{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "\n", "\n", "
\n", "**This is a fixed-text formatted version of a Jupyter notebook.**\n", "\n", " You can contribute with your own notebooks in this\n", " [GitHub repository](https://github.com/gammapy/gammapy-extra/tree/master/notebooks).\n", "\n", "**Source files:**\n", "[image_pipe.ipynb](../_static/notebooks/image_pipe.ipynb) |\n", "[image_pipe.py](../_static/notebooks/image_pipe.py)\n", "
\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Image analysis with Gammapy (run pipeline)\n", "\n", "In this tutorial we'll learn how to make 2-dimensional images with Gammapy:\n", "counts, background, excess, significance, exposure and flux.\n", "\n", "We will use a \"pipeline\" or \"workflow\" class, the `StackedObsImageMaker`, that takes the inputs and some parameters as input, and then computes all images when we call the `make_images` method, i.e. without us having to write a lot code or know how it's implemented.\n", "\n", "There's another tutorial ([image_analysis.ipynb](image_analysis.ipynb)) that executes the analysis using lower-level classes and methods in Gammapy. That other notebook would be useful to you if you'd like to understand what method is executed, or if you'd like to tweak it for your use case.\n", "\n", "In this tutorial we will use the folling Gammapy classes:\n", "\n", "- [gammapy.data.DataStore](http://docs.gammapy.org/dev/api/gammapy.data.DataStore.html) to load the data to stack in the images\n", "- [gammapy.image.SkyImage](http://docs.gammapy.org/dev/api/gammapy.image.SkyImage.html) for the sky images (counts, background, exclusion, ...)\n", "- [gammapy.scripts.StackedObsImageMaker](http://docs.gammapy.org/dev/api/gammapy.scripts.StackedObsImageMaker.html) to create the images\n", "\n", "We use 4 Crab observations from H.E.S.S. for testing." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Setup\n", "\n", "As usual, we'll start with some setup for the notebook, and import the functionality we need." ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "collapsed": true }, "outputs": [], "source": [ "%matplotlib inline\n", "import numpy as np\n", "import matplotlib.pyplot as plt" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "import astropy.units as u\n", "from astropy.coordinates import SkyCoord, Angle\n", "from astropy.table import Table\n", "from astropy.visualization import simple_norm\n", "\n", "from gammapy.data import DataStore\n", "from gammapy.image import SkyImage\n", "from gammapy.scripts import StackedObsImageMaker\n", "from gammapy.utils.energy import Energy" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Define inputs\n", "\n", "We start by defining the inputs to use for the analysis:\n", "\n", "* which data and instrument response functions to use\n", "* sky image geometry\n", "* energy band\n", "* maximum field of view offset cut\n", "\n", "The data (events, background models, effective area for exposure computation) consist of a few H.E.S.S. Crab observation runs as example. The background models there were produced as explained in the [background_model.ipynb](background_model.ipynb) tutorial." ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "# What data to analyse\n", "data_store = DataStore.from_dir('$GAMMAPY_EXTRA/test_datasets/cube/data')\n", "# Define runlist\n", "obs_table = Table()\n", "obs_table['OBS_ID'] = [23523, 23526, 23592]\n", "# There's a problem with the PSF for run 23559, so we don't use that run for now." ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "# Define sky image\n", "ref_image = SkyImage.empty(\n", " nxpix=300, nypix=300, binsz=0.02,\n", " xref=83.63, yref=22.01,\n", " proj='TAN', coordsys='CEL',\n", ")" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "collapsed": true }, "outputs": [], "source": [ "# Define energy band\n", "energy_band = Energy([1, 10], 'TeV')" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "collapsed": true }, "outputs": [], "source": [ "# Define maximum field of view offset cut\n", "offset_band = Angle([0, 2.49], 'deg')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "You define an exclusion mask that will be use to create the backgroud 2D map. The background map are normalized on the counts map outside the exclusion region" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "collapsed": true }, "outputs": [], "source": [ "# Define exclusion mask (known gamma-ray sources)\n", "# This is used in the background model image estimation\n", "exclusion_mask = SkyImage.read('$GAMMAPY_EXTRA/datasets/exclusion_masks/tevcat_exclusion.fits')\n", "exclusion_mask = exclusion_mask.reproject(reference=ref_image)\n", "\n", "# If you don't have an exclusion mask,\n", "# you could also start with an empty one\n", "# exclusion_mask = SkyImage.empty_like(ref_image)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Make the images\n", "\n", "To make the images, we just pass the inputs to `StackedObsImageMaker` and then call the `make_images` method. Creating the `StackedObsImageMaker` doesn't do any computations, it just stores the parts as data members, all the computation happens in the `make_images` method." ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [], "source": [ "image_maker = StackedObsImageMaker(\n", " empty_image=ref_image,\n", " energy_band=energy_band,\n", " offset_band=offset_band,\n", " data_store=data_store,\n", " obs_table=obs_table,\n", " exclusion_mask=exclusion_mask,\n", ")" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "WARNING:gammapy.irf.psf_analytical:No safe energy thresholds found. Setting to default\n", "WARNING:gammapy.irf.psf_king:No safe energy thresholds found. Setting to default\n", "WARNING:gammapy.irf.psf_king:No safe energy thresholds found. Setting to default\n", "/Users/deil/Library/Python/3.5/lib/python/site-packages/gammapy-0.6.dev4380-py3.5-macosx-10.12-x86_64.egg/gammapy/stats/poisson.py:254: RuntimeWarning: divide by zero encountered in true_divide\n", " term_b = sqrt(n_on * log(n_on / mu_bkg) - n_on + mu_bkg)\n" ] } ], "source": [ "image_maker.make_images(\n", " make_background_image=True,\n", " for_integral_flux=True,\n", " radius=4,\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Check the results\n", "\n", "The resulting sky images are stored in the `image_maker.images` property.\n", "\n", "Let's have a look ..." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Counts image" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(,\n", " ,\n", " )" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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pX2MWkfSqO/gLq6CRjlGv7i/aAbi+MsJJrI83MC9TL1sHpyPUVrV9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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "counts_image = image_maker.images['counts']\n", "norm = simple_norm(counts_image.data, stretch='sqrt', min_cut=0, max_cut=0.9)\n", "counts_image.smooth(radius=0.08 * u.deg).plot(norm=norm, add_cbar=True)" ] }, { "cell_type": "markdown", "metadata": { "collapsed": true }, "source": [ "### Background Image" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(,\n", " ,\n", " )" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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x0uBn7jXE9eQwzYeac3eU7tYCedeI7/II9VjkXiITs9zD+pIFMeFxqDtWH5al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\nRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "background_image = image_maker.images['bkg']\n", "norm = simple_norm(background_image.data, stretch='sqrt', min_cut=0, max_cut=0.2)\n", "background_image.plot(norm=norm, add_cbar=True)" ] }, { "cell_type": "markdown", "metadata": { "collapsed": true }, "source": [ "### Excess Image" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(,\n", " ,\n", " )" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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4MR7bSiJXT1RAm9UirmvX8u5jVIPGpM9sZ5/t6n6L9PpRDccvWVCsaez8utTC\nMgVFbt0VBFgVNU2mkpFNpj6O3CnogrK48nYyr5SYTv1evvzEksFc2Nb0wtouYN3C0rqBC7wYirLQ\n2ub+bi/xa7K6Pp1ayPe/6OGdcbmlZ0ABs9Y73Uj7Iq1nwNOaIfGRSagv0FBtWHBQFX2gMpFqYw4p\nVRhvV14zn+Glc1hElcjybQcYbaGi3rN9tE7VqF5uVdl3dFQ7RaDlu/jgGnsvl67laddz1xbL4itL\naCr3fHPQ1GW92/h9o9TkZfeI7i3xuwdpQgRmnS/As9suDe38RT/UtZ2zxpr3ldN4ciniEe7hz3rT\n1Q+jythq1AuPk61B9yFZgXmzsxsyPYwldrPnWWhx4jd815Z5uFpKT0Rk4h5JHixRgCZ/b9FYW/yh\nzhs0zgp0l17K8d7Ei7gICCXvkpBfnzlqLHi0m461gQXP8rKJ8rZ0ncQL94v0+cY8xlkbH5xrbjq6\n02WP6DEO5CPMkx+NXBFx40barrUmnPsT2N2F27UHo7Tvq5iaot9PHl66bodtVgsYDz516aRF1sd5\ndNEQ41O2X2S6haSCiLWvFrZwGZm6E4tGORJfPrFJY5Sai6rAzuEU9ibziRCanHMNc9O4/HF1tvZ0\n13YOE+D2+3ZTCsRUWi/PQusGkS5qXc8252alPDjOfnLLJWC59EtdBQSMKnl4lM5jv/EHMC/XKPVE\n3UK/cUlRaBzw9T6JD9Sp68FVcsghVhyG1kFMOlvxqG07z8/m6bOLKpKRjr9ZmiZY3rxa0JP2ey/V\ngqhqy3TLqR9NLI3OIV3jft94U10LjeG487lD4F5txW4EjmTnINpB+ziLv11kc8fNAqHgyoOicsDs\nZkLqexNvvpEm3KqeX1F0Vz5KUV6trUF3beew3AvQjQvQS8GMg9S65qj0Dr4PerMuqt6hpISjxsoS\nymPT+woctRj/qIe1ao2zU9Htfj9Vs2p8qa/lbs4zBhyIJbvKx6el+D4wTc/SMWkymjg9Iu9Z+xXo\nttgkIcDvtV5f4Rjvottd2su0vL80MO3wcGjqCqkEQmFUj2gO1Wro6qKPSIE3BRZh1r6+7LjaOQCW\n6bPirHUeKlHZpR26Y9ckqWtzHjgKhSd4qK1S00Cs3CmAeeCdBcQKB+bplFnTTAGvlBlq/3Na8PL+\nbM3pru0Cpofw0tBAJU8h3U9LZv2dew+5nSeivIibHWKprFevWlBoOoWjT9hyda5YDV5b9njqALNH\nesCbBMw64NfTAAAgAElEQVQ1DCeuf12kF9WxI3acurWCKvpMvjy/jYOHPPJXag8oSn2RqzuOstdU\ny2CzD/2RXeut2lKqdznZOYJ0HIHb9ev2s7XlXPLNm/b/fgWf3LFrINCNeBKEvNHZ5ELinjPJiN7P\nxyDw1ed0HqT9LqrNMVsFYME3UQVVnQoFdT5TdD5/iK0y4tjbK81KZrYwrJ2TlTVYQSABquiXra00\nCY9hL3m8kzaT72XjXZU0zff8xrI16K7QzlsWr3sb3S/gLtuHtKPDoXFzRWF0R0gbSS4kzpnOuPPA\nicBDIHvIPOAuOpfD7H+FQuRliuvsUhJ5oGgRZQLLtaoheeMbJWw0Zy/FZ3UJ0vJ4MjH1xL2JTYYC\nbgEuOM98BeOk1cJc6gOBr8BZ5yn+U/83eAAul21NsZ2IdsgdZk0Wym4rJzbAXLGxqFuwKKW6haKd\nr7dQZNdhdl3w1chxmyreJRPlIBpF31M3Q3G1tvZ013YOU0nBZbbMq70fW0ZJlBhPORjYUlpcMnQi\n/q0HQBbl5OdZSPLaFHCD5eeRB9Zy7a8eaGlq8+1zL2nZeekRPMZAukjeWB/zwgS6uQncBErHGLgO\n9jxINB7Dzp55thXmqXeDRn2s6M4W5iW3CZT2qk5wqYBBO9/0chHw5hOIVgO6Znm35FnmYdZh47g1\nmidk56ogYYF7s7PJdcl1VKxBk4++A/HqVeW0RK7yyO0spciD21q9sLYllt98Df5AH1TZzb3ks3o4\nlDPfcLKw9SJbFAiTZEva2PHYwKFpfVvJgaZ4TdWcu8yPveiWXwS2XY9H3vAI18WKz6w7x1KascA2\nP2aJB6FUR/ZlbPnfb2FQwbAyNcFBuzgxpMA8VFX8+uSOpRpvYCDZtjauCvdw8wBWwKiYbeAzrsGz\nz9n13dmBm5WBpGRsG+3JAFoOfItqY/RwnneZN3/U2E/bpsmlNPpHgdNtvGD9ZGLnMQC2t1x3rOy9\nvXSNxyk4lgO1rn2DTUKHEwNfxSZmCojsnPS37kfVJ35wW3u6azunHWMPSK+2B6BtU6+sBdvmD2U/\nW7aeBry5QkEyoxx0wR4OdWSoKo/sb2JZXire0i2GLc2ogC63Zbd/kY1DACLvWPtUmxmBs85tgNeU\nlcenoJ6CZJogmmwbBdy0tFcXBFVVE5WhayIOu5/2r3MbtfbaZnpNHSO6E5Sqfm2moOJRCjaJh67w\nQJ88+bzMpBzFfNWQKx261xM82NnDKogdqPh6PZ+514O5/mu9BMgbWTBXWuiqsk7EoopyKmlZkRxa\naBLVIDoo4Ikts9VAUoQ8uY1VrV2FrbLA9GNia9BdgS0qbBMx4LtXz7/evYX0MA9TFthRA6/snOT1\ncssB9+ktl1uBZwjVNby66916j9L2w8IDSEVl4CEeUl5nDn5SBCzjofUAbmOg1iutNOM93Kvt4TKz\nWTUvzPv8TJyrHI9hdwovpf0PgBvp83v4PnNvVum7SljoYw34jtLYJ533JaHT9ZWXrXNRoCz/aXEK\nA2winUzMazzAud2895uuz2XgCeB6lkpdJd52h3neW9+rflTOciOdz05yxRd1JM7LXMbWJ35Nuupq\n3O/DZj1PYSyzXGGRX/MreG1ksHtpa8t/nvxMYBWNs2Jcg+7aTrdlKZqnvQbOm0kzWRTLN87z5jfw\n7LGQBO9K153J1DrjajIet20dZCSUn8mDatv/lJMe0KKJo4fzqr0smCUOVg9vJBXDwWiHGzf84T1u\nrVhM7m1rUpLH2bWcBlGCwWXcizzsfD5XFAhQRa0oO0xpupocRG0oJXeW0pzxufmD1PWU+7gKAKzv\nWlXBXjuvZoD5VcNlkqa4tDRdeeLdtOEC88A3UjAxpPtnitd+GCWVSlm6TPAs+kr7h5PBTN0r+n00\nMhpDPyuzNeiurWun3bjnuV0irotUUGPZfZYnPMwi322iMgoHb1lZmmKhbFyBUJAojzS+fgqSXMra\nvDSNRdEXBUTOOqe2PVlHIq8aJm/0MvDUyEB3OLQxSS+brwoUNOt21FimaNAKAByAh1idBRX31nsC\nt1ympslAqcy9Il2/TPEgT1c0Qu4h55MNZAG0bPkPaaXRIaCVbac0acniytK2zYv55NluPez7eyJN\nXhslFI0nWTA2QNa+qmo+uHpRa2EuMSJ3GvIU8Ae2GD2L6A1ka9BdsV1UnSBPq8m0kVpqdoMvG8Cw\nNGG/iozs7XkR8DzrSHUEFAA53PXgyATnGrcywD2qPdW3xSmAmvngUm65Rxpba06ppa+8vAFWzFyp\nw6OhaYivXoXnnrOx3r5tabd7zCdeyNvSPgWq8i7Vxgec287VBzeA6+k4dW3HmNxxoCzS9djLrkmD\nSazyTg4qkn5Uw6sTa1g5wb3261gpSzBgjq3xzK+ka3c3eZxKHa6mzqeLC1YN4qulf36SkDNXfOSY\nJm41ryOh+0Defg9TsWxlVNTxLhw08x7zou92UeH6KVg1u6mDrNQcgwFsVQt2dr8WL/I0vT5sDbqv\nsemWarCHVR5OvzCAypeBPczz6mVRokOwDrOtf5ldjzcUHijKdZoKfmyUXtjlsJnPkpI31c3yyrOs\nCryub9ta91zwoJb4RZ1vniElKmQyMa5THLDGuY8DrQrgCIQ3ML5Uy2VZXhxcJQ7zLrj56qQoLLNM\nlyslx83GOvM8C5/oxJP3s5+t0bwX2yTeYCMF26o0G2z2vdC5AlmaoDR5qeZBnX3/GvMmHoQT7dFg\n3x34GPPi6IoZqK+ZvvM8aLAIeHNem2xzjaXCJqfQArt2D5UlTFalGVtzumtbZF1B+v2YvA3d4Fev\nukdyZ9cj3lOMaz3eMwfgoPWSf/0xHA28oHZeRKYsU98vVZ3CPMQnk8cJBnpHjYPcCPtMURgvmHta\ni2o45CmlKqJSNSbvGjNfr7Y/YVYq8c4de67u3DHAuwQ8jQfBxClfS+9tYl6pAnLXsaBOXq3s9sSB\nSUvdycQlU/t448qtLZskmsrPS8G6ozSWAalmQXp9E3i676oArSrE96rFe4Hxw/LSdxuTmo05WdBc\nHmSBUQm5gkE87wCnYKrGvGitXn5xxz+jjDxx0vpuVNluM12v0KE3ckpEx7zS9wmrqjwbrrvoP2pM\n/wxwcJnV2Rp019a1PAAizvR+bxNpbJWaqcpj4kilb42Ng4qWp/eStyshe94+hbTf/EFWkXJ5Z/J+\nNhvnICU/UhZSfm7LEiTyAMtG45xsgysImjY9wJWBoM5NS+xuS3Jdm018Ysq5XE0qCkSOJx6c2ih9\n6TuZWEAqB5fBwM5xa+rPt8pHglMrkq3VJL3vwIvkqDSiirGPs3N5Ik1E05RmrYmkmziheyc/16dK\n79E2nXrPtra1YKXGepx9Tq9pEj/C7oH9lOjQK5kVHD/LevhnwO+hRdLHfOWzseD9+zIFPN5gtgbd\nB7Q8lZb6wYFXAQoVF9HN3F0+54EmeUm9Bjam7qHmRaolau+mKh+3tuScdRlIqbAhPWybffOgy3q5\ncD8PBoIfT8tf6VXl6SohocJkYBHzYiVFKhJA6eFtma+sqiV5fl00gRy3xq0OUiBQ340UB3NJC9l3\nl09U1cQlZTmtskhmJe92v0reXjonKSbyIvBt5YqJRV0jlD4t3fBTV+27DIXJCPNODbmnKc3tohrO\nKmC0t2d8dFmaR1rXZ9fnPSYFRkUNtaff1/p+hyvLjlgdvRBCeBfwndhl+gcxxr++ZLvfBfwT4L+N\nMX5gJQfv2Bp0H8BK5ru9jsepOlV7fuDVUk48LliwR57sAfMg013W6RiSPdVToxq09BXYqJeZ9jVp\nod21e1pyn62tlBK7Y+f0RKo52+/DrXFWpzU7rrztqnYZmpb/h+mnxGrQXsI8bI33HrZEBngWz+1X\nIE9g1OWU7+KcaolL5jRRlSWM0sSxOXBgJB1/mHjWV1so7/jEI+De7ltiy+U0RmWq6dr3gIMxDMZ+\nnvqeBNSb6f/exM85X5nkAdeZwoH5Uo83bljDTlV5u30bdsepoBDujYtGkOleUSCyBg53fBWhYuvL\nTGMRnZVrzZdpCZR0s70Nzz8PvLh8/+e2FakXQgg94LuALwVuAu8PIbw3xviRznZXgD8F/OQDH/QU\nW4PuA1oulSmTRrI4wyPomgBX3ua48jq1OeCeVv5R0f6C1I2itfEc1h6QAX/A5S33Eg+3tTXvVCgq\nrYCXwK8bbJHkah8/jhpPyvuSDGszybbu1fOtaso0fvXekkQMHFiVJJCfxwbedga8WeKlvEB8C9NM\nt1yWzFYkKvRNGh+4V3qpsCCYgo7iZY8xID7CE0ly7a+8WHmtrwL7rZeE3O9sr8/ouoq7HXS+g1mQ\njvk6vPoOpMTIJ8N8/ypO08MUMDQWQMzBn85nYD778bS6GOBlJDdX2SNtNZ7uFwAvxhg/DhBC+EHg\ny4CPdLb7q8DfBP7cKg66zBYpRVZmIYS3hhB+JITw0RDCh0MIX5Ne/6shhJ8OIfxUCOFfhxCeSa8X\nIYTvCyH8+xDC52b7+foQwoshhJ8LIfzW7PV3pddeDCH8xez1Hw0hPP8wz00mOkD3Rq+Yz3A6y+Tl\nKl1TANKNWi88dud3Pez7SQ1wb2JAVpCaTWLBozwaXTWJh0w1Gqq0TG4aL0m56L6fRdoxL0egL5CC\nk4C7kZb/+xhwKdtNvG+Fca4H6bUyjfcSrrfV8QZ6LUml5CUPBuZtXbtm/6ux40z+Vbj3NwE+jWWG\n7WG1CCYT1/KWRQq24dlhBd7aPS//mJ+vJpE6bbOLga/6uS3z3QRuV3CKSDWMZ0kz2XXWZ8p0LUbp\n/7wNe4krUGD+XpMi5DTPS/ehElvyY4pbD2m7mJ6Fw2UFjS9qMe30PD+n27PAL2V/30yvzSyE8PnA\nW2OM/2JFo19qD9vTbYCvjTF+KLnuHwwh/DDw7THGvwwQQvhTwDcBfxT4LZhr/3XAXwO+OoTwK4Cv\nAD4XeAb4NyGEd6T9n7lkeNgnN071DcTdjUbAxLwrZQ6dx9rWA2dd7wnOzgrLl+N7pIeisTKEo+F8\nyuYruxlPh3meezddJQFQjecVEAMsEi+watIxruFema6BKJYpBgKXCnsuJlP77C4e6NrGHtq8PqzA\n6xqLA5RSHmzj9M7WlnupCqhNp3Drlh1bwcnDmlnt4Ht4+u4e7k0P2tQuCPc6ZaqzAK4T7qbs7uGK\njdTvco4P7yZ2yAO9nM7ps54xVclgkKiWxOP2SlvCb6QLoeSOAaZEkeJlmlKFNR5l1cm0InsKqwly\nmBQVi+6prs3ONTkHasTZYN95swvlJxZ88L7sQpzutRBCzsG+O8b47vT7onDE7JEKIRTA3wb+4P2M\n8qL2UEE3xvgp4FPp93shhI8Cz3aA8TJ+AVRJsMUv1JcBPxhjPAR+IYTwIrZcgOVLhl0eTMV1blPb\nFnDvRNrT8/SLEtDVNRSpItlZgHvW/kj7LPBas4NB4j0Tv6nl9mENbQoANdnnAHqVe96joXGhCuYo\not/HC51sDjzrSU/xBl5AWzIp8bECcvAkgiMMUMHpjIiNDzwrS6a27pqw5A3mXRBCom4UhRdYKc25\nwetEaFUg/W0u+RIlUWCgPMIACJwvlWd5WtBxkQkch3jmmsD2qLbvraeJrfZrn2fg5eetfQ5L1war\n3OR0avfDZppNYnUxSmyQycgAmqyWA8DkYNGn7tPOD7o7McZ3LnnvJvDW7O/ngFvZ31eAzwN+NIQA\nllPz3hDC73gYwbRHxumm5f7nk0jqEMK3Ab8fi4v8xrTZDwH/KL3+R9JrzwI/ke0qXxp0lwxfCBBj\n/PJVjz+3E7VgE/AeNa6jvAgVpX1UWZlALesW2Xk8klnxlMLVBHqQc4utg06evqu6t+xZo8K3vc2T\nHz7+cdiZeibXoIZriT64NPSJ56AysNxofInbJ6kUMC/82rUkt9qb5zxVRayX/h/jYCsZaAD6d2xc\nB1nPr34/dSBOzSWLwjSqTVqqawmu5o9TTE8snluBsBKfXAS4DQa22+lnKwWl9nBAzjPBRsxXUatx\nxUbeQHSAJXqMCs+cm2vYmf0InK9kT29Ocy0CdvH4x8CxymGOTtJHeSJO9/M5XZbTHeDHrDnZ0eK+\nbXXJEe8H3h5C+Cys/tlXAL/XDxPvYgsrwOhJ4M+9rtULIYQR8E+BPx1jHAPEGL8B+IYQwtcDfwL4\nKzHGBrsgcx9fsEupkBa9/kht1oaltfq5R0XqgcbiQXZvIWUMzbjcBTnxea1ZOFsZIU9MPdLyKmRg\n9/Fh8p7kfeYFwnPTcMQDtq11o7ibiEwt0fuVL+H1nEScn93Cs65aEh+YeaXy+LVwUPBHY1ByRl4a\nUjpS6XAP69TCJykgJhNLt1XGnVQMAkHSNVLx8v3sta5eWOqEAgM8/Ug1IV5XOtWcWxX1oPNQkDFv\nV16Q+NHCKQV1Xc6lWjV+X+UTvIK5udb4CKMOtMrQpDGziV/vPGCrzy9KLIsYdSab1ss56ge2yPyN\ne7+7ibEJIfwJzKnrAf8wxvjhEMK3AB+IMb73gQ9yAXvooBtC2MAA9/tjjP9swSY/APxL4K8s2cVp\nS4PTlgw6fsAzOx+KKYikflFNO1+gRQ+Ufs9vox7z2VzHLRTNSVAt6aSvsjzyHEi8Z+kCfnlJytrS\ngygQWPTQkc5LD7UmhksDByRlsA2AYsxcdlaucy1wfS7peIeNceI5L5gnguT1ZvOxbWAe5NXUB05g\nelQ7SKkK2DQdTAGyKfOUyKCBwdT4KI33CjZJDNJrFT55yFsfpPPRdVRyhwJvSqroAU8WxjlPp7A3\n9SLiug90zrmC42BqGWwCZfHKmphESYXEl+u7kSmQp2uv71jHzCe1vOj6aaZ7bYoXzDlNRhZCyJ3e\nUYzxgk5RdN7oAS3G+D7gfZ3XvmnJtr9hJQddYg8VdBPgfQ/w0Rjjd2Svvz3G+PPpz98B/Owpu3kv\n8AMhhO/AAmlvB/4Dhi1Llwyy9EXPEhNDCCvzhrvi8smC+6OPRe6VWXRYw72mAygZ/5gHYgVms0h0\nAi0tU+U5tdm+8joFV5L+tmlMewvuXaqjrYJii2Rpkgip8lkO2gJ8LcmPMOAaTgx4RFloCa0kkrb2\nYNxdLJlDIDLEgY70uZzy0KrhM4DnRkZ5XLtmErlfeslAbS4zrHWudpzJ1LaA7domumefSy17btq+\nK0xTfA3YToWFXq2yil14xtqkdRWG+OlrQ2vno64dRWETw9PX7Tg7O7B72/YjnrqXfZcDbCI4zu6R\nIXAtTZ4HU7jVpLZCrXGxAbgyma+Y1mb3gqR2+hH45osqXdt8WbnI29V3nn8G5oFE+4gxPlhC8Doj\n7b7si4CvAv5zCOGn0mt/CfhDIYTPwb7DX8SUCwstLQP+MRYga4A/HmM8Bli0ZHhoZ3IO694ekoNt\n9udLJ+4nVJGHcZjcKVWWykFmhMui5M3Ii7tX+wOQH1s0gThMeU+5plgc61kBuxb7fJW0v1rKC8AE\nDOIL9TDrAVewSWm606lREUpp1jhG+EOc84e53jeXPeXF2tVJYb9yVYa48TxdWfVoJxgQbTXeCUKA\nP+dxJw9f2WXq8yYFwyHeJWMb42PFaefp3Kp7AMnDZr6bRH6tGzwfQBle232bXJrGVhOM55UxCjZq\nNSQaZICtdjZKaKe+YjiL8sptGfAW2f8qjpRTR6uxuK4ydlGLMf5bFnOy71vw2mn7+Tbg2xa8fmLJ\n8FrZsltDD5/4t8POHS8aQtSVvDzpYIepKM1o5BTEzIvahXvT+Z5jerBEd9xL0q+DqY+ha6ctLRXQ\nUgnJpoFXJh6AAp88ClLbb9zDGmEBn6tXPcC2kxX/lm5Y+lYpDHqJK91vvLhN3r5IZS2PGtifWKaW\n1rK5Z5eXyNzEOewDPEtNhb0FLvtpXBuVRepbnKPVeWr/NU7nlKVhRFV5JuCVrfmAU1m6dlkpweBg\nPsU8XUnyhnhhcHnycbzY48xvLZ2POO6jxick8EpuOeUA88E9bbfIcsDdAIZ9nwhXCiprT3dtF9Wh\n1a15YALV6dSF5npwcwmUOEMFe/Jq/FtbDlwCwb1P+NJXD+4sKt/Cq3f8WP3GlvPgPCTMg5lMIHeE\n0QC37vjNsodzwXpI1fRRLXZGA58keqWnJYN7etLp5hrfzZR+HApbjt+86Z6nJGSQstpue4bWLg7i\n1/FVhgJwA4xW6OMt1ndbrwE7HMDlxLe+ik82N5I860Y6bn6d5DkLfMc13Nv1KmUF8Mxu+l5FDTVw\nfQhP1A6CDSaZO8A1vqRro5rIs9oY+Goip2EEgjrvGTWTPvPUVXi6mB/LeGxSsjxRRSCarzpOgz0V\nXle6+FEDzaIQ9/1YjCsJpD1utgbdh2haLtLML3tznnKR5frK/GEVpwq+bL2cUjpz4J55g7hHKe+s\nwR6sXNakpbvqKuQ92LRsVIZYkcT5s2g78wGkEfC2Z2yS6PdN+rSfqolBUhXgQaZDoNfOtxhqR2m8\nrVfmyjnKISfpET38Q2ArK0Wo5AQBiThyZcHVtXVVKEtXHshjLvAOuwo+5qvdjdYpibv45KdEgwJL\ntGh3UjcHeYJK6U3fZa+1YkV5AFHXdFp7YXnx1fpOZacFwlT4SN+H1CV1tt9e52aUogYWe8O5aWU1\n++7aFTuna093bbKz+qHJFt2wAjqY1+QKSNQdQsv58di42UnSYOjhuTyCt79gr9+8OV/PIF/+6Vjy\ngobZMWVq+iitqdJsn0xAoVoCtO41iksM6e+rwNVteOEF4yAHA/jIRwxwP7KTFcdJx1TAfaaJFV+c\nNjhoTboija4A9wZOR4wScF1qfWXw1DXT7R7WpgAQpaAuE3mw6eUd58jzKl/KeLt+3YDr9m1LmT7I\nruFGCVcbA9zbzHfM0ARxG/Osp7dtgtzsO8+u+0Ze9TQb1zE22QTg6JZdl+nUvOlZgXbcI82DoZog\nVeVsMDCa41KaQHL53EE7f79spO98roZuu1j+k6sZXh77imm4qnq6cXXqhcfJ1qD7iE2AlntpXWmu\nctiBmQhdyQZgNIOCa73UgmUyseI1/cYfkLz61MzzwrLL8n2DCebzB1cP4MzLa73Ii1QVYAAqMFXt\n1tw5mXUmxrWpohcUvBLoSpGx07rXp4lAsjzVaBA4lukcNjAao1d6lwfpkCucbxavKy79lQb297zM\nZIN561uklNt+KpoztffHaczHwJXG+ehN3Osb4Fy1jlVhadkw351DjUPrbEwKoCkwto/xuNILR3wV\nIqDLk8BEJ9W4N7uvOhxFVlu4ss917z8VrtF9V9ana8NnpUXT3yslBNae7tru1+TJ9rDWLsru0vo3\nj/gftEDlGkzwhyCPjEtretx67YGqgmLiD6941VkRl9KVFKpJAFbZrKSTdYQvZyX/6mOAlDdFFKj0\ngY30QKs3276CShhoKHHgCZIyI7m7TWP65oZ5Hau6BytBRHniAoqcOokC2qlrcgXkksYJHAQQn8bT\ngTWp3MCy5ba3DcBrSbTwGg2Cgst4SjBpP0M8UDZX7xhmNZJbfPIl25+UHKPsOJLjyZMW0F/BA2IC\n7PxnSirant1D4AXkFQzNg7e6juo4kgcBF5muf16BbGUwuW7Xs7bcBAJdkOpaN6HhUgGfccObSwKw\n5wEwlQ7czyIYLVAklOnhaoQrI6/lu73tXmV5x7lDBd+mU1vWxjbrMFv4ewIHyX+0fBf/Kp7zEAeL\nvEi5HuB7wOhjpkfdHMCnb7v+VB7u2/u2bNfYxmN46SUH2rxy13UM5BN1DcxLrTaSMuRgastgkja2\nquy6KXhWZft8GvcQfymdW4Fpc98K/Pr/xht93r5t9MguXllMc+UWlpEjANR3pe+9TNdGagld1yd1\nPQqfaHRuQ+AdhdMz4zF8eg9+AffunwO2UmLITMJXOZiLr1fAcFjD8a530dit/TsVUEpJ0ZBqLU98\nIh+RJjLmJ4duw8qHAo9rydjacltUZ3TZLTJ7v/X/l3kReQZWVzsbSK159iy6vznwTq8wn8gAXnNh\nrvV35jHPOlWk/W9gXKb0nZOpL5l1bveYlxxpXOJ41aBQSolRAdfarKDMwBslxuw6lHhdA3mmeaUv\nPfT5TasuvfoeQpEV+Zl6ZTTRCwILFRmH+SDdFQzMdD3v3Dn5/eSZXhWuFJDHqcCfgoDSMLfMy+ma\n1sFP17GPHVuBr7r2oJau0eUkwZOMrGmgyLM3mPd4A/Mxgr3d+XsW5mklec0bfb++G9P5oKyoKtmU\neQdjJbZWL6xNpqV1gXGIai0+XbK9bm5xn/sppz4U3kanu21u+fsFqRllY21lhlM4HDhwicNrGs8+\nK8v5brh5hFl6Uh1jADy95e26d3YsmWGzdamS0mKlxFBgSVK3vAaApG79XQPwhixBo2BWYLzfh0Ga\nCDaSjGmCUx66UfOU5R5+Lvo+Nvs2CfUK6x6xXZ2sOSDOM699AO65aZ/6UadleeoKdglkRR+IohBP\nWuC0ivav1ZEAW3It6XJ72D2Vf0+5WiFg5zfIJHlVNS/xg3kQVYBRIN7bzc6V5as1Bd7EmU+zbUts\nYpae+rg5maG5Enuz0gshhC8Cvhn4TFwGGGOMn/3whvZ4mgB3o4TLST951KRiNymClS8xux7wBPjF\n2y5hUiAqL0q9TBkhz0WBoRKgsdJ84MA76/XVWNLABnC1Ount6u+2dQ6xxFJWt7ftoRsOPYkA7Pdf\nuOWBMS2tr+OSMgX6Lg3h2WfMY9rbs5974/lxjMf2Mxya6uCpq045fPoOfDK1mXnqmj3Y4zHcbLPg\nTw0byRscDOyY4svzpIdtXLmg11S68RIezLoFfOhDnkEn1YAojmH2vaoy2CB9h/J41d4nY4hmMreA\nc8uiPNo0BtJ+X9mx+0n1F9T+SF76eOK1m2eSsPR5UUJaLeVjkC1LeMitYL7eho6dp5rn3vPh7nwt\nh5XYm5zT/R7gzwAf5CGsIl6P1ivmgevolIBD2/k/T5/VAyy1gDyofPtF+5O3pK6+m4P5MRUFNMlj\nPHaRnScAACAASURBVMaqgmn/JR6Ek+hekWpIef91Vr81FeRRJ9mqgrjnbXV6OOBC8qayB7ZXpE7D\nfTjsz293b+IJCgrsbW+7F7e3Z5/b3natc3/PJ6oJ3ntN38VMXjX2gjwbGECCd9k9TG6zitMIDF8a\nw2g8H+STYqPBQVYBrcslhMbBRh6fykGCZ6FdxiVl+rzuA9EnuzqHdH6T7DpPSUXq95wTB2uVTu3b\nkO13iumlB6m8ZZ7BCE6vdC3Xh7fZZ7RCyGtxPDRQeBOD7t0Y4//7UEfyOrD8xhJAaQl4MF3MkXUB\nV56H3p8FmNLDc9C6dGmZTCfX3+ZeZS/tQ55p01itWwXndMxnSgtkKaBXVRYwqmvz2nd37UetzTf6\nJp/a7EOZCrqoqMxtvHALbcocq2BUwdWxe4y7uwYkiorvVwbsL41N5/pEBW2qESfvSQWAVA9XPPQz\nlasTKhIPve0ZUR+/YxleCv5tYYqEzaR//mUv2LlMp1YbWGqHqrWxfBoDulFt300eQBItIQ63n479\n1nQdJxPYrVzedRv7/WmsU8MTpXnzx61RLmoQWeOdhFUkWsFV3VeajO8A91qoP2GZf8MhPPOMZyo2\nlVdTk9rj9tgalvYL58lzuiA3UUT6DqrKsw9zZcTOxFdmUxZ71Q9kqrb0BrPzgu6PhBC+HfhnZI1Z\nY4wfeiijesxtBqhZFlXTnrzpli2z5KXOSjAmT7JNUeN9TtIMucnTjcx7lbGY53HL0oCjZR50N0rz\njC8PvfZs3uPt3nS+QA6kB692cf1h7WmwXa9dN9UgJXQUhXHD6l5wKfGV8uRm17O1sezu2v87O9ax\nt54YmJSljUHFtwc1lNMEJMmDPm5c2iUvV1W8+gnAN7PrLesndD3MQFBFbfJAWO4V5+eu2hjDoXni\ndW3nqwQHBc9UC0EdLTRRCczPUsPI5OUz9QQIrQ5GlQNrPnGLMgite+/dMFWRbZfXRu46C+nQs/t0\n5YALtufj7ghf/3Ze0P3C9H/eDiMCv2m1w3n92KywTLrTFnm5su7NKD5WhUL6ffMmj5tU8CXdZ1IE\nLLqZRUNMKn8w9ECLElDFKzAw19jkQSorqaqSp952inInEMyDOm1rALjfzC83c4G9VA1TbIkPVuRG\n6bH9dv46KftL+fvjsR3j03vusfZvuTxOAHeYaY/Bz0f0jaLwByQdcXYOeQnIac2sbKZ4y1m3YOaD\nYTkNIAA+TCsL0Snb27bvfh/u7M0H3BZ1apDXrElY8jOtIHKFSInRKZvZ51XDWCCpbhajTKNdpWPm\nSpFlD39gHnTL8qRH/Eg4xseY00191X4VVm72APhwjPHT5/nsuUA3xvgbz97qzWOL5GHdW2NZJFdS\nm8spECewPUpe4UHr2yibTADQXebWWJuZ3hS2p1ZzQMVxusL2ayVsJWVDVcMvvmSepHS6bZu8tCQV\nIyUE7CXQVFlGFUhRIOl62r8CTYFUwQvzxF7cZaZrlceopo+XgReS3O369fl2QLfGViT5droO4xa2\nKluiX7tmk1NZ2nVr25Smi6cMX8GAXPzmCLiWUoSlbd3bg5drO5+y9UBYHwdDjbvFixBt4dl1n8DU\nKPXHfNJQt45e6Q/YrKBNDcd3jC7ZKGEzZadtZ9pptVe61XpxoaPs2G/vW1ovOOBPJvOJMmDf52HK\nDHl16v3RNLE8yXxlta7WdpBROv07niadpxvL8lTz8wTqzm2PGeiGEH4Z8BeALwF+HnsEB8A7QggV\n8N3A98a4XGB8XvXCE1hnh1+XXvox4FtSb6E3tZ11Syx6P+BBL/Bkh6p16dAGtgwPhaWN5plD4PSE\nKvfXuPxLkrHp1FKHi8Lbu/f75kHea2B/7Nzw9sjfn3nHab9NY4Aya6+T1BJ5lt3VDGz29owWuIcr\nLdQOXOc/a6M+clmZwHA8NvA8wAuyazx5cRV5jU1KfR6TerLhEjbxlje24cYNLzGpINBmOo4oG6Un\nw7wuFVzhAa6vPSA9dTVs71qKtQrjqHOFUpfleW8lxYlqJA8K7/4bCgPxyQTKia92FHjrY4Cbqzwm\nE7g7tpXOTEJXGOAeTq1lkc5RGuUSK7guSmJ318c4u8eyQGpZWGGc/P2uaZybp2xzYXvMQBf4VuDv\nAf9btxNGCOE61kjhq4DvXbaD89IL/xD4GeD3pL+/Cvg/gYfaAPL1amdJZhT5FWjUtQNriz3YlwoP\nYh1OPZotUJZXmWch1Qm0BERqr90vPLuo34fdPdfZqrDNZsYJ5j3LBPTbSZNUVdDedmCJyUMcjRzY\n2xbqPa+bMMA81O6Yc45TIFFVnv01xesYXMKF+6oNfJTNQjnHOkjbX8ZrINy4YT+jkX1e/PSw8Kww\n6XBHAx+PGkGqyaTSfVVz9+X0e6rgSFv5dztp3YOUV3gvnVvRWi0GAZuuX1GY914UJ7MZZRul0wkq\nLn9v7MoQ8fFNok40+Wk/M7nctgdgmwZ6ld0vBQ7eYPsKhY25YDG1oP0OgK1Voe5jSC/EGL/ylPfu\nAH/nrH2cF3R/WYzxd2Z//+9ZJ4i1ZdZVLRTZ/yoOfYg96NXE/xaPCHbjhsIA96mrKStpANMdAyLV\nLNCSP89um9aW5qmaAy3WOn2rynS82Vg3MVri8tAj1er026ZjbW/D888bKCvldGfHQEXLXo1BiRjD\nyrw/sOpjLzxnQBEK1+tOa18WK/J++w58HA9AKQ24wDnUe2MH+M2BcbVXa/tfoLiJqRW2kgd+7Zon\niNwbe8+04RDC1IFso2/XAgyI4m0YtZ4JpoQBUQD92qiDV/AKakXtyRI9bMJ5CueW76Tzq2qXjY3G\nfv32K6N11GFYk4G+tzt3fNKYTKydEOl7VhbhPt6qSNI+AaP6v+UdLba2XFKmiXt315UksfWVgOIM\nORz2SJTOFnzW89iXuAp7zNQLIYQvTs0Zlr2/Bbwtxvgzy7Y5L+ge5AdLyRKr7G7/hrBlwQXpRMV1\nyWPN9bi5NOgI8+KOal8Gb5Tu4ZbMC9cVSJHXPK39oVDZwPHY95UHhjQRSDZ1bzLfFXdryxMOQuGe\n1EHrS/eAB9vyQJE8n2HhnhmkwjTyphvveru7655ji9MKuk5q2yN6YVYhjcSn1pb6K6/uuPHz3Nvz\ncb2ya7SLPNLjxiuTxdZATw0uya65rnVRGNhvDuBKmgj13SkoJq/7KTwxYw/ziF8h8eXp9QbvpzYY\n2PcuiZb4/S3cY361hXrXM960IlCgfzY54fSTTNXJBv1M6ti6BFIUkhJXtAoJhdUG1n2rcxQkzpKG\n0sS1Ens804B/ZwjhbwL/CstbEKf7AvAbsQSyrz1tB+cF3T8GfG/idgN27/zB+xvzG9u6AbQZ8JTW\nEaFp4M7YgXcRUKtqV5E8upn8K4krp9jSsUzo0iuNG52149k1b0t5/xWWxdVLzQvzoEkPOKpMW6oH\nuCXVx+3bknw4NM9WD+LengechhiPKT2ugP+49clG3q263N5Nz5G8aICXblnQbAf3mi7jvGxeg3fc\nQrvnKdhtCh5dHtnPvbF5kXcx7vq4gfHPwNUtzyDUhHaUhP/TNOa6tpq1onEG2A3/ChAT2lyvrFLc\ncAhP9y0jTrTQZmnHlJf6mQO/hru7cOu20y55e3ZRK5ACV3gK9GVstaAJ9ID5NGx5rzM+vvF775j5\npf8V4JkUbBXVUlU2ESn0c5BWMHUFwyZlC171+1PKD0kAtUo7JAUnF9SruG97zArexBj/TAjhSeB3\nAb8beAv2dXwU+O7TvGDZedULPwX8quQ6E2Mcn/GRtWXWw7O72nZx0zhY/ro8xMHAbvb9dj6ff6OB\nzQriwGuhlkreSNvlQniBveRQ0tbKg5GmNC8LubdnD+jennucfSzAAu7hSmurmrF97Lm5O7a05H3M\nA7uCgaYi7f3bxhmCB8Ku4KA7O9c0xkk6EUnV2rF1eVAwr6jtvPbSuT6BBbC0Qpiksfak38OrcGkl\nIC+91zo10KbNy8qpFHncs6y9Hfc2xaNL1TDow2btqckqGC6trVYsgz6zynKS5Om7VDBPf29iE7Im\n3qMdKJr5IKvA+zIGtqOReeptCweFf19tdiyBQ57lqL9VH0IrKylsqgZ2X2U19hhyugAxxleBv59+\nLmyngm4I4ffFGP9RCOHPdl7Xwb9j4Qff4HZa4sIiO8a8KC1nu0VWct5X0fIST3qYNWssXUebt9tp\nsCIxyvY6rOe96DyQA/PeuGiNS7gONC/8ouw2FdIZj91LK7DgXVP5g9k05gGpctYg7adJQaUxDmjg\nD/NwaO3bNQ6J+8UhHuNKhnyCkNdYA6Op/QwGTnvo3Es87RmcTpnVFij8POVBRjyApPTbI1Lx9dY4\n66tXXaqlrLl7fZv0+tn55YEp0RVPFvDkVeOQBWRq0VRV0Muy7uT1ko6vGg6ka3J5ZCspJZD0JhAy\nblkSv2FKjFGzVDVKla5alBTpd3m1mvh1nTZK2BiloF2qmTwrTZqLth/UHkPQfVA7y9NV440rC95b\nWV2L16sJJMEfUv2d3ypTUs2CXfcu9cCobKGy0prGl5m9wrk23exK9c3pAUhFVmo4zjLFauYTGGTd\n27jE0lQHCYDuJS9xZwJ7E3/Yk+RzVv2rzM5lNEkBPuZ1xuJz69oCPRorWILF7q5xxqMR3GiMk93J\njid1RdbB3qqZpaDWZGLb/xdcYfD81IvRvBW7Hlf7HixSwke/76qOvA6EOOUCox/k+bUYIN/ROVYu\n9cp7n6kqV4nvX7rgvTpTSvTnK4ZJE9s0xot2EzXyvnW5LrZgXtGgIONVfKLcTYGw2Jok7SjdV/tV\nCiwyX81M31ONBXz76T4oC/fIVSNjMIDprWx7VmSPqaf7oHYq6MYYvzv9+m9ijP8ufy8F095Utqhr\n7nls5jVxMrBRYjzgKOlVm8b5z9zT1AN63FjASNHo/CFU8oGAML9dRV0smilLbGk+449TKxdVwZLX\nqXPJHyp5ymq3Puh7mq6kS/oJNfSbzMtlMQAy9gdYE0s/O1ZZmFcnfS+34EX72Ix60HXdbpICIE0o\neYPPwcBBc28v9Q5r/ThKAW4x4NeSWyqFMZ6ePKdvzjxaKSJ0bEnxwFQG/bEH52YKlKnJBMXHFrj2\nNeL1jPV9BzyzMJeM6ftsGptAlWUYdpxKqWs7lzyw26WhNOFspM/nOmnFG/p9W2GpWenK7M0Gupn9\nXeBXn+O1tXWse8vknrFK/akWgPhNcGmWuNLcg9nNOk1oyQgGyDUOuAIsPbh6bcaDZuPS/rX0BAuk\nqN/aINtexyDbt3jg4dDkWaqxqnOYJSO07vHmpqj3KGm+9sbz4F6mZX6D859KBx6PIUx8XJM03n5r\nk8lR4+ekZ1g8qzLhFCQEzwTcwKmUp7Hl3h7m6dYY6O5M7CG6mr47gZ6W6FKeyCMcVA7crwDN2Cce\nURGTSdIiZ+MY4B6v1CU1ntySB+GUXahki82BXZRp+kzdWFU08LRmAWyeTTbz9vHiOepqDDZGSc6K\nwhNlck3xA1mM82Lsx8hCCL8b+FcxxnshhG/EsPBbz1OP5ixO99cC/z3wdIfXVZustXFSm7vIcrDN\nP3eEd1rQ8neYraUlBxuNDMxUEOZoj1nPMGW3bTQnvxTRFyOcA1VwifSagnKbA4tST5Nmd1y5AkI8\nZ5Vvj1XvEq0wSPzzlS2vtTpNiR07qetuzn2Cnbd6wYXkfb7tbfB08vZ2dw0Qr2y5d7a3ZwDZtvZM\n7k3cg6+w1NwJ1q3i2caOdz3VCFZ94OnUl8gqkahaDBtj51bb1sb05FUfz8cqn3Rupe+AsQUzjxt7\n7QgLlM3q3W77+e7cMUrkE+m7uVLD9KZNEAqk9Qq7tmXhXrRayt/CVwH99Pu92j1QKUlUe2O/dEWM\nJtwsfjhXgKlreYxhs3T+eTqFV3fhXtrJtGbWYeTayiRjPM6e7l+OMf6TEMIXA78V+FtYptoXnv6x\nsz3dPt5jL+d1x5hkYm0PaFqqMp7n9sTl5l0E6no+GNeSVAl1inbjXGKD/z3EhP1HjXszJwJrrRfB\nUfBEvHCuJ27wpe4lrK/YVuJkjxNYqOvsMBV53+g7TTJrL1O4d3fcejWyOPREBi1fFfDqlS71UmLF\nIbbclpa1SNfzlfT7k42Nc3vb9jsauWZX/LlATYE2edL6HkTtxDQBDiufRCe4uqBoXLXQpmt8WPtk\n05Wcih6IpMaTU5NoCfBHWep2Xdu+ymbek5QcTNI88KDdUe3fZV7UnOz/kO3nNGux71Xf3VGTGqhm\nCosSi01cfRJr6vbAFh87yVhmeoR+O/D3Yoz/PITwzef54Fmc7o8BPxZCeE+M8RcfbIxvXOt1/s9B\natm2kB5KPDd/cieBZOlL0mEKru3sWCZSkzw7FR+RHGgrAcawNt1tXq93wHKbBYcqOHwp5eBXVgjm\nVVx/utX5jMB7e2R1ed9yI2lcx+5JahK5PDRvUrzjnYlnN22nmgvjiUu+PvuzjWu9lGXK3bxp53/r\nFnzyFkxbj5YPgM/DvPhXgY9hEq87GvfEQE+yLUjjuGPnq4CQvN+8BoV49b09C7TdbVxNIAWB6hXn\nE5SogU/dMt2qCg0pZViFyeWhqwPytLEiOAF4KkutnhULn9hEl6dYD0m1EZKyZZzoifE4yf2mJzuU\ngHu4y0zvBbxyW1Uxazukoj/yuAfYiuTp6wt2dr+2Ik83hPAu4Dux4f+DGONf77z/Z4H/FfsaXga+\n+gzM+2QI4buxwjd/I4SwyTmZlfNyulWqp/u5ZM9wjPE3nfPzbzjrdgMWn5XLs3J1A8xf7K7qIQ+A\n9RpXKcizVWKB9qvgmTzazYHzbYPKA3d6+KvGxfXdrgFgIFA0RltIgH+IJwhcxicM0SINyYtq5jlJ\nga6Klh+33vZ7MjEwJO33KPGoEdhKFMsLL0Dv+bfCjc+At72NXlHwmT/zM3zmxz7Gz/9sy507sLmX\nvOakab2ylXrPTQ1omzT2SboGL9+x61NVBqCTiSsKxmPvppzXwwDvQrE3deWGWskX2fXMC8FI6pYn\nPdzFq6+JotGyXdtK8SEwUzA1XxUMBiaLA5fkXcI5a9JY6gaqsXPAF2VGNbY8FqDvSQkjm8wH4MAr\n5q3EVkQvhBB6wHcBXwrcBN4fQnhvjPEj2Wb/EXhnjLEKIfwx4G8C//Mpu/09wLuAvxVj3AshvAX4\nuvOM57yg+/3A/w38D8AfBf4ANhucaiGEtwLfh9FTLfDuGON3JgD/HzHn4L8A/0uMcS995tuxdLqv\nTZ42IYQ/AHxj2u23xhi/N73+a4D3YPfd+4CviTHGEMJ7gPfEGH/0nOd33yYuTD262tZkW3DSq5DM\nCly0nku68mh1rhvNm0dulJYNJQ9s3No+JRkCX/5L33vU+AOvB7prGo86Dcik21XFM2WAaUl9LyVO\nXL3KrLKZuFE13jxqvEfaLl4c5jLOXfWxpf/T16H3370TfvWvhrf8SuDX2Maf++Pwcx/g7T/x43z6\nzif45E33yodDD8CNEujmSoNXgU+8ZPIoZVYJVPdquLfrNIOi/bOuCVM7T5VYzBM1co+/xKt36aef\nvM+Yzb65ekEZfco4G6bvfdymeyN9RunXM/DFA5eX8ZrMYGNW8SRlHqq1EHhg7DTTPT3AQTdPztC5\ngem0dU2k6703YUW2sjTgLwBejDF+HCCE8IPAlwEz0I0x/ki2/U8Av++Mfb4F+JcxxsMQwm8A/msM\n686084LuUzHG7wkhfE1GOfzYOT7XYOD5oRDCFeCDIYQfBn4Y+PoYYxNC+BvA1wN/IYTwy9Pnfh0G\npj8WQriKlZV8J/asfzDNUq9ixPUfwS7S+7CZ56G2FeryoQLcYVpCHzXQ7GaplNnnnig92ltV3h6m\nawqe9EpPaa2BqwPjJT/jBrMmjR//uN/spP/1cBStZ1jdxR/ARb7DBjZzPZEmjqJ2L6ZH4u9aj3ar\nHc3LwCt78OkPuSe8PfIglxQMn7hjHq5Ad0RqozPySPsLL8AXf8kAfvv3YPdwbr8WPgf4nI/xxcMv\n5+Uf/TA//dPwsY/556dTA4Pt1pModLx/D2zvwNM78Cuvm2d8aQiHn4CXG/NkryR97xjvaHEFA8Nr\neKKB1ATSXA+Az37GA6FtawCvspqbA/jlSau7uws/O3FZ2xVMGfG251xFcfOm3RvS8G727T64OzZt\ns6iCpzA+XTTMrH7yHUtY2cdXRdvZeEVlyJQ8Mrv/0meu55Kzyu9ltT2CJFOr03GS8mWyKtCN8SIF\nb66FED6Q/f3uGOO70+/P4l2QwLzd0wJef4izceSfAu8MIbyA9ZB8L/ADwG87a6DnBV1Njp8KIfx2\nLID63FkfijF+CvhU+v1eCOGjwLMxxn+dbfYTeFBODoRWx2CRwR+OMe4CJNB+VwjhR4GtGOOPp9e/\nD/ifsIt1F79HHqqJ01Iev5orKtVT9AF4KjCk/+vF+9IyFzyg1eJVta6M3BPr9y2opHY6TeOBnLL1\nYBt4YA1O6o0VjNGD36v95pC32w2+gd0Ye7h8aRPYnLrndVjbsl/lGu/R8Zgyudz168A7PoeTgJvb\nO+DzPpenX/x5Rh+vrXBO9lyGwtJ25T3303mphY+0wVe2DNQuD1OKMg5mE9zr38KATdW/Nhpf1aj8\n4+Wh1VfIueFyL13Xwo71xJaB0UYfXnnRxhRJoD5w7lbtiJg4pyyKYr9xmkJLf5loiFkzyewaD7Ds\ntyZdF0nxdNkWyZAKXIOrv2XHjWuBhYnq07dRQrFKXdP56YWdGOM7l7y3SJixMLkrhPD7MAfv1581\nsuQ0fjnwd2KMfzeE8B/PM9Dzgu63pmI3X4vpc7ew7sDnthDC88DnAz/ZeeurMeqCGOOHQwhD4N/i\n/MiiWerZ9HNzwevEGL/mImN7EGtJiQr1fNuWvPzfrIdYBqbLVk3idtvKPF5pK2W9wgM9kjNNaxPa\na+lYMa9SyJfAMF9l7KxbWl6dOuNq7AetPfxN2t8u7lVtNRD3HEQmrQGe+FAtsdXJoCyNnrh6FYui\nnWXPPw/b25SlV1aR+uDSADaz4t9qmS6OeoKB3yjVKShLpyFE9+h6Xcb0t6Iu2haOJp6eLY51OHTp\nWd7+XQWI9J0paeTpLdhMQN9nnjrIU5VV1L0sLXh6F29aqvrC4KsJfeZe7Vl1kIBXetokO9N3IDSS\n3lcmR0Lfd87rHgKFeOX0ospE9vsQzosqZ9nqJGM3seRE2XOY4zhnIYQvAb4B+PUxxsPu+x07CiF8\nJfD7MaoU3Kc51c51eWKM/yL9ehfjWy9kIYQR5o7/6bxYTgjhG7Dv/vuzY/3J7scXDemU17vHDrjG\nfyUmMNMAJFo/nBj3+eRVe+Dq2lJ/FaW+25jXB/6QLzqBu+kYtO6xBIxO2Ohb51dlsF27Zsf5xalL\ngvLkB3HE1/Aot7o66MGUNzwG2rHtZx97uC6nY1+7ZqCSe3N7e/CRnzXa4OM44DeYlx2mPonsMh/d\nH6dr+NOVNVK8ds1+eMf/z967B0mWX+WB3+/mzaysrOyamlLPaDQaiRFIXmzwshgtViyxoDVGyN6w\n8eIlkAkQ5uVdzENgAgMyAVgYloU1GwbvYhMgHovWhDEv2YssC7wDZi0eQiisxwgYRuPRqNXTU1NT\nnZV169bNm/e3f5zz5Tn3VmZVVldWT033PRHVXZV534/zO7/vfOc7rzr9BqwLl4KJRVZEEeLZGlsi\nbbMHXC1FK+FZyHl/pAIOrwH37llUSK5xD1Z8cAVGIZtJX0Kd3EjanpPeRuYGWwexuAWwxB0ho4cf\nlqj56esqNK/0N0a77Gy8s2MdHa7pceWQSDvota40RN+HJTcJJQGW7OMAnabA1sjaGhGHBqyohnzu\nG5lhuj4Buw8ZdBlt96EwiDp21jOEEHgpAWDY7LRwuq2MMvb7AF4VQngFpAvUGyAdHmYWQvh0SKud\n16sY+Wn2FZD81vfFGD+i2/65ZQ5mKacbQrgPwNcAeNivE2P8yiXW7UIc7ttijL/kPv9ySGLuc0+5\nGU8BeK37+yEAj+jnDzU+PzZ66bapIYEQwko0Izik+Wl2AkksTArjvPrCCZ/ppbNbpIng+7Axoskh\nTntfoy0mz3o9ydqTEuSZEYA53lThjW5h/M6J27bPVPMlK912vGMj73bQB3q5bQ+ov6AzlgPqpcmz\nF1v/P9JMfWeZxMmBUA4OM+OienjFJ6sGGs1uZBLtFpD/9yGdEmjbMF5sumeFBCzzPcxFsnEfNvuI\nhQxm/D5T4Zdr10yTl4yOSSmw0OamDJzrlTgpzoZYwgsYU2FWGQijbLGMnAMc758XLKfADaP9HFb1\nliR2r8iaYOUdedmVW4/mYTK4+8hnq6pkMKoqoNDziDFu4Ly2gkhXYYCvB/BOyKm/VWfVbwHwnhjj\n2wH8EGTs/QUV9HoyxvjXT9jmh0II3wbg5fr3RwD8wKLlvS07EfhVAP8BwK/jDPIDGmX+JIBHvSKZ\ncua+DRLGn6aP8U4A368algDwOkgSbjeEsB9CeA0EsngjBPq4cGPLb+KfeS6JDyr0T0cWDdMB+enZ\nMheQy/bdT6p0rI88btVVdDZ04M19kBGRwRJkTU4pj5OOly/jJiz6I9WKBQUTjdqz3JJJXqMhg1Gs\n6AT968PPOAV5dgd44gngk977h6ejaY88gj/9QI4nnhBt4vFYsNxMWRq7uv0uZDrd78nv7JjAQeVj\nkEhvHcBDD5pi2H9+EjjaEX3fx3K7JrxOZIKkMLGeJJHrc+MG8MTIOLTblcBKz+xIMmw0kug4TeUe\ndlP57OO7QHdX/mbnigOncewHLUI6e7C+bT0Y5xowhgPbzz8NqZhLIQ466robqSTqssz62XGg9ffM\nc3YJOV1RyGlaSUROTDncd8r9W9YiMC1Xo6sVY/w1SLLdf/Zd7ve/fJbthRD+GqQKrQfgFSGE/wrS\nN3Kho6Yt63QHMcZvO8tBqX0WpJ/a+117nzcD+BHI8/4uHVV+J8b4P8/bgDrX74VMEQA5MbKOEfLb\nJgAAIABJREFUvhZGGXsHLpi5QPPap0zkFLlFBjnqeOoiZ+uTU/MeLWKSmz1rDHmYGf/Vl7SeFA9U\nsEiIEcyizq4sNqCAzWavzr/1Kmh5bhFhymNtnBu/b7LGGSEN9KcogI9fBz7pQx8EPmcXEnvOs98F\nPvxHuHZNCzEAhEqiyjFk2syHo6/7rwrjl25Afh+7nxR14RZisRNIuW4P0jZoDRbN8xp5qp7vvtxx\ny3YSrZwrgEJb4Gw4TDlJnLB5aQ1DybHlc8XI1VeR+YQhYAMpBxNGxoyUOZvhofoOGRQ6L90682wN\nAqMNBkZdZLcStoBahcUIVLeiMHV77HsgVLRHANEcV4jhVFvW6f6bEMJf1dFiaVMV9XnY61m381ZI\nc8zm5++BFCPdVvNk9aSyZAwLJnyBxDxn6EVo+BJM3e/e+hCHe6/zQU/vyEN+oBEnE2eLHG/TsXKa\nOg/OAAynGyQSjfF8+YJxKlyWFoF5kn9PtxEhUWEH1o22cstSyPsKZNvP7gDPfOAG7sPPQSC3q40z\neR8Q34FnHt/H7q5F+IQwGBXS8TCSJhOhD6HEJQkQMpOqPIBcS5/A8s6KAwqjZEZ6nDs3CxgoneFf\nLj+bGGhrHgwMXiBsARhmy/tC2l5z4OK9onP3HOGhXtsK8nzsuO333TplBVQ5ZuL1qbIcCFX4Z5JR\nbg/18mS2gOJzvKo8GgBUl1dAtowx3qS2uNpSR7vs9XkTgDeHEDiDDhC4dPPk1e5MIyeW8COpWxtF\nHRdrOsFmlLSubxH7jZ3WdC66iO4IAMp6tMyXskLdsfsOvE1B83nG4+716nqxxB6pJVBV5vC4zwGE\nPjUpJSq/N7PSVzpDwiU9WDeDfl8SR488Arzmq96El/257wQ+9VOB17wGSDvAY38KPPVR4PHH8fjj\nmDWVZFsidrPYhlBYmpzUISRa5bS+1xOGxUch0XF3B3jRjjjlcS7He9Md8wZEn7eTqmpZYqyGo0Km\n6FRqe2DLBqnRSEp72TFjAgCZrTPOTBwdem8YqW/D4IMU9kyx9fuR2yZhhATAQ5rMZWn2s7vAwY4l\nTtnVuJcYnzwBMExs4MkyKbUm1OC1fDdVUIfQVlaY0wVWJ7R9ufVu8IEQwpcA6IQQXgXgGyF08FNt\nWfbCPBHzu9ZKpQhMSiu9nU0xi9MJwilsegYAyMSJ+WQWLUedbH5zJC9CdNtKYRERnYSvKvJi2Ize\nms+y74ZB58zBhDAKYFFdUUgSi86cHOB+v96u/eiaaAl03PbJ52VEDGDWMh4Afu/3gMcf38fL/9O7\n8YoPPwr012Vjo5t4dseSQjMuMExwZRPAVTftZbTL8z7MRZ+CA+ZUv78OuW8HrgKNiTc6Hj+Y+Sqx\nWIkTZSLPC/mUlWnvEmrpQ0q909JFv7pdRjXs5nEFMhAwf1BVQKrXiQO1rzjrwfQuSFvsNt5yPjNB\nHzZSx8rKjp/LBbdtBgq87oe5VL/5arWVogGXG174Bgi97AhSFPFOAP9omRVPdLohhE+OMX44hDBX\nN3cZ7cg70SoISyGprODBd7tlu5J5cAGgD7LLTqepFCNQS8HvJwOAAsg1/OH0uYK8YOswXV7vtDnt\nvAdyk/30tkQ9OuVz7SdKFerFQF5hymOYjKZnCb++4JVk+mwM5CT6JWaNJIvKrg+TRMSJY2ViNILb\n7mE43LN+XMSw1flzylvp/oeJ8n0hTiHfkfNngmlSmg4E980xjb9TwIbQhE9moTTstXCj61Fueg4U\nzuE2D2ASmQVMbL0Hi3C3YBCIb1zJwXngoIgst3NmYo33my/0DGtVOMjPdGb3v6zDUrn+Q4iBMQFZ\nMR2Io2Y5OLtq8DJchH+8rJGuEgD+gf6cyU6LdL8FQhX7x/P2C+AvnXWHL3Rr6uGmpTlPQMs+Uada\nNZ+bCbS1TiVRyLSSdVhi6yPRAvYC+peG0co9yr1Mx7INOmNAXsTNoYnh5LnQzT5WmqMhxsop7Ixe\nBnmpdneNp8rId3PTVLvuhTn+K5pgnKhzpOJYNwVe9pB+Vxo/deoiYN/6e08TZD1lSxJXnlHCFNoY\nDICXap+u3JWiku+6qdd3PDaJRk6LWbCxB0u+NRNSdCYJLBJed/d1MwOu6oXc2wOeviElxRmAQV7H\ngMkKyHVb1F1g8vEKbBAilW8fIsQelNk+09uA7INOmhEyIZWdzIpOisKKKuhgqXJGyMLDE/sArqjD\nffnLhd42KaQ0+bCSyHZ/JPefES4TfLxWqypIixEoL2mkq5WxX+Q0Y+4F8PMxxs8/bd0TnW6M8Wv0\n/zMXRNzpxqlyqVNLADO9Adb9M7oE6o6XjjPRsLaTAJ0egMJeIBojOZ8N988hieh8+PsQ7mxVGe4a\nK4tQ13o6UMCilzVoC2/Yi8htUueW2rasuGIkO0gl6qv0PLzuAFkWlHhkN2RAGxumwFCfQN9aphhZ\n1M59zjR+i/rMYnvbsGagPgDS0lQGHi9M3uE90x/CCE2+cop6tEunzHJhFkSMRsLjZeNNDl7rsEGN\nlCw6c9Lx+no9oksE0IGOoAemjveorMMUzA8Q2yVjJKmAflFvsslBm86yeak4mFeQWQk1LXjNo0Jn\n08Ki6rRx3QgdrcIuOaZ7lQ4XAGKMz4UQlhK1PA1e+MKTvvfFDnerFRDHd6SOrJMC21vmqJ4ZHXe8\nM2K6Fht0UsyaUO6PgXFpTr0Pq8+vKomQd2DQQ1WK8yZUAJjDPSrFEfQyKWf12XXCGD2Iw31w0xzf\nYW5FB8RP1wdaYksiLmTZ9T6AXDiynuQ/USjCK4BR2jFJrLKNLcwZzR5k2n4nV9xXHeVoJFzXg7HA\nF1eGtn5fhYC8MttI+bvXFJa5f7OObdJp0Ol5RzuvPMPfO846xgA+tAf09sxB5hCooA9LVhXV8W1V\nkPuwBeCBHvDQQw6Hvi7b4ixnDIFnEtRlJF+k+0gSzNrEM7JO9dqhmE/9IveY59Pk5x45PvZEZxJ0\n4ISTrg5tIGWro34fePlLICTo89rlxnSrEMLLY4xPAkAI4ROwIvbCXzvhuwjgrnK6J93/BBZ9+SaF\n86ZaKcQB0GEAmAmVTBtvPBM3s+qkoo695o1lZSETmaaqWFXJVLGXCGXJVx5xWt7vm65A4Zwu28d4\nHqo/z1hZ8idxlVVehIWsByYFGcH45ob9vhzj1atSFUbGxIEWZjy7I3DAeg5cGZlDJ8uCyaadHZ1W\nj2T5AKlIY5tz3zhyCHM4jHhZ0EGYhd+XsKk4rxtDnRnm674DTKOC0Wnpvp85fRX86aSCDY9GQDcz\nJ+qn7rzPHDQSxVi7nEFAcO1ZIg/155aQBAcFRqv+HHgdCC1VCiUwWuZx8BmYViYAxPL0VVjEpaaM\n/QMAv+3UFj8bonh4qp0GL3zFOQ/srjA27GPUBhju2HTUfNm6zmn5UlBGEzTicDN6GuolyE3sOPp1\nYNNIRqVpKi/G0biu/M/tr7lKu8Pcjo18TKBO6u/25KVn0u2QIaBaSKxq7yCTiHgN9aiUMEGSSOLt\nxQ8Y9sqCjGd2pKrqOT2fYSE/D5TmcLvueua5ymzqcUz0PPo6eKylwHopTGA6S4q8A+Yc++7vA5iO\nLZ1XBitgoCOsINeWyU2fSKPT6sEiUg44FI2h0+pmpuvB+8xIk7MlQAbqBJI0HWqp8VEhg5R3pIAN\nNAMIBk/IpdCMmIfERmNJqlVVvZhmNiuo6ipjLBPfOH/xr9gl7sAeY/y3SjB4DeRWf3OMcWeZdZei\njIUQvh/ADzZA42+JMX7nLR7zC9o8taoDiR43BqYixRbqFHieV7jgnTOn3eSU+sIFrp/lFpVcpcOq\nRMQFMIWsAvUuumREUJib+4y6HwrUDHetMSS7KBxk8uKOtNPuILGSV75kV4YanY+tceQzhVVATSuh\njA1hTiMHUGpyi12DARHy2d4GXny/XM/RyMTPny4lAfWsHjM1YgcqFHOgwi8HYxGcIVXqqtKyMkgU\nzkFnMADuKYD7FO7Y0PPY3RNl6xzGS51CpvtkevBzwCJYVoCtQRzUs7CKMp8cTSBwzhaAF0Mq/kIi\n939SyoxifeDuV2GVcZ5xwrJw6iX3INKYFEPa3QU+tmNJN8Cc/VXIdaZz5zNblsLNBSzBRpii77i4\nlZ7P7kjU565syn6ZsF2VxQiUpymuP08WQviqGONPAvg3+ncnhPDdMcZ/eNq6y16ivxJjfDP/UND4\nr8K6OdzVRmhgpmebOx0GzKeN+XWryqavzeUjDCIgRsiXJc+FXN+Mpv36TNyMxkb5GmXmbBm95JDk\nFwnvgIn2FJChnNFkp/HUMELt9pTytWvbJPOC7AieI6fGhb7Mo5FBBSzGIA8WsGQQWQVMBALiuPdH\nxpgYqcYAedClY2skY9sP90V4ggUXu9fM6dKJcobC5BdQ7zk2KziAODrq3mYwR8X74fU0kkSc/d6e\nOS023+TynvlQ6noTyKDLz1O9DnTWTU1dWgf1c2ckWVWSFPbPEnWDyYLgoEk/WOo+OzoYEypbpV1i\neOFzQwh/EyJ4/iIAPwVgmcYOSzvdTghhjRqTIQQO6ne9MSo9KiSS4lTstMovPzUjDNFUcgIsOprC\n8L/h0F6WcIpcEPG5PUi0nMDazrCCicrxlBgcjYxJUJbicO/pW3REBgMTP4QIZl1sM2CaY1Y91YMI\ngXO9g8wgCk7FRyOLnstSjoX0sGl1vGw5gTyAXU1CPrsrjnevkPNjxwf2mptVl1XAvYWxOYirb23Z\noHT1mjmyFHXooA/TRfDFCX1IpEvIwbc98hgvUC84mJSi0ctGnrOCGdiA0MmBvdKeq0L3O3L3N0Ci\n/L09VUTTxBbLlz3X1uv3zp4Th8vzmDt6jzjQJqWdx0yBrpT747d3N1SkxRi/JITwxQDeD7nlfyvG\n+P8ts+6yTvfnAPxGCOGnINfiKwH8zK0c7J1mnGoVJZCNLRtM3K/JXODyyC2iZBkwjdSbTuOzfk+m\nnoBhwIva79CY+Nl1n/nB4B5IhHZFnwROM8lkSBIh6D/wgPxQ1pHT/uvXtaJKsdRaBFWYY6eDo7Pm\n7GAfSneqgOqadWIgsX9vZNoBjM6pgHYvgPtUz/app4CPFgJBRP0uzzBrb34d4qQPAGzuAnFLzs8L\nj3OmMhhosQrPqQIe6lskd21PBrEd3fYA4uTvVUd+mJtwUALrrkGoKIdE3rvArNhiWgq3d3MPeOB+\nGQTuVwLSeAwcfcCm/JnbRuJ+ns6BvadsNrGdynZ4PVkUMimNRcL7MM4skubsKitlZ91C1vERO2BQ\nVrILPPmkReobLznhgTyLXWJMV0t/3wSRrf2zAL4shPCHS6gmLl0G/IMhhP8EaTccAHxvjPGd5zjm\nO8YYifqs7sAxEqZFHQMG3FSxshfJR7mp+wHq0+hpaTzYLD+enZ5nze/9fkiZWtMIM9ftJ4llpENi\nTomMhgN9gTmF5fd8ifPCkkAJjEfbLHLwSaISkr2fKkQzzk2ohQ6LXOJ1aFPGgR0nk4jEUglHkDvL\nQgyWuxLCAKzF+r7CE179LcCizqKwsl6yHFI9lqFSqPq53WtPz6OojWeW8Jh8sutqWS9CmZT1aNnP\noojvkv7F2UUHkpS7Z1O2UxSuC8WecajJLef19eSZKYwHTvMRO6PsrBLGCOGnoxXOgS8xZexfA/i6\nGONvqITt34MoIX7KaSueBfZ+FEAZY/z1EMIghHAlxrh/a8d7ZxlfFibVNjeNq5rt1JkEgOG3NP9c\nscBhCJtqstV4V6f8o5E86Bnmd/flIMBjaj63jKIZMQ56EmEeKfaZlkAcWUQ6KSWSJO4645OWwNUt\nE1Tni329sKnqrMtBYfjfbmGMgVSPgceRJMpaUKyXWfOrEAEYTuWv6N+MxqtKcWdohwxd9xnYNHyg\nx1LBBg8OJI89BlwfSwKMeG7itsflRpmo5+/CEnpdCBuiq2BvT/czSKX7cFlKNMjqN673Ytj1fDKT\na78Ho2r1+3a/C71nw8bzUytuSTDTegBsQCGVi9fp+p48P4WLyY4lenl/EnHe6wDSTNbzTApAmRm5\ncKs7ALZW5HQvOWXsM9kFRxsl/OMQwtuXWXFZ9sLXQDho2wA+CSLk9M8AfO4tHe4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jAAAg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\nojanbGLCJxlx8iRRz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DDkh5+PY75IO+F6fD2At8cYP95Y5W2QKPCfYkna3wvNTrgmAACF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\nizLpppRSF/0NHTe8j3L7rxUAAAAASUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "excess_image = image_maker.images['excess']\n", "norm = simple_norm(excess_image.data, stretch='sqrt', min_cut=0, max_cut=0.9)\n", "excess_image.smooth(radius=0.08 * u.deg).plot(norm=norm,add_cbar=True)" ] }, { "cell_type": "markdown", "metadata": { "collapsed": true }, "source": [ "### Significance Image" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(,\n", " ,\n", " )" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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JFNKOi+4Xj7caRMMcj7O50LdK7KpuiF4OC2GfNuwIZNYH00qv2AWqGxjSu4BmUnMAeOpV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\n9b5dKAXelNavBhvJ62DWEu0ZAK9198cCeCaAV5rZ41Cu1fN8AB8B8CI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STOD9GvBHQx9w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\naRkXWsdxnJb5f3mG7X9CrT0SAAAAAElFTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Looks like a leopard, because pixels with `NaN`\n", "# values are shown in white, \n", "image_maker.images[\"significance\"].plot(add_cbar=True)" ] }, { "cell_type": "markdown", "metadata": { "collapsed": true }, "source": [ "### Exposure Image" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(,\n", " ,\n", " )" ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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UjrSjAP4n6uvpKBE9DPWD9RkAnrWmQ1mL2UnIbdqzFLsF8gAKpF/7U0DsyQyynaFge/zB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\nM7mNF9tws8g4lgudv/deQg2x0Oa83EGKrsV0jYEQ59slOC95tPExzjw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PdYxcdFV1HDgQ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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "image_maker.images[\"exposure\"].plot(add_cbar=True)" ] }, { "cell_type": "markdown", "metadata": { "collapsed": true }, "source": [ "## Exercises\n", "\n", "* For the output image, create a cutout zooming in on the Crab nebula, and add a marker at the Crab pulsar position\n", "* Change the energy band to something else you like and re-run the whole analysis\n", "* Change the sky image to Galactic coordinates and re-run the analysis\n", "* Change the maximum FOV offset cut to something smaller (e.g. 1.5 deg) and re-run the analysis" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": true }, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.5.3" }, "nbsphinx": { "orphan": true } }, "nbformat": 4, "nbformat_minor": 2 }