02, 3.48396606e+02, 5.27463257e+02,\n", " 6.76866699e+02, 6.34336426e+02, 5.01662018e+02,\n", " 3.01781311e+02, -2.48897457e+01],\n", " [-8.82987518e+01, -1.17512108e+02, -9.47615585e+01,\n", " -3.40316010e+01, 4.28901634e+01, 1.52270020e+02,\n", " 2.72233185e+02, 2.77604492e+02, 1.88234268e+02,\n", " 4.79093513e+01, -6.75118103e+01],\n", " [-8.60586777e+01, -1.14533005e+02, -1.38196228e+02,\n", " -1.20548019e+02, -7.74374313e+01, -3.44268494e+01,\n", " 3.27217293e+01, 4.88377647e+01, 1.26917982e+01,\n", " -5.03569221e+01, -1.11872086e+02],\n", " [-1.38135025e+02, -1.37844803e+02, -1.46294250e+02,\n", " -1.46713867e+02, -1.37058548e+02, -1.05716675e+02,\n", " -6.76952667e+01, -5.82716599e+01, -7.72730942e+01,\n", " -1.05223473e+02, -1.35826523e+02],\n", " [-1.42202545e+02, -1.39676605e+02, -1.47652008e+02,\n", " -1.50885605e+02, -1.49152878e+02, -1.39763824e+02,\n", " -1.17666542e+02, -1.09747162e+02, -1.18818138e+02,\n", " -1.29528046e+02, -1.30461746e+02],\n", " [-1.33713257e+02, -1.34326691e+02, -1.48820129e+02,\n", " -1.51972229e+02, -1.49277893e+02, -1.45098679e+02,\n", " -1.30031540e+02, -1.21871094e+02, -1.27167252e+02,\n", " -9.09095306e+01, -1.12974434e+02]], dtype=float32)" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" } ], "source": [ "tpf.flux[0]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "These values are in units electrons per second." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Building Light Curves from TPFs\n", "\n", "We can use the `to_lightcurve()` method to turn this TPF into a light curve using *Simple Aperture Photometry*. This will put an aperture on the target, and sum up the flux in all the pixels inside the aperture. \n", "\n", "The default for `to_lightcurve()` is to use the mask generated by the TESS pipeline." ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [], "source": [ "lc = tpf.to_lightcurve()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now we can use the plot function to take a look at the data." ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "lc.errorbar();" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This looks pretty good, but maybe we can improve things by creating a new aperture." ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import numpy as np\n", "\n", "# Create a median image of the source over time\n", "median_image = np.nanmedian(tpf.flux, axis=0)\n", "\n", "# Select pixels which are brighter than the 85th percentile of the median image\n", "aperture_mask = median_image > np.nanpercentile(median_image, 85)\n", "\n", "# Plot that aperture\n", "tpf.plot(aperture_mask=aperture_mask);" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [], "source": [ "lc = tpf.to_lightcurve(aperture_mask=aperture_mask)" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "lc.errorbar();" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "There's a long term trend in this dataset, which we can remove with a simple smoothing filter. You can use the `lc.flatten()` method to apply and divide the [Savitzky-Golay smoothing filter](https://en.wikipedia.org/wiki/Savitzky%E2%80%93Golay_filter). Here we'll use a `window_length` of 1001 cadences, which is roughly a 5% of the full length of the light curve. " ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(18067,)\n" ] } ], "source": [ "# Number of cadences in the full light curve\n", "print(lc.time.shape)" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "data": { "image/png": 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C1dbW4sEHH8Tjjz+OxYsX48MPP8T27dvxL//yLwmrDDt27IDJZBJfkFXz2muvIRQK4ayzzsKnn34Kj8eDY8eO4Y477khXXAzDMAzD5Bl5LeifeOKJtGFqamo0hbTVasXq1auxevXqtM/INOyDDz6Y9lnJWLt2bYJbxPLlyxU+3acrOp0Oa9euxUUXXQSv14t///d/Rzgcht1ux8UXX4xvfvObSe/dv38/BgcHMTg4iIaGBsVvX/ziFxVl9r3vfQ9WqxX/8z//g/7+fpx99tm45557FCcUHTlyBP/2b/+meA79X55E/vnPf1Z8UOqFF15IeOf8+fPh9Xrx0ksvYXh4GHa7HYsXL8b111+P4uJica/NZsMvf/lL/Pa3v8UjjzwCvV6PRYsW4dZbb1XUmcsuuwxr167Ff//3f+Oll15CaWkpvvvd7+Kaa65RxDcajWLnzp245JJLYLVaNfMtHo/jhRdewLFjx2CxWLB48WKsW7cOpaWlSfOaYRiGYZj8RBdXm7aZcSUQCGDlypXYvHmzpitDZ2cn1q9fj7Vr16b1k/7Rj36EX/3qVxm9d6LCMqcv2dRVhmEYhmHGTjodSeS1Dz3DMAzDMAzDMKlhQT+NyObM2YkKyzAMwzAMw+QXLOinEdmcOTtRYRmGYRiGYZj8ggU9wzAMwzAMw0xjWNBPMXSKifpLtQyTb1Ad1fqIFcMwDMMwU0deH1t5KpHs2Mp/+qd/AgB0dHSIjwgxTD7S0dEBYORrtwzDMAzD5A8s6CeJ9evXJz1uaMmSJeIs/XPPPVfxdVqGmWqi0Sg6OjqwdetW8dEvhmEYJn/weDy8H+40hwV9HnD99dcD4C/NMvnNkiVLRF1lGIZh8gev18uC/jSHBX0eoNfrsXLlSlxzzTU4ceIEYrHYVEeJYQR6vR5nnHEGW+YZhmEYJk9hQZ9H2Gw2Fk0MwzAMwzBMVvBxFQzDMAzDMAwzjWFBzzAMwzAMMw3weDxTHQUmT2FBzzAMwzAMMw3wer1THQUmT2Ef+kki2Tn0y5cvn6IYMQzDMAwzXZGPqnS5XFMcG2aqYUE/SaQ6h55hGIZhGCYb5KMq+chKhl1uGIZhGIZhGGYaw4KeYRiGYRgmD+BNr0yusKBnGIZhGIbJA9JtemVfeSYZLOgZhmEYhmGmAal85dm6f3rDgp5hGIZhGCaPSSXW6Tc+0vL0hk+5mST42EqGYRiGYXJBPtGGIPcbrd+Y0w8W9JMEH1vJMAzDMEw2yGfNq2ERz8jkraAPBALYvHkzOjo60NHRgf7+fqxatQo33nhjRvcPDQ2hpaUFO3fuxMDAAJxOJ6677jpceeWVOYcda5wYhmEYhmGSod70ytZ3JlPy1od+YGAAXq8Xw8PDWLJkSdb3P/DAA2htbcUNN9yA++67D/PmzcPDDz+M1157LeewY40TwzAMwzBMMli8M7mStxZ6h8OBTZs2QafToa+vDy+//HLG9+7evRvvvvsu1q1bhy9/+csAgAULFsDn8+HJJ5/EFVdcAYPBkHXYscSJYRiGYRgmE1K52iSDj7Q8vclbC71Op4NOp8vp3jfffBNWqxWXX3654vpVV12F48eP48CBAzmFHUucGIZhGIZhMoFPrGGyJW8F/Vj45JNP4HQ6hWWdqKysFL/nEnYsBAKBjP4MDw+Py/sYhmEYhjk1SGV9l0+7keFz6U8v8tblZiwMDAygvLw84XpRUZH4PZewY+GWW27JKBxvsmUYhmGY04NMXWtShXG73ZrinTfUnl6ckoI+H3nyySczOrayoKBgEmLDMAzDjJVc/JwZRkZLdMviPFO/eC0XHZ/PN7bIMdOKU9LlpqioSNOyTtfI+p5t2LFgs9ky+sOCnmEYZnrAfs7MRCDXq1QTxnQuNX6/f9zixOQ/p6Sgr6ysRFdXF6LRqOI6+cOfc845OYVlGIZhGIaZTJIJd55QMjKnpKBfsmQJhoaG8MYbbyiut7a2orS0FPPnz88pLMMwDMMwzEQju9qkE+4k+PnYytObvPah3717N0KhEIaGhgAAR44cwa5duwAAixYtgsViwb59+3D33XfjhhtuwKpVqwAAixcvxgUXXICNGzciEAhg9uzZeP3117Fnzx7ccccdihNtsgmbaZwYhmEYhmGA3PZaaPnVq6+Rj7ws+OVwDocjl+hOCrz/ZPzJa0H/61//WrGpY9euXUI8P/7440I8x2IxxONxxb133XUXmpub8cwzz2BgYABOpxN33nknrrzyyoT3ZBM20zgxDMMwDHP6QJZytVBNddpMplb1pqamhGeofeRJ2FM4u92e0bOnAj6BZ/zJa0H/xBNPpA1TU1ODrVu3Jly3Wq1YvXo1Vq9enfYZ2YTNJE4MwzDMqQ+7ODAyakENpN+4qiVqtTazpjqxpr29HWvWrElwzeFNsacXp6QPfT6ydu1arFmzRvHnpZdemupoMQzDMDnCFkZGC1nEp/rYUzKx39fXJ36jv2OxWEI4cqnx+/2adVHtucCc2uS1hf5UYv369RmdQ88wDMMwzPQl2dnybrdb8VtzczOAxIlhf3+/COf1ejU/fgkkutT4fD6F33w++9Az4w9b6BmGSQp/OpxhGGbskKXe7/eLftXv92ueYBMOhxX/37dvX8pnk/WeXWxOb1jQMwyTFD7nmGFOLXiSnh3Z5le6r7P6fD5Fv5rJ11w7Ozs1r9MeDtm1RrbmT6cvxXK9HDss6BmGYRhmkpkqAZPtJP10F1rZ5JfL5YLf70+wlKfaPC1b7JMRDoeh1yfKNXLVicfj8Hg8cDgc6OnpUTw7X3G5XIp9Aqny+XSvg5nCgp5hGIZhJpnpsvo1XeKZD7jdbjgcjowt46FQCEBiHqvFeywWQ1FRUcL9JHTj8Ti8Xq/wqafrZrNZM/xkoX6f/H/aHwCMpD9VnnEdzIycBP2xY8cyDvv222/n8gqGOSUYawfKlgmGYaYbp2u/5fF4YLfbFd+jcblcQpCq80XtK0/EYjFh1Xe5XIjFYpg1a1ZCOHquTqdTCGK6ThMG9fXJQv3Bq1TvH8tqwula39TkJOhvv/12vPrqqynDhMNhbNy4Eb/85S9zitipRj4fWzlRjYEb2dg70NPRMsH1Jv/gMpkY8jVfPR5P0rilO3YxnXAbL/Il77SOqAwGg+Ka2+1Ge3s7ysvLFVZ0INGCTphMJsXJN3q9HjqdLmkcjEZjXrvXANpjmdoqn0mZatXN03Gc1CInQT88PIz//M//xEMPPYTPPvss4fe2tjbcfvvt8Hg8mrPK05H169dj48aNij/Lly+f6mgBmLjGcCo2snwZRCaLqfhwzqlYb6Y7XCa5ka6/yNd89Xq9SeMmX9cKM1lpmqj3ZNvHJ4uH/By/3499+/bB7/fD4XCIfrW4uFjzaEmn0ynub2lpgV6vTyl+aWKQzx8603KpUe8fSJaXPp9PhPN6vWhpaTntxuJMyEnQ/8d//AcqKyuxc+dO/PCHP8R7770nftuyZQt+/OMfo7u7G1dddRUeffTRcYssw0w1+ToATxSn84dz8nnAUH90hslPUn1UCJiaTYsTLfrG82SViazfyZ49Xn282s2mra0NPp8P4XBY9Kv9/f2ora1NyDOHwyHu7+zsRFlZWcp4FhcXa8ZB7XIzUWj5yquvdXV1ad5LZ/ED2u3B4/EkHO8pnxTk8Xim1Wk+E0lOgr6iogLr16/Ht771LRw/fhz33HMPfve73+EnP/kJmpubYbVa8dOf/hS33XabwpeMYQgWIvnNeJXPdC7nfJ68yZvJmPxFLTRk8UK/T3YbyXWSnmk8x3OSMtb6nSrOLS0tGT1DPo0lHX6/Hy6XSyGkm5ubEYlEEIlEAADvv/+++C0UCsHtdie401C98Xg8CIfDqK6uTvlecvFJ9REqmUy+VpsN6nJSr/BQOtSEw2FRX5JtJpbLicQ9MJpHXq9XUedSuYud6uR8yo3BYMDNN9+MX/ziF7Barfjzn/+Mjz76CAsXLsRjjz2Gyy67bDzjyZxipOuo861BptqtP11JlYbxtFJN57yqr6+f6igwU4S8CiL/yfQ+IFHcdnd3i9/JUq4W+VrPyTbOuSDfKwsriqf8YaRU98sibbLI1NquTmOqfr2xsTHpc5K9P5lbiXxOvCxsSeRr3SNboTNZVSG3G/nYSi3LvXqPw3hMmtKVN72jvLxc0Y4oX1wuV8IJPXKekluS1+tFZ2cnBgcHcfjwYfF8eQKVzF1sOo9DmTKmYysDgQBefvllBAIBxONxxONxdHV14ciRI+MVP+YUJVUHMFmbqrJBywKRCZl0xKk6molcSpzISVUmfpH5RLK07tmzZ1LfN1HvOh0Gs3RkkwdyH0QCIZVfudZ9gFJoeDwehEIh8TtZypP1hbm0m7GcMS/fK8fJ7XYnFfvyM8ivORAITKoLBOW5ljhX5226flz+f2trq3g2PSeZq5t8X3NzM0KhkGYeqDfBkqBVhzWbzeKd9BVYeTMtQeOL3W5X1DW6rna5kU/c0UpHNsg+7T6fTzEBIkjA+3w+6PV6vPfee2hpaVGU1+DgINxud8LEUeukHr/fj3A4jFAoJCZGdC0dE7naky/kLOjff/99/PCHP8SOHTtw7rnn4tFHH8V1112H48eP495778Xjjz+O4eHh8YwrM0GoRedEVFz1M5N1+FMl5scjzVrPyGR5O1V6U51skOydmZKpVSUdWgPpZJXheNXVXNM60e8br3dNh0lVNmRaDrIAy2YCK/vntre3i+ta/Vayd6jdDNS/TbZAyKSdUhiHw6Fw3ZDzQy0sSZz5fD40NzcjFoslPb1lPNESgOoyTOa3nex0HvW/6dmye4f8N6DsR81mM7q6uhCJRDT711AopLDKJ+vfZREbjUaT1l15fJHLRWvc8Xg8iuuNjY1pz39PhXri+uKLLyaE6enpERMiypO2tjZxfzgcFm1k7969sNvteOedd1BfX4933nkHjY2NCAaDIo6dnZ2IRqMAlJMh9bn96VaRxprefCUnQf/000/j7rvvRm9vL771rW/hkUceQWVlJW666SY88MADKCsrw9atW7F27VrFssjpzFQcW5mq8k6Gu4U8Ucj0meoOJlk8x3swzDR+al89YHRpNtlZw5mQ7B71MqSaXIRoquVhQl0GjY2NSQfBXFcvkpGNz2oydwWKm/r/yZ6b6aA2lrRlupE1ndij+pbMD3asbUYrXD6dnpHphNHj8Qj/23RuLXJYmebmZtHm29vbNYUCCUl139XS0iLEBwAhanw+H1paWtDU1AS73Z7WuphrP54snnRfS0tLQr2nfLXb7ejp6UF9fb24p729PSHfXS6XwjWE8kdrM2a2/SJZ2LXqO6AtWtXxGxoa0ny21kTG6/XinXfeATBSdoODgwn5o9VPyB4JsuXY4XCIOBsMBgAjgl92v6F/a9WBwcFBAKOiXy3+5TbZ3d2teVqOTHNzs2LVYtu2bZpftc0FspqrkZ9PKw2RSAT79u0DMHIcZzweR2NjI1pbWwGMeH7s3r0bgUAAra2tiMViCIVCKC8vRzgcFs8hQqFQwrVk/fl0EOVjISdB/9xzz+GMM87AL37xC9x8880wGo3it/PPPx8bNmzAlVdeiU8++QR33HHHuEV2OjMVx1am8l+mAS4Xa2qmA0w2m6+S+Z2mOjptPKxcaiGUTvDJVgGK27Zt2xTPyGZJU20JUt9Dx3rl0hHJ6ZHrgtfr1VwelcOTDycAbNy4Edu3bxeCJxt3mlRHrWkJbkD5BcF0YdVL4TLqCZZsqVaH17LklZeXIxaLZSzEU4WRBWO6PEsVT4/HgxdffFEsncvWLnVZyxM3ub4StD9AXSZNTU0ZiaepsDBn0xZIsHo8nqSWWtniSnW1sbERPp9PIUba2tpw7NgxhEIhMcGlOMnPke85dOiQEBr19fXw+XyIx+Pw+/3o7OxEb28v6urq0p5EIteFVK4eqaD7qN+n9CbLF5/Ph/b2duzevVtYWI8dOyaOXiTcbrfC6koilP7Opq/QCu/z+YTQU7cJuRySCbhoNCryTd2OKd9lS3UgEEA4HEZnZydCoRC6uroU6dUy6AQCAcVEhsq8r68PXq8XDodDWJDVZa3X6+HxeDQnHmTJp3vVKyNym6TnqjfE0j2NjY3w+/1obm576vXYAAAgAElEQVQWZRUMBhXlP97Gs/LycrS1teHQoUMARsZOqhd9fX3w+/3Ci+P5558HMGKBB0bFf39/vxhzX3nlFYVw1+l0Iu9MJpMoY7/fn/HpPun6dvn36XCSTk6C/vLLL8eGDRtQU1Oj+bvNZsMdd9yBdevWwWQyjSmCTO6oj3qSOXz4cMolV/n/yQYR+braSq1G3Ri0lm3VUCdE/9aKR6r4p7NaqtOfyjVB3okvWzkA5UdE1INvssE4mThRX1Mfz5UqfeoNnGQFpM5IFh00SMp4vV4x4IdCIbG6duzYMQwNDSUsO6vRsvyrrUqy8FSfJZxqkqa1CuDxeETHrX6WLLhISNNABkAhWj2eUdcI+Rk9PT2IxWLi3WoLrnowoLLTGiRkwZhu/4gcRivd4XAYe/fuFeGSTdro/36/X1O40f4A+b7m5mb09vZqWrTVbVCOm9YEcbzxer2iDDI5Hcbn82FwcFDkGZB+9cPj8aC1tRXt7e1CXESjUfT29iIajSIQCMDr9SaITHofMCLk5brp8Xiwe/duES4cDgthA0CIEQqrjo+cfrWRRj4NJdl9wEjdbW9vF/1+W1sbQqGQ6Ls8Ho+wmgIQAj4ajcLn84nJycmTJxPyLBQKickO5TP9nY2IJ2EtXzObzQrrtdw/yuVA9ZvauNwXtrS0oLm5WdRpuW63tbWJZ1CbO3jwoBDY4XAYXV1dCIVCCZM4uT+guhKJRMSqTG9vLwCgtrZW0/8dGLHck5uSjN1uF0Je6wx6NRS2p6dH+K0Do/1va2ur2EhKri9UnwcHB0Xea40xWoYc+XcAQufR/10uF3bu3IlIJKKo79Qm4vE4Ojs7FVZ7YHRFhUQ8XY9EIjh58mRCPsl5R+MXlYUWyfZUaBkx5N9pUpuu/5hqchL0P/7xjzFjxoy04a688kps2LAhl1cw4wBZ5rQqYCgUQlNTU0IFpyVmWXAmsxbKHaPaSq0OT0un1CmmWh4MhUJwuVzYtm2b6MhaW1sz8oFVC3T53+qOSmswln/XSodaGHs8HoUVVxZizc3NChHc1NQEYHTgSrXkTeHkwYw2EyVL3+7duxWii6yA1BnRMzs7O9Hf3y+sjTLd3d1obGyETqcTv8diMYXrgJw/JALk/Dx8+LBIl91uT7BwUb1RW439fr8ijVqDC6WPJqskSDo7OxUDz/bt20W+UAd/7NgxEZfe3l6FxVweFAClIJD9N+n5cli15V0WDlqTnFQDDj0j3QDe2tqKtrY2RCIRhdVNLcSpzoXDYdEXJJscA6P1V90vkNCl1R21gNfyn50IOjs7hfVcfZydTGNjIwYHBxNcGZqbmzVXLuV2Ojg4iEgkgmAwKJb4SWDE43FxlriagwcPIhQKIRQKKcpBLdhkAwCVjywcZFGk1ffSs2WDB4UjdzWa4NKfzs5OYbn0er3o6ekRaauvr0dzc7MQ642Njejv7xdtngQt5YGcFrKQxmIxcTgG5ZMMtVmtsYjSs337dvj9ftTX14v09Pf3K6zXaremUCiEtrY2IVxpc6a8mb2zs1NY2uVVieLiYhw9ehSAcrIvpzESiQi/923btokJIj2XoPqg3jfo8/nE5Fun0yEcDiv8vWOxGPx+f4IPuE6ng8lkgsvlEmFSIZdJT0+PYuIr5xXFk07CicViIm3A6KRRNtBRflF/Jq+KtLS0oLy8HAUFBQBG+0K3261Y1U52ZKWMXMeShVW7K1G+BINB+P1+dHd3IxKJiPqgHsOpD1T3y1ormMBovaBxTjZ65SPG9EHGhtYHEZjJo6urCy0tLQmbYYCRSkxLWo2NjVi4cCEOHz4Mo9GYIHYbGxvR09OjaKgk0hcuXJjQ6brd7oSK/+KLL6KwsBANDQ0JgkXusAKBAICRRipbeLU6NYpbQ0ODYvCj9FL8AKVFRf73ypUr0dXVpXiXWizTBOTw4cPQ6XSwWCzo7OxEU1MT4vG4QojF43E4HA5FfGlyBYyIsfPPP18Ig2STm23btik6PZ/Pp2npoc4pFouhtbUV+/btg9vtFgP2vn37hJVnz549YuA1m82irOj5Q0ND2LZtm7Ck3H333eI9JPDlwe/kyZNob29HS0sL7HY7GhsbxVI1xauvr09T2KqXRWngoDTSRITi5/V6sWfPHrz33nvo7u6G3W5HNBoVG6fIMkqijAgEAmJiQsu/ZHkEIKxV8rLqnj17sGTJEkW8aGmd2hPVPRrYfT4fOjs7YbFY4PGMbKZsbm4Wbgn9/f3weDwIBoPCiiafIKJ2a5FFsyyE4vE4+vr6xCDe1dUlRGJ/f7+oe/F4HL29vSgrK8PAwAC6u7vh9XrxwQcf4JVXXkEyYrGYIv8AZXtpbW1Ff38/LrvsMng8HuzduzejUybGit/vFwM3oKxLspCgyUc4HBYCIBqNigGfPtpD+U1ik+qjXC+pX5M3Mmot6ft8PsRiMdGHyG2/vb0d8Xhc3ENCmfzpZZdVQNuqTUKWyra+vh4HDx5EOBxW1A23240f/ehHYoMqMDKRDQQCQjS2tbUphPeePXvEb36/Hx988IEivdQfEwMDA4p4UT2kZ+p0ugRh1tzcjK6uLkW+y/lJEwMS59T2qA+jyYvaQBAOh3H8+HEUFBSIdrx9+3bEYjHRT8l+1/39/QiHw3jnnXcU/f2xY8eEKJWJx+PQ6/WIRCJC/FK9kydmZKFWW5BpNXRwcFCcBCiHUZc9MFIf+/v7YTab4Xa7cc899ySMJ3JYyk95AigbVNTpAZRlGIvFEtrvtm3b0NDQAABidYL6vs7OTixcuBA6nQ6dnZ3o6OgQ98ttUk6nllBXT2Lk/FSTTOjLbcrn8wmXp0gkotAsXq8XLpcLe/bsEWMV9cs0NshQvtIqS19fH8rLy8dtz8FEkZOgz9aXKN1mDWZiGBwcFMdnyQ2f/NWi0ahYUvT7/XjvvfcQDocTNnIdPnxYfLKargGjO9t37dolGoRssaUOnJa+Q6EQjEYjGhsbMTAwIAairVu3orOzU/w/Ho+jqakJ0WgUQ0ND4joJtr179wrBQh0mdT70NT5K67Zt27Bz505UV1fj0KFDaGpqQnV1tWj8ZIHR6/UKi4vP54NOp0NzczMcDgfsdrtYRm9ra4PBYEAsFlOIwp6eHgwPD4vlarnD6urqEvlKYkk+fousYz6fD8eOHRO/m0wmxTm8spWrra1NYc2iZ1M6yFp08uRJGI1GhMNhDA0Nic5RfRIFDYhkcVMTDAbh9XrR29uLkpISMViQ0AKADz74AMCIWKGyJ4slWf3J95HOq6YyHRwchF6vFwO3z+cTLgLyIOr3+xWCc/v27YhGo4hGo3jkkUdQXl4u0khiSnYlamxsFKK1vr5eCPaWlha0tbWhsbFRcZICpY2ENA0i1C5IVB0+fBihUAgWiwVerxeRSARdXV1ipSUSiaCpqQmxWAw7d+4Ugw3VSbkcKF3FxcVikiLXDbmNBoNBRKNRHDt2TGy+O3ToEKLRKGKxGAYGBqDX64UwC4VCQuCpLaY0IKoFa2dnJ8xmM/bt24fh4WEh+GhFL9mAO57IbchsNqO/v1/8dujQITF5og2N8n6XWCyGvr4+4Tqm0+nQ2NgoJl3hcBiBQCCppVYLOe/IPY0mAHL9VJ81LovpaDQKvV6Pt956S/zu8/lEndi3b5/wi+7q6hJp3rNnD4qKihAIBLBx40ZUVVWJPp7SQMYZmsBT3qn3A5EAot/U4k5dturxQY0s6Nvb28WESd3eFy5cKPppWsWIx+PQ6XSiD6A+jIxBwKiIo3KNxWIYHh4WVudAIIBYLIbjx4+L9EWjUYVgDAQCCkEv54G67pNVfXh4GAaDQYyFcj7IfSmlX/abp3SYzWbFBKmwsBChUEjxLHnlERiZLFB/qIYmSHq9XrH3iNKQTHvJ75PLt729HVVVVYqJIhmKQqEQOjs7MTQ0JOrn/v37Ndt+Ji54yc7gzwY5n06cOAGdTodYLAaDwSAMZ7QnBhhdqaTxHAAeeeQRAEhYbZYn/KQ1aKKVr+Qk6G+99da0x+nJ/OlPf8rlNcwYoQZz8uRJNDU1iQoqNyS5I+vu7kY8HkckEkFbWxuKi4tFR2w0GhVWV7I0RqNR0ZF6PB709fUBGPX1BUY6CepAhoaG8OKLL6KgoAAtLS3o6+sTs2Cvd/Qrd9QAY7EYmpqahPAlSw9hNpuFD6DP50Nvb6/oyP1+P4aGhjA0NITq6mqEQiEhRknUyIMrxbexsRGHDx8WnW1/fz+qq6tFw6ev/un1ejHgt7W1iY6koKAAJ0+ehNlsRkFBgRCvlEfhcBhtbW1iUDl48KAQACQKZeTJFFneHA6HyHcSKMDosWhqoRaJRPDZZ58prjkcDoXfLMUxmYghK0gkEkFnZ6cQ9GSdksUAnWQg+6IODw8nuLZ0dXWhqakJx48fF9arQ4cOoaamBh988AHC4TAeeOABBAIBFBYWIhqNCrFGcZdXh/r6+kQ6y8vL8de//lXkIUHuIaFQCHv27BFxOnDgAGKxGLZt26bIA7VLldlsFpO74eFhxONxtLS0KMqNTssYHBxEa2uriGNvby/i8Th6enrEZFWeFPb396O/vx9z5sxBR0eHwrWku7s7oQypXCietKwvx4VEOk1AqYyi0aiY6FD90rKSeTwjZ4ubzWacPHlSYelNZtmcCEgInTx5ElarVay87N27V6wK1dfXC1ckoru7GwCEGwn1aW1tbYhGo2KSFo/HxYQJGMkfrXGO8pPaoZzfVBZam/JSWSDD4bBiMy5ZUE+ePAmbzYZPP/1UuAFZrVZEIhEMDg4iFovhH//4B4qLi9Hc3Iy9e/cKq798JKCM2m9Zdimy2+04cOBA0njKeDweseKl9XzZNY6MJm1tbdi4cSOCwaBYSQRG+j25L+7s7FQIxVAohDPPPBOHDh0SeUsGCIL6UHX6KAwZK6hMk01C1SsSZFmnZ4dCIXR0dAAYFa5yeZOgp/fLKwRmsznBKq9VLwYHBzF37lwAQGlpKYDUhlF1G9RyZ1GjXklpa2tDT08PqqqqEIvFsHHjRhQXFycYooDR/QHqPKQwra2taSf5ajfObDSl1jPkcpJXxF588UUMDw/D6/XCZDKJtr9v3z589tlnopxoJVlr3xIwuj/ilBP0559/vmbmx2Ix9Pb2CovNeeedp7mkxEwOcidEvoJqZDEgNw4qR+rsqYNoaWkRgxl1UvQ3CV5g9Ig2+pug5T2yXg4NDQlhLFvH5LgcPXpUdD5dXV3Cch2JRFBSUoITJ04ICwJZa2iwobiRoCNRKluqKa9IUJLLidFoRDAYRDAYhM1mS9gQJos+SqPBYBCDMU1C5A6iublZ+OHKy8AkGuVJBU0caGNRKBSC2WwW52LTSgb57crxyuSz5n19fYo0pTsZQKfTiYE3GAyK8qK00+SK4iA/m8rFYDAgHo8LMUUTLtkiHgqF0NPTg5MnTyIej4sBlvKG4knPV3fqFB/5i4nyYCSnU/Z5pfKg97lcLvzlL38R+UxpJb91+R61sJFFgWyBk9NJE20S2qFQCH19fTAajaJO6HQ6dHV1wWQyZXRyQzQaxbvvvqu4JrdtOiOb6O7uRjAYFJu95bysr69HU1MTvF4v4vG4sA5Tmo8dO6ZpzZ8o5P4mGAwiHo8LcQiMlPHf/va3hAkpTaYoHLVLWXDJ4lZGS5TQKmZ3dzcGBgaEESMdagFjMBiEhR4YER7Up8muHZ9++mmCG5AsWACIVcP29va0ZZJKaMmniqSDhHqq39VtiiZNRqNRsSqrFqCBQEDhFgIo84FW2WTUFl8tw4TWNRJo6vPNte6jvo/C0oZaWZTL9dThcCjSEQqFFAeFmM1mzTiFw2HU1tYCgGIlKhn0TFrZIGTLtBpZ0NOKBlmiaeJL71bfH4vFFJNfOd4ejyfBZS8T1O1jLJDOoM3fwEheUDnRKo4MGWbIZdbj8SiO2KQwk9Xf5UJOavvBBx9M+XtXVxceffRR6HQ63Hfffbm84pRj7dq1CT5jy5cvn9CjK5P5hakhdwX1Nfl+eblWtoLKkMDS6XQ4cOCAEG5qaPlX9iuUrZbqsPLfg4ODwhohn9JAAxHFUz3Y0KBLS+9anSgNCDT4yBZ8LUuUFupNUSTe6Tk0sZAHDXovCScA+OMf/6g4o/j9999HIBBAQUEBIpGIsDoePXoUpaWl4ugusjRq5bsadYesrp9q5M5MdjeiCYXaQqKVL1Q+8iRNawClyeRYkCdN2fh4U3zcbrfYQ5BqzwegnCSoBzNZ3NMqjtyeqN6qLekUJhAIiAlsJqgHHLltk1+5ekVHHrSIt99+W/H/TATTZEFpInFIaMVJPZlS9zHZpkN2pZBXx7JFr9cr+lkqN+oXk1n7tYQPTTTHijwJHiskDMntjaDxJhwOo6WlRUzOZGg8kJHzYcuWLSgoKFCskmo9Qwu1ZTrZWfWZ3AuMnjGvXhWVxbKMbOENhUIwGAyablk0VofD4YQvvKohEa+OGwnywsLClAapaDSaMNYNDw+Luq7u01KJ73QTPWBk70AyVzRAO5+zRR6jgMQVHS0o7eRuS26WMpOxXyhXJsR87nQ68bOf/Qw/+MEP8Oyzz+Lmm2+eiNdMK9avXw+bzTalccjkCDFC3QnR/2mwSTd4qJc9tdDq8LSORVNDG5QovFZ8ZJ9UAAlL6anQEqVjES/yKoV6WVgdTiuO8bjy/F5AKRJp6Z0GFiAz/8RkZZwJsuAg1EvVmTwjGVonwWQrWGSf61wGB3mAVqc1lQVKPZip3601UQYghI16UkgW17EMcDRAqsWPvEpEbkLJ4p2PaG3oy+QemWwtg1QPqZzSTYTTPUd9/2RbANUrlePFxx9/DAD4xz/+kfS9XV1dSfuNdP1Rrl+iV6dRvRKQCpqEETQe6vV6Mb7Kk4zOzk4YjUZxj8ViSXCxSTchjMVimt/m0HqGw+GAy+XCm2++CWC0LmUyaaE4y/mqdbrMeDBjxoyMxvqxkIvFn/Krra0tqWvNKedykwklJSX43Oc+h9dffz0nQR8IBLB582Z0dHSgo6MD/f39WLVqFW688caM7h8aGkJLSwt27tyJgYEBOJ1OXHfddbjyyisnLWw+ko2o1yKTwWY8ZtepkMVksk5fa4lwqiCffiB1/mWyCqA1Ccqm087k2fmA1iCfbfyynWCoSdVWxiK6kqUj1QA0VpGXzFooT3jGml9TgbzaMFXk2rdQmeQqTKea8TjtQ2uld7LJRvjJ4hxQnqsur77KY2BBQYEI19fXh2XLlomT2ex2u9i0TpCrH6A8dlH90SgZ+Xhqt9uNn//854rfs5n0yvU52z6XVqTTka7cJ2IsysYNSDYaquMyZ86ccY3XeJKbaSELcp2FDQwMwOv1Ynh4WBxhlQ0PPPAAWltbccMNN+C+++7DvHnz8PDDD+O1116btLD5xmQdt5RPwnA6MV6iLVfG04dxrIxHHRrrMzJxW5osxsOdAkieJ9O5zU523Mf7fVNpbMgVOtv+dCNVWcmHNdBqKZ3sRZCwpnPf6Suycp1yu93ifnLDbGpq0nSHIpFvt9sVBgiLxaIIN5ltJNnXh2Wy6c/Ga8Ke7fg6HdvlhFno29vbsW/fvpyPrHQ4HNi0aRN0Oh36+vrw8ssvZ3zv7t278e6772LdunX48pe/DABYsGABfD4fnnzySVxxxRWiwUxU2HzE5/ONq49kMqazODgdob0VXG5KpsOnvieDfD53eSqYjgP9eJOJn/SpiMlkSrqiQhZg2S2H9j0RdASkvBoWDofFMar0zRT5ewa0AbW4uFjcQ9b49957Dx6PRxz1CYxsGCa3kKnw9x7vd+bbuERH1OYjOQn6TZs2Jf0tGAyiu7sb77zzjvD9yoWxzMrefPNNWK1WXH755YrrV111FR555BEcOHAAn//85yc0bL6S6YkMzOlDJifinI7k04rFVNHY2Jh3Ayoz9WSywfBUJNkRrfIpVORTTxuetSaAWvsWWltbhcGNrsnHN8sTa/nLzvK3XgoLC7F9+3aYTCZxtO5kc6pPePN5IpuzoE/nJ202m3Httdfim9/8Zs6Ry5VPPvkETqczwVpeWVkpfifhPVFh1WTqn1pQUDBh5zqPdWMdc2pCX7xlGDXbt2/HhRdeiP379091VJgJINf9Tl1dXaflWJJsAy19swQY/R4EIfvH6/V6hQXb5XLhjTfeSHie1WrN6ONMMqFQCJWVlejo6IDJZILX60VZWVlWzxgPTsd6kS/kJOhvv/325A80GlFaWop58+Yl+HFNFgMDA5obSIqKisTvEx1WzS233JJR3LPZ+Msw40EwGMzro7iYqWNoaIhdbk5hchVf03ED9XiQbFVCttqqj2QkgU+Wezms2+3G/fffn/A8k8kkzriXj7lNh8PhUJy9LrvpTBanuoV+qjfhpyInQb906dLxjscpz5NPPpnRsZUT+dXF8dpYx5xanI5L50xm0Jd7GUbmVBdt2VJcXCx86NWTJLPZLM55py+My8RiMc0PcNKHBNVHZWpht9vFaWrRaFQIeZ6Mn15M+Ck3U0FRUZGmtZyukUV9IsOqsdlsGf2ZSEGfz75fzNTCop5JBvcbDJOa6upqYbmlyQ655ppMpqRWXfo6c7KvxcpffU11wIjD4YBOpxM+9yUlJbklhEkKlWGu352YDPI3ZmOgsrJS8VEZ4pNPPgEAnHPOORMeNh/I56UhhmHyn3zyh83ngTRT8vkUNCZ3/H5/UuFusVjEqTNWq1VhtPN6vdDpdDCZTFi6dClcLhdcLhdisRii0Sjq6upQVlYGs9msEOkUTr5Hr9dDp9NBr9cLYT+ZH0HKVG9kGi7fPuBE8Z4qV/JMyMjl5tZbb835BTqdDr/73e9yvj8XlixZAq/XizfeeANXXHGFuN7a2orS0lLMnz9/wsPmA0ajcdp+tIRh8h35i5DMxGO1WrP6OEw+UlRUNOFfyGQmn66uLqxYsQIvvPCCcK+hviEYDCrG4VAopJjY2Ww2VFRUoKGhQVx78MEHFV+IbWtrw8GDB8XvdHqgfIpgU1MT7HY7urq6xKpastW1if74YyoyfW9paSmOHj06wbHJHIq30+mc4pgkJyNBP1XnMe/evRuhUEh8AfPIkSPYtWsXAGDRokWwWCzYt28f7r77btxwww1YtWoVAGDx4sW44IILsHHjRgQCAcyePRuvv/469uzZgzvuuEPRmCYqbL6g1XDpQxb5ZH1jpraTnUhMJtO03HSbTrBffPHFePvttye1zCa6jlAflo8uWBUVFfj4448n7X20GVG9yXEs0CrDeD5zMskm3vnSn01GPEKhEBoaGvDCCy8IS67BYEAkEoHD4UBfX584CScajWLGjBniXrPZrHCt8Xg8MJvNYvLqcrnwwQcfpI1DdXU1gJH+dmBgQHGfOg+obo9nviR7Vq75n8rVT36m2WyeFLdA2stQV1c34e/KlYwE/YsvvjjR8dDk17/+tWIysWvXLiHoH3/8cbH0EYvFEirMXXfdhebmZjzzzDMYGBiA0+nEnXfeiSuvvDLhPRMVdqopLCzE4OBggpVep9Nh3rx5OHjw4JRZvTK1bmp1Bvk2GI7XgGGz2RAMBoWYojwaj+fnkmdVVVXo6OhAPB7P6qQFQHkyw7333ou77747q3fnAzabLeUnypuamnDZZZfltAqWa5nKdSIWi2VdLumQN+flm6i32+3Yv3//hIszylMyfBQXF6O/vz+r9kPuD+o8JDcCLbeDbOtEtmU/ln6E7q2qqtI8wnS8+kB1msbjuZlsKs31uVTGJpMJwEj5kgHSYrGIf9NYRxM6Cq+F1+tFOByGwWAQH/1bv3592vi4XC5xPr3JZFLcJ5+TD2RmJSf9YLPZxKlGWnVOrstaz5WvORyOjA3EWrpk5syZOHnypDASxeNxzJ07N+lEPxOdkakWmQ4rshP2pdjx4IknnkgbpqamBlu3bk24brVasXr1aqxevTrtMyYqrMzatWsTfECXL1+O5cuXZ/WcbKD3qSuixWKBw+FAV1cXKioq0NbWlrXYo4aVK+RLmO4ZWpYEnU6HGTNm4LPPPkuYndOAqTVjH2uc0zFWcUVxp46MBKXNZkNxcXHCR0eAzDuZ6upqRadH+aZ1v9lsRjgcxubNm7FixQoEAgFEIhEhbjOZHCxevBi7d+9GNBqF2+3G3XffnXJwLigoyFgY03MKCgoSjoHL5L5McTqdGVuEDQYDYrGYEA/p6prNZstpIk2Cm/LfYrGM64TcaDTCbDbDYrHgH//4h2aYqRrYXC4Xdu7cmXH4sUyaSKQFAgFYLJaURxJrvdNgMIh3k19zNBoVJ5Foxau8vFzTxUAWVDJGo1HTmJWMM844Q7w/Wyj+/f39mr/b7fYxreTPnj0bR48exeLFi/HWW2+J65m0E7k+avXBqQR9Jn22Vn2vqqqC0WjEgQMHxDWPxwOTyYTBwUHFBsrOzs6E8+flkwK1fMWpb25qasro45wk/L1eL+x2uzjdhiz/Wu4rcr2ZMWMGAoGAIp10cs+iRYvwl7/8Jem7TSYTjEZjRkeZ3nbbbbj33nsVExyaFFHbobFJ7tepDGpqavDmm28q4llbW5vUYFRQUJBSC2TqVUFxi8fj8Hq9OX8wdaKZ/ruMpgnr16/Hxo0bFX8mUswTJpMJVqtVcc1sNsPlcomlvqqqqqT3ax21aTAYUFNTo+iIqAOTlxKBkYajRq/Xw2w242tf+1rS95rNZuh0OlgsFhgMBoUVwGQyiU6ksLAQwKjQKSwsxNy5czWfqZ5Q6XQ60aDpfXJa1MycOVNzY568jJ4Oyg+t5zgcDixbtgzASB7LVp9QKASj0ZhwH22wSvZuvV6PmTNnKpZ0dTodCgsLUVxcnFA3AGDu3LniPWvWrMG6desUYruqqkqRd1pofaiKykqG6pfJZMLMmTOh0+ky3jQVi8XER92A9BsOU5WdFvF4XDPOMmVlZTAYDCgpKYHJZBKrhjU1NYpnUzgAuicAACAASURBVB2m8qfj6KgeJ4uH+jrVb7peUVGh+F0rD7LZTGo2m+FwOLBmzRrFdapfZrMZVqtViNTCwkLMnDkzo7o/Vtxud1and1DZ6XS6rOJ30UUXARgVWsXFxSlPKpGRLa8kTmw2m2hnJC7UVmidTidcJgi9Xg+DwYBFixYBGClbg8Eg0hKLxVBYWJgQr2QnpTkcjrRtRH0vxY2El9bERqfTaU7wU9U7vV6vKBNKu7rfUNdvrefKZ61rbVhMZQ1PdTIdMJI2rT5y8+bNqKurE6I4HA6jubkZDocDer0eJSUlCAQC0Ov1GBoaEmMexYX85V0uF0KhEFwul+L5sVgMJpMJvb29AFKfcAOMfjkWAOrq6kR4+luuW+r2YDKZMDw8jOLiYkVdytRQEolEUFFRkbS85bHC6/Uq6pg85tpsNuh0OqxYsSLhd+o3fT4fqqurUVZWJvrPVOI6Wf89a9Ys6HQ6LF68OKEuakGTwsno58ZCRj39z372Mzz33HOavwUCgWnpH3u6YDabEzZxkMXD4XDA5XKJTnvmzJkJg8aiRYsShC51miScSZwYjUbRYVHYdevWCUuq/ByHwyEszgAUkwqDwYAVK1YI4S53MgaDARUVFVi6dCmKi4tht9thMBhQXV0tGj1dmz17tkgHvdNsNsNoNMJgMECv14sOr7CwUIgrQj1Q1tTUwGaziYGeOinq8AsKCmA0GpMO/EajETU1NSIs3U8Dpt1uR0NDg/i/jN1uR1lZGSwWiyJN1Dkm+4BIPB7HunXrxPupM3c4HHj11Vc1B0y73S7KmDpLecBesGABdDqdQlzJcdbr9fB4PIpn6nQ6zJkzJyF/aMJmNptRU1ODkpISRdplISnfJ4tI+nvx4sXi/fLfhNZ1KjuDwYDCwkLFJNXv9yvaDsVTprq6GlarFXa7HStWrFCEp/ZBE9Py8nJR/iSuLr30UpjN5qRW1lmzZiVco8mZ7HtLbVYe+Kk9aD1DnQ+Ut3a7HXa7PWGQpPKdO3cuKioqUFhYiFmzZqGiogI1NTWT9gGbmpqaBFFqs9nEhInatcFgwJw5c0TflM3JFE1NTYojB4GR1Zp03xGhPlC2zlJ+pZoQ0JHFBIWbNWuWaGPUV+n1elRVVYl6ePXVVyfcq/46KOWB3W4Xlk11PSbho75us9lwySWXiH9riWN1O5P7RcoPdZ9ZXl6uOOpRRs6/2trahN9isZginvR+g8GAL37xi4r3UJpMJlNC2kwmU9K4E7RipZVeaiNU5/x+P2pra6HX61FeXi7Ol6c8nzNnTkJa3W43HA5HQnszGo2oqKhQWKJlo4wWHo8HLpcLbrdbhJUnCtSG9Xq9oj+PRqMIh8Ow2WyiL9Uy8un1esyaNUvkh1zXKd2poLxVu/XRalhJSUlCP0j/nzdvnkiD3W5HdXU1jEZjRqtTFF+5nvj9fhiNRjGBlMtYaxJA/XW+nxyYkaDft28furq6NH9btWoVfvOb34xrpJjxgRq1ehNHJBIRS3Nutxs+nw82mw3r1q2DxWJBSUmJYtCgjo8aMFmRSTgXFhbCYrGgurpaLCVSeLfbjcLCQkVH6XA4Ejon+Uu6FosFDQ0NOPPMM4VAoYGExNPChQvFsxwOB2pra4VYomdUV1fj2muvBTDSiZDoIsu0Xq8XloulS5eisrISVVVVCqGqFnhFRUWiwX/rW99SxM1kMqG6uho2m02xMiELcGBEzBcWFmoKKgpvMpnEBGTp0qVwOByorq6G2WwWna3NZsOcOXOSdjI00LjdbrhcLiG6TCaTGCjVAyZBZQyMWFVIEOl0OvT09IiBhgZreSVIp9PB6/XCaDQqViTq6uoUExJCr9eLerNu3TpR5pRWWomR76upqYHRaITf7xd1lTpnmuTMmjVLkcckdCieM2fOREVFhRDcZrMZc+fOFXWV6hZhsVgSOnuXy4U5c+agrq4ODQ0NqKurE3XmrLPOEv92Op2or68X+QOMtk+5XqjzJpnoMZlMmDt3rhiwLRYLiouLRX3W6/ViIidfk5HrKNXHZJbAsrIyWK1W1NbWora2FldffTXq6+tht9vhcrnSWhDHC5fLJfJItmCTUAFGynfWrFlwOBxYsWIFjEYjQqGQsAACo9Zu9YoQlRcJl7lz58Ln84m2SPdqQRMn2U/abrcnbWP0XqfTCbPZjPLycnGEodFoRHV1tagjVqsV9fX1MJlMqKurQ2VlJUwmExoaGhR9VHl5Oerr68XkRqfTYe7cuZg5c6Y42tBoNGLFihWKdFN7V088KioqEkSPuj46HA7FyS2UDyaTCcXFxbDZbKisrIRer4fVaoXNZkNVVZUQgTabTawYy3GQJ4mUpyUlJdDpdCgtLRVxIoMirZLJ4Q0GA+x2O2bMmJGwcqteVZDLlca6wsJCccY7PVP9tXir1SqeRcKc9BKlyW63izaSiSgsLCxEbW0totEoPB4P4vF42s2YWq4g8v+NRiMKCgqwePFiTTejYDAo6t7mzZsT2vT8+fNRVVWlMFTQ12/dbnfCZI/aGF2nMaSkpETRz1Gd/PTTT6HT6bBt27YEI6L8bOrzzjzzzIQ0UBnJfSyt4lL7t1qtcDgc4pllZWUKQ4yWC1SyfjjfGLPLDZ+Wkr84HA4sXbo0oZFTpaeGYbfbsWzZMrjdblGZ6+rqRMM1Go2YP38+ysrKxCBC91qtVixduhROpxO1tbVoaGjAzJkz4XA4hJguLy9XWEO0lpZbWlrEAERW46qqKjGg0dIyWTloQuJyuVBdXS3SSKsONEDR0iaJuYaGBixduhRXX321uKbX67Fw4UKxVCm7E1VWVgrR6vP5EAqFRAdP1nSCLK0VFRVCTAGjy9b0THqv/H65PEwmk8jPwsJCxXFmlEa9Xg+n0yk6JrvdLlYeaLXFYrEoLO0Wi0Us/Wode0a4XK6Ed5KVTx7M5NWNuXPnivTJm9Vli7Tc6ast7vQ+t9uN6upqVFVVobCwEHV1dSguLobD4VBYHmllyWKxKOoqWarNZjPq6+uFewgwUu9MJpOoXzU1NaJ+VVRUiIkmpYvqF5URhVELOtnCRhNYum/u3LkoKSlBXV2dCFNYWIh4PI41a9aICQHVgeLiYsXzXS6XpmW4oqICtbW1cLvdikm23C7VZUurS2azWQgdYGQiUVRUlHLAosmk2+2G2+1GQ0ODmCjKFsGJxu12IxKJwGAwwGazwWKxwOVy4aKLLhJCkiaCVI9p9e2uu+7C7NmzAYyICmoPcv7Scn9VVRVCoVDCh31SLc9THpHRQRYGS5cuVUyoaMMtMNLXLl26FD09PSgsLERhYaGYtMuTW+qfyaqrXl0zGo2or68X7cxiscBms8Fut4txwGKxiL5Ljg/1ZbJBBhid8NPKjfybnO5wOCzqD8WdnmU2m1FXVwebzQan04m77rpL1BuLxYK77roLbrdbtOG5c+eivLwcer1euJJQm6CJG/mY08kxctxlHA6HMCQASut/LBaD3W5PuEbuT+QKJ0+q5PQRsuWdTqihsqXnkwub1mpcsr0H1H69Xq+mFT8Vahce8qmPxWKa7pAGgwGhUAjLli0T47bdbheTLfq/3+8X+aFu88uWLUvoQywWCyorKxWrTcFgUPFeg8GAgoICMTELBoMJfV5bWxuAkbyifFCv6gOjrjRUR8koYzabMWfOHMyePVuMl9R+qqurRdumdKn7eBr38n1TLPvQn8JoCTNgdLYri2AKt3TpUjFoUGcuL3NRp0uDOQl8WbDU1NSgurpaPNNutwvxSYOc3OGUl5fD5/MpBiB1fB0OB2w2m8JqoO7kXC6XWHWQ003WLqKhoQENDQ2or6+Hy+XCrFmzEqwbZFGi98qWWXl5UY5TKBSC3+9HTU2NEHZGoxFlZWWIx+MwmUxiAmI2m1FdXa1wB6D3L1u2TOSnepCSXSzIYrNixQrU1dUJ9w+bzYaamhpUVFQoBv2ioiLN1RGC3KK0Bg4aNCkfdTpdwmBP5UvWDkovoJzEmUwmrFixQuQhCXW5TmzevFnkCT2/vr5eTFhItASDQUVdlS3tJIDkyeSll16K2trahHpIlmcqH3lZnUQarQKRmxCg9F0l5Em03W7HunXrFHlK5UDi2OFwCBFot9thtVrF891utxDrRqMR8+bNU9RzYESc0kSVBL5sfaSB8uqrr0ZlZSVWrFiBoqIihcWvuLhY+BOrxQChVW+mYnOY0WiE1WoVE19gxE1mzZo1sFgs4mM7chk4nU643W5UVVWJsqX9AvQMEroEGQeA0b5Fyx+fJqd+v19MsGWx4fV60dDQIAShvJpA1k16r9PphN1uT2qNdTgcwp1NLg+DwYCqqiqR5lgsBqfTKdo/PZ8mdPRudb6S0Jctr8CIeKI4qd2XKI/UPsbyKiq1V5qE0nMrKioU5UR/q40+ahcbu92OefPmwW63w2QywWaziffJxpPi4mK43W4Eg0H4fD4RP3kVjvo98skuKSlBTU2NwoBAhhA5vYQsIKk/oLCyUEzWrtSQX73abTEVJNiB0Q2yMlSeWtCG1HA4LMZGgiZber0eLpcLPp9PpKOqqkphgVdPEsk1qq6uDlVVVWLFJRQKiUm5XNfoTywWE/WWyqa3t1fT4CALdxrn5f5eNqxQPGi8pjGDwpDrnlxmVF9k9+B8hgX9KUyywTbVF9gaGhrEZhgS7TTg0aAmP58ah/pdcgcDQAjOwsJCxSxbXlo1m82oqKhIEPsVFRUKi5c8yKrTK1+jf5PFQQ0NLOQKId/ncDiE9Y/ST2l3u93CGrhs2TLU1tYqZvTU+MmdgwYnWYRRHs+cOTOhPMj6Sf9Wp4f+lsOQ8JUH8dra2gQLY319fVL3CBJJWoTDYcVAToN9SUmJED61tbWorKxMsCqqMZvNaGhoEOEo/ykspY8mMyQk3G53wpcWAeUARn7lspuD7PJVXl4Ot9stLLEkNKgu0HPklYjCwkIhCHt6esRqBaGuh+oyU086tTZ2yiJwzpw5iq9L0vOqqqpEXOV30iqI/F4S8TqdTnyQhvK8oaEBs2bNUggpWpmi/KF7ZVIt+WcqVsYDea9OXV2dEFE0+ZLbD5DoOkWrE7QPh1Zd1GVK7VVut2r/bWBELJhMJvh8PoXvMk0sCFqJkYW92hJZW1srBLDc3qkt1NbWwuv1iq+DAiPtZNasWaJ8SAiSKyJB100mk7Akyy5HsruKXq9HQUGBuEe2qKtXBuSVt+LiYrhcLhgMBrGKKgt1dX8gx4/anLou6fV6kXc0YaIyJSPCsmXLRD2g8ICyDtMYQu1MvSestLRUuJ719PSIftvlcinaozoNPp9PcdqaeqOtvNJAdU0W6+qJMk3K6R71WKqFbOXXMjLk4hIn913UX1AZyqsacnuQLdhUTuoJG/VN6hO75IkunRQlG0+0+lx6H63q0jX1PgeaSNI4Rb/JYwetatGKH9UVSms8Hhe/5yss6E8TsvH/khs/NWK1MCG0/ENdLlfCsqJ8r9xBlZeXi7A0AMlhe3p6xDtIOKrdReQGJt8rC155AFSjFlyyOKRJC/mxU6dEnQeJh5KSEoW7BgBhPQJGN+XSO9TLluk27VG8ZOu0Ou3UWckTj3STHpny8nJUVlZqWoZkyx4w2rmuW7dOxE2e4AHKeiQv25I4qa+v13QJU09m5DjPmTMnwY9dPYDRIOLxeBSCwuVyicmWLH7lUxUonGxhJTcr+fnqiW0ytNKWbIWE3Ijq6urgdDoV8SLLUSbvpM3kQOJGYMpH+VlyWmVLlGxtTdb+M4nPeEOCQKvuZCpcFixYINxMSLDJgkE9IQBGy0f9pU9yjaN4Uf2TJxYej0f47zqdTnE6knoCrdV/yRZ8+ZrcTmTrvNfrVYhPKnNZYHu9XrHRd/78+ULgA6Ob4isrKxWTJWBErGrVX9r4S1B/JpeH1oRQ3derrwEjhoa6ujoUFBQI91CC+lK5PZMbHu2bImgysHnzZs0N8+R6IUP3kzuJ1jhqsVgUew/IQCXv9QBG85/+DYzUC62jQCkvDQZDRseBapWJx+NR9OW0WqyGhHSqukiTG8of9Z44rWfSPgAZeeyh8pShOAwMDMBqtSrceCwWi2hjWv0N1S+y8svv1Go3gHLsWLp0qVgxampqEsYp0ifxeFwYdvIVFvSTxNq1a7FmzRrFn5deemnS3q9eJtayZBPZLK1rXVcLOzXyAClbjNViXn4eidVkv6dD3ZBThSNkIUgDRrJ0kbVIzjuXy6WwZsmWdZqc0GQh1aqJHC/5hBN1fOU0qq34ydIoc+LECYXFU453ss9d0zu1JgFaold275KFSjrk+wmtspBdlLxeL+rq6lBXV4eysjK43W7FZJLySB0HdR6S6CNqa2vxpS99KW2cs7HkkDglC5icT0B2R0/OnTtXTHrkE5iA5HsmtJAH+HwcxLTqjlbfpe7rysrKhHik/KaNqVrIbYkGd/JFNxgMilU32QIo4/V64fP5UFFRgQULFqC+vj6jMs3GTUPG6XRq9gHykYbkeuZwOISfNjAywSMXSTXqa/Lmw8LCQjFZkPd0pOqLUqVH3t/idrvFRli53NVjjcvlEoYYLfFN/QNZcV0uF8LhsMJ/Wn4W5U1DQwOCwWCCMUGn0yEYDIrVUWBkQyytBrhcLpSWlgpRXl5ertiQ2tzcDJ/Pl9B/JhPoyf6vVVZer1fRl5ObJ0GinPYdaZ14lgzqE5Nt+iYDltZ4JLezNWvWiHIiVxu9Xo9gMAin0ynceMi9TjYUUluWn+9yucSRn2orvYy6vdAYL6dFzlO/3y++35PPZDxKvPrqq/jGN76R8Een0yX9jf4wU3cOPUFnKxsMhgTL1mQN1rR0LFuQ1UJVHV6Oo9qSPlHQ8V+yq0c6tDo1eXVD6zk0UclU1Mqk6ljSWVNTkWwCQKsPNECrLT00cNDvyVZExlpuamGtzgctce52j7pVydaudHkkL8XSpMXv98PtdmfkU6l+vjwAq0WmOt7qfNKyrCULK7clcj1ItplLFqRqZD/WfENrA2QyZCu12+1O8M8GIFZFZLTaLeVFRUUFDAYDrFYrPB4Pli5dqnDd0oLED9WdWCymuYqVbMUxXRrV70plHKF/y3VF9ilO1r/4/X5F/NR1g/pMedKeS1/kdrvFsyiO1dXVSd0t5fuobshpo3/L7YzcSMrKyhTCUKtMCPXRk/KpKrJLicPhQCQSEfWNDAnvvfee4n66rrXKCIwa4lwuV0IYr9ebtE9RQ/0ehZF9xOlIz2w2ttOkSV4Zkp8rbyYGlPWT2lk8Hofb7RZuO0VFRYo+ne6XffGdTqdYeaC8pTyQ98ElW03Rio/8f7XGIPex/8/e3cdFVeb/43+NgtwJKgqBoGAi3iDoqpm13nTjDYRpFgYYaW7lVrtbeVfm+inbkiz6arpmtG6xpUQqlkopqJgSoqmZhAniLWmag6JyL8jM7w9/Z5qbMzNnDjPMDLyej4cP4cx1zrnO3fA+17mu9xG6VTk6yd/UQjYbOf/I/j788EP4+PjgjjvukBVACuQEZNp/QIytW6xluCUf8Wtvl/DFoL8Oc912TH1mrG+6WMuzFMZS4WkvUyqpAZsQJGgHyGLrjo6ORmFhoeynKabo34ga6/JlzfVqPybXf/xtyfWgfX6bu6HWnyZ2Q6JfVru/syAqKgqA7rgZ7SDA1FgA/ewejkIYiC9Garc6sc/1zyWx4yK0zAsDZCMiIrB27VqD9JHG6qTdLaZbt26iQY81vttMnZfay9ce+Ku9/gkTJoiea8L4J6GblpASUGitteb3slAPsf2n/X2rv63aY04E+t+v3bp1wwsvvIDs7GyEhYVpbvK0b3LE0kDqdxsSuhYJcY52S7zYy7bE+sO3a9fOaLca4amHsf26du1azc9iZYTl/vbbbzplPDw80NTUhKFDh2qyd5miv6+FGxv9fW/sPQdiZYHb30Xt2t1+EZcwfudvf/ubzsu2hGUKT2P0nzzo/96hQwdNf/fmEP6WmbrBczSS/pJv3bq1Wf/IMezevdvkW2EFYo+jBHJbW6SUkTL4x1Ys7bZjLCgwtu/0cyDrlzMVoMutrz5jX0Y+Pj6S3oBnyXmQm5trWeUsYK7/urUDIlN/7Kx5HEwRzi1TrU7r1q3TlBX20e+//65pPRYIgyqBP57cGXuaop1G1lGYqo/U61juvNpv+xTGKpj73hKWq19OaHG2JJsJIO38kbIt2i8iEptf/1zTrqdw3nTv3l3TWmouT7ocplr4LbkB0r8xEFIdaweC+vnlTa1ToJ3NBvgjw472uzq0PzdG/9zQrq+peYX5hP/1zyUhH75wwyF8rp3zXxh3JeUmUL8BSn9/aL+DQX95QllhwGtDQwNycnI0aSTPnz+vKdfQ0KApr1KpNE9dpDSoCOO9LGlRN3UNar8PoqV6M8jleM9Sye6MPY6yhJygRcrgH0dh6o+MWOArlslAyvKsydg6pLzpszndeKzNFoGDPlPdJmy1bMB8y6qp9WtfP9r7SKw1W6iDkJNaP7gRpomlkbU3UwPtLGXJvMIga6H1UD9gkLKf9AMHsf1ujrnr0Ng26XfzEmuB1qa/PdqDOnNzczUBv/7AWXP1sBVTXfykdP0RukKZehKrTxg3JQTU2okQtPn5+SEgIECTCcfczYNQX6EfvjlCwJ6Tk6OzbGEQqfCCQu1sO9rr0v6/ObTHIugvTzv7kr+/P1QqFcrLyzX1FeoKGGbLEb7DTN08C99/Ur+vtK9Fc9ego/edFzCgb2Na6kvWkqDFVJ0c/RGXGFsGvrbaH/qp/fQ5SjAPNC9wkBOcSm2ttwZr7Wf95Uitt/6+dMR+o9ZscLBkXmGQtXbLtXaAYS6tp9BdQJulrfNSSHkCYewa0q+P/vkgnEc1NTVmu+pZelzMXcfmPrfkaZ3+zY2U8Vr615Bwg+fv76+Tn12g/4Tj999/17xUSbh50H6HiZibN29avB+1x/doX7/aN/b6L0+y9O+KsfJubm5wcXExOkhXIHRxUiqVuHbtGgDdIF77ibH2z/rL1V6mcC0KqUzNfedpP6mUwpJxO/bCgL6NcYTAzJI/yI5QX2uwViBuq/0hvFgJcL6bKCl/tAVyWvdbwzkotUuX/rY6Wuu8tcg9psJ4GKG1Wuoga2NPVyxtnbcV7b79YtP1NTQ0IDQ0VPSpqtzvD3PHJDpaPJuWMVLHEZhrvRc+07+GtBMBaJcTjrMQ0JsK9JOSkjBkyBCL0koLtJcr1nI9YcIEo2O3JkyYYDRNqxRi5bOzsxEcHKx5S7M+/Qxj+jeE2gG9djYh7ZZ7U99H2tnzbt68qXk/h6XboU+44WvO2MOWwoC+hdg7baUzaK3BA+D4QaH2H7WW6mJla83pXy8WOGi3Yjri9poi9/zTHjRJtwnfU8LNoaVPbcxlamkpze3i2L17d9FA0pbfdZbcADXnWpe6PKErovbfLuG8EFqWhW6YQupD7Zbx6OjbOc+NBd6mBmRq10eshb+lG8pycnKQlJSk89Z4bfo3v/rbbOymRr+csa5V2v3c/f39rfZ2VyndtRwFA/oWYu+0lc7AUfqp2fsPrTPS/8JzhseTpogFDsIfZnN9j42xxnllrUfjlnCkP2a26KJiKf0Bgfott9p1FKuvcB7Ze7/KSUJgrAuOMzN2k2Dp4OPs7GydNy3rv9FaSH0oJfOfcN6YSwAg7H/tVmz9ZQDi38fdunWTNSjbFCnBr7BftVNlBgQEGLzVF4DOC8+016HfZaqtPFk0hwE9OQxHCaTt/Ye2pdlivzvD40k5mnNuWOO8smQQo7HyUgZNmitrL47SRUUgNvhPP6WeoLnZwqzB3MuItImNdRLqLfYiJmdkqtuKJceovLwcOTk5OgNr9TNLAbdb0sXSKZrqG26KcDOp/yZoYRnCcoXvY3OZflqCdtckoX4///wz3N3ddQbOArrbAIiPfWlrf69NYUBPDsNRL0xHaBW0JUfd72QZqeMDpAyaNFfWnlriejS1DrmDpPVbFt99912D5dmadvBmLhg3NdZJ+90EjnbTZwntbWrOO3P0zwP9fSfcLDQ0NIhmrtE/FlKfnmindhR+1162fj9yscG+LUV/G7W7rJWXl8PNzU2Tele7bqaeUlgrw5Uzn8PaGNATmeForYJEYhwx+LaFlrgexdah3zooZyyF9jHKzc11uEBCan1iYmI0P7eW807uWAgAOqkrxW4GlUqlTkpLc4Gp/ptdzd3EandL0V52UVGR0Xla+riJ3fRMmDBBp8uasN1SbzyMlbO0u1RrOYcZ0BMREZmhHzzIGUthjTz0tiR1e1599VW73IzYcp2WDhLW31fC/GvXrkV2drZBAOvv72/0pWjmnpqZO0eMDaoV6iQ8DbIl7WNjKqmANu0+98ZuqKRmN9IP0B3tZrklmH89JICMjAzZK1AoFEhISJA9PxEAzdsIiYhsTcrbX4Ugy5LvJu2bAGO5x52Bvb6PbbnO5rypXHveCxcu6LyES5ufn5/m7a3a3n333WaNOzL3dCE3N9fo8q31hnbtYyN2s2vq2N28edMgDay2devW8e+/BJIDeoVCYdDHTHtUsvCZ/jQG9LfNmTPHIO9qbGwsM91IJDezCJEcre1lZ62F0DJua5a01up/N0l99C+WmaQlNec8bk3fx83ZD8KNjXYXmQMHDugsV3gBlXDuent7G8yvH3BbOthYv7wl40wc4Q3tDQ0NmDBhAn755Red6cI+lFNHa5+jztCoKCmgf+mllwymFRcXY8eOHfDz88O9996rOaHKy8tRUFCA8vJyjB8/Hv3797dujZ3UsmXL4Onpae9qEJEEbeFlZ87I0bqoiHGWvrnWqFtrCOybU39h+7VzoL/55psoLy/X6S7j7++P6OhorF27VvOWVOB29xxT6Sil0r8pEd6Cqh8gi3GETEXG3kjtSOeWM5zrkgJ6/RymJSUl+PDDDxEfH4+EhASdFyUAwFNPPYX169cjMzMTY8eOdvFH/QAAIABJREFUtV5tiYiIWoCtW+SMBTG2pN/P2dEDlJbUnJz6+vMaa1GurKzUKdvc7i7CMTSWoWrt2rUATD8Nste7BLTPv6CgIOTk5Dj9+0vsTdag2PT0dAQFBeGJJ54wCOYBoH379pg2bRqCgoKQnp4uu3J1dXVYs2YNZsyYgUcffRQvvvgi8vLyJM1bWlqK119/HY8//jimTp2KhQsX4vjx4y1alloHdrEgchwtcT36+fnZ/ElAcHCwTZcvRr+fM/2huS3VQhAvdqMmnLPGxk3oTxd7B4AYIc2jsS42QmpIRxyvIdxsADDIlw+0zEDe1kZWQH/y5EmEhISYLRcSEoKTJ0/KWQUAIDk5Gbm5uUhISMDixYvRp08fpKSkYM+ePSbnKy0txYIFC9DQ0IDZs2djzpw5aGhowKJFi1BSUtIiZan1YCsWkeNoietRSqtlc28shACSDQYtx5bvMBDGD/r4+Bh8Zu6c1W9BFxtQKhbgCjcRxm7OhOUYy4JjD8IxKC8vN3k8cnNzNT87QrcgZyA7baXYSG05ZYw5fPgwjh49iueffx4xMTGIiorCP/7xDwwePBhpaWloamoyOm96ejq8vLywePFi3HPPPbjnnnvwr3/9Cx4eHvj0009bpCwREbVecm4sjKXuo5Zh6qlEc19SJCQG8fb2NhmABgQEGEwz1v1KCHizs7Oxbds2o8s0N2jU1NMgW9xQmlqm9jEQnjCYI/WleW2drIC+f//+OHv2LL766iujZb766iucOXNG9qDY/fv3w8PDAyNHjtSZPnbsWFRUVKC0tNTovMXFxYiMjNR5xbKnpyciIiJQXFyMiooKm5cl62IrFhG1FEu+bywpa883dVqTM9fdmObcWEVHR2v6wysUCpNPeH7//XeDacYCbiH4zcnJEe0HL3SlMdcX31R9bHFDKXWZ+i/Qau7ytFn7HHWGc17SoFh906dPx7Fjx/DZZ59h165dmiw3CoUCSqUSBQUF+O233+Dm5obp06fLqlhZWRmCg4MN+uiHhoZqPjd2s9DY2AhXV1eD6cK0c+fOwdfX16Zl9dXW1opOF1uW2DraOrZiEVFLsSSbjtzvJmf+ThNe9uMMQY4tiW2/UqnUefupdpmGhgacOnVK87vUAanGAnb9IF8YaOpsx8UW2ausfX05w/UqK6Dv1asX3n77bXzwwQe4cOECNmzYoOk/Jjx26t69O15++WX06tVLVsWqqqpEH00JOVyrqqqMztuzZ0+cOHECKpVKk/u9qalJ06qvPa+tyuqbOXOm+Y0GkJiYiGnTpkkqS0REtuFsQZGlmrt9OTk5WL58uZVq45y0gzzt4NpY6lK1Wo0rV65ofo+MjARgvsuMsc/1+8YLqRWdIfj09/fH+fPnNb+39uutJcgK6AGgb9++WL16NYqKinD8+HFUVFRArVbD19cXAwYMQFRUlM5LplrSxIkTsXLlSqSmpiI+Ph4qlQoZGRmai0L7BU+2KqsvLS1NUh56ts4TEdmfMwRFzdHat6+l6b94U4yPj49OQC90vxHrQy9lAK8wn7mWfkcMlv38/HD69GnN79rnY3Z2tt3SaToz2QE9cLuvWFRUFKKioqxVHw1vb2/RFm9hmvbb1vSNGzcON27cwIYNG7B9+3YAQL9+/TBlyhRs2rRJp1uMrcrq8/T05IuliIiI7MSWga0QXJsaECs1bSVwe8Co9rLEMtUIQa8zZoGZMGECjhw5IvpZTk6OTrclkqZZAb2gsbERVVVVcHV1NRloWyI0NBR5eXloamrS6UdfVlYGAGbTZsbFxWHy5Mm4ePEiPDw84O/vj1WrVsHd3V3nTW22LEtERESOwVFSnkqhVCo1gfrNmzfRo0cPgzJSA3lHesupcFMVHR2NZcuWGS3nKPV1JrLTVgLAtm3b8OKLLyIuLg4zZ87USd34/fffIzk5GRcvXpS17BEjRqCurg4FBQU603Nzc+Hr64vw8HCzy3B1dUVISAj8/f2hVCqRn5+P8ePHiz7eslVZIiKi1ko7tWJbJvW9AmJxgtjgVv1libVYC587YpcaY7QDdXarsS5ZLfRNTU1YsmQJfvzxR7i4uKBnz56alnNBjx49cODAAfTu3Rvx8fEWr2PYsGEYPHgwVq9ejdraWgQGBiIvLw9HjhzB3LlzNa32RUVFWLRoERISEpCYmAjgdit+QUEBwsLC4OrqirNnzyIzMxOBgYEGF4WtyhIREbV2QuuvI7UC24MQnJrbBzExMQbTtLvcZGdnazK+CMvy8fERXa4wTfjfmQJ7wDm7CjkyWQH91q1bcfjwYQwfPhx///vf0blzZ0yaNEmnTGhoKO644w78+OOPsgJ6AFi4cCHWrl2L9PR0VFVVITg4GPPnz8fo0aN1yqlUKp0BKS4uLigsLERWVhbq6urg5+eHmJgYxMXF6eSQt2VZIiIiY4QUg87K2YJHW5OyP/z9/fHqq68aTNfuHy+WvtFY33t9znw+iXH2a6SlyQrod+/ejS5dumD+/Pkmu5kEBATopCWylIeHB2bNmoVZs2YZLRMZGYmsrCydaUFBQVi6dKmkddiqrL45c+YYZMGJjY1FbGysrOUREZHzcvYWbWeuuy1I2R/6T/InTJiA7OxsgzhKu/98a2bsJkiY7uzXSEuTFdBfvHgRQ4cONdtn3MfHB5WVlbIq1tosW7aMWW6IiKjVaOv95i2lH5xGR0cjKSnJIHgvLy/HnDlzWrJqdqG/P4QWeQbx8sgaFOvq6oq6ujqz5crLy+Hl5SVnFUREROTArP12z7ZIqVSKDg4Vgtrs7GyTrfXZ2dlmb6ycpXuUJecTbyYNyQroQ0NDcfLkSZOt70qlEqdPn2YqRyIiIidhaaDkLMGiM9EO8HNycgwCfu1jtHbtWrOBcGts8ebNpCFZAf24ceNQW1uL//f//h+qq6sNPq+rq8O///1v3Lp1C+PHj292JYmIiMj2LA2UnDXDiqNoaGgw2HdCi7xY+kpA9xiVl5fbuIbkLGT1oX/wwQdx6NAhFBQU4JlnnkH//v0BAMXFxXjnnXdQVFSE6upqjBkzBvfcc49VK0xERESOpTW2AreEmzdv6uy7CRMmaAJ2/fSVRKbIfrHUq6++ihkzZsDFxQU//vgjgNuDZffv3w+VSoUnnniiTQzqICIishRbtAmAQfa76Ohoq58bztrf3Jr7wVn3gSVktdADgEKhwGOPPYZHHnkEZ86cgVKphEqlQteuXdGnTx+4urpas55Oj2kriYhI0BpaXXlTYhmxvOoqlcqgnLHsL3I5S/pH/fPJmnV2ln3QHLIDekH79u3Rp08f9OnTxxr1abWYtpKIiFqT1h4gWdu6desM9pn2S6XECF1wxPZ1dnY2/P39W82NFc+n5pHV5WbFihVYtWoVLl68aLLcjh07sGLFClkVIyIiImotlEqlwTRz7/MxFeTm5OQgKSmpTQbCreUmxppkBfS5ubnYuXMn5s2bh8LCQqPljh8/jt27d8uuHBEREbUcBkry2KKPtrk3qQLiAX9b6C/eFm9izJE9KPaOO+7AzZs3sXjxYnzzzTfWrBMREVGr54iBFwMleeTmRRd7qRRg+twwd4yYo71tkh3QR0REIDk5Gd7e3lizZg1WrVqFpqYma9aNiIio1WLg1XpIyQff0NBgMM3YW2BzcnKsdn44ylMXe97AOso+sCXZAT0A9O3bF8uWLcOdd96JnTt3YtGiRSbfHktERETU2oj1j9enVqsNprVEoOkoT13seQPrKPvAlpoV0ANAt27d8O677+Lee+/FL7/8grlz56KsrMwadSMiIiJqFcQGwEoJNNtC6zI1X7PTVgK30y69+uqr+PLLL5GRkYFXXnkFL7/8sjUW3WowDz0RUdvW3Hzi5NyMda8xx9g5ox3o89wiqwT0goSEBISEhGD58uVYunQpOnfubM3FOzXmoSciatvawsttyDhjA2Dl0j6XeG6RVQN6ALjnnnsQEBCAt99+G+Xl5VAoFNZeBRERkdNjV4rWQ27ruzGWnhvag3J5XrVNsgL6JUuWoEuXLkY/79WrF5YtW4bs7GzR1xoTERG1dWxRdXxSu7I8+eSTVl2vlHVq1017UC7Pq7ZJ1qDYyMhIBAcHmyzTqVMnxMfHIzExUVbFiIiIiOxJamYWewxudba0p3xyYFvNznJDRERERPbniC8rE0h96kDySOpys2LFCigUCjz55JPo0qULVqxYIXkFCoUCL774ouwKEhERETk7Ww5cFfrwO/vgWGevvz1JCuhzc3OhUCjw2GOPoUuXLsjNzZW8Agb0tzFtJRFR28YuB2Qr1s6gQ85HUkC/ZMkSAH/cAQq/k3RMW0lE1Lax5ZFshTeLJCmgj4yMNPm7rdTV1WHdunXIz89HVVUVgoODERcXh9GjR5udt7S0FOvWrUNJSQnUajX69OmDpKQkDBgwoFllT58+jYyMDJw8eRLV1dXw8/PDmDFjMGXKFLi7u1tlu4mIiMj+rBkoa2eisZS5bDu8WSSHHhSbnJyM3NxcJCQkYPHixejTpw9SUlKwZ88ek/OVlpZiwYIFaGhowOzZszFnzhw0NDRg0aJFKCkpkV32119/xSuvvAKlUolnnnkGr7/+OkaPHo0vv/wS77//vrU3n4iIiOzI0kDZ1KDOCxcuyKpDdna2aEYbtsqTNqu/WMpaDh8+jKNHj2LevHkYM2YMACAqKgpKpRJpaWkYNWoU2rdvLzpveno6vLy8sHjxYk2r+aBBg/Dss8/i008/xXvvvSer7N69e9HQ0IDXXnsNgYGBmrIVFRXIyclBdXU1OnbsaJP9QURERI7N1KDOhoYG2csUI7YeBvltl6SA/p///GezViKnz/3+/fvh4eGBkSNH6kwfO3Ys3n//fZSWlqJ///6i8xYXF2PYsGE6XWA8PT0RERGB/fv3o6KiAr6+vhaXdXFx0XyurWPHjmjXrp3mcyIiIiJtbm5uNl+Hs3e94Q2JfJIi0KKiItkrUCgUsuYrKytDcHCwQSt8aGio5nNjAX1jYyNcXV0NpgvTzp07pwnSLSn7wAMPYMuWLfjoo4/w1FNPwcfHB8eOHUN2djYeeughk33oa2trzWzxH+sVqw8RERE5rw4dOti7Cg7P2W9I7ElSQP/f//7X1vUwUFVVhYCAAIPp3t7ems+N6dmzJ06cOAGVSqVJFdnU1ITS0lKDeS0pe8cddyAlJQXJycl49tlnNdMffvhhnd/FzJw50+TngsTEREybNk1SWSIiIiLA/MBZat0kBfTOlt904sSJWLlyJVJTUxEfHw+VSoWMjAzNCHPtfPCWlL18+TLeeustdO7cGQsWLECnTp1QWlqK9evXo76+3mS+/bS0NElpK9k6T0RE1PrYOpbiS5naNoft9O3t7S3aCi9ME1rqxYwbNw43btzAhg0bsH37dgBAv379MGXKFGzatEnThcbSsp999hnq6uqwcuVKTfeagQMHwsfHBytWrMD9999vNKWnp6cn89ATERG1UUlJSbJb0dm3nMxx2IA+NDQUeXl5aGpq0ulHX1ZWBgAICQkxOX9cXBwmT56MixcvwsPDA/7+/li1ahXc3d0RFhYmq+yZM2fQo0cPg77yffr0AXA7rWVL5egnIiIix2Iq8I6Ojsbs2bMtDuibG8yzK07bIDugr6+vx5YtW3DgwAFcunQJdXV1Rstu2bLF4uWPGDECOTk5KCgowKhRozTTc3Nz4evri/DwcLPLcHV11QT+SqUS+fn5GD9+vOhIcyllu3btirKyMtTV1cHDw0MzXchX37VrV4u3k4iIiFoHawbOQiBu7kbAXMDOrjhtg6yAvqamBgsWLMCvv/6qSdeoVqvRpUsXXL9+HWq1GgDg5+cnu2LDhg3D4MGDsXr1atTW1iIwMBB5eXk4cuQI5s6dq2m1LyoqwqJFi5CQkIDExEQAt1vxCwoKEBYWBldXV5w9exaZmZkIDAxEUlKSznosKTtp0iQsWbIE//d//4fJkyfDx8cHJ06cQGZmJnr06IGhQ4fK3l4iIiIigdRAnAE7ATID+szMTJSVlSE6OhrPPPMMPvzwQ+zZswefffYZGhoakJ+fj88++wx9+/bF/PnzZVdu4cKFWLt2LdLT01FVVYXg4GDMnz8fo0eP1imnUqk0NxHA7XzxhYWFyMrKQl1dHfz8/BATE4O4uDiD7jKWlL377rvx9ttvIzMzE2vWrEFNTQ38/PwwYcIETJ06lQNaiYiIyC7Yz75tkxXQHzhwAL6+vpg1axZcXFx0cs136NABDzzwAMLCwvDSSy/h66+/xqOPPiqrch4eHpg1axZmzZpltExkZCSysrJ0pgUFBWHp0qWS1mFJWeD222qjoqIklyciIiKyNbbSt22yAnqlUonBgwdr3owqpHa8deuWZlrPnj0xcOBA5Obmyg7oW5M5c+bopMAEgNjYWMTGxtqpRkRERNSS2IpOtiIroO/QoYNO9xJhgOi1a9d0+s17e3ujuLi4mVVsHZYtW8a0lURERG2Y3FZ03giQOe3MFzHUrVs3zYuXACA4OBgAcOzYMc20pqYmnDx50mS+eCIiIiIyzdSNgLlgnzcDbYOsgD4iIgJlZWWoqakBAAwfPhzt27fHf/7zH2zbtg0HDx7EO++8A6VSiYEDB1q1wkREREStndRA3FyrP/vWtw2yutyMGjUKp06dQklJCYYOHYquXbti+vTp+PTTT/Hxxx8DgCaN5VNPPWXN+hIRERG1egzEyRKyAvqIiAi8//77OtMeeeQR9O/fH/v370d1dTWCgoIwduxYdrkhIiIiIrIh2W+KFdO3b1/07dvXmoskIiIiIiITrBrQk3FMW0lEREREttCsgL6+vh6nTp3CtWvX0NjYaLTcAw880JzVtApMW0lEREREtiAroFer1UhPT8fWrVtx8+ZNk+UUCgUDeiIiIiIiG5EV0H/55ZfYsGEDXFxccPfddyMwMBDu7u7WrhsRERERNUN2djYz5rQBsgL6HTt2wNPTEykpKejRo4e160REREREVpCTk8OAvg2Q9WKpyspKDBw4kME8ERERkY1lZ2fbuwrk4GQF9N27d0ddXZ2160JEREREenJycuxdBXJwsrrcPPTQQ/jkk09w/vx5ttJLxLSVRERERGQLsgL6mJgYnD9/Hq+//jqefPJJDBo0CF27drV23VoVpq0kIiIiIluQnYc+OjoahYWFWLFihdmyW7ZskbsaIiIiIpJpwoQJ9q4CtQBZAX1JSQlef/111NfXQ6FQwNvbG25ubtauGxERERE1AzPctA2yAvq0tDTU19cjMTERkydPZlcSIiIiIiI7kRXQnz17Fn379kViYqK160NEREREWththsyRlbbS3d0dXbp0sXZdiIiIiEgPu82QObIC+mHDhuHkyZNobGy0dn2IiIiInIIjvPDJEepA9iery82MGTNw7NgxrFixAi+88AL70EvAPPREREStS05Ojt1bzx2hDmR/sgL6//3vfwgJCcH333+PH3/8EWFhYejatSsUCoVBWYVCgRdffLHZFXV2zENPRERERLYgK6DPzc3V/FxTU4PCwkKjZZsT0NfV1WHdunXIz89HVVUVgoODERcXh9GjR5udt7S0FOvWrUNJSQnUajX69OmDpKQkDBgwQHbZ5cuXY/fu3UbXmZKSgn79+lm+oUREREREMskK6JcsWWLteohKTk7GyZMnMWPGDAQFBWHv3r1ISUmBSqXCfffdZ3S+0tJSLFiwAOHh4Zg9ezYAYNOmTVi0aBGSk5N1gm5LyiYkJCAmJsZgfW+99RZcXV3Rp08fK205EREREZE0sgL6yMhIa9fDwOHDh3H06FHMmzcPY8aMAQBERUVBqVQiLS0No0aNQvv27UXnTU9Ph5eXFxYvXgx3d3cAwKBBg/Dss8/i008/xXvvvSerbGBgIAIDA3XWVVRUhMrKSsTHxxutDxERERGRrcjKcvPSSy9h6dKl1q6Ljv3798PDwwMjR47UmT527FhUVFSgtLTU6LzFxcWIjIzUBOgA4OnpiYiICBQXF6OiokJWWTE7d+6EQqHA2LFjLd1EIiIicmLMD0+OQlZA/9tvv9m8NbqsrAzBwcEG6wkNDdV8bkxjYyNcXV0NpgvTzp07J6usvpqaGuzbtw+DBg1CQECA0XIAUFtbK+kfU4ESERE5B0fILsObCgJkdrnp3r07qqqqrF0XHVVVVaJBsre3t+ZzY3r27IkTJ05ApVJpUkU2NTVpWvW157WkrL68vDw0NDRg3LhxZrdn5syZZssAQGJiIqZNmyapLBEREbVt+jcV2dnZDnGjQS1LVkA/btw4pKWl4fz58+jRo4e169RsEydOxMqVK5Gamor4+HioVCpkZGRAqVQCgE4+eEvK6tuxYwe8vb1xzz33mK1TWlqapLSVYk8LiIiIiKRgXvq2SVZA//DDD+PXX3/FwoUL8dhjj2H48OHw8/OzajDq7e0t2jouTBNa6sWMGzcON27cwIYNG7B9+3YAQL9+/TBlyhRs2rQJvr6+sspqO3v2LE6dOoVJkyZJ2m5PT0/moSciIiIiq5MV0E+ePBkAoFarkZaWhrS0NJPlt2zZYvE6QkNDkZeXh6amJp1+9ELf+ZCQEJPzx8XFYfLkybh48SI8PDzg7++PVatWwd3dHWFhYbLLCnbu3AkAGD9+vMXbRkRERERkLbIC+m7dulm7HgZGjBiBnJwcFBQUYNSoUZrpubm58PX1RXh4uNlluLq6agJ/pVKJ/Px8jB8/Hm5ubs0q29jYiD179iA8PNzsjQURERER+7aTLckK6D/55BNr18PAsGHDMHjwYKxevRq1tbUIDAxEXl4ejhw5grlz52pa7YuKirBo0SIkJCQgMTERwO1W/IKCAoSFhcHV1RVnz55FZmYmAgMDkZSUpLMeS8oKDhw4gKqqKsyYMcO2O4GIiIhaBfZtJ1uSFdC3lIULF2Lt2rVIT09HVVUVgoODMX/+fIwePVqnnEqlglqt1vzu4uKCwsJCZGVloa6uDn5+foiJiUFcXJxOvnlLywp27NgBd3d3nScHRERERPbGNJZtk0KtHQk3Q21tLRQKBTw8PKyxuFajtrYW8fHxCAoKMsiYExsbi9jYWDvVjIiIiFrK7NmzsXz5cntXg5yMEEeuX7/eZHKVZrXQ//jjj8jKykJxcTHq6+sBAG5uboiIiMDEiRMxdOjQ5iy+VVm2bBmz3BARERGR1ckO6P/73/8iKytL09VFCFZra2vx448/4siRI3j44YfxzDPPWKemRERERERkQFZA//3332Pr1q3o1KkT4uPjcf/998PLywvA7YD+u+++w/r165GVlYW+ffuyrzkRERG1aezbTrZk/DWoJnz77bdwdXXF0qVLMXHiRE0wD9xuqY+NjcU777wDFxcXbNu2zWqVJSIiInJGzHBDtiQroD937hyioqIQFBRktExQUBCioqJw9uxZ2ZUjIiIiIiLTZAX0jY2NRlM6anN3d0djY6OcVRARERERkQSyAvrAwEAcO3ZMk9lGTH19PY4dO4bAwEDZlSMiIiIiItNkDYodOXIkvvjiC7zzzjt4/vnnERAQoPP5pUuXkJqaisrKSkycONEqFXV2c+bMYR56IiIiIrI6WQH9lClT8MMPP+Cnn37Cc889h/DwcPj7+0OhUODy5csoLS2FSqVCWFgYHnnkEWvX2SkxDz0RERER2YKsgN7NzQ3Jycn4/PPPsXPnTpSUlKCkpETzeYcOHTBu3DhMnz4dbm5uVqssERERERHpkv1iKQ8PD/z1r3/FjBkzcPr0aVRUVAAAfH190bt3b0mDZomIiIiIqHlkB/QCd3d3REREWKMuRERERERkIVlZboiIiIiIyDFIaqHftGlTs1by2GOPNWt+IiIiIiISJymg/+yzz6BQKCQtUK1WA4BOeQb0TFtJRERERLYhKaBPSEiQHNADwLVr17B79240NDRYNF9rxrSVRERERGQLkgL6adOmSVpYZWUlNm3ahD179qChoQHu7u546KGHmlVBIiIiIiIyrtlZbgCgqqoKX331Fb799lvcvHkTHTp0wJQpU/Doo4+iU6dO1lgFERERERGJaFZAX11drQnk6+rq0KFDB0yaNAlxcXEM5ImIiIiIWoCsgL66uhqbN2/GN998g7q6Ori4uGDSpEl47LHH0KVLF2vXkYiIiIiIjLAooK+pqcHmzZuRlZWlCeQnTpyIuLg4BvJERERERHYgKaCvra3Fli1bsGXLFtTW1sLV1RUPPfQQpk6dCl9fX1vXsVVg2koiIiIisgVJAf3TTz+N2tpauLi4IDY2loG8DExbSURERES2ICmgr6mpgUKhQFNTE3bs2IEdO3ZIXoFCoUBmZqbsChIRERERkXGS+9Cr1Wqo1WqoVCpb1kdHXV0d1q1bh/z8fFRVVSE4OBhxcXEYPXq02XlLS0uxbt06lJSUQK1Wo0+fPkhKSsKAAQOaVRYAfvnlF2zcuBElJSVobGxE165d8cADDyAhIaHZ20xEREREZAlJAf3WrVttXQ9RycnJOHnyJGbMmIGgoCDs3bsXKSkpUKlUuO+++4zOV1paigULFiA8PByzZ88GAGzatAmLFi1CcnIy+vXrJ6ssAOzZswfLly/HyJEjMWfOHLi7u+PSpUuoqKiw/g4gIiIiIjLDKi+WsoXDhw/j6NGjmDdvHsaMGQMAiIqKglKpRFpaGkaNGoX27duLzpueng4vLy8sXrwY7u7uAIBBgwbh2Wefxaeffor33ntPVtmrV6/iww8/xIQJE/DCCy9opkdFRVl9+4mIiIiIpGhnvoh97N+/Hx4eHhg5cqTO9LFjx6KiogKlpaVG5y0uLkZkZKQmQAcAT09PREREoLi4WKc13ZKyO3bsQH19PeLi4qyxiUREREREzeawLfRlZWUIDg42aIUPDQ3VfN6/f3/ReRsbG+Hq6mowXZh27tw5TZYeS8oeO3YM3t7euHDhAt5++222avEyAAAgAElEQVSUlZXB29sb99xzD2bOnGkyi01tba2ZLf5jvWL1ISIiIiIS47ABfVVVFQICAgyme3t7az43pmfPnjhx4gRUKpUm93tTU5OmVV97XkvKXr16FTdv3sTSpUsxdepUPPvsszh58iTS09NRVlaGd999FwqFQrROM2fOlLTdiYmJmDZtmqSyREREREQOG9A3x8SJE7Fy5UqkpqYiPj4eKpUKGRkZUCqVAKDzgidLyqrVajQ0NGD69OmYOnUqACAyMhIuLi5Ys2YNCgsLMXjwYNE6paWlScpDz9Z5IiIiIrKEwwb03t7eoq3wwjShpV7MuHHjcOPGDWzYsAHbt28HAPTr1w9TpkzBpk2bdF6KZUlZYZ1DhgzRWd/QoUOxZs0anD592mhA7+npyRdLEREREZHVOWxAHxoairy8PDQ1Nen0oy8rKwMAhISEmJw/Li4OkydPxsWLF+Hh4QF/f3+sWrUK7u7uCAsLk1U2NDQUJ06cMFiXWq0GAKPdbYiIiIiIbMVhs9yMGDECdXV1KCgo0Jmem5sLX19fhIeHm12Gq6srQkJC4O/vD6VSifz8fIwfPx5ubm6yyt57770AgB9//FFn3sOHDwMA+vbta/F2EhERERE1h8O20A8bNgyDBw/G6tWrUVtbi8DAQOTl5eHIkSOYO3euptW+qKgIixYtQkJCAhITEwHcbsUvKChAWFgYXF1dcfbsWWRmZiIwMBBJSUk667Gk7JAhQzB8+HB8+eWXUKvV6Nu3L06ePIkvv/wSd911FyIiIlpm5xARERER/f8cNqAHgIULF2Lt2rVIT09HVVUVgoODMX/+fIwePVqnnEql0nR7AQAXFxcUFhYiKysLdXV18PPzQ0xMDOLi4nTyzVtaFgBeeeUVZGRkIDs7GxkZGfD19cXkyZM1NxNERERERC1JodaOhMnqamtrER8fj6CgIJ2MOQAQGxuL2NhYO9WMiIiIiByZEEeuX7/eZHIVh26hb02WLVvGLDdEREREZHUOOyiWiIiIiIjMY0BPREREROTEGNATERERETkxBvRERERERE6MAT0RERERkRNjlpsWMmfOHKatJCIiIiKrY0DfQpi2koiIiLRlZ2cjOjra3tWgVoBdboiIiIjsICcnx95VoFaCAT0RERERkRNjQE9ERERE5MQY0BMREREROTEG9ERERERETowBPREREZEdTJgwwd5VoFaCaStbCPPQExERkTamrCRrYUDfQpiHnoiIiIhsgV1uiIiIiIicGAN6IiIiIiInxoCeiIiIiMiJMaAnIiIiInJiDOiJiIiIiJwYs9y0EKatJCIiIiJbYEDfQpi2koiIiIhswaED+rq6Oqxbtw75+fmoqqpCcHAw4uLiMHr0aLPzlpaWYt26dSgpKYFarUafPn2QlJSEAQMGyC5bVFSEhQsXiq4vJSUF/fr1k7ehREREREQyOXRAn5ycjJMnT2LGjBkICgrC3r17kZKSApVKhfvuu8/ofKWlpViwYAHCw8Mxe/ZsAMCmTZuwaNEiJCcn6wTelpQVTJ8+HZGRkTrTQkJCrLDFRERERESWcdiA/vDhwzh69CjmzZuHMWPGAACioqKgVCqRlpaGUaNGoX379qLzpqenw8vLC4sXL4a7uzsAYNCgQXj22Wfx6aef4r333pNVVtC9e3e2xhMRERGRQ3DYLDf79++Hh4cHRo4cqTN97NixqKioQGlpqdF5i4uLERkZqQnQAcDT0xMREREoLi5GRUWFrLJERERERI7GYVvoy8rKEBwcbNAKHxoaqvm8f//+ovM2NjbC1dXVYLow7dy5c/D19bW4rCA1NRXvvfce3Nzc0K9fP8THxyMiIsLk9tTW1pr8XHu9YvUhIiIiIhLjsAF9VVUVAgICDKZ7e3trPjemZ8+eOHHiBFQqlSZVZFNTk6ZVX3teS8p6enpi0qRJGDhwIHx8fHDp0iV89dVXWLhwId544w0MGTLEaJ1mzpwpabsTExMxbdo0SWWJiIiIiBw2oG+OiRMnYuXKlUhNTUV8fDxUKhUyMjKgVCoBQCcfvCVle/fujd69e2t+j4iIwIgRI/CPf/wDaWlpJgP6tLQ0SWkr2TpPRERERJZw2IDe29tbtBVemCa01IsZN24cbty4gQ0bNmD79u0AgH79+mHKlCnYtGmTThcaS8qK6dixI+666y5s374dN2/ehJubm2g5T09P5qEnIiIiIqtz2IA+NDQUeXl5aGpq0ulHX1ZWBsB8msi4uDhMnjwZFy9ehIeHB/z9/bFq1Sq4u7sjLCxMdlkxarUaAKBQKCzdTCIiIiKiZnHYLDcjRoxAXV0dCgoKdKbn5ubC19cX4eHhZpfh6uqKkJAQ+Pv7Q6lUIj8/H+PHjxdtRbekrLbq6mocOnQId955Jzp06GDZRhIRERERNZPDttAPGzYMgwcPxurVq1FbW4vAwEDk5eXhyJEjmDt3rqbVvqioCIsWLUJCQgISExMB3G7FLygoQFhYGFxdXXH27FlkZmYiMDAQSUlJOuuxpGxKSgr8/PzQp08f+Pj44OLFi/j6669x/fp1vPzyyy2zY4iIiIiItDhsQA8ACxcuxNq1a5Geno6qqioEBwdj/vz5GD16tE45lUql6fYCAC4uLigsLERWVhbq6urg5+eHmJgYxMXF6eSbt7RsaGgo8vPzkZ2djbq6Onh7e2PAgAGYM2eOpCcGRERERETWplBrR8JkdbW1tYiPj8f69es5KJaIiIhsIjs7G9HR0fauBlmZ1DjSoVvoW5M5c+bopMAEgNjYWMTGxtqpRkRERNRa5OTkMKBvwxjQt5Bly5axhZ6IiIiIrM5hs9wQEREREZF5DOiJiIiIiJwYA3oiIiIiIifGgJ6IiIiIyIkxoCciIiJychMmTLB3FciOmOWmhTBtJREREdkKU1a2bQzoWwjTVhIRERGRLbDLjZNrbGzEF198gcbGRntXhczgsXIePFbOg8fKefBYORceL+fCgN7JNTY2IiMjgxecE+Cxch48Vs6Dx8p58Fg5Fx4v58KAnoiIiIjIiTGgJyIiIiJyYgzoiYiIiIicGAP6FjJnzhxMnz4dL7zwgubft99+a+9qGWWLutlqe52prrbA/eo8x8uZtt+Z6morbX2/8ljxWNlCW9+vttp+BvQtZNmyZejYsSNWr16t+efIOeid6SR2prraAver8xwvZ9p+Z6qrrbT1/cpjxWNlC219vzKgJyIiIiIiAwzoiYiIiIicGAN6IiIiIiIn5mLvCrR2arUaAFBbWwuVSoXa2lqrLl9YnrWXa4u62mKZtlpuWz9Wtlqus9SVx8p56mqrYwW07f1qi2XyWNluufyb5Tz71dJlCmWFeNIYhdpcCWqWK1euYObMmfauBhERERE5qbS0NHTr1s3o5wzobUylUqGiogIeHh5QKBT2rg4REREROQm1Wo26ujr4+vqiXTvjPeUZ0BMREREROTEOiiUiIiIicmIM6ImIiIiInBgDeiIiIiIiJ8a0lXZQW1uL9evX48yZMzhz5gwqKyuRmJiIadOm6ZQ7c+YM1q5di3PnzqGyshIdOnRAUFAQYmNjcf/99+uULSwsxJ49e1BcXIwrV67Ay8sLffr0QUJCAsLCwjTlioqKsHDhQtF6paSkoF+/ftbfYCdmi2NlSdm6ujqsW7cO+fn5qKqqQnBwMOLi4jB69Gibb7szsufx4rVlGVscK305OTlYtWoV3N3dsXHjRp3PeG1JZ89jxevKMrY4VpYcA15X9sOA3g6qqqqQk5OD0NBQjBgxAjt27BAtV1NTg27dumH06NHo2rUr6uvrsXfvXixbtgxKpRLx8fGastu3b0dVVRUmTZqEHj16oLKyEl9//TXmzZuHN998E4MGDdJZ9vTp0xEZGakzLSQkxPob6+RscawsKZucnIyTJ09ixowZCAoKwt69e5GSkgKVSoX77rvP1pvvdOx9vABeW1LZ4lhpu3r1KtLS0uDr6yua85nXlnT2PlYAryupbHmspBwDXlf2w4DeDvz9/ZGRkQGFQoEbN24YveAiIyMNLp7hw4fj8uXLyM7O1rngnnvuOXTu3Fmn7JAhQzBr1ixs3LjRIKDv3r07WzYksMWxklr28OHDOHr0KObNm4cxY8YAAKKioqBUKpGWloZRo0ahffv21txcp2fP4yXgtSWNLY6Vtg8//BARERHo2LEjCgoKdD7jtWUZex4rAa8raWx5rMwdA15X9sU+9HagUCialZPe29vb4KLQD+YBwMPDAz179sSVK1dkr6uts8Wxklp2//798PDwwMiRI3XKjR07FhUVFSgtLZVdr9bKnseLLGPLY/Xdd9/h2LFjeP7550U/57VlGXseK7JMS34H6uN1ZV9soXcCKpUKarUa1dXVyM/Px08//YS//vWvZuerqanB6dOnERUVZfBZamoq3nvvPbi5uaFfv36Ij49HRESELarfplhyrMyVLSsrQ3BwsMGXa2hoqObz/v3722xb2gJrHi8Bry3bkLr/r1+/jjVr1mDGjBlG36rIa8u2rHmsBLyubMOS70Bzx4DXlX0xoHcCH330EbKzswEALi4umDVrFmJiYszOl5qaivr6ejz++OOaaZ6enpg0aRIGDhwIHx8fXLp0CV999RUWLlyIN954A0OGDLHZdrQFlhwrc2WrqqoQEBBgMJ+3t7fmc2oeax4vXlu2JfVYffTRRwgODsZDDz1kdFm8tmzLmseK15VtSTlWUo8Bryv7YkDvBKZOnYrx48fjxo0bOHjwID7++GPU19fj0UcfNTrPunXrsGfPHvz1r3/VyXLTu3dv9O7dW/N7REQERowYgX/84x9IS0vjl2MzWXKs5BxXsi5rHi9eW7Yl5Vjt27cPBw8exIoVK5rV7YCax5rHiteVbUk5VjwGzoEBvRPw9/eHv78/AGDYsGEAgM8//xwPPvggOnXqZFA+IyMD69evx5NPPomJEyeaXX7Hjh1x1113Yfv27bh58ybc3NysuwFtiCXHylxZb29v0RYNYZrQ6kHyWfN4ieG1ZT3m9n9dXR1SU1MxceJE+Pr6orq6GgBw69YtAEB1dTVcXFzg7u7Oa8vGrHmsxPC6sh4532uA+DHgdWVfHBTrhMLDw9HU1ITff//d4LOMjAx88cUXmDZtmk5XG3PUajUAsFXLykwdK3NlQ0NDceHCBTQ1NemUKysrA8CUbbbQnONlDK8t29Df/5WVlbh+/To2b96MxMREzb+8vDzU19cjMTER77//PgBeWy2tOcfKGF5XtmHJd6D+MeB1ZV9soXdCP//8M9q1a2fQV+3LL7/EF198gfj4eCQmJkpeXnV1NQ4dOoQ777wTHTp0sHZ12zRjx0pK2REjRiAnJwcFBQUYNWqUplxubi58fX0RHh5us3q3Vc05XmJ4bdmO/v7v0qULkpOTDcplZmbi2LFjWLx4MXx8fADw2mppzTlWYnhd2Y7U70CxY8Dryr4Y0NvJ4cOHcfPmTdTV1QEAfv31V+zbtw8AMHToULi7u2PVqlXw8PBAeHg4OnfujMrKSuzbtw/ff/89Hn30UZ3HYV9//TXS09MxZMgQDBs2DCUlJTrrE3LHpqSkwM/PD3369IGPjw8uXryIr7/+GtevX8fLL7/cQlvvXKx9rKSWHTZsGAYPHozVq1ejtrYWgYGByMvLw5EjRzB37lymTDTCXseL15blrHmsOnToYJBXGwB27dqFdu3a6XzGa8ty9jpWvK4sZ+3vQKnHgNeVfSnUwjMTalFPP/00lEql6Gf//e9/cccdd2DXrl3YtWsXzp8/j5qaGri7u6NXr14YP368wauZX3vtNRw7dszo+rKysgAAGzduRH5+Pi5fvoy6ujp4e3tjwIABiIuL492zEdY+VpaUraurw9q1a3Veoz116lS+RtsEex0vXluWs/axErN8+XIUFBRg48aNOtN5bVnGXseK15XlrH2sLDkGvK7shwE9EREREZET46BYIiIiIiInxoCeiIiIiMiJMaAnIiIiInJiDOiJiIiIiJwYA3oiIiIiIifGgJ6IiIiIyIkxoCciIiIicmJ8UywRyfLwww9bVN7f3x+ffPIJLl++jGeeeQYDBw7EO++8Y6PaOY7z58/jhx9+wE8//YSLFy/i+vXr6NixI/r374/JkycjIiJC0nKOHTuGhQsXQq1WIzo6Gn/7298Myph7wdzixYsxdOhQnWlSjmNUVBSWLFliML24uBjr16/HiRMncOvWLfTo0QOxsbF48MEHjS7rypUrSE9Px5EjR1BVVQU/Pz+MGjUKjz/+uOYV8voaGhqwceNG5OXloby8HN7e3hgyZAieeOIJdOvWzWz9Bbt27cKKFSs0v3t5eeHLL7/UKSO2P1xcXNC5c2dEREQgLi4OoaGhms/M7XMxwst9hBcACb8L9F8M1K5dO3h6eqJTp07o3bs3hgwZglGjRhndX3IJ6xVeROiIqqurkZiYqDMtOTlZ9M2zRG0JA3oikuWBBx4wmFZcXIxLly6hV69e6NWrl85nPj4+LVU1h/J///d/uHr1Kjw9PREeHo5+/frh/Pnz2L9/Pw4cOICnn34akydPNrmMxsZGrFq1SvI67733Xri7uxtM79q1q8E0seMoOHz4MCorKzFgwACDz/bv34+lS5dCrVYjIiICPj4+KCwsxAcffICzZ8/imWeeMZjn0qVLmD9/Pm7cuIGQkBAMGDAAp06dwvr161FYWIjk5GS4urrqzNPQ0IBFixahuLgYvr6+uPvuu6FUKrFr1y4cOnQIKSkpCAwMlLJbNITz083NzWgZ7f1SW1uLU6dOYe/evdi3bx/efPNNREVFAQCGDBkCf39/g+0sLi5G586dMWTIEINlix0bMdrHsba2FpcvX0Z+fj7y8vLwv//9Dy+99BKGDRsmaVmthYuLi+bYCN83RMSAnohkmj17tsG05cuX49KlSxgxYgSmTZsmOl/Xrl2xevVqk8FUa9KjRw/MnDkT9957r06wun37dqxevRqffvop/vSnP6Fnz55Gl7F+/XpcvHgR48aNw44dO8yu8y9/+YtOi68pYscRuN0S+v333wOAwavgq6ursWLFCqhUKrz22mu49957AQDXrl3Dq6++ii1btmD48OGaoFewYsUK3LhxAw8//DBmzZoFAGhqasK7776L/fv3Y8OGDXjiiSd05tmwYQOKi4vRr18//Otf/4KHhwcAYPPmzfjkk0+wYsUKLF26VNK2CkydnwL9/XLr1i2sXLkS3333HdasWYN///vfAICpU6cazLtr1y4UFxcjODjY6P6VQuw4Xrt2DevXr8e3336Lt956C6+//rrBU5fWzN3dXbNPhe8bImIfeiJqYS4uLujRo4dBq2Zr9dZbb2HMmDEGLc8xMTH405/+BJVKhX379hmd/9dff8WmTZswbtw49O/f39bV1di3bx8aGxvRt29fdO/eXeezHTt2oKamBnfffbcmmAeALl26YObMmQBuB9zaSktL8csvv6Bz586aMgDQvn17PP/883BxccE333yDW7duaT67desWvvnmGwDAc889pwnmAeCRRx5BaGgofvnlF5w6dcp6G26Ei4uL5ibg3LlzqK6utvk6xXTp0gXPPfcckpKSoFKpsGLFCjQ2NtqlLkTkONhCT0QtylgfeqF/c2JiIu6//3589tln+Pnnn3Hr1i30798fTz/9NHr27ImmpiZs2rQJubm5KC8vR7du3TB58mTExsYaXd/GjRvx008/oaKiAp6enhg4cCASEhIMugW1tF69euGnn37C1atXRT9Xq9VYtWoVvLy88NRTT+GHH35osbp99913AAxb5wHg4MGDAIA///nPBp8NGzYMHTp0QGFhIRoaGjT9vA8dOgQAuOuuuwxubrp06YIBAwbg559/RnFxsaY/9PHjx1FTU4PAwED07t3bYF1//vOfce7cORw8eBBhYWHN2FppOnfurPm5qanJ5uszJS4uDjt27IBSqUR+fr7ocRLT1NSEr776Cjt37sSVK1fg6+uL++67D/Hx8aLl1Wo18vLy8MMPP+D06dO4evUq2rVrh+DgYDz44IOIiYlBu3Z/tA1+9NFH2LZtG/7+979jwoQJosubNWsWlEol1qxZo7mxP3/+PDZs2ICSkhJcvXoVHh4e6Nq1KyIjI/HYY4/B19dXxl4iajvYQk9EDuXy5cuYO3cuTp8+jYEDB+KOO+7AkSNHsHDhQly7dg3vvPMOMjMzcccddyAyMhLl5eVITU1FTk6OwbJ++eUXvPjii8jJyYG7uzvuvvtudO/eHfv378e8efPw888/22EL//D7778DuB3Qitm2bRuKi4vxl7/8Bd7e3pKXu3PnTqxevRqpqanYunWrzgBLKZRKJY4fPw4XFxeMGjXK4PNz584BgGiQ7erqip49e6KhoQG//fabZvrZs2eNzqM9XSin/fOdd94peR5bEp4E+Pj4oFOnTi2yTmPat2+vuaEqKiqSPF9KSgo+//xzXL9+HUOGDEFoaCg2b96M5ORkqNVqg/KNjY14//338dNPP6FTp04YPnw4wsPD8euvvyI1NVVnkDFw+8kTANHrEQB+/vln/P777xg8eLAmmD916hRefvll7N27F506dcI999yD8PBw3Lp1C1u3btU5j4hIHFvoicih7N69G4888ghmzpyJdu3aQa1WY8WKFcjNzcU///lPtGvXDqtXr9ZkNyksLMSiRYuwYcMGnRbB2tpavPvuu2hoaMCCBQt0WpOPHj2KN998E8uWLcOaNWsMWoxbwqVLlzSt1nfffbfB51evXsXnn3+OqKgokwNXxaxfv17n97S0NMTHxyMhIUHS/Hv37oVarcbQoUMNBjPX1taipqYGAIxmmOnWrRtOnTqF8vJyzVOQ8vJys/Nol5M7jy3U1NSgtLQUH3/8MQDxfvP2INzonD9/XlJ5YVBvQEAAli5dqhkk/fvvv+O1117DlStXDOZp3749XnvtNYMnKzdu3MDixYuxe/dujBs3DgMHDgQAhIaGon///iguLsbZs2cNnoIJgb72tZqVlYWGhgad8RiC8+fPw8vLS9L2EbVlbKEnIocSGBiIp556SvMYX6FQ4JFHHgFw+4/7rFmzdAK8QYMG4c4774RSqcTly5c103fu3Ilr165hypQpBl1DBg8ejIceeghXr17VBNUtqampCR988AEaGxsxatQo0e4iqampaGhowPPPPy95uREREZgzZw7WrFmDzMxMpKam4sknn0S7du2Qnp6OrVu3SlqOqe42dXV1mp+NDWwWMrNol62vrzc5jzBdzjxCOWt6+OGHNf8SEhLw+uuvo6amBvPmzdOcj/Ym3GxJ7c+/fft2AMATTzyhk/EoICDAaJeb9u3bGwzoBoBOnTphxowZAGDQFSw6OhoADAZwV1ZW4sCBA+jcuTOGDx+umX7jxg0AMBhEDdweVM7uNkTmMaAnIocycOBAtG/fXmdaQEAAgNsDE4WWQG1C2sJr165pph09ehTA7YwmYoRUjCdPnmx+pS308ccf4/jx4wgICBAN2AsKCnDgwAHExcUhODhY8nKTkpJw//33IyAgAG5ubggKCsLjjz+Of/7znwCAL774Ajdv3jS5jFOnTmlaRbWDLkuIdd0QpikUCouXY8k81vLAAw9o/o0ePRr9+vVDZWUl/ve//1nUxcWWLNk/t27dwokTJ9CuXTvRsQ+jR482Of+ZM2ewadMmfPTRR/jggw+wfPlybNu2DQBw8eJFnbIjR46Et7c3vvvuO53zbffu3WhsbMSDDz4IF5c/OggIN7TLly9HaWkpVCqV2e0hIl3sckNEDkUsV7rQ4tulSxedAXgCoaVWO9uH0Fo/d+5ck+urrKw0W6ecnBwcP35cZ5qPjw+efvpps/Pqy8jIwPbt29G5c2e8+eabBn3ja2tr8fHHH6N79+5W69oxZMgQhIWF4dSpUzhx4oRoS6hgz549AG4HZWJdkbQzzdy8eROenp4GZYQgTrus8LOx1vTmzCM1r7slxNJNnj59Gq+99hreeOMNrF69WnOjaS/CuduxY0ezZauqqnDr1i34+vqKHldPT094eXlpulMJGhsb8cEHHyAvL8/osrWfqgBAhw4dcP/992Pr1q3Yt2+fpsvYjh07oFAoMH78eJ3yjz76KI4fP46DBw/i4MGD8PLyQnh4OO666y48+OCDoucYEeliQE9EDsVUa6MlLbVCK9+f//xnkznvw8PDzS7r+PHj2L17t840f39/iwP6b7/9Fl988QW8vLzw5ptvGqSDBG4HjRUVFfD398cbb7yh85nwBOLgwYO4cOECAgMD8eKLL0pad/fu3XHq1ClUVFQYLdPU1KTJPX/fffeJltEO/K5cuSKaP1/oi+3n56eZ5ufnhzNnzoj20zY1j/ZnUuaxpd69eyM6Ohpff/01vv32W1k3dNZ05swZADD5DgOB2FMTKTZv3oy8vDyEhIRg5syZ6N27Nzp27AgXFxf89ttveO6550SXHRMTg61bt2LHjh144IEHUFxcjPPnzyMqKsrgvPf09MSSJUtw/PhxHDp0CEVFRSgsLMRPP/2EzMxMLF261OKXhxG1NQzoiahV6tatG3777TfEx8c3Oz3l7Nmzm/WCIOB2y/fHH38MNzc3vP7660YztwiUSqXR7DQVFRWoqKgwaE01Rehnrd0Crq+wsFBzMxEREWG0nJD//fTp0wbB5K1bt/Drr7/C1dUVQUFBmum9evXSpD4UI0wPDQ3VmQf4I3CVMo+tCS96unDhQoutU0xTU5Pm/QVCmk9TfHx84OLiguvXr6OxsdGglV57sLO2AwcOAADmz5+PkJAQnc+ELE1igoODERkZiaKiIly4cEEzGFa/dV6gUCgQERGhOe9u3LiB//znP8jLy8Pnn3+OV1991ew2ErVl7ENPRK3SoEGDAPwRkNjT4cOH8cEHH6B9+/ZYuHChpv++mMjISGRlZYn+e+mllwDcHnSYlWPzmX4AAAZKSURBVJWFlStXSlr/jRs3NF2GjKWNBP7obnPfffeZfBpy1113AYDoC7EOHTqEhoYGDBo0SJODXnueQ4cOGbwI6dq1azh+/Di8vLx09k3//v3h5eWFS5cuid4ICOsXlt0ShCDWFt18LJGZmYny8nJ07drVIDOMGBcXF4SHh0OlUqGgoMDgc+HJjD7hRlAs01B+fr7JdQqDYzdv3oz8/Hx4e3tLqitwe9Ct8CKvsrIySfMQtWUM6ImoVYqJiUGnTp2wceNG7Nq1y6BbQH19PXbv3m20O4e1HD9+XPMCrVdeeQVDhgyxyXpKSkrw888/G2zn5cuXsWTJEtTX1+Puu+82mgKyvr5ec/NjrLuNYPz48fD09MQPP/ygExxev34daWlpAGCQCSY8PBz/X3t3F9J0F8Bx/LvZtPKlXEUwmBQV4hpE9ALSgixBJL2oqGkIXSYR6UUEdhm9XySjSLyJoqQ3NAlCpCgIxP+FiZNgrNIJTWka1E1o458+Fw8bmdNW+dgz/X2uxuDsbF79POd3zr+goIDPnz9z8+bN+Pvfvn2joaEB0zQpKyubdFjSZrPFHxjW2Ng4qUvf2trKwMAALpcrqdrUbOjr64uvNG/dunVO5vzRp0+faGxs5M6dO1itVmpqapK+djUWsJuamiZVr4aHh7l3717CMbF6TOyGnJiOjo4pNbQfFRYWsmzZMtrb2/n69StFRUUJv2tbW1vC1f5Xr14Bc1epEkllqtyIyLyUlZXF6dOnOXv2LD6fj7t375KXl4fNZmNkZIRwOMzY2Bg+n2/akDsbzpw5QzQaZfXq1RiGkXDHwOVyJXyq5q8Ih8P4fD7sdjsOh4Pc3Fw+fvxIX18f0WiUvLw8jh8/Pu14wzAYHR1lw4YNOJ3OGefKzs7mxIkTXL58mYsXL+J2u8nJyaGnp4cvX75QXl4e3yH5Xm1tLSdPnuTx48f09vbidDp5+/YtHz58ID8/n0OHDk0Z4/V68fv9BAIBjh49isvlYmRkhGAwSHZ2dnzXYrbV19fHX5umGZ9zfHyc7du3J/1k1mRMtxty48aNSVeARiIRBgYGGB8fJzc3l9raWjZv3pz0PLt27aKzs5POzk6qq6vZtGkTExMT+P1+3G43Fotlyp3+Bw4coLu7m1u3btHR0YHD4WBoaIh3796xb98+Hj16NO18NpuN4uJimpubgenrNm1tbVy/fh2n04nT6SQtLY3BwUH6+/tJT0+nsrIy6d8oslAp0IvIvOVyubh69Sqtra10dXXR29tLWloadrudbdu2UVhY+NPw+qdiveRIJDLpnvwf/Wmgz8/Pp7S0lDdv3vD+/XsCgQCLFy9m7dq1eDweSktLZzwc/H3dJhk7duzgwoUL3L9/n2AwiGmaOJ1O9u7dS3FxccIxDocDn89HU1MT3d3dhMNhVq1ahdfr5eDBg5MqOjHp6emcO3eOhw8f8vLlSwzDICsri927d1NVVfWfrd5+v/pstVrJzMxk48aNFBUVsWfPnoS3Lf2qaDQKTF/fie1+WK1WlixZwvLly/F4PGzZsgWPx5Pw7zUTi8XCqVOnaGlp4enTp3R1dWG32ykrK+Pw4cNUV1dPGeN2u7l06RK3b9+mv7+fwcFB1qxZQ11dHevWrZsx0MO/d8s3NzdTUFAwpYMfU1VVhWEYBINB/H4/pmmycuVKSkpK2L9/f8LD4yIymWXid4++i4iIpJBnz57h8/morKyM97P/ltHRUbxeLxkZGTx48OCv3LU/F65du0Z7ezs1NTXT/qP3u+rr63n+/Dnnz59P6mCwyHymFXoREVlQDMMgEomQkZHBsWPH/sp3ePLkCRMTE/Gqy3w0PDzMixcvyMnJYefOnbPymWNjYzQ0NAAQCARm5TNF5gMFehERWVBCoRChUIjMzMw5D/RXrlxhaGiIYDDIokWLEp4bSHUtLS2EQiF6enqIRqMcOXJkxrrXrzBN86eHcUUWIlVuRERE5kh5eTlLly5l/fr1VFRUzMuqSF1dHa9fv2bFihWUlJRQUVExb3chRP4vFOhFRERERFKY7qEXEREREUlhCvQiIiIiIilMgV5EREREJIUp0IuIiIiIpDAFehERERGRFKZALyIiIiKSwhToRURERERSmAK9iIiIiEgKU6AXEREREUlh/wDmwV09sRhc9AAAAABJRU5ErkJggg==\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "flat_lc = lc.flatten(window_length=1001)\n", "flat_lc.errorbar();" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The light curve looks much flatter. Unfortunately there is a portion of the light curve that is very noisy, due to a jitter in the TESS spacecraft. We can remove this simply by masking the light curve. First we'll select the times that had the jitter." ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [], "source": [ "# Flag the times that are good quality\n", "mask = (flat_lc.time < 1346) | (flat_lc.time > 1350)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Then we can just clip those times out." ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "masked_lc = flat_lc[mask]\n", "masked_lc.errorbar();" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can use *lightkurve* to plot these two light curves over each other to see the difference. " ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# First define the `matplotlib.pyplot.axes`\n", "ax = flat_lc.errorbar()\n", "\n", "# Pass that axis to the next plot\n", "masked_lc.errorbar(ax=ax);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This looks much better. Now we might want to clip out some outliers from the light curve. We can do that with a simple lightkurve function `remove_outliers()`" ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "clipped_lc = masked_lc.remove_outliers(sigma=6)\n", "clipped_lc.errorbar();" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "It's a little hard to see these data because of the plotting style. Let's use a scatter plot instead. We can do this with the `lc.scatter()` method. This method works in the same way that `matplotlib.pyplot.scatter` works, and takes in the same keyword arguments." ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "clipped_lc.scatter(s=0.1);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can also add errorbars using the `lc.errorbar()` method." ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ax = clipped_lc.scatter(s=0.1)\n", "clipped_lc.errorbar(ax=ax, alpha=0.2); # alpha determines the transparency" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Finally let's use `lightkurve` to fold the data at the exoplanet orbital period and see if we can see the transit." ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Note I have added the phase argument to center the transit\n", "folded_lc = clipped_lc.fold(period=6.27, phase=0.4)\n", "folded_lc.errorbar();" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "It looks like there's something there, but it's hard to see. Let's bin the light curve to reduce the number of points, but also reduce the uncertainty of those points." ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "binned_lc = folded_lc.bin(binsize=10) # Average 10 points per bin\n", "binned_lc.errorbar();" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "And now we can see the transit of Pi Men c! \n", "\n", "Note that you can actually do all these steps in just a few lines:" ] }, { "cell_type": "code", "execution_count": 28, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "lc = tpf.to_lightcurve(aperture_mask=aperture_mask).flatten(window_length=1001)\n", "lc = lc[(lc.time < 1346) | (lc.time > 1350)]\n", "lc.remove_outliers(sigma=6).fold(period=6.27, phase=0.4).bin(binsize=10).errorbar();" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Comparing two apertures\n", "\n", "In the above tutorial we used our own aperture instead of the pipeline aperture. Let's compare the results from using these two different apertures." ] }, { "cell_type": "code", "execution_count": 29, "metadata": {}, "outputs": [], "source": [ "# Use the default\n", "lc = tpf.to_lightcurve(aperture_mask=tpf.pipeline_mask).flatten(window_length=1001)\n", "lc = lc[(lc.time < 1346) | (lc.time > 1350)].remove_outliers(6).fold(period=6.27, phase=0.4).bin(10)\n", "\n", "# Use a custom aperture\n", "custom_lc = tpf.to_lightcurve(aperture_mask=aperture_mask).flatten(window_length=1001)\n", "custom_lc = custom_lc[(custom_lc.time < 1346) | (custom_lc.time > 1350)].remove_outliers(6).fold(period=6.27, phase=0.4).bin(10)" ] }, { "cell_type": "code", "execution_count": 30, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ax = lc.errorbar(label='Default aperture')\n", "custom_lc.errorbar(ax=ax, label='Custom aperture');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The importance of using different aperture masks is clearly visible in the figure above. Note however that the data archive at MAST also contains lightcurve products which have more advanced systematics removal methods applied. We will explore those in a future tutorial!" ] } ], "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": "3.6.6" } }, "nbformat": 4, "nbformat_minor": 2 }