{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# COSMOS master catalogue\n", "## Preparation of DECam Legacy Survey data\n", "\n", "This catalogue comes from `dmu0_DECaLS`.\n", "\n", "In the catalogue, we keep:\n", "\n", "- The `object_id` as unique object identifier;\n", "- The position;\n", "- The u, g, r, i, z, Y aperture magnitude (2”);\n", "- The u, g, r, i, z, Y kron fluxes and magnitudes.\n", "\n", "We check for all ugrizY then only take bands for which there are measurements" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "This notebook was run with herschelhelp_internal version: \n", "017bb1e (Mon Jun 18 14:58:59 2018 +0100)\n", "This notebook was executed on: \n", "2019-01-23 13:14:28.824998\n" ] } ], "source": [ "from herschelhelp_internal import git_version\n", "print(\"This notebook was run with herschelhelp_internal version: \\n{}\".format(git_version()))\n", "import datetime\n", "print(\"This notebook was executed on: \\n{}\".format(datetime.datetime.now()))" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "collapsed": true }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/opt/anaconda3/envs/herschelhelp_internal/lib/python3.6/site-packages/seaborn/apionly.py:6: UserWarning: As seaborn no longer sets a default style on import, the seaborn.apionly module is deprecated. It will be removed in a future version.\n", " warnings.warn(msg, UserWarning)\n" ] } ], "source": [ "%matplotlib inline\n", "#%config InlineBackend.figure_format = 'svg'\n", "\n", "import matplotlib.pyplot as plt\n", "plt.rc('figure', figsize=(10, 6))\n", "plt.style.use('ggplot')\n", "\n", "from collections import OrderedDict\n", "import os\n", "\n", "from astropy import units as u\n", "from astropy import visualization as vis\n", "from astropy.coordinates import SkyCoord\n", "from astropy.table import Column, Table\n", "import numpy as np\n", "\n", "from herschelhelp_internal.flagging import gaia_flag_column\n", "from herschelhelp_internal.masterlist import nb_astcor_diag_plot, nb_plot_mag_ap_evol, \\\n", " nb_plot_mag_vs_apcor, remove_duplicates\n", "from herschelhelp_internal.utils import astrometric_correction, mag_to_flux, aperture_correction, flux_to_mag" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "collapsed": true }, "outputs": [], "source": [ "OUT_DIR = os.environ.get('TMP_DIR', \"./data_tmp\")\n", "try:\n", " os.makedirs(OUT_DIR)\n", "except FileExistsError:\n", " pass\n", "\n", "RA_COL = \"decals_ra\"\n", "DEC_COL = \"decals_dec\"" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "collapsed": true }, "outputs": [], "source": [ "# Pritine LS catalogue\n", "orig_decals = Table.read(\"../../dmu0/dmu0_DECaLS/data/DECaLS_COSMOS.fits\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## I - Aperture correction\n", "\n", "To compute aperture correction we need to dertermine two parametres: the target aperture and the range of magnitudes for the stars that will be used to compute the correction.\n", "\n", "**Target aperture**: To determine the target aperture, we simulate a curve of growth using the provided apertures and draw two figures:\n", "\n", "- The evolution of the magnitudes of the objects by plotting on the same plot aperture number vs the mean magnitude.\n", "- The mean gain (loss when negative) of magnitude is each aperture compared to the previous (except for the first of course).\n", "\n", "As target aperture, we should use the smallest (i.e. less noisy) aperture for which most of the flux is captures.\n", "\n", "**Magnitude range**: To know what limits in aperture to use when doing the aperture correction, we plot for each magnitude bin the correction that is computed and its RMS. We should then use the wide limits (to use more stars) where the correction is stable and with few dispersion." ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/opt/herschelhelp_internal/herschelhelp_internal/utils.py:77: RuntimeWarning: divide by zero encountered in log10\n", " magnitudes = 2.5 * (23 - np.log10(fluxes)) - 48.6\n", "/opt/herschelhelp_internal/herschelhelp_internal/utils.py:81: RuntimeWarning: invalid value encountered in double_scalars\n", " errors = 2.5 / np.log(10) * errors_on_fluxes / fluxes\n", "/opt/herschelhelp_internal/herschelhelp_internal/utils.py:77: RuntimeWarning: invalid value encountered in log10\n", " magnitudes = 2.5 * (23 - np.log10(fluxes)) - 48.6\n" ] } ], "source": [ "bands = [\"u\", \"g\", \"r\", \"i\", \"z\", \"y\"]\n", "band_index = {\"u\":0,\"g\":1, \"r\":2, \"i\":3, \"z\":4, \"y\":5}\n", "apertures = [0, 1, 2, 3, 4, 5, 6, 7] \n", "aperture_sizes = [0.5, 0.75, 1.0, 1.5, 2.0, 3.5, 5.0, 7.0] #arcsec aperture sizes\n", "\n", "flux = {}\n", "flux_errors ={}\n", "magnitudes = {}\n", "flux_errors ={}\n", "magnitude_errors = {}\n", "stellarities = {}\n", "\n", "flux_to_mag_vect = np.vectorize(flux_to_mag)\n", "\n", "for band in bands:\n", " flux[band] = np.transpose(np.array(orig_decals[\"decam_apflux\"][:,band_index[band]])) #np.transpose(np.array( orig_decals[\"decam_apflux\"], dtype=np.float )) \n", " flux_errors[band] = np.transpose(np.array(orig_decals[\"decam_apflux_ivar\"][:,band_index[band]])) #np.transpose(np.array( orig_legacy[\"apflux_ivar_{}\".format(band)], dtype=np.float ))\n", " \n", " magnitudes[band], magnitude_errors[band] = flux_to_mag_vect(flux[band] * 3.631e-6 ,flux_errors[band] * 3.631e-6)\n", " \n", " stellarities[band] = np.full(len(orig_decals),0., dtype='float32')\n", " stellarities[band][orig_decals[\"type\"] == \"PSF \" ] = 1.\n", " stellarities[band][orig_decals[\"type\"] == \"PSF\" ] = 1.\n", " \n", " # Some sources have an infinite magnitude\n", " mask = np.isinf(magnitudes[band])\n", " magnitudes[band][mask] = np.nan\n", " magnitude_errors[band][mask] = np.nan\n", " \n", "\n", " \n", " \n", "mag_corr = {}" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 1.a u band" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "#nb_plot_mag_ap_evol(magnitudes['u'], stellarities['u'], labels=apertures)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "u band is all nan" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [], "source": [ "#nb_plot_mag_vs_apcor(magnitudes['u'][4], \n", "# magnitudes['u'][5], \n", "# stellarities['u'])" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "collapsed": true }, "outputs": [], "source": [ "# Aperture correction\n", "#mag_corr['u'] = np.nan\n", "#mag_corr['u'], num, std = aperture_correction(\n", "# magnitudes['u'][4], magnitudes['u'][5], \n", "# stellarities['u'],\n", "# mag_min=16.0, mag_max=19.0)\n", "#print(\"Aperture correction for g band:\")\n", "#print(\"Correction: {}\".format(mag_corr['g']))\n", "#print(\"Number of source used: {}\".format(num))\n", "#print(\"RMS: {}\".format(std))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### I.a - g band" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "image/png": 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ETlFJzjENGhIcdQrBmOth8074h+4kHHUK4Wsv4MMw7ngiIpIFVHAkZ5nmrUgMuYDg7Eug/kb42yYQXnwWfvb7cUcTEZGYqeBIzjNbdCIYcSXmxOGweBHh1aMov3Ysft6XcUcTEZGYqOBIXjBBQNB9N4JxN2IO/SvMmU04Zijhndfjf/4x7ngiIpJhushY8ooproXZ6yB8rz74xx3+hSfwb7yE6XsQZq+DMCW1444oIiIZoBkcyUumXgOCw08kGHs9dNoeP/VewpGDCV9+Bh+Wxx1PRETSTAVH8ppp2oLE4PMI/u9vUNoUf+f1hGPPwM98W0s/iIjkMRUcKQim/VYE//c3gsHnwdIlhNdeRDhhNP7L/8UdTURE0kDX4EjBMMZA154E2+2If/Ep/NQphOPPxPTojTnwaEyj0rgjiohIDVHBkYJjiooxffbH79Qb/8QD+Oem4t96BbPnAZi9D8FsUCfuiCIisp50ikoKlqlTj+DQgQTjJ2G23wn/xP2EI08mfOEJfFlZ3PFERGQ9qOBIwTONmxKcOJxg5FXQog3+npsIx5yOf2+GLkQWEclRKjgiSaZdB4Lh4wmGXADGEN5wCeEV5+M/+2/c0UREJEXrVHCsta2ttT1qOoxI3IwxmO26EYy5DnPUKTD/a8JLziacfAX++/lxxxMRkWpK6SJja20b4F6gM+CBetbaQ4G9nXMnpiGfSCxMIoHZfR98j93wTz2En/4I/t3XMH/ZD7OvxdStF3dEERFZg1RncG4GHgfqA8uS26YDe9ZkKJFsYWrXITjwaILxN2O674af/ijhiEGEzz6KL1u29i8QEZFYpFpwugGXOedCohkcnHO/ABvWdDCRbGIaNiYYOIxg1DXQrgP+vlsJR59G+OYruhBZRCQLpVpwvgXaV95gre0IfFljiUSymGm9CYkzLyIYNgZqleAnX86PZ/8V/97rKjoiIlkk1Qf9XQlMs9ZeChRZa48ERgCX1XgykSxmOm1P0HE7/Ix/4Z98gPCGi6HNpgT7HwHbdY+emiwiIrFJaQbHOXcbcC5wGPAVcBwwyjl3dxqyiWQ1EyQIevah8fX3Yv56Bvzxe3Rr+bgz8O/qGToiInFKeakG59wjwCNpyCKSk0yiiKDnX/Ddd8O//iL+cUd44yXQapNoRqdzd0ygR06JiGTSWguOtfb46nxRcnZHpGCZRAJTUXTeeAk/7T7CSZdCq3bJotNDRUdEJEOqM4NzTKXXBugFzCc6RdUaaAa8AqjgiJAsOjv1xnfbFf/mS/hpjnDSZVHR2e8I6KKiIyKSbmstOM653hWvrbXXAY84566ptG0YsFl64onkLpNIYHoki84bL0czOjddBi3bRjM6XXZS0RERSZNUr8E5Gihdadv1wAJgaI0kEskzJkhgeuyO77YL/s1X8NOmEN70t6jo7Hc4bN9TRUdEpIalWnDmA/2Bhytt2x/4rsYSieQpEySipyHvuHOy6NxHePPl0KJNNKOjoiMiUmNSLThDgQestecQXYPTBuhIdNu4iFTDCkXnrX+vUHTMfkdguqroiIisr1SfgzOd6HqbScA7yd83dc49k4ZsInnNBAmCbrsSjLkWc9LZ4D1+8uWEY04nfPNlfFged0QRkZy1Ls/BWQDclYYsIgXJBAlMt13xO/TCv/0qfuoU/OQr8M1bY/Y7HLNDL0yQiDumiEhOSangWGtfJrnI5sqcc7vWSCKRAmWCBGbHXfBdk0Vn2hT836/ET50SFZ0dd1bRERGpplRncG5Z6X0z4ATgnzUTR0RMEGB23BnftSe88yrh1Cn4W67CT7tPRUdEpJpSKjjOuTtW3matfRC4HRhbU6FEJCo67LAzwfY94d3XKhWdKZh+h2O67aKiIyKyGilfg1OFr4Fta+B7RKQKJgigay+CLjvBuzMIp96Lv/Vq/OP3YfpZzI67YhIqOiIilaV6Dc7K61LVAQ4GZtRYIhGpUlR0ehJ06QHvzYhmdG6dgJ/mMPup6IiIVJbqDM4xK71fDLwKTKiZOCKyNiYIYPueBJ17wHuvJ2d0JuCnJq/R6aaiIyKS6jU4vde+l4hkQlR0diLo3D1ZdKbgb5vw5zU63XdT0RGRgpXSg/6stT+uZruWahCJiQkCzPY7EYyaQHDqCCipjb/9GsLRpxK++hy+XA8MFJHCk+opquKVN1hriwH9b6JIzEwQQJce0YzO+68TPnYv/vaJ0e3l/Q7H9NhdMzoiUjCqVXAqPeCvtrX2pZU+bkV0HU51vqc1cCfR83NCYLJzbmKlz88GrgCaJJ+YvPLx5cDM5NsvnXP9q/NzRQqJMQY69yDYrju8/0Z0jc4/Jv5511X33TFFNXEDpYhI9qruv3K3AAbYEbi10nYPfAs8X83vKQOGO+fesdbWB9621k53zs1Klp89gS/XcPzvzrnO1fxZIgUtKjrdCbbrBh+8Gc3o/ONa/OMOs+9hmB69VXREJG9V61+3igf8WWtnOOc+Xtcf5pz7Bvgm+XqhtXY20BKYRXQn1rnAo+v6/SKyKmMMbNeNYNsd4YO3ohmdO677s+js9BcVHRHJO8b7KpeWWs5ae4xz7q7k65Wfg7Occ+62VH6wtbYd8BLQCdgd6OOcG2at/RzYYTWnqMqA94hmgi5zzj1SxT6DgEHJTF2XLl2aSqxqKyoqoqysLC3fnSs0BpFcGwfvPUvffpVF991K2ZyPCZo2p95hA6m9+z7rXHRybQzSQWOgMaigcUjvGNSqVQuis0przlCN7zqSP1cPX/k5OBU8UO2CY62tBzwInEFUVkYCfatxaBvn3Dxr7abA89bamc65Tyvv4JybDEyuyLVgwSo9qUaUlpaSru/OFRqDSE6OQ7st8Of+jWDmW4RTp/DrDZfy65Rbo2t0duqNKVrlfoI1yskxqGEaA41BBY1DesegRYsW1dpvrTM4NS1519U04Gnn3NXW2m2A54Dfkru0AuYB3Zxz89fwPf8ApjnnHljDj/Pz5s2rmeAr0V9gjUGFXB8H7z18+Dbh1Cnw2X+hcdPo1FXPv1S76OT6GNQEjYHGoILGISMFp0ZmcFZhrW0K1Ku8zTn3v2ocZ4guUp7tnLs6edxMoGmlfT6nilNU1tqGwG/OuSXW2lKgF3D5uuQXkT8ZY2CbHQg6dYUP34mu0bnrhuganX6HYXr2SXlGR0QkbqmuRbU3UUFpvtJHnuo9C6cX0Wmumdba95LbRjjnnljNz9sBGOycOxHYCrjZWhsSPaDwMufcrFTyi8jqRUWnK0Gn7eGjd6K7ru66Ef/4/dGMTi8VHRHJHSmdorLWfkr0nJo7nHO/py1VzdEpqjTSGETydRy89/DRu4RT74X//QcaNcHscyim1x6Y4hWLTr6OQSo0BhqDChqH3DxF1RC42TmX2Qt3RCTjjDHQaXuCrbvArPeiU1d3T8I/eX+y6Oy5StEREckWqRacW4G/ksIdUyKS24wxsHUXgo6dYfZ70amru2/CP/FAVHR23jPuiCIiq0i14PQAhlprzwNWuMPJObdrjaUSkaxjjIGOXQi2qlR07rkJ/+QDLOrTD79xK2jXHrNR47ijioikXHBuSf4SkQK1YtF5n/Bxx+KH7oIwjHbYsFFUdNq2x7RrD203wzRoGGtmESk8KRWciiUbRESiotOZRMfONK5fjwXvvon/Yg58Pgf/xRz8B2+y/CaGRqXQtqL0dIhKT70GseYXkfyW6m3iq1uqYQkwF5jhnFuy3qlEJKeYktqY9lth2m+1fJv/4zf48rMVS8+7M1h+h0Lpxpi27ZfP9tB2M0ydelV+v4hIqlI9RXUssBPRCuJziZ46vDHwFtAOwFp7gHPurRrMKCI5yNSuA5tvjdl86+Xb/G+L4ctPVyg9vP3vP0tP0+aVSk8HaLtp9D0iIilKteB8BDzknLu2YoO1dgiwJbAz0ZpS1xGVIBGRFZg6dWHLbTFbbrt8m1/0a1R6KmZ5Pv0Y3nw5Kj3GwMYtia7lSV7T03pTTEntmP4EIpIrUi04A4CVb5GYBCxwzg2x1l4BnFMjyUSkIJh6DaBjF0zHLsu3+V9/hi8+xX/xSVR8Pv4AZvwrWXoCaNF6xdNbrTfBFNeK7c8gItkn1YLzLbA/8Gilbf2A75KvawPLaiCXiBQw02Aj2KYrZpuuy7f5n3+ISk/FTM/Mt+DV56LSk0hAizZEFzAnZ3pattXSEiIFLNWCMxS431r7IfAV0BroBByW/Lw70SkqEZEaZTZqDBs1xmzXDUguJfHTgj8vYP58Dv6d1+DlZ6LSU1QELdvx5+mtDtC8NaZondYYFpEck9JaVADW2sbAvkAL4BvgcefcD2nIVhO0FlUaaQwiGofsGQPvPSz4FioKzxdz4ItP4ffF0Q7FtaLTWZUvZG7eEhNUZ63gNcuWMYiTxiCiccjNtahIlpm71iGTiEhaGWOgSTNo0gyzw84A+DCE7+fjP/8kKj5fzMG/+jy88Hg001OrBNpsxgoXMjdtgQmCGP8kIrK+Un0OThFwKrAbUEqlBqWlGkQkG5kggI1bYDZuAd13A8CH5fDtPPznc5KzPZ/gX3oKli6NSk/tDZY/mHD5hcxNmkUFSkRyQqozOBOAvwCTgYuJbgs/BZhSw7lERNLGBInoepzmrWGn3gD48nL45qsVH0z4/DQoWxaVnjp1l8/wmLYdoF17aNREpUckS6VacA4GdnLOfWmtvcg5N9Fa+zRwMzCmxtOJiGSISSSgVTtMq3bQaw8AfFkZzPtyxdLzzKP48rLooHoNohmeNu1Z2n1nfPO2KjwiWSLVglOH6O4pgN+ttXWccx9ba7us6SARkVxkioqgzaaYNpvCLn0B8MuWwdefVzq9NQc/6wF+esLBplsQHDAAtuqsoiMSs1QLzmxgR+ANouUZxlhrfwW+rulgIiLZyBQXQ7sOmHYdlm/zS5ZQ96M3WXjfbYQTLoT2HQkOGLDCE5tFJLNSLTjDgPLk67OInmJcHxhUk6FERHKJKSmhTt8DWbxNd/wr0/FP3E941QWweSeC/gMwW3SKO6JIwUn5OTg5Rs/BSSONQUTjoDGAFcfAL1uKf+kZ/JP3wy8/wZbbRjM67TvGnDK99PcgonHI0efgWGvbAdsC9Spvd87dk+p3iYjkI1NcC9NnP/wue+JffAr/5AOEfzsPOnYh6H8kZrMt444okvdSfQ7O+cBoolXFf6/0kQdUcEREKjG1SjB7HoDfdS/8v57EP/Ug4WXnQqeu0amrTTqs/UtEZJ2kOoMzHOjqnJuVjjAiIvnIlNTG7HUQfre98S88gX/6IcJLhsO2O0ZFp+1mcUcUyTupFpwfgM/TkENEJO+Z2htg9jkEv/s++Oen4Z95hHD8mdC5R3TqqvUmcUcUyRupFpwzgMnW2muA7yp/4Jz7ssZSiYjkMbNBHUw/i+/dD//cVPz0RwnHzoDte0ZFp2XbuCOK5LxUC04toC8wYKXtHlj/5XhFRAqIqVMXs/8R+D774ac/hn/2UcJ3X8PssDNm/yOipSREZJ2kWnBuBEYQrT31+1r2FRGRajB16mEOGIDfY/9oKYjnpuLfegWz466Y/Q/HNGsVd0SRnJNqwSkCbnfOla91TxERSYmpWx9z0NH4Pfrjn3k4uk7nzZcx3XeLik7TFnFHFMkZQYr7XwmcZ63VIisiImli6jcgOOQ4gkv/Ht1m/s6/CUedSviPifjv58cdTyQnpDqDMxRoBoyw1v5Q+QPnXJsaSyUiIpgGG2EO+yu+74H4px6MHho441+Ynn0w/SymcdO4I4pkrVQLztFpSSEiIqtlNmyIOfxE/F4H4Z98EP/SU/hXn8f02gPT7zBMoyZxRxTJOikVHOfci+kKIiIia2Y2aow5chB+r4PxTz6Af/kZ/KvPYnbpi9nnMEzDxnFHFMkaKa9FJSIi8TKNSjFHDcbvfQj+CYd/6Wn8y9Mxu+2N2fsQzEaN4o4oEjsVHBGRHGUaN8Ecc1qy6NyPf+Fx/EtPY3bfB7P3wZgGDeOOKBIbFRwRkRxnmjTDHHc6fp9D8Y87/LNT8S8+iendD7PXwZj6G8YdUSTjUr1NXEREspRp2pzgr8MIxt6A2b4n/plHCc8/ifChO/GLfo07nkhGpTSDY61tBJwNdAbqVf7MObdrDeYSEZFqQxLIAAAgAElEQVR1ZJq1xJxwFn5fi582JbrF/IXHMX32x+x5IKZuvbV/iUiOS/UU1T1ACeCA32o+joiI1BTTvBXmpLP/LDqPO/zz0zB79I9+1VHRkfyVasHpCTRxzi1JRxgREal5pmUbzMnn4vsdRjh1Cn7qFPxzU6PZnD77YzaoE3dEkRqX6jU4HwBa9U1EJAeZVpuQOOV8glHXwOad8I/eHV2j88T9+D80KS/5JdUZnOeBp6y1twMrLIjinLutxlKJiEjamDabkjhtJP6LOYSP3oN/+C789Ecxex0U3XlVUjvuiCLrLdWCswswF9hzpe0eUMEREckhpm17EkNH4z/7L+Fj9+AfvAP/zCPRwwJ32wdTUhJ3RJF1lupSDb3TFUREROJhNtmcxLAx+E8/jorO/bfhn3k4Kjq77oWppaIjuWedH/RnrTWAqXjvnAtrJJGIiMTCbLYliTPH4j+ZFRWd+27BP/0QZp9DMbvshSkujjuiSLWl+hyclsD1wK7ARit9nKipUCIiEh/ToSOJ4ePx/5kZFZ17J+Ofegiz72GYnffAFKnoSPZL9S6qm4ClQB9gEbA98BgwuIZziYhIzMwW2xCcfQnBWeOgUSn+7kmEIwcTvvQ0vqws7ngia7Quz8Fp45xbbK31zrn3rbUnAK8Cf1/bwdba1sCdQDMgBCY75yZW+vxs4AqiZ+0sqOL444ALkm/HO+fuSDG/iIikwBgDW21HsOW2MOs9wkfvxt91A/7JBzD7HY7p0RuT0AS+ZJ9UZ3DKgYra/rO1tgmwGGhZzePLgOHOua2AHsBp1tqOsLz87Al8WdWByWUiLgS6A92AC621WipXRCQDjDGYrbsQnH8FwdALoW59/D+uJRx1CuGrz+PLy+OOKLKCVAvO68C+yddPA/cBDwFvVedg59w3zrl3kq8XArP5sxxNAM4luuW8KnsB051zPzrnfgKmA3unmF9ERNaDMQazTVeCkVcRDLkANqiDv/0awtGn8ftLz+D96v4JF8msVAvOMcCLyddnED3470NgQKo/2FrbDugCvG6t7Q987Zx7fw2HtAS+qvR+LtWfORIRkRpkjMFs143gggkEp46AWrX4dcIYwkmX4hcvijueSMrPwfm50uvfgfHr8kOttfWAB4lKUhkwEui7lsNMFdtW+V8Fa+0gYFAyI6WlpesSca2KiorS9t25QmMQ0ThoDKDAx2DP/fB99uWPJ+7n1ztugIvPpMFZY6m15TZxJ4tFQf9dSMqGMUj1NvESYDRwJNDYObehtbYvsLlz7vpqfkcxUbm52zn3kLV2G2AT4H1rLURrXb1jre3mnKu8HMRcYPdK71sB/1r5+51zk4HJybd+wYJVrlWuEaWlpaTru3OFxiCicdAYgMYAoHS/w1m0cRvCv1/BTyNPwRxwVPSwwCDVkwW5TX8X0jsGLVq0qNZ+qd5FNYHotNBRwJPJbR8lt6+14CQfDngrMNs5dzWAc24m0LTSPp8DO1RxF9XTwCWVLizuC5yfYn4REUkjs0kHggsm4P95Y7TG1ccfEJxwFmZD3RMimZVqrT4IGOCce43oNm+cc19T/WthehFdx/MXa+17yV/7rm5na+0O1tpbkj/nR2Ac8Gby19jkNhERySKmTl3MSWdjjh0Cn84mvGgofta7cceSApPqDM7SlY9J3ir+Q3UOds69QtXX0lTep12l128BJ1Z6fxta1FNEJOsZYzC79MVvuiXh5MsJrxmD2ftgTP+jMEXrvEqQSLWlOoNzP3CHtXYTAGttc6JTU1NqOpiIiOQ+07INwYirMDvviX/yQcIrR+B/+C7uWFIAUi04I4DPgZlEa1F9AswDLqrZWCIiki9MSQnBsUMwg86Br78gHDsM/85rcceSPJfqbeJLiW7tPiN5amqBc05PdRIRkbUKdtwF37Y94eQrCCddium9L+aw4zHFteKOJnmoWgXHWttmNR+1Tt7ajXOuyiUWREREKpimzQnO+xv+oTvx0x/FfzKb4ORzMM1axR1N8kx1Z3A+58+H6q3ugXtabU1ERNbKFBVj7An4LbclvP0awvFnYQYMJuj5l7ijSR6p7jU4HxBdb3MB0BYoXumX5hdFRCQlZtsdCUZfC23bR+tZ3ToB/8fvcceSPFGtguOc6wwcCjQCXgGeAI4Aajnnyp1zWkZWRERSZho2Jhg+DrP/kfjXXyQcfxb+y//FHUvyQLXvonLOfeicO4doWYWrgf2Ab6y126crnIiI5D8TJAj6H0kwfDws+Z3w0rMJn5+mlcllvazLAiEdgN2AnYB3gZ9qNJGIiBQks0UngtETYavO+Hsna2VyWS/VvYuqEdECm8cB9YG7gF1155SIiNQkU39DgiEX4J99DP/QnYRjhxGcdDam/VZxR5McU927qOYBnxEVmxnJbe2tte0rdnDOPV/D2UREpACZIMD0PRDfYWvCv19BeMX5Bbsyuay76hac+UBt4KTkr5V5YNOaCiUiIqKVyWV9VKvgVF4AU0REJFNMnbpw0tmw1Xb4KZMJLxpKcOJZmI5d4o4mWU5zfSIiktWMMQS79CUYcTXU35DwmjGED92BLyuLO5pkMRUcERHJCVqZXFKhgiMiIjlDK5NLdangiIhIzgl23IVg1DXQpDnhpEsJ77kJv2xp3LEki6jgiIhITqpYmdzseQD+hScILzkHP39u3LEkS6jgiIhIzjJFxQT2BILTR8HPCwjHn0X4qh7LJio4IiKSB7QyuaxMBUdERPLCnyuTH6GVyUUFR0RE8ke0MvkAguHjtDJ5gVPBERGRvGO22EYrkxc4FRwREclLFSuTm8OOhw/eip6ZM2d23LEkQ1RwREQkb5kgIOh7IMH//Q0SCcIrzid84n58GMYdTdJMBUdERPJexcrkpmsv/MN3EV5zIf6Xn+KOJWmkgiMiIgXB1KmLOelszLFD4NPZhBcNxc96N+5YkiYqOCIiUjBWWJm8XgOtTJ7HVHBERKTgmJZtCEZerZXJ85gKjoiIFCStTJ7fVHBERKSgaWXy/KSCIyIiBU8rk+cfFRwRERG0Mnm+UcERERGpRCuT5wcVHBERkZVoZfLcp4IjIiJSBa1MnttUcERERNZAK5PnJhUcERGRtdDK5LlHBUdERKQatDJ5blHBERERSYFWJs8NKjgiIiIp0srk2U8FR0REZB2sdmXycq1Mng1UcERERNbDyiuT/3LNRfjy8rhjFbyiuAOIiIjkOlNSgjl2COHGLVnywO2YpWVwwhmYIBF3tIKlgiMiIlJDgr0OYoPaJSz6502QCGDgUJWcmKjgiIiI1KC6hxzL4oUL8Y/eDUECjh2CCXRFSKap4IiIiNSwYL/DCcNy/NQpEARw9KkqORmW0YJjrW0N3Ak0A0JgsnNuorV2HHBActt3wEDn3Lwqji8HZibffumc65+Z5CIiIqkx+x8J5eX4J+6HRAIGDMYYE3esgpHpGZwyYLhz7h1rbX3gbWvtdOAK59woAGvtUGA0MLiK4393znXOXFwREZF1Y4yBA4+OSs7TD0Wnq444SSUnQzJacJxz3wDfJF8vtNbOBlo652ZV2q0uoKVaRUQk5xlj4JDjICzHT380Kjn2eJWcDIjtGhxrbTugC/B68v3FwLHAL0Dv1RxW21r7FtFM0GXOuUcyEFVERGSdGWPgsOMhDPHPPhrdXXXIQJWcNDPeZ36yxFpbD3gRuNg599BKn50P1HbOXVjFcS2cc/OstZsCzwN9nHOfrrTPIGAQgHOu69KlS9PyZygqKqKsrLCfVqkxiGgcNAagMQCNQYXVjYP3noWTr+T3px6m7iHHUveok/O25KTz70KtWrUA1jpwGS841tpiYBrwtHPu6io+bws87pzrtJbv+QcwzTn3wBp28/PmrXKtco0oLS1lwYIFafnuXKExiGgcNAagMQCNQYU1jYMPQ/zdk/AvPY3Z/wiC/gMynC4z0vl3oUWLFlCNgpPRe9astQa4FZhdudxYaztU2q0/8HEVxza01pYkX5cCvYBZK+8nIiKSrUwQYI46BdNrD/zUKYTTpsQdKW9l+hqcXsAxwExr7XvJbSOAE6y1WxDdJv4FyTuorLU7AIOdcycCWwE3W2tDomJ22UoXJ4uIiGQ9EwRw7GnRhceP3kMYJAj2PSzuWHkn03dRvULV00pPrGb/t4ATk69fBbZJXzoREZHMMEECBg6F8hD/8F2EiSKCvQ6KO1Ze0ZOMRUREYmCCBBx/BvgQ/8DthImAYI8D4o6VN1RwREREYmISCTjhLHx5Of6+W6PTVX/ZL+5YeUELY4iIiMTIJBIEJ50NnXvg751M+K8n446UF1RwREREYmaKighOPge264a/exLhy8/EHSnnqeCIiIhkAVNUTHDy/0Gnrvi7biD897NxR8ppKjgiIiJZwhQXE5x6Pmy1Hf6O6whfeyHuSDlLBUdERCSLmOJaBKeNhC22wd8+kfD1F+OOlJNUcERERLKMqVVCMGQUbL41/tYJhG++EneknKOCIyIikoVMSQnBkAtgsy3xt1yJf/vVuCPlFBUcERGRLGVqb0AwbDRssjnh36/Avzcj7kg5QwVHREQki5nadQiGjYE2mxHedDn+/TfjjpQTVHBERESynNmgDsEZY6BVO8KbLsV/+HbckbKeCo6IiEgOMHXqEZx5EbRoQ3jDJfhZ78YdKaup4IiIiOQIU7c+wZljoVlLwusvxs9+P+5IWUsFR0REJIeYeg0IzhoHTZoRXj8e/58P446UlVRwREREcoypvyHB8HHQuCnhdWPxn8yKO1LWUcERERHJQaZBQ4Lh46FhY8KJF+E//TjuSFlFBUdERCRHmQ2TJWfDhoQTx+A/+2/ckbKGCo6IiEgOMxs1jkpOvQaEEy7EfzEn7khZQQVHREQkx5lGpQTDL4Y6dQmvHo3/8tO4I8VOBUdERCQPmMZNCM6+GGpvQDhhNH7uZ3FHipUKjoiISJ4wpRtHp6uKahFeNQr/9RdxR4qNCo6IiEgeMU2bRzM5iSLCqy7Af/NV3JFioYIjIiKSZ8zGLQjOHg/GRCVn/ty4I2WcCo6IiEgeMs1aRaerwjAqOd/NiztSRqngiIiI5CnTok1UcsrKCK+8AP/9/LgjZYwKjoiISB4zLdtGa1ctXUJ45Uj8gm/jjpQRKjgiIiJ5zrTehOCssfDHb9Hpqh++jztS2qngiIiIFADTZjOCM8fC4kWEV43E/7gg7khppYIjIiJSIEy7DgRnjIGFv0QzOT//EHektFHBERERKSBm0y0Iho2BX36KHgb4y09xR0oLFRwREZECY9pvRTB0NPz4fTST8+vPcUeqcSo4IiIiBchsvnVUcn74lvDqUfiFv8YdqUap4IiIiBQos8U2BENGwXffRCVn8cK4I9UYFRwREZECZrbajuC0kTB/LuHVo/GLF8UdqUao4IiIiBQ4s3UXglNHwLwvCCeMxv+W+yVHBUdEREQw23QlGHwezP2c8Jox+N9/izvSelHBEREREQDMdt0ITj4XvvyUcOIY/B+5W3JUcERERGQ506UHwUnnwGf/Jbx2LH7JH3FHWicqOCIiIrIC07Un5sThMOdjwuvG4ZcsiTtSylRwREREZBXBjrtgTjgT/vsR4Q3j8Utzq+So4IiIiEiVgu67YQYOhY8/ILzxEvyypXFHqjYVHBEREVmtoOdfMMcOgY/eJZx0GX7ZsrgjVYsKjoiIiKxRsPOemGNOhZlvEd78N3xZ9pccFRwRERFZq2DXvTFHDYb33yCcfAW+rCzuSGukgiMiIiLVEuy+L+aIQfDuDMJbrsSXl8cdabVUcERERKTagj77YewJ8Par+FuvztqSU5TJH2atbQ3cCTQDQmCyc26itXYccEBy23fAQOfcvCqOPw64IPl2vHPujswkFxERkQrBngcQhuX4B/4BiQT8dRgmSMQdawWZnsEpA4Y757YCegCnWWs7Alc457Z1znUGpgGjVz7QWtsIuBDoDnQDLrTWNsxcdBEREakQ7HUw5sCj8TP+hf/HdfgwjDvSCjI6g+Oc+wb4Jvl6obV2NtDSOTer0m51AV/F4XsB051zPwJYa6cDewP3pje1iIiIVCXoZwnDEP/YPdFMzjGnYYLsuPolowWnMmttO6AL8Hry/cXAscAvQO8qDmkJfFXp/dzkNhEREYlJsP8R0emqafdBkICjT4k7EhBTwbHW1gMeBM5wzv0K4JwbCYy01p4PDCE6HVWZqeKrVpnpsdYOAgYlv5PS0tKajL5cUVFR2r47V2gMIhoHjQFoDEBjUKEQx8EfP5RFJSX89uCd1K5bl8Qp58Y+BhkvONbaYqJyc7dz7qEqdrkHeJxVC85cYPdK71sB/1r5YOfcZGBy8q1fsGDBeiauWmlpKen67lyhMYhoHDQGoDEAjUGFQh0Hv9chmIUL+f3JBzG1a7Nk38PT8nNatGhRrf0yfReVAW4FZjvnrq60vYNz7pPk2/7Ax1Uc/jRwSaULi/sC56czr4iIiFSPMQYOHQiJBCVdexL30pyZnsHpBRwDzLTWvpfcNgI4wVq7BdFt4l8AgwGstTsAg51zJzrnfkzeTv5m8rixFRcci4iISPyMMZiDj6VWaSnEPItlvK/qhqW84efNW+VxOjWiUKcgK9MYRDQOGgPQGIDGoILGIb1jkDxFVdV1uSvIjnu5RERERGqQCo6IiIjkHRUcERERyTsqOCIiIpJ3VHBEREQk76jgiIiISN5RwREREZG8o4IjIiIieUcFR0RERPKOCo6IiIjknYyvJr461tq9gYlAArjFOXfZSp+XAHcCXYEfgMOdc59nOqeIiIhkv6yYwbHWJoAbgH2AjsCR1tqOK+12AvCTc649MAH4W2ZTioiISK7IlhmcbsAc59z/AKy1U4ADgFmV9jkAGJN8/QBwvbXWOOfWuFpoclGutEjnd+cKjUFE46AxAI0BaAwqaBziH4NsKTgtga8qvZ8LdF/dPs65MmvtL0BjYIXlSq21g4BByf0YNWpUWgIHQUAYhmn57lyhMYhoHDQGoDEAjUEFjUN6x2DcuHHV2i9bCk5Vy56vPDNTnX1wzk0GJld8fsopp6xntKqlcyn4XKExiGgcNAagMQCNQQWNQ3aMQVZcg0M0Y9O60vtWwLzV7WOtLQI2BH7MSDoRERHJKdkyg/Mm0MFauwnwNXAEMGClfR4DjgNeAw4Fnl/b9TciIiJSmLJiBsc5VwYMAZ4GZkeb3EfW2rHW2v7J3W4FGltr5wBnAefFk1ZERESynfE+rydB/Lx5K5/pqhnZcH4xbhqDiMZBYwAaA9AYVNA4pHcMkndnVXVd7gqyYgZHREREpCap4IiIiEjeUcERERGRvKOCIyIiInlHBUdERETyjgqOiIiI5J1sedCfiEjO8kuXsOS9N/CLF0NRMRTXguLi5Ovk+6JaUFyECRJxxxUpCCo4IiLrwXtPeP14fp79fvUOSCSWl53o9+IqSlEtKCrGrPazouS2P1+b5DGr/b6VjjdmrY8REclpKjgiIuvBv/ESzH6fukecyO8t20HZMli2DL9s6fLX0e9LV/vaV+xXccyiX5Pby/7cVvnzqnKkGnwNZWnFmac1FK2VCtmSdpviW7RTeZKsoIIjIrKO/O+/4e+/Hdq2p+6hx/HHTz8t/yxd/4n33kNZ2VpL03oXraVLYPGiFbcv/30plJevku1nwBz6V8xeB6XpTy9SfSo4IiLryD92D/z6E8GQkZhEZq6tMcYkZ1eKYYM6a98/TTl8WA7LKhetpRRPm8KSB27Hl26M6dozTT9ZpHpUcERE1oGf+xn++WmYXffCtOsQd5yMM0ECShJQUrJ824ZDR/Hd/K8Jb72aoGFjzKZbxJhQCp1uExcRSZEPQ8J/ToI69TAHHRN3nKxhSkoIThsJGzYkvH48fsG3cUeSAqaCIyKSIv/a8/Dpx5hDB2Lq1o87TlYxDTYiGDoayssIrx2L/21R3JGkQKngiIikwC9eiH/gH9B+K8xOf4k7TlYyzVsTnDoCvvuGcNJl0UXKIhmmgiMikgL/8F3w2yKCowZjAv0Tujpmi20wx54GH3+A/+ek6O4vkQzSRcYiItXkP/sE/9LTmD77Y1ptEnecrBf07EP4/Xz8tPugSTNMPxt3JCkgKjgiItXgw3LCuydBg4aY/gPijpMzTP8B8N18/CP/JGzSjKDbrnFHkgKh+VURkWrwLz0NX8zBHPZXTDWePyMRYwxm4FBo3xF/+0T8nFlxR5ICoYIjIrIW/tefo2tvttwWoxmIlJniYoLTRkCjJoQ3XIz/bl7ckaQAqOCIiKyFf/AOWLKEYMBgrbO0jky9BtHt40B47Tj8ol9jTiT5TgVHRGQN/JxZ+Fefw/Q9ANO8VdxxcprZuAXBqSPhh28JJ12KX6bbxyV9VHBERFbDl5dHTyxu1ATT7/C44+QF06EjZuAw+O9H+Duv0+3jkjYqOCIiq+GfnwZff0Fw+ImYktpxx8kbQffdMAcchZ/xL/zUKXHHkTyl28RFRKrgf/4hWi28U1fo0iPuOHnH9LPw/Xz81Huj28d36h13JMkzKjgiIlXw7jYoKyM4cpAuLE4DYwwccyr+h+/wd1yHb9QEs0WnuGNJHtEpKhGRlfjZ7+PffBmzz6GYps3jjpO3TFExwSnnQ5NmhDdegp8/N+5IkkdUcEREKvFlywjvuSlaWmCfQ+KOk/dM3XrR7eOJRLT6+MJf4o4keUIFR0SkEv/MIzD/a4IjT8YU14o7TkEwTZoRnDYSfv4xehDgsqVxR5I8oIIjIpLkf/gO//h90KUHZpuucccpKGazLQlOOBM+/Tha0iEM444kOU4FR0QkKZxyC2AIDj8p7igFyXTthTnkOPybL+MfvTvuOJLjdBeViAjgZ74F783AHHwcpnGTuOMULLPXwfDdN/gn7o9uH995z7gjSY5SwRGRgueXLiG8dzI0b43Zs3/ccQqaMQYGDMb/8D3+nzdGt4937Bx3LMlBOkUlIgXPP/kgfD+fYMDJmKLiuOMUPFNURHDyudCsFeFNl+G//jLuSJKDVHBEpKD57+bhn3oQ021XzJbbxh1HkkydugSnj4ZaJYTXjcX/+lPckSTHqOCISMHy3kenpoqKMIcdH3ccWYlp3IRgyAWw8BfC68bjlyyJO5LkEBUcESlc774GH76DOeAozEaN4k4jVTDtOhCcNBy+mEN461W6fVyqTQVHRAqSX/IH4X23QKtNML37xR1H1sB07oGxx8O7M/AP3hF3HMkRuotKRAqSn3Yf/LiA4KRzMIlE3HFkLUyf/tHt4888HN0+vvs+cUeSLKeCIyIFx8/7Ej/9EUyvPpj2W8UdR6rBGAOHn4Rf8B3+3pvxpU0xnfS0aVk9naISkYLivSe852Yo2QBzyMC440gKTCJBMOgcaNmW8KbL8V99FnckyWKxz+BYaxsB9wHtgM8B65xb5X5Aa+1TQA/gFefcfpnMKCL5w7/xEvxnJuboUzH1N4w7jqTI1N6A4PTRhJecTXjdOIIRV2A2ahx3LMlC2TCDcx7wnHOuA/Bc8n1VrgCOyVgqEck7/rfF+Ptvg3YdMLtoCYBcZRo2Jjh9FPy2iPC6cfg/fo87kmShbCg4BwAVl8XfARxY1U7OueeAhZkKJSL5xz92D/z6M8FRgzGBLizOZabNptHTjr/6nPCWq/BhedyRJMtkQ8HZ2Dn3DUDy96Yx5xGRPOS//B/++ccxu+2Nadch7jhSA8w2O2COHATvv4F3t8UdR7JMRq7BsdY+CzSr4qORafhZg4BBAM45SktLa/pHAFBUVJS2784VGoOIxiH7x8CHIT9dOQJfvwGlJwwjqNegxn9Gto9BJsQyBocdy8KFP/Hb1Puo024z6uxnM/vzq/D/7d13nFTV/f/x1xmWIk3FBSkiYu+CBQtKFRUV7EfEghprTDSJKSYmpv38xnSTmFiCXVE+KhYQFWm22HvvDSlSLDRpc35/zKzZ4AJ3Ye6cKe/n4zGPnblzZ+btyWT57Lmn6LtQGm1QlALHzPZf1XPe+1ne+05mNsN73wn4dB0/6yrgqvzDMGfOnHV5u1Wqra0lrfcuF2qDHLVD6bdB9tEHCW++gjvlPOZ9tRS+KnzWUm+DYojVBuHQYfDxB8y/5u8sXK81bpdeRc9Qn74L6bZB586dE51XCpeo7gFG5O+PAO6OmEVEKkxYOD+3+u2W2+P2HhA7jqTAZZqQOe182HRzslf9kfDhu7EjSQkohQLnEmCQ9/5tYFD+Md773b33I+tO8t4/AtwGDPTeT/PeHxglrYiUlTDmRli0IDew2LnYcSQlrnmL3Myq1m1zM6vmzY4dSSJzIYTYGdIUpk+fnsobqwtSbVBH7VC6bRDef4vs736EGziUzLHfSvWzSrUNiqkU2iB88iHZ3/8E2rUn85Pf49ZrWfQMpdAOsRXhEtUa/1ophR4cEZGCC9kVZG+6HNpuiBt6XOw4UiSuSzcyZ/4EZnxM9qo/EFZo+ni1UoEjIhUpPPQAfPQuzp8a5a94icft0BN3/NnwynO5fasq+0qFrEL0rRpERAotfPk54a4bYbtdcHvsFzuORJDpcyDZ2TMJ998BHTrhDjgidiQpMhU4IlJxwu3XwZIlZIafqYHFVcwdcSJh9gzC7dcRajfG7bpP7EhSROt0icp7v6p9o0REoghvvUp4fDLugMNxHTeJHUcicpkMmVO/D923Jnv1XwjvvxU7khTRuo7B6VOQFCIiBRCWLyc76gpo1x53SPwVbSU+16w5mXMuhLYb5qaPz5kVO5IUyToVOGZ2cKGCiIisqzB5HHzyIZlhp+Oat4gdR0qEa7sBmXMvghXLyf79N4RFC2JHkiJIPAbHe98E2AvoDEwHnjAzzb8TkZIQPptLuOcW2Gl36LFn7DhSYlynrmTO/inZS39J9orfkzn3l7gaDUOtZIl6cLz3OwNvk1tJ+Ef5n29773ukmE1EJLFw2zWQXUHmuDM0sFga5ILc/EwAACAASURBVLbdGXfSd+D1Fwk3/UvTxytc0ktU1wD/BLqYWS+gC3AZcHVawUREkgqvvUB4+hHc4KNx7TvGjiMlLLPPQNyhxxIem0i47/bYcSRFSQucrYFLzSwA5H/+DdgqrWAiIkmEZcvIjroS2nfEHXRk7DhSBtzQ4bhefQl33kj26Udix5GUJC1wxgNDVzo2BLi3sHFERBonTLgTZn2SW/OmabPYcaQMOOdwJ58LW25PuOZSwjuvx44kKUg6wqoJcKv3/lngY6ArsBtwt/f+hrqTzOykwkcUEWlYmDOLMN5g171xO+4WO46UEde0KZlzfkb2dz8m+8+Lyfz0j7gOnWLHkgJK2oPzCvB/wAPAa/mf/we8Crxb7yYiUjTZ0SPBZcgce1rsKFKGXOu2uenjIeSmjy+cHzuSFFCiHhwz+3XaQUREGiO8+DS88CTuqBG4du1jx5Ey5TbuTObbPyP711+Q/df/kfneb3BNm8aOJQXQmHVwmgHbALXA13MwzWxyCrlERFYpLF1C9taroFNX3P4rDw8UaRy39Q64k88jjPwz4YbL4NTvaamBCpCowPHe70tu7ZvmQFvgS6ANufE4m6eWTkSkAeG+22HOLDI/vBhXo7+2Zd1l9uyb23387ptzM/KGHhc7kqyjpGNw/gr8wczaAfPzP38L/Cu1ZCIiDQizphPuvwPXqy9um51ix5EK4g7xuL0HEMbeQvaJKbHjyDpqzDo4f1vp2CXA9wsbR0Rk1UIIZG+5Epo2wx1zSuw4UmGcc7iTzoFtdiJc9w/CW6/EjiTrIGmB8wW5S1MAM7z32wMbAq1TSSUi0pDn/gOvPo877HjcBu1ip5EK5Gqakjn7p9C+I9l//h9h5rTYkWQtJS1wxgB1O4dfDUwBniU3LkdEJHXhq8Vkbx0JXbvj+h285heIrCXXqnVu+niTJrnp4/O/iB1J1kKiAsfMvmdmo/L3/wwcBZwOnJFiNhGRr4Vxt8Lnc8kcfzauSZPYcaTCufYdyZxzIXw+j+w/LyYsWxo7kjTSWu0Vb2aPFjqIiMiqhE8+Iky8B9d7f9wW28aOI1XCbbEtmVO/R/bKPxCu/Rucdj4uk/TCh8S2VgWOiEixhBDIjroCmq+HO2pE7DhSZdzu++JmzyKMuT43ffyIE2NHkoRU4IhISQtPToW3XsGd+G1cm/Vjx5Eq5A46EmbPIIy/jWz7jmT2HRQ7kiSgAkdESlZYtIBw27XQfWvcvgfEjiNVyjkHw88izP2UcNO/CBt1wG23S+xYsga6mCgiJSvcPQrmf0Hm+LM09kGicjU1ZM78CXTchOzllxCmfxQ7kqzBOv3G8N7fW6ggIiL1hY/eJUwZj+s7GNdty9hxRHAtW5H57kXQrFlu+viXn8WOJKuxrn8SaTaViBRcyGbJ3nwFtG6DO/yE2HFEvuY2ak/mOz+H+Z+TvexiwpIlsSPJKqxTgWNmvytUEBGROuGxifDem7ijT8G10oLpUlrcZluROe2H8MHbZK/5CyGbjR1JGpCowPHe3+W9P8Z73yLtQCJS3cKCL3NTcrfaHrd3/9hxRBrkeu6FO+ZUeO7x3PdVSk7SWVQPAT8CRnrv7wJGAQ+amcpWESmoMOYGWLSQzPCzcrNXREqU239obvr4A3eSbd+JTN+DYkeSepJu1fBXM+sF7A68B1wKTPfe/z3NcCJSXcJ7bxIefRA3cAhuk81ixxFZLecc7tjTYafdCaOuILzybOxIUk+jxuCY2dtm9mtgGPAScE4qqUSk6oTsCrI3Xw7rb4gbelzsOCKJuCZNyJzxQ+jcLbelw7T3Y0eSvMQL/XnvtwCOy99qgduB36SUS0SqTJh6H3z0Hu6MH+FatIwdRyQx16Ilme/+guzvfkj2779lxZ+vjR1JSD7I+GngOWAb4IdAZzM7R5tuikghhC8/I9x1M2y3C273fWPHEWk01642t0bO/C+Yf83fYscRkvfg/Am4x8wWpxlGRKpTuO06WLqEzPAzNbBYypbbdHPc4KNZMvYWMr36ajuHyJIOMh4NtPTen+i9/zGA976z936TVNOJSMULb71CeGIK7sAjcB31K0XKmxt8FE06diE76grCsmWx41S1pJeo+gJvAscDv8gf3gq4PKVcIlIFwvLluRWLN+qAO9jHjiOyzlzTZrQ5/XyY+Qnhwbtix6lqSWdRXQoca2YHAcvzx54EeqWSSkSqQpg0FqZ/RGbYabjmzWPHESmI5rvuBbvuTbh3NGHup7HjVK2kBc5mZjYpfz/kfy6lEbOwRETqC/PmEMbeAjvvAbvsGTuOSEFljj0NcGRv/XfsKFUraYHymvf+QDN7oN6x/YGX1zWA974dMBrYDPgA8Gb22Urn9CB3OawtsAK4OD8uSETKVLCrIZslM+x0DSyWiuPatccdOoww5nrCS0/jdt4jdqSqk7QH53zgZu/99cB63vsrgevIbd+wri4AJpnZVsCk/OOVLQJOMrMdgIOAS733GxTgs0UkgvDq84RnH8MdfDSufcfYcURS4QYNhU5dyd5yFWGpdh0vtqSzqJ4AdgZeBa4B3gd6mdnTBchwGFC3U9n1wOENfP5bZvZ2/v504FOgfQE+W0SKLCxbRnbUldChE+7AI2PHEUmNq2lK5vizYM4swn13xI5TddZ4icp734Rcz8qBZvaHFDJsbGYzAMxshve+wxry9AKaAe+mkEVEUhYeGAOfTidz3q9wTZvFjiOSKrfNTrhefQn330HYqx9u486xI1WNNRY4ZrbCe9+dRu5bVZ/3fiLQUD/0hY18n07AjcCIVe1k7r0/AzgDwMyora1tZNpkampqUnvvcqE2yFE7JG+DFbOmM+e+22i+d3826HdAEZIVj74HaoM6K7fDijPPZ+53n6HmjmvZ4Bd/qYoxZ6XwXXAhhDWe5L0/FegD/BKYxn9nUrGqQiMp7/2bQL98700nYKqZbdPAeW2BqcDvzOy2hG8fpk+fvi7xVqm2tpY5c+ak8t7lQm2Qo3ZI3gYrLvt/8MZLZH7zL1y7yvqHUN8DtUGdhtohO2ks4dZ/kznrAtxu+0RKVjxpfhc6d+4MsMYqMWmvzEjgJOA9ctPDl5FbD6cQyzTeA4zI3x8B3L3yCd77ZsCdwA2NKG5EpISEF5+CF5/CDRlWccWNyJq4fgdD1+5kR48kfKVdj4ohaYHTPX/bvN6t7vG6ugQY5L1/GxiUf4z3fnfv/cj8OZ5cD9LJ3vsX8rceBfhsESmCsGQJ2Vuugk5dcQOHxo4jUnSuSRMyx58Nn80hjNMqJ8WQ6BJVHe+9A2qBOWaW/IXx6BJVitQGOWqHNbdB9s6bCOONzA8vxm2zUxGTFY++B2qDOqtrh+x1fyc8MYXML/6G67JpkZMVT9lcovLeb+C9vxH4CpgFLPbe35hfpE9EZJXCzE8IE8bg9uxbscWNSFLuqJOhRcvcZpyN6GCQxkt6iepaYD2gB9Aa6Ak0J7cmjohIg0IIZG+5Epo2wx1zauw4ItG5Nm1xR54Ib71CePKh2HEqWtKtGvoDncysbmTU6977k4F0rv+ISGV49jF47QXcsDNw628YO41ISXD7HkB4dCLhtmsIO++Ba9kqdqSKlLQH501ye0XVt2n+uIjIN4SvFpEdfTV07Y7rNzh2HJGS4TKZ3ArH878g3H1z7DgVK2kPziRgQn4czsdAV+AE4Mb8GjkAmJkuWYkIAGHsrfD5XDJn/QTXpEnsOCIlxXXbEtd3MGHKeELvgbhNt4gdqeIk7cHZG3gn/9Pnf74L7AOcmL+dkEZAESk/4ZMPCRPvwe07CLfFtrHjiJQkd/gJ0LoN2ZuvIGTXac1caUCiHhwz6592EBGpDCEEsqOugPVa4Y4cseYXiFQp16o17uhTCNdeSnhsIm6/ytq+JLa13l9KRKQh4Ymp8NaruCNPwrVpGzuOSElze/eHrbYnjLmesODL2HEqigocESmYsGgB4bZroPvWuH0HxY4jUvKcc2SGnwWLFhLG3BA7TkVRgSMiBRPuugkWzCdz/Nm4jH69iCThNtkMt/9QwqMPEt7T5ORC0W8gESmI8OG7hKn34/odhOumGSEijeGGDIP1N8wPOF4RO05FSDTI2Hu/PTDXzGZ571sDPwJWAH8ys0VpBhSR0heyWbI3Xw6t2+RmhohIo7gWLXH+NMJVfyA8dD+u/yGxI5W9pD04o4AN8vf/RG5n772BK9MIJSLlZfHEsfD+W7hjTsW1bB07jkhZcrv3hu12Idx5E+HLz2LHKXtJC5zNzOzN/G7iRwDHAEcDB6aWTETKQpj/JQtuvBy23gG3V7/YcUTK1tcDjpctIdx2Xew4ZS9pgbPEe98G6AV8bGZzgCVAi9SSiUjJCwvnk73hH4RFC8kMPwvnXOxIImXNdeyCO+BIwhNTCG+9EjtOWWvMJarJwPXAdfljuwLvp5BJREpcWL6c7KRxZH92Jrz4NK1POBPXpVvsWCIVwR18DGzUITfgePny2HHKVqICx8y+D1wInG1ml+UPZ4HvpxVMREpTePlZsr8+l3DrVdBtCzIX/ZVWR2hgsUihuObNyQw7HaZ/RJg0NnacspV0FtXhwL1mtqzumJk9k1oqESk5YfpHZO1qePV56NCZzDkXwi69dFlKJAWux56w8x6EsbcQ9tgP1642dqSyk/QS1a+AWd77kd577UslUkXC/C/JjrqC7K/Phffewvlvkfn1P3A99lRxI5KizLDTIZsl2NWxo5SlpJtt9sivhTMc+Lf3vgUwGhhlZs+mGVBE4gjLlxGmjieMvRW+WozrcxBu6HDtLyVSJK59R9zBxxDuvpnw6vO4HXrGjlRWEhU4AGb2GvBz4Ofe+72A3wBPAU1SyiYiEYQQ4KWnydo18Ol02L4nGf8tXJdNY0cTqTruwCMJj08hO+pKMr/6B65p09iRykbiAgfAe98VGEauJ6cbcG0aoUQkjjDtg9w4m9dfhI5dyJx7Eey4my5FiUTimjYlM/xMspf+kvDAGNyhx8aOVDaSDjL+NrmiZhdgPPBrYLyZLU0xm4gUSZj/Ra4b/OEJsF5L3LDTcX0H42oa9TeQiKTA7dATt1tvwvjbCHv2xbXvGDtSWUj622sIuW0Z7jSzBSnmEZEiCsuWESaPI9w7GpZ8hRtwCG7IMFyrNrGjiUg9zn+L8MqzZEePpMl3fh47TllIOsh4cNpBRKR4QgjwwpNkb7sGZs+EnXYnc8wpuE5dY0cTkQa4drW4IccRbr+W8MKTuWnkslrqfxapMuHj98mOHglvvgydupI571e4HXeNHUtE1sANHEL4zySyt/6bzHY9cM2bx45U0pKugyMiZS58+RnZGy4j+9vvwScf4IafReaXf1dxI1ImXE0NmePPgrmfEsbfFjtOyVMPjkiFC8uWEiaOJYw3WLYUN3Ao7tBjca1ax44mIo3ktt4Rt1d/woQxhL374zp2iR2pZKnAEalQIQR47nGyt18Lc2bBLr3IHH2KfiGKlDl3zMmEF58iO+oKMt//jZZxWIWk08S7AxcDPYD/+bPPzLT6l0iJCR++S9ZGwluvQpduuV+C2/eIHUtECsC13RB3+PGEW64iPPMYbo99Y0cqSUl7cEYB7wLnA4vSiyMi6yJ8Po9w142E/0yGVm1wJ3wbt+8gXBMtOC5SSVy/wYTHJhJsJGGnXXEtWsaOVHKSFjg7AL3NLJtmGBFZO2HpEsKDdxPuux2WL8cNOhx3iMe1bBU7moikwGWakDn+bLKX/Jgw9lbcMafGjlRykhY4DwM9AW2sKVJCQgiEZx4l3H4dzJsNPfcic/TJuA6dY0cTkZS5zbfB7TuIMPEewj4DcV26xY5UUpIWOB8AD3jvxwAz6z9hZhcVOpSIrFl4/+3cOJt3XodNupM55TzctjvHjiUiReSOPInw/ONkb76czI9+pwHH9SQtcFoBY4GmgJY6FYkofDaXcOcNhMenQJv1cSd9B9d7IC6jcTYi1ca1bos7cgThhssIj0/B7TMgdqSSkXSrhlPSDiIiqxeWLCFMuJNw/x2QXYEbfBRu8DG49TS4UKSaud77Ex59MLeNQ49euJZa4wpWU+B47zczsw/y9zdf1Xlm9l4KuUQkL4RAeOphwh3Xw2dzYLd9yBx1snYUFhEAXCaTG3D8/35AuOsm3PCzYkcqCavrwXkZqNtS+B0gACtf3AuA+sVFUhLefYOsXQ3vvQmbbkHmtB/gtt4xdiwRKTFu081x/Q8mTBlP6L0/rtuWsSNFt8oCx8za1LuvPatEiijMm0244wbCUw/B+hviTj4Pt3d/XEb/VxSRhrnDjic88yjZm68gc8Efqv73hbZqECkhYclXhPvHECaMgWzAHexzY21arBc7moiUONeyFe6YUwlX/4Xw6ARcn4NiR4oq6VYNNcC3gb5ALfUuVZlZn3SiiVSPkM0SnnyIMOZ6+Hwebo/9cEeNwG3UIXY0ESkjbs++uQHHY24k9NwH16Zt7EjRJO3B+SswALiK3J5UFwJnA7euawDvfTtgNLAZufV2vJl9ttI53YAx5Mb7NAX+YWZXrOtni5SC8M5rZG8dCR++A5ttRebMH+O23D52LBEpQ845MsPPJPub8whjrseN+G7sSNEkvUB3JDDYzP4GLM//PBzoX4AMFwCTzGwrYFL+8cpmAPuYWQ9gT+AC772WapWyFuZ+SvaqP5L9/QXwxTzcqd8n89M/qrgRkXXiOm+K239orifnnddjx4kmaQ9OS+Dj/P3F3vuWZvaG975nATIcBvTL378emAr8pP4JZra03sPmJC/MREpO+Gox4b47CBPuhIzDDRmGO/BIXPMWsaOJSIVwhw4jPPVIbsDxz/9SlRvuJi1wXgf2AJ4CngF+5b3/EvikABk2NrMZAGY2w3vf4KAD731X4F5gS+BHZja9AJ8tUjQhmyU8Pplw543wxWe4PfvijjwJ16597GgiUmFci/XIHHsa2SsuIUwdjxs4JHakokta4JwHrMjf/wFwObk1cs5I8mLv/USgoVXJLkz4+ZjZx8DO+UtTd3nvbzezWQ181hl1ucyM2trapB/RKDU1Nam9d7lQG+QkaYelrz7P/Gv+zvL33qTp1jvQ+qe/p9k2lbOejb4LagNQG9QplXYIBwzh8yensOyeUWw4aAhN2hUvUym0gQshRA3gvX8T6JfvvekETDWzbdbwmmuBe83s9jW8fZg+PZ2OntraWubMmZPKe5cLtUHO6tohzJ5J9o7r4Nn/QLta3JEjcL36VNyGePouqA1AbVCnlNohzJpO9lffwe3am8zp5xftc9Nsg86dO8M3Fx7+hqTTxFe1e9cSYJqZfZg82jfcA4wALsn/vLuBz98EmGtmi733GwK9gb+sw2eKpCosXkQYfxth4t2QaYI7bDhu0BG45s1jRxORKuI27ow76CjCuNGE/Qbhtt05dqSiSXqJ6mqgbtbSXGCj/P1PgY7e+5eAYWb29lpkuAQw7/23gI+AYwC897sDZ5nZacB2wJ+993XbRfzJzF5ei88SSVXIriA8Nik3zmb+F7nVh484CbfhRmt+sYhICtzgowlPTCU76koyF12Kq2kaO1JRNKbAWR+4KN+Lsh7wa+AL4FLgz8C/gEGNDWBmc4GBDRx/Bjgtf/9BoHrKTilL4Y2XyI6+Gqa9D1tuR+a7F+G6bxU7lohUOdesOZnjziD7j98SJt6DO+io2JGKIul06/OAn5rZYoD8zwuB75nZQuB8YPd0IoqUtuUzprHin/9H9s8/h8ULcWf8mMyPL1FxIyIlw+28B/TYkzD2VsK82bHjFEXSAmchuWni9e0GLMrfzxYskUiZCCGQvftm5p47HF5/AXf4CWR+808ye+xbcYOIRaT8ZYadDgSyo0fGjlIUSS9RXQRM8N7fQ27Bv02AIUDdGtADgTXNaBKpLO++QRg3mua9B7Ls8BNxG7SLnUhEZJXcRh1whxxLuPNGwivP4nbcLXakVCXqwTGzG8htkfAGubE4bwF7549jZuPM7PTUUoqUoDB5HLRsxfrf+ZmKGxEpC+6Aw6FjF7KjriQsW7rmF5SxpD04mNlrwGspZhEpG2HeHMKzj+H2PwzXYj1YsDB2JBGRNXI1TckMP4vsX35BuH8Mbsiw2JFSoz2dRNZCeOh+COD6Hxw7iohIo7jtdsHtsV9ura5PZ8SOkxoVOCKNFJYtJTx8P+zSC1e7cew4IiKN5o45FZrUkL3138Te0SAtKnBEGik89Qgs+JLMwENjRxERWStuw41whw2Hl5+BF56MHScVjSpwvPddvfd7pRVGpNSFEAiTx0KXbrDNTrHjiIisNTfgUOjSLdeLs+Sr2HEKLlGB473f1Hv/GLlZVBPzx4723lfHZHqROu+8Dh+9hxtwqNa6EZGy5po0IXP82TBvNuHe0bHjFFzSHpwrgXuBNsCy/LEHWYutGUTKWZg0Flq2xu3ZL3YUEZF15rbaHrf3AMKEuwkzpsWOU1BJC5xewCVmlgUCgJl9QW5NHJGqEObNJjz/OG6/A7QruIhUDHf0ydC8OdlRV1TUgOOkBc4sYMv6B7z325Pb/VukKoSp92lquIhUHNd2A9wRJ8IbLxGefiR2nIJJWuD8CRjnvT8FqPHeHweMBn6fWjKREhKWLiE88gD03BO3UYfYcURECsr1ORC6bUmwawiLF635BWUg6VYN1wA/Bo4htxfVCOAXZnZzitlESkZ46mFYMJ/MgCGxo4iIFJzL5Accf/kZ4Z5RseMURGO2argLuCvFLCIlKYRAmDQONtkMtt4hdhwRkVS47lvh+hxImDyO0HsgbpPusSOtk1UWON77U5O8Qb53R6Ryvf0qTHsfd9J3NDVcRCqaO+JEwrP/IXvzFWR+9DtcpnzXA15dD86J9e47oDcwk9wlqq5AR+BRQAWOVLTspHHQqg1uz76xo4iIpMq1aoM7+mTCdX8nPD4F13tg7EhrbZUFjpn1r7vvvf8HcJeZXVrv2HnAFunGE4krzJ0Nzz+BO+gIXDNNDReRyuf2HkB4ZALh9msJPXrhWrWJHWmtJO17OgH4x0rHLuN/e3lEKk6YOh4cuL6aGi4i1cFlMrkBxwsXEO68MXactZa0wJkJDF3p2BDg08LGESkdYckSwiMToOdeuI3ax44jIlI0rmt33MBDCQ8/QHj/7dhx1krSWVTnArd7739EbgzOpsD25KaNi1Sk8NRDsFBTw0WkOrmhwwlPP0r25svJ/OyPuEyT2JEaJek6OA+SG29zOfBc/ufmZjYhxWwi0eSmho+Frt1hq+1jxxERKTq3XkvcMafAh+8QHn4gdpxGa8w6OHOA8r0YJ9IYb74Mn3yIO/lcTQ0XkarlevXJDTi+80bCrvvg2m4QO1JiiQoc7/0j5DfZXJmZ9SloIpESkJ00Dlq3xfXS11tEqpdzjszxZ5H99XmEO67HnXJe7EiJJe3BGbnS447At4CbChtHJL4weya8+BRu8FG4ps1ixxERicp16oo74DDCfXcQ9h2EK5PL9okKHDO7fuVj3vs7gGuB3xQ6lEhMYep9+anhg2NHEREpCe6QYwlPPpwbcPyLS3FNSn/A8bqswfwJsHOhgoiUgrDkK8KjE3C77oNrVxs7johISXDNW5A59jT45EPC5HGx4ySSdAzOyvtStQSOBJ4oeCKRiMITU2HRQtzAQ2NHEREpLT33gp12J9wzirDHvrgNNoqdaLWS9uCcuNLtIOA/wPCUcokU3ddTwzfdArbYLnYcEZGS4pwjM+x0WL6cUAb7bCcdg9N/zWeJlLk3XoIZH+NOOU9Tw0VEGuA6dMINPpow9hbCfgfgttsldqRVStSD472ft4rj2qpBKkZ20lhosz5uj/1iRxERKVlu8FHQviPZUVcQli2LHWeVkl6iarryAe99U6D0h1GLJBBmz4SXnsb1OVBTw0VEVsM1bUbmuDNh5ieEB++KHWeVVnuJqt4Cfy289w+v9PQm5MbhiJS9MOVeyGQ0NVxEJAG3026w696Ee0cT9uyL26hD7EjfsKYxOCMBB+wBXF3veABmAZNTyiVSNOGrxYRHJ+amhm9Y2rMCRERKRebY08i+8hzZW0fS5JyfxY7zDastcOoW+PPeP2FmbxQnkkhxhSemwOKFuIHaNVxEJCnXrj3u0GGEMdcTXnoat/MesSP9j1UWON77E82sbnPNfbz3+zR0nlkZzBUTWYXc1PBx0G1L2Hyb2HFERMqKGzSU8PhksrdcRWbbnXHNmseO9LXVDTI+rt79ldfBqbudkF40kSJ4/QWYOQ03cIimhouINJKraUpm+JkwZxbhvjtix/kfq+zBMbOD693XOjhSkbKTxuWmhu++b+woIiJlyW27M65XX8L9dxD26ofbuHPsSEDy3cQB8N53AFrXP2Zm7xU0kUiRhE+nw8vP4A45Ftf0GyshiIhIQu6YUwgvP032livJnPer2HGA5HtRHURuFlWnlZ4KaC0cKVNhyvj81PCDYkcRESlrboN2uKHDCaNHwnOPw4FDY0dK3IPzT+C3wPVmtriQAbz37YDRwGbAB4A3s89WcW5b4HXgTjP7TiFzSHUJXy0iPDYRt9u+uA3axY4jIlL2XP9DCI9NIjt6JNk++8eOk3gl4w2BKwtd3ORdAEwys62ASfnHq/Jb4KEUMkiVCY9PgcWLtGu4iEiBuCZNyJxwNnw2h4W3XRs7TuIC52rglJQyHAZcn79/PXB4Qyd573cDNgYmpJRDqkTIZgmTx0H3rXGaGi4iUjBui21xh59A8917x46S+BLVXsC53vsLgJn1nzCzPuuYYWMzm5F/rxn5gcz/w3ufAf5Mbmr6wHX8PKl2r70AMz/BfesHsZOIiFSczCGeZrW1MGdO1BxJC5yR+dta8d5PBDo28NSFCd/i28B4M/vYe7+mzzoDOAPAzKitrW1M1MRqampSe+9yUa5t8NmjD7B8w42oPfCwgsyeKtd2KCS1gdoA1AZ11A6l0QYuhBA1gPf+51su0gAAFjVJREFUTaBfvvemEzDVzLZZ6Zybgf2ALLlp6s2Af5nZ6sbrAITp06enEZva2lrmRK5OYyvHNgizppP9+Vm4IceRGXrcml+QQDm2Q6GpDdQGoDaoo3ZItw06d+4MuX0yVyvpNPFTV/HUEmAa8ISZLUmc7n/dA4wALsn/vHvlE8zs+HpZTgZ2T1DciHxDmHIvNKnR1HARkQqX9BLVScDe5HYQnwZsQm7A7zPkpnfjvT/MzJ5ZiwyXAOa9/xbwEXBM/v12B84ys9PW4j1FviEszk8N32Nf3Pobxo4jIiIpSlrgvAqMMbO/1x3w3n8H2BbYl9xYmn+QK4Iaxczm0sDA4Xyx9I3ixsyuA65r7OeIhP9Mhq8W4wZo13ARkUqXdJr4cOCylY5dDhxvZgH4I7B9IYOJFNLXU8M33wbXfavYcUREJGVJC5xZwMp/9h4CfJq/3wJYVqhQIgX36vPw6XTcAC3sJyJSDZJeojoXuM17/wrwMdAV2JH8eBlgT3KXqERKUnbyWFi/HW63fWJHERGRIkhU4JjZBO/95sDBQGdgPHBvfvwMZjYBrTAsJSrMnAavPIc7bDiuRruGi4hUg6Q9OHWDgW9MMYtIKsLke6GmBtfnwNhRRESkSJKug1NDbjXhvkAt9RbYKcBWDSKpCYsWEv4zGbfHfri2mhouIlItkg4y/itwJvAwsBtwB9ABmJxSLpGCCP+ZBEsW4wZqariISDVJWuAcCQw2s78By/M/Dwf6p5ZMZB19PTV8i21x3baMHUdERIooaYHTktzsKYDF3vuWZvYG0DOdWCIF8MqzMHumem9ERKpQ0kHGrwN7AE+R257hV977L4FP0gomsq6yk8bBBu1wPRu9wLaIiJS5pD045wHL8/d/AOxKbuG/M9IIJbKuwoyP4bXncf0OxtUkniwoIiIVIuk6OE/Xu/82sH9qiUQKIDc1vKmmhouIVKnEf9p67zcDdgZa1z9uZqMKnElknYRFCwiPT8b16oNrs37sOCIiEkHSdXB+ClxEblfxxfWeCoAKHCkp4bFJsOQr7TslIlLFkvbgnA/sZmavpRlGZF2F7ArClHthy+1x3baIHUdERCJJOsh4LvBBijlECuPl3NTwzED13oiIVLOkPTjfA67y3l8KfFr/CTP7qOCpRNZSdtJY2LAWeuwVO4qIiESUtMBpBhwADF/peACaFDSRyFoK0z+C11/EHXGipoaLiFS5pJeo/gX8DGgLNK13a5ZSLpFGC5PH5aaG76ep4SIi1S7pn7k1wLVmtiLNMCJrKyxcQHh8Cm7Pvrg2bWPHERGRyJL24PwJuMB779IMI7K2wmMPwtIlmhouIiJA8h6cc4GOwM+893PrP2FmmxY8lUgjhOyK3MrFW++A23Tz2HFERKQEJC1wTkg1hci6eOlpmPspmWNOjZ1ERERKRNK9qB5KO4jI2spOGgftaqHHnrGjiIhIiUg6BkekJIVPPoQ3XsL1OwTXRCsWiIhIjgocKWth8jho2gy336DYUUREpISowJGyFRbOJzwxBbdXP1xrTQ0XEZH/UoEjZSs8+iAsXYobcEjsKCIiUmISDTL23rcDfgj0AFrXf87M+qSQS2S1wor81PBtdsJt0j12HBERKTFJp4mPApoDBixKL45IQi8+BfNmkzn2tNhJRESkBCUtcPYB2pvZkjTDiCSVnTwONuoAu/SKHUVEREpQ0jE4LwGbpBlEJKkw7X1482Vc/4M1NVxERBqUtAdnMnC/9/5aYGb9J8zsmoKnElmNMPleaNYMt6+mhouISMOSFjj7AdOAlf9FCYAKHCmasOBLwhNTcXv3x7VqEzuOiIiUqKRbNfRPO4hIEuGRB2HZUu0aLiIiq5W0B+dr3nsHuLrHZpYtaCKRVQgrVhCm3gvb7ozr0i12HBERKWFJ18HpAlwG9AE2WOlpjfKU4njhSZg3h8xxZ8ROIiIiJS7pLKorgKXAQGABsCtwD3BWSrlEviE7eWxuavjOe8SOIiIiJS5pgbMPcKqZvQAEM3sR+BZwfmrJROoJH70Hb72KG3AILqNOQxERWb2kBc4KYHn+/ufe+/bAQqBLKqlEVhImj4NmzXG9NTVcRETWLGmB8yRwcP7+A8BoYAzwTBqhROoL878kPPlQfmp46zW/QEREql7SWVQn8t9i6HvkLk21AS5d1wD5jTxHA5sBHwDezD5r4LwVwMv5hx+Z2dB1/WwpD+GRB2D5Mk0NFxGRxJKug/N5vfuLgf9XwAwXAJPM7BLv/QX5xz9p4LzFZtajgJ8rZSAsX06Yeh9stwuu86ax44iISJlIOk28OXARcBywkZmt770/ANjazC5bxwyHAf3y968HptJwgSPV6IUn4LM5ZI7XhD0REUku6RicvwI7AseT254B4FXg7AJk2NjMZgDkf3ZYxXktvPfPeO+f8N4fXoDPlTKQnTQO2neEnXaLHUVERMpI0jE4RwBbmtlC730WwMw+yS8AuEbe+4lAxwaeujDh5wNsambTvfebA5O99y+b2bsNfNYZwBn5jNTW1jbiI5KrqalJ7b3LRdptsOzdN5n3zmu0PuVcWnXYOLXPWVf6LqgNQG0AaoM6aofSaIOkBc7Slc/NTxWfm+TFZrb/qp7z3s/y3ncysxne+07Ap6t4j+n5n+9576cCPYFvFDhmdhVwVf5hmDNnTpKIjVZbW0ta710u0m6D7JiboHkLFvXYi8Ul3Nb6LqgNQG0AaoM6aod026Bz586Jzkt6ieo24HrvfXeAfCFyGXDrWqX7X/cAI/L3RwB3r3yC937D/DggvPe1QG/gtQJ8tpSo8OXnhKcewu09ANdSU8NFRKRxkhY4PyM3hftlcntRvQ1MB35dgAyXAIO8928Dg/KP8d7v7r0fmT9nO+AZ7/2LwBTgEjNTgVPBwiMTYPly3IBDYkcREZEy5EIIaz6rnvylqTlm1rgXxhGmT5+eyhurCzK9NgjLl5P96WnQuRtNvl+IGjpd+i6oDUBtAGqDOmqHolyicms6b7VjcLz3q1p4pKv3HgAz+6ix4URWJzz/OHw+j8yJ58SOIiIiZWpNg4w/4L/TwhuqlgKgnQ+loMKksbmp4TtqariIiKydNY3BeYnceJufA92ApivdmqWaTqpO+OBtePcN3IBDcZmkQ8RERET+12r/BclvjXA00A54FBgPDAOamdkKM1uRfkSpJmHyOGi+Hm6fgbGjiIhIGVvjn8hm9oqZ/QjoDvwFOBSY4b3fNe1wUl3Cl58Rnn4Et88AXMtWseOIiEgZa8w1gK2AvsDewPPAN3b8FlkX4aEHNDVcREQKYk2zqNqR22BzBNAGuBHoo5lTUmhh+TLCQ/fBjrviOm4SO46IiJS5Nc2img68T66weSJ/bEvv/ZZ1J5jZ5JSySRUJz/4HvviMzIhzY0cREZEKsKYCZybQAjg9f1tZADYvdCipPmHSWOjQGXboGTuKiIhUgNUWOGa2WZFySBUL770J77+FG3aGpoaLiEhB6F8TiS5MHgct1sPtMyB2FBERqRAqcCSq8Pk8wjOP4Xrvj1uvZew4IiJSIVTgSFTh4fthxXJcf00NFxGRwlGBI9GEZcsID90PO+2O27hz7DgiIlJBVOBINOHZR+HLz8kMODR2FBERqTAqcCSKEAJh4ljo2AW27xE7joiIVBgVOBLHe2/Ch+9o13AREUmF/mWRKMLkcbBeS9ze/WNHERGRCqQCR4oufD6X8OxjuN6DcC00NVxERApPBY4UXXjofshmcf0Pjh1FREQqlAocKaqvp4bvvAeuQ6fYcUREpEKpwJGiCk8/AvO/0NRwERFJlQocKZoQQm5wcaeusN0useOIiEgFU4EjxfPuG/+dGu5c7DQiIlLBVOBI0eSmhrfS1HAREUmdChwpijBvTm5q+H6DcM1bxI4jIiIVTgWOFEV46H4IAddPU8NFRCR9KnAkdWHZUsLD98MuvXDtO8aOIyIiVUAFjqQuPPUILPhSU8NFRKRoVOBIqnJTw8dC501h251jxxERkSqhAkfS9c7r8NF7uIGaGi4iIsWjAkdSFSaNhZatcXv2ix1FRESqiAocSU2YN5vw/OOaGi4iIkWnAkdSE6beBwFNDRcRkaJTgSOpCEuXEB55AHr0wtVuHDuOiIhUGRU4korw1MOwYD6ZgUNiRxERkSqkAkcKLoRAmDQOunSDrXeMHUdERKqQChwpvLdfhWnv4wYO0dRwERGJQgWOFFx20jho1QbXq2/sKCIiUqVU4EhBhbmz4fkncPsdgGvePHYcERGpUipwpKDC1PGApoaLiEhcNbEDeO/bAaOBzYAPAG9mnzVw3qbASKArEICDzeyDogWVNQpLlhAemQA998Jt1D52HBERqWKl0INzATDJzLYCJuUfN+QG4I9mth3QC/i0SPkkofDUQ7BwPpmB2jVcRETiit6DAxwG9Mvfvx6YCvyk/gne++2BGjN7EMDMFhQxnySQmxo+FjbpDlvtEDuOiIhUuVIocDY2sxkAZjbDe9+hgXO2Bj733o8BugMTgQvMbEURc8rqvPUKfPIhbsR3NTVcRESiK0qB472fCHRs4KkLE75FDbAf0BP4iNyYnZOBqxv4rDOAMwDMjNra2rVInCBQTU1q710u6rfB5yMnsLTN+rQffGTVzZ7Sd0FtAGoDUBvUUTuURhsUpcAxs/1X9Zz3fpb3vlO+96YTDY+tmQY8b2bv5V9zF7AXDRQ4ZnYVcFX+YZgzZ846529IbW0tab13uahrgzBnFtmnHsEddCRz58+H+fNjRysqfRfUBqA2ALVBHbVDum3QuXPnROeVwiDje4AR+fsjgLsbOOdpYEPvfd3UnAHAa0XIJgmEqePBges3OHYUERERoDQKnEuAQd77t4FB+cd473f33o8EyI+1+SEwyXv/MuCAf0fKK/WEJV8RHpmA67k3rp2mhouISGmIPsjYzOYCAxs4/gxwWr3HDwI7FzGaJBCenAqLFuK0a7iIiJSQUujBkTL19a7hm24OW24XO46IiMjXVODIWlv28rMw/SPcAO0aLiIipUUFjqy1RffeBq3b4nrtFzuKiIjI/1CBI2slzJ7JkqcfxfU5CNe0Wew4IiIi/0MFjqydhfNputX2uL4HxU4iIiLyDSpwZK24zbai3e//jWtX3at1iohIaVKBIyIiIhVHBY6IiIhUHBU4IiIiUnFU4IiIiEjFUYEjIiIiFUcFjoiIiFQcFTgiIiJScVTgiIiISMVRgSMiIiIVRwWOiIiIVBwVOCIiIlJxVOCIiIhIxVGBIyIiIhXHhRBiZ0hTRf/HiYiIVCm3phMqvQfHpXXz3j+b5vuXw01toHZQG6gN1AZqh0htsEaVXuCIiIhIFVKBIyIiIhVHBc7auyp2gBKgNshRO6gNQG0AaoM6aocSaINKH2QsIiIiVUg9OCIiIlJxamIHKEfe+4OAvwFNgJFmdknkSEXlvb8GOBT41Mx2jJ0nBu99V+AGoCOQBa4ys7/FTVV83vsWwMNAc3K/T243s1/GTVV83vsmwDPAJ2Z2aOw8MXjvPwDmAyuA5Wa2e9xExee93wAYCexIbpmSU83s8bipisd7vw0wut6hzYGLzOzSGHnUg9NI+V9k/wQGA9sDx3nvt4+bquiuAw6KHSKy5cD5ZrYdsBdwThV+DwCWAAPMbBegB3CQ936vyJliOA94PXaIEtDfzHpUY3GT9zfgfjPbFtiFKvtOmNmb+f/9ewC7AYuAO2PlUQ9O4/UC3jGz9wC897cChwGvRU1VRGb2sPd+s9g5YjKzGcCM/P353vvXgS5U0fcAwMwCsCD/sGn+VlUD+7z3mwCHABcDP4gcRyLx3rcF+gAnA5jZUmBpzEyRDQTeNbMPYwVQgdN4XYCP6z2eBuwZKYuUgHyx1xN4MnKUKPK9ms8CWwL/NLNqa4dLgR8DbWIHiSwAE7z3AbjSzKLPoimyzYHZwLXe+13I/X/iPDNbGDdWNMOAW2IG0CWqxmtoBcWq+otV/st73xq4A/iemX0ZO08MZrYi3yW9CdDLe18147K893Vj0Z6NnaUE9DazXcldvj/He98ndqAiqwF2BS43s57AQuCCuJHi8N43A4YCt8XMoQKn8aYBXes93gSYHimLROS9b0quuLnZzMbEzhObmX0OTKW6xmf1BobmB9jeCgzw3t8UN1IcZjY9//NTcuMuesVNVHTTgGn1ejBvJ1fwVKPBwHNmNitmCBU4jfc0sJX3vnu+Sh0G3BM5kxSZ994BVwOvm9lfYueJxXvfPj9zBO/9esD+wBtxUxWPmf3UzDYxs83I/S6YbGYnRI5VdN77Vt77NnX3gQOAV+KmKi4zmwl8nJ9JBLkxKFU1Jq+e44h8eQo0BqfRzGy59/47wAPkpolfY2avRo5VVN77W4B+QK33fhrwSzO7Om6qousNnAi87L1/IX/sZ2Y2PmKmGDoB1+fH4WQAM7NxkTNJ8W0M3Om9h9y/K6PM7P64kaL4LnBz/o/f94BTIucpOu99S2AQcGbsLFrJWERERCqOLlGJiIhIxVGBIyIiIhVHBY6IiIhUHBU4IiIiUnFU4IiIiEjFUYEjIiIiFUfr4IhIUXjvp5LbYbmjmS1J6TOuI7ea7M/TeH8RKR/qwRGR1OU3JN2P3L5tQ1P6jCYFeA/90SdSIfR/ZhEphpOAJ8jtuD6C/CZ8+R6Xr4AtgL2A54CTzOzD/PPbAv8AdiO3U/MvzMzqvXYx0A3oC3wfOB4I3vvvAVPMbEh+d+utzOydeq+bZmY/9973A27Kf8b3gQeBE/ObaP4/YDNyy+2fZWYvpdM0IpIG9eCISDGcBNycvx3ovd+43nPHA78FaoEX8ufU7Wn0IDAK6EBuf5t/ee93qPfa4cDFQBvghvxr/2Bmrc1sSMJsHYF25AqlM7z3uwLXkFtqfiPgSuAe733zxv5Hi0g86sERkVR57/clVzyYmc3x3r9LrjD5a/6Ue83s4fy5FwJfeO+7AvsAH5jZtfnznvPe3wEcDdTt/3a3mT2Wv/9Vfi+kxsqS209tST7D6cCV9XaFvt57/zNyPUwPrc0HiEjxqcARkbSNACaY2Zz841H5Y3UFzsd1J5rZAu/9PKAzuaJoT+/95/Xeqwa4sd7jj1l3s83sq3qPuwEjvPffrXesWT6TiJQJFTgikhrv/XqAB5p472fmDzcHNvDe75J/3LXe+a3JXS6aTq54ecjMBq3mI1beLbih3YMXAS3rPe4ITFvNaz4GLjazi1fzuSJS4lTgiEiaDgdWADsBS+sdN3LjcgAOzl/GeorcWJwnzexj7/044BLv/YnArflzewALzOz1VXzeLGDzlY69AAz33r8KDCI3IPmZ1WT+N3Cn935iPlNLoB/wsJnNX8N/r4iUCA0yFpE0jQCuNbOPzGxm3Q24jNzg4hpyl6x+CcwjN1vqeIB8MXEAMIxcj85M4PfkeoBW5Wpge+/95977u/LHzgOGAJ/n3/uuVb04/7nPAKfnM34GvAOc3Lj/bBGJzYXQUI+uiEj6tDCfiKRFPTgiIiJScVTgiIiISMXRJSoRERGpOOrBERERkYqjAkdEREQqjgocERERqTgqcERERKTiqMARERGRiqMCR0RERCrO/weOM0HuqDGjeQAAAABJRU5ErkJggg==\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "nb_plot_mag_ap_evol(magnitudes['g'], stellarities['g'], labels=apertures)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We will use aperture 5 as target." ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "nb_plot_mag_vs_apcor(magnitudes['g'][4], \n", " magnitudes['g'][5], \n", " stellarities['g'])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We will use magnitudes between 16.0 and 19.0" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Aperture correction for g band:\n", "Correction: -0.07828878191013189\n", "Number of source used: 3747\n", "RMS: 0.02005037338010651\n" ] } ], "source": [ "# Aperture correction\n", "\n", "mag_corr['g'], num, std = aperture_correction(\n", " magnitudes['g'][4], magnitudes['g'][5], \n", " stellarities['g'],\n", " mag_min=16.0, mag_max=19.0)\n", "print(\"Aperture correction for g band:\")\n", "print(\"Correction: {}\".format(mag_corr['g']))\n", "print(\"Number of source used: {}\".format(num)) \n", "print(\"RMS: {}\".format(std))\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### I.b - r band" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "nb_plot_mag_ap_evol(magnitudes['r'], stellarities['r'], labels=apertures)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We will use aperture 5 as target." ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "nb_plot_mag_vs_apcor(magnitudes['r'][4], \n", " magnitudes['r'][5], \n", " stellarities['r'])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We use magnitudes between 16.0 and 18.0." ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Aperture correction for r band:\n", "Correction: -0.0609926935865559\n", "Number of source used: 2998\n", "RMS: 0.02000000736251746\n" ] } ], "source": [ "# Aperture correction\n", "mag_corr['r'], num, std = aperture_correction(\n", " magnitudes['r'][4], magnitudes['r'][5], \n", " stellarities['r'],\n", " mag_min=16.0, mag_max=18.0)\n", "print(\"Aperture correction for r band:\")\n", "print(\"Correction: {}\".format(mag_corr['r']))\n", "print(\"Number of source used: {}\".format(num))\n", "print(\"RMS: {}\".format(std))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### I.d - i band" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [], "source": [ "#nb_plot_mag_ap_evol(magnitudes['i'], stellarities['i'], labels=apertures)" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [], "source": [ "#nb_plot_mag_vs_apcor(magnitudes['i'][4], \n", "# magnitudes['i'][4], \n", "# stellarities['i'])" ] }, { "cell_type": "code", "execution_count": 17, "metadata": { "collapsed": true }, "outputs": [], "source": [ "# Aperture correction\n", "#mag_corr['i'] = np.nan\n", "#mag_corr['i'], num, std = aperture_correction(\n", "# magnitudes['i'][4], magnitudes['i'][5], \n", "# stellarities['i'],\n", "# mag_min=16.0, mag_max=17.5)\n", "#print(\"Aperture correction for i band:\")\n", "#print(\"Correction: {}\".format(mag_corr['i']))\n", "#print(\"Number of source used: {}\".format(num))\n", "#print(\"RMS: {}\".format(std))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### I.e - z band" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "nb_plot_mag_ap_evol(magnitudes['z'], stellarities['z'], labels=apertures)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We will use aperture 4 as target." ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "nb_plot_mag_vs_apcor(magnitudes['z'][4], \n", " magnitudes['z'][4], \n", " stellarities['z'])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We use magnitudes between 16.0 and 17.5." ] }, { "cell_type": "code", "execution_count": 20, "metadata": { "collapsed": true }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Aperture correction for z band:\n", "Correction: -0.08840349726085606\n", "Number of source used: 3336\n", "RMS: 0.022340888963949663\n" ] } ], "source": [ "# Aperture correction\n", "#mag_corr['z'] = np.nan\n", "mag_corr['z'], num, std = aperture_correction(\n", " magnitudes['z'][4], magnitudes['z'][5], \n", " stellarities['z'],\n", " mag_min=16.0, mag_max=17.5)\n", "print(\"Aperture correction for z band:\")\n", "print(\"Correction: {}\".format(mag_corr['z']))\n", "print(\"Number of source used: {}\".format(num))\n", "print(\"RMS: {}\".format(std))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### I.f - Y band" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [], "source": [ "#nb_plot_mag_ap_evol(magnitudes['y'], stellarities['y'], labels=apertures)" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [], "source": [ "#nb_plot_mag_vs_apcor(magnitudes['y'][4], \n", "# magnitudes['y'][4], \n", "# stellarities['y'])" ] }, { "cell_type": "code", "execution_count": 23, "metadata": { "collapsed": true }, "outputs": [], "source": [ "# Aperture correction\n", "#mag_corr['y'] = np.nan\n", "#mag_corr['y'], num, std = aperture_correction(\n", "# magnitudes['y'][4], magnitudes['y'][5], \n", "# stellarities['y'],\n", "# mag_min=16.0, mag_max=17.5)\n", "#print(\"Aperture correction for y band:\")\n", "#print(\"Correction: {}\".format(mag_corr['y']))\n", "#print(\"Number of source used: {}\".format(num))\n", "#print(\"RMS: {}\".format(std))\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## II - Stellarity\n", "\n", "Legacy Survey does not provide a 0 to 1 stellarity so we replace items flagged as PSF accpording to the following table:\n", "\n", "\\begin{equation*}\n", "P(star) = \\frac{ \\prod_{i} P(star)_i }{ \\prod_{i} P(star)_i + \\prod_{i} P(galaxy)_i }\n", "\\end{equation*}\n", "\n", "where $i$ is the band, and with using the same probabilities as UKDISS:\n", "\n", "| HSC flag | UKIDSS flag | Meaning | P(star) | P(galaxy) | P(noise) | P(saturated) |\n", "|:--------:|:-----------:|:----------------|--------:|----------:|---------:|-------------:|\n", "| | -9 | Saturated | 0.0 | 0.0 | 5.0 | 95.0 |\n", "| | -3 | Probable galaxy | 25.0 | 70.0 | 5.0 | 0.0 |\n", "| | -2 | Probable star | 70.0 | 25.0 | 5.0 | 0.0 |\n", "| 0 | -1 | Star | 90.0 | 5.0 | 5.0 | 0.0 |\n", "| | 0 | Noise | 5.0 | 5.0 | 90.0 | 0.0 |\n", "| 1 | +1 | Galaxy | 5.0 | 90.0 | 5.0 | 0.0 |" ] }, { "cell_type": "code", "execution_count": 24, "metadata": { "collapsed": true }, "outputs": [], "source": [ "stellarities['g'][np.isclose(stellarities['g'], 1.)] = 0.9\n", "stellarities['g'][np.isclose(stellarities['g'], 0.)] = 0.05" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## II - Column selection" ] }, { "cell_type": "code", "execution_count": 25, "metadata": { "collapsed": true }, "outputs": [], "source": [ "imported_columns = OrderedDict({\n", " \"objid\": \"decals_id\",\n", " \"brickid\": \"brickid\",\n", " \"ra\": \"decals_ra\",\n", " \"dec\": \"decals_dec\",\n", " \"decam_flux\": \"decam_flux_TEMP\",\n", " \"decam_flux_ivar\": \"decam_flux_ivar_TEMP\",\n", " \"decam_apflux\": \"decam_apflux_TEMP\",\n", " \"decam_apflux_ivar\": \"decam_apflux_ivar_TEMP\",\n", " \n", " })\n", "\n", "\n", "catalogue = Table.read(\"../../dmu0/dmu0_DECaLS/data/DECaLS_COSMOS.fits\")[list(imported_columns)]\n", "for column in imported_columns:\n", " catalogue[column].name = imported_columns[column]\n", " \n", "catalogue[\"decals_id\"] = 100000*catalogue[\"brickid\"].astype(np.int64) + catalogue[\"decals_id\"].astype(np.int64)\n", "catalogue.remove_columns(\"brickid\")\n", "\n", "epoch = 2017\n", "\n", "#catalogue.add_column(Column(catalogue[\"decam_flux_TEMP\"][:,0], name=\"f_decam_u\"))\n", "catalogue.add_column(Column(catalogue[\"decam_flux_TEMP\"][:,1], name=\"f_decam_g\"))\n", "catalogue.add_column(Column(catalogue[\"decam_flux_TEMP\"][:,2], name=\"f_decam_r\"))\n", "#catalogue.add_column(Column(catalogue[\"decam_flux_TEMP\"][:,3], name=\"f_decam_i\"))\n", "catalogue.add_column(Column(catalogue[\"decam_flux_TEMP\"][:,4], name=\"f_decam_z\"))\n", "#catalogue.add_column(Column(catalogue[\"decam_flux_TEMP\"][:,5], name=\"f_decam_y\"))\n", "\n", "#catalogue.add_column(Column(catalogue[\"decam_flux_ivar_TEMP\"][:,0], name=\"ferr_decam_u\"))\n", "catalogue.add_column(Column(catalogue[\"decam_flux_ivar_TEMP\"][:,1], name=\"ferr_decam_g\"))\n", "catalogue.add_column(Column(catalogue[\"decam_flux_ivar_TEMP\"][:,2], name=\"ferr_decam_r\"))\n", "#catalogue.add_column(Column(catalogue[\"decam_flux_ivar_TEMP\"][:,3], name=\"ferr_decam_i\"))\n", "catalogue.add_column(Column(catalogue[\"decam_flux_ivar_TEMP\"][:,4], name=\"ferr_decam_z\"))\n", "#catalogue.add_column(Column(catalogue[\"decam_flux_ivar_TEMP\"][:,5], name=\"ferr_decam_y\"))\n", "\n", "#For the aperture fluxes, there are 8 (0-7), we take 4 (2.0\")\n", "#DECam aperture fluxes on the co-added images in apertures of radius [0.5,0.75,1.0,1.5,2.0,3.5,5.0,7.0] arcsec in ugrizY\n", "#catalogue.add_column(Column(catalogue[\"decam_apflux_TEMP\"][:,0], name=\"f_ap_decam_u\")[:,4])\n", "catalogue.add_column(Column(catalogue[\"decam_apflux_TEMP\"][:,1], name=\"f_ap_decam_g\")[:,4])\n", "catalogue.add_column(Column(catalogue[\"decam_apflux_TEMP\"][:,2], name=\"f_ap_decam_r\")[:,4])\n", "#catalogue.add_column(Column(catalogue[\"decam_apflux_TEMP\"][:,3], name=\"f_ap_decam_i\")[:,4])\n", "catalogue.add_column(Column(catalogue[\"decam_apflux_TEMP\"][:,4], name=\"f_ap_decam_z\")[:,4])\n", "#catalogue.add_column(Column(catalogue[\"decam_apflux_TEMP\"][:,5], name=\"f_ap_decam_y\")[:,4])\n", "\n", "#catalogue.add_column(Column(catalogue[\"decam_apflux_ivar_TEMP\"][:,0], name=\"ferr_ap_decam_u\")[:,4])\n", "catalogue.add_column(Column(catalogue[\"decam_apflux_ivar_TEMP\"][:,1], name=\"ferr_ap_decam_g\")[:,4])\n", "catalogue.add_column(Column(catalogue[\"decam_apflux_ivar_TEMP\"][:,2], name=\"ferr_ap_decam_r\")[:,4])\n", "#catalogue.add_column(Column(catalogue[\"decam_apflux_ivar_TEMP\"][:,3], name=\"ferr_ap_decam_i\")[:,4])\n", "catalogue.add_column(Column(catalogue[\"decam_apflux_ivar_TEMP\"][:,4], name=\"ferr_ap_decam_z\")[:,4])\n", "#catalogue.add_column(Column(catalogue[\"decam_apflux_ivar_TEMP\"][:,5], name=\"ferr_ap_decam_y\")[:,4])\n", "\n", "catalogue.remove_columns([\"decam_flux_TEMP\", \n", " \"decam_flux_ivar_TEMP\", \n", " \"decam_apflux_TEMP\", \n", " \"decam_apflux_ivar_TEMP\"])\n", "\n", "# Clean table metadata\n", "catalogue.meta = None" ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [], "source": [ "flux_to_mag_vect = np.vectorize(flux_to_mag)\n", "\n", "\n", "# Adding magnitude and band-flag columns\n", "for col in catalogue.colnames:\n", " catalogue[col].unit = None\n", " if col.startswith('f_'):\n", " \n", " errcol = \"ferr{}\".format(col[1:])\n", " #Replace 0 flux with NaN and \n", " mask = (catalogue[col] <= 0.0) | (catalogue[errcol] <= 0.0)\n", " catalogue[col][mask] = np.nan\n", " \n", " #Replace 1/sigma^2 with sigma \n", "\n", " catalogue[errcol][mask] = np.nan\n", " catalogue[errcol] = np.sqrt(1/np.array(catalogue[errcol]))\n", " #catalogue[errcol][catalogue[errcol] == None] = np.nan\n", " \n", " #Replace nanomaggies with uJy\n", " #a nanomaggy is approximately 3.631×10-6 Jy - http://www.sdss3.org/dr8/algorithms/magnitudes.php#nmgy\n", " catalogue[col] = catalogue[col] * 3.631 \n", " catalogue[errcol] = catalogue[errcol] * 3.631\n", " \n", " #Compute magnitudes and errors in magnitudes. This function expects Jy so must multiply uJy by 1.e-6\n", " mag, error = flux_to_mag(np.array(catalogue[col])* 1.e-6, np.array(catalogue[errcol])* 1.e-6)\n", " \n", " if 'ap' in col:\n", " mag += mag_corr[col[-1]]\n", " catalogue[col],catalogue[errcol] = mag_to_flux(mag,error) \n", " catalogue[col] *= 1.e6\n", " catalogue[errcol] *= 1.e6\n", " \n", " catalogue.add_column(Column(mag, name=\"m{}\".format(col[1:])))\n", " catalogue.add_column(Column(error, name=\"m{}\".format(errcol[1:])))\n", " \n", " # Band-flag column\n", " if 'ap' not in col:\n", " catalogue.add_column(Column(np.zeros(len(catalogue), dtype=bool), name=\"flag{}\".format(col[1:])))\n", " \n", "#remove units from table\n", "for col in catalogue.colnames:\n", " catalogue[col].unit = None\n", " \n", "catalogue.add_column(Column(data=stellarities['g'], name=\"decals_stellarity\")) #Stelarites computed earlier" ] }, { "cell_type": "code", "execution_count": 27, "metadata": { "scrolled": true }, "outputs": [ { "data": { "text/html": [ "Table masked=True length=10\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "
idxdecals_iddecals_radecals_decf_decam_gf_decam_rf_decam_zferr_decam_gferr_decam_rferr_decam_zf_ap_decam_gf_ap_decam_rf_ap_decam_zferr_ap_decam_gferr_ap_decam_rferr_ap_decam_zm_decam_gmerr_decam_gflag_decam_gm_decam_rmerr_decam_rflag_decam_rm_decam_zmerr_decam_zflag_decam_zm_ap_decam_gmerr_ap_decam_gm_ap_decam_rmerr_ap_decam_rm_ap_decam_zmerr_ap_decam_zdecals_stellarity
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134248500037149.4719578380061.87562851686330981.67582542.37548235.46919970.152362260.256725070.32514511.26450382.56764176.27090020.226580410.391829070.4153305323.3394320.09871268False22.9606250.11733856False22.0551990.06454725False23.6451990.1945478922.8761630.1656862821.9066750.071909830.05
234248500043149.361584370744881.87552669708306291.80712873.821057611.20470.27715310.461969350.448921863.40088823.857895611.2335150.364298850.60875380.5711788523.257530.16651562False22.4445420.1312665False21.2764970.043500558False22.5710180.11630268422.4341240.1713229621.273710.0552053040.05
334248500050149.4170828679361.87603819403272040.449487924.33061332.995920.405943160.715670.77951890.154512092.29288913.7635370.226957560.42384810.399751824.7682110.980554False22.3086320.17942697False20.1038510.0256502False25.9275931.59480122.9990430.200701921.0531750.031534410.05
434248500051149.415891146435371.8751927373650690.441869261.51278914.6783690.148943420.2582280.3167230.388608133.00380095.41475340.226329650.429104150.402170624.7867660.36597538False23.4505540.18533151False22.224770.07350373False24.926220.632344722.7058220.1551014622.0660530.080641010.05
534248500089149.356981227216041.87529386922024541.76894386.20272532.32640.283570140.4910760.792153240.9802363.778215419.3727760.228568060.39738880.5736086423.2807160.17404869False21.9185410.08595882False20.1261060.02660579False23.9216730.2531682322.4567830.1141966120.682020.032147570.05
634248500093149.390902647414551.8754296038280185nannan3.3775237nannan0.27953082nannan2.1097345nannan0.4282928nannanFalsenannanFalse22.5785060.08985776Falsenannannannan23.089430.220413030.9
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834248500115149.279100519784151.87516812214026520.3804430.64681960.911397760.11344440.186660590.2736850.554541050.398774241.24406330.228566690.397389530.4279356324.949280.32375598False24.373040.31332403False24.0007320.32603735False24.5401650.4475108424.8981821.08196623.6628930.37347390.9
934248500129149.48770141532831.87532607215548591.20052031.44219242.32373760.107206910.16560230.256914650.915815951.8958832.79063490.205013530.330934080.4077496223.7015760.09695665False23.5024410.12467158False22.9845350.12004002False23.995480.243051723.2054710.1895196722.7857420.158640790.9
\n", "\n" ], "text/plain": [ "" ] }, "execution_count": 27, "metadata": {}, "output_type": "execute_result" } ], "source": [ "catalogue[:10].show_in_notebook()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## III - Removal of duplicated sources" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We remove duplicated objects from the input catalogues." ] }, { "cell_type": "code", "execution_count": 28, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "The initial catalogue had 376709 sources.\n", "The cleaned catalogue has 376653 sources (56 removed).\n", "The cleaned catalogue has 56 sources flagged as having been cleaned\n" ] } ], "source": [ "SORT_COLS = [#'merr_ap_decam_u',\n", " 'merr_ap_decam_g',\n", " 'merr_ap_decam_r',\n", " #'merr_ap_decam_i',\n", " 'merr_ap_decam_z',\n", " #'merr_ap_decam_y'\n", "]\n", "FLAG_NAME = 'decals_flag_cleaned'\n", "\n", "nb_orig_sources = len(catalogue)\n", "\n", "catalogue = remove_duplicates(\n", " catalogue, RA_COL, DEC_COL, \n", " sort_col= SORT_COLS,\n", " flag_name=FLAG_NAME)\n", "\n", "nb_sources = len(catalogue)\n", "\n", "print(\"The initial catalogue had {} sources.\".format(nb_orig_sources))\n", "print(\"The cleaned catalogue has {} sources ({} removed).\".format(nb_sources, nb_orig_sources - nb_sources))\n", "print(\"The cleaned catalogue has {} sources flagged as having been cleaned\".format(np.sum(catalogue[FLAG_NAME])))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## III - Astrometry correction\n", "\n", "We match the astrometry to the Gaia one. We limit the Gaia catalogue to sources with a g band flux between the 30th and the 70th percentile. Some quick tests show that this give the lower dispersion in the results." ] }, { "cell_type": "code", "execution_count": 29, "metadata": { "collapsed": true }, "outputs": [], "source": [ "gaia = Table.read(\"../../dmu0/dmu0_GAIA/data/GAIA_COSMOS.fits\")\n", "gaia_coords = SkyCoord(gaia['ra'], gaia['dec'])" ] }, { "cell_type": "code", "execution_count": 30, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/opt/anaconda3/envs/herschelhelp_internal/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning: The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.\n", " warnings.warn(\"The 'normed' kwarg is deprecated, and has been \"\n" ] }, { "data": { "image/png": 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XXnih49wS7Y9EIvzlL3/hG9/4RvK1tSZlK9GgDPeRWLuJv27Hjh2ddpOuvWVSn/H1lFjO3r17mT17NtOnT+fKK68E4IwzzsDn8/HAAw/w/e9/P2WbVkrx3e9+l88++4yf/OQn/PjHPyY/P58f/ehHPPDAA3Tq1Amw2/uuXbsYOHBgUhkxxzNv3jzmzZvn6LfeeiuTJ0+mpKSEvXv3Jl23pqbGaZcA9957L1OnTnXad9euXbnllluYO3euY0cq+w9GF2zEuR3DJDofsDuQvn37AnYn6/V6WbRoEZD8x9ShQwc2btzIp59+ym9/+1vnWR0g5bpPKgKBAFOmTGHy5Mls3LiRxYsXM2PGDHr37s3o0aMpKytLaefu3bszmuY6VFauXOl0QM3x5ptv0qNHj5THKioqME2TjRs3UlFR4eix9Zl09OzZE5/PR2VlpTM9FnufYRjNvrc53n33Xfbu3XvYUZKpPo/YM1vNkcnnNXPmTC6//PKUx7Zs2UI4HOakk05y6QMGDCASibB169aUzg1s5zR9+nSmTJnCjh076N69Oxs2bABwpghLS0spLy/nscceS3p/bKR05ZVXcu655zp6WVkZYH/W8WvMMSorK13PInbo0IHnnnuOHTt2UFNTQ+/evXn22WcpKytL246EQ0Oc2zHMnj17+PDDDxkyZAhgB5h8+umnTudy1llnYZomNTU1jBgxIuU3xdjIKH4ksHXrVj766CNOPPHEg7KnV69eTJs2jd///vesX7+e0aNHM3jwYBYvXkxtba0TJbdmzRq2bt2adkTZEpx88sn84Q9/SNITRxqdO3dOW8aQIUMoKiri9ddfZ+LEiQA0NDTwt7/9zRl5pMLv9zNs2DBef/11Z5oP4M9//jOnnnpq0sgtnjfeeAMg5ejj1VdfpaysjGHDhqV9fybE2k2s/hPbTToyqc/mOvhu3boB8Omnn7oCgT755JMDvjdGaWkppaWlaK1ZuHAhp512Gn369AHs6cff/e53FBQUOFq8nWBPQ5eXlyfpo0ePZv78+axatYrTTz8dgI8//pjNmze7vvTF6NKlC126dCEYDPJ///d/B6w74eAR59YM8fPmkLyO1db19u3bc9dddzFlyhTy8vKYPXs2HTp0cII7KioquOqqq5g6dSo33ngjAwcOJBgMsm7dOr766isefPBBKioq6NKlCw899BBTpkyhrq6OOXPmOJ1+YueVaM+tt97KySefTP/+/cnLy+ONN97ANE1OP/10tNZcf/31LF68mBtuuIEJEyZQX1/PI488woknnsjYsWNTLsCnCizIRI+vn6KiIsdBJNZbjAPVs9/vZ8KECTz++OOUlJSwY8cOpkyZgmVZfP/733fO/9Of/sS9997LX/7yF7p3747WmltuuYUf/vCH/PznP2fMmDEsW7aMt99+m9/+9rfO9efMmUNdXZ3jRFetWsXTTz/N2LFj6devn8ueUCjE0qVLueyyy5w1LZf9StHvpJPsabZJk2w9zbpk+/btmTZtGpMnTyYvL4+5c+c67SZdfQKHXZ8dO3bkggsuYNasWQSDQWfNbe7cuVx44YW0b98ere1ozrFjx/Lzn/+cSy+9FK01q1ev5sMPP6R///7U1NTw6quvsnz5chYuXOhcf8SIEYwaNYr//M//5MYbb+SEE06gtraWtWvXEgwGufPOO9PaeeqppzJq1CimTZvGXXfd5TzEPXToUCf0X2vNn/70JyKRCD169GDHjh0sWLAAwzCc594yqYd0uuBGnFsaUjWo+D/GXNC7devGTTfdxCOPPMK2bdsYOHAgjz76KHl5ec7506dPp1evXrz44ovMmTOHoqIi+vTpw/e+9z3AnlacO3cuP/vZz5g8eTJdunThpptu4v333+eLL75IunaiPaeddhqvvfYaTz/9NJZl0bdvX+bMmeN0hB07duS5557jF7/4BXfeeSc+n4/Ro0dz7733EggEDup+U3WqrV3PN910E1prnnzySXbv3s2pp57KM88840xnaa0xTRPTNF0OZ+jQocyePZvZs2ezaNEievTowSOPPMKoUaOc8isqKnjmmWf4wx/+QDAYpGvXrtxwww3cfPPNSfa8/fbb1NTUMG7cOMe5xdsZm0bu2LGj49RS3ZfWmm7dunHzzTfzyCOPsHXrVgYOHMisWbMIBAKtXp8PPfQQjz32GP/zP//Dzp07KS8v5z/+4z+YOHGic1+WZWGaJpZlOeV4vV5ee+015s2bh1KK008/nUWLFnHiiSe62ua8efP4zW9+w3PPPcf27dspLS3lpJNO4gc/+EHKeou389FHH2XmzJncd999WJbFeeedx3333Zf0Bey3v/0t27Zto7i4mDFjxjB16lRnVuJQ60ccXDJKJ359EtKSrhG1Rf3uu+/miy++4KWXXsoKe44F/b//+7/56U9/mjX2xOvvvfcet956K2+//TaFhYVpz7/nnnucdpNN9ouemXPbtevwEgBkG2Vl6afo5SFuQRD46KOPuOKKK5KyfwjZjwxPUiPTkoIgcMsttxxtEwShRRHnloZsm2Joaf0Xv/hFVtkjetvQZ86cmVX2iA6y3JYacW7NEGtI8QvO8Qu4oot+sHpbblfp/i7i9VSIfmR0wY04tzTEd0Txr0UX/VjWY4ienbrQhASUZEC6BiS66KKLnm26YCPOTRAEQcg5xLkJgiAIOYesuTVDbF47VUCA6KIfrB4jW+wRPbd0wY04tzSkalDxnZTooh+KLu1K9NbQxcElI84tDYmNRSmVshGJLnqmevy/2WCP6LmjC8nImpsgCEIbRnxbasS5CYIgCDmHOLc0pBvqiy666KJnky7LbamRNbdmiM1xxxpU7HfRRU/U42lOj7WrTM8XPfv0GNmmC27axMht3bp1jB8/nlNOOYVRo0Yxe/ZsTNPM+P2WZXH55ZfTr18//va3v2X0HqVUUkcmuujp9Bii574e/5MtupBM1o/cqqqquO666+jbty/z589n06ZNPPTQQ1iWxdSpUzMq48UXX+Trr78+ZBvSNR7RRRdd9GzTBZusH7ktXryYYDDIvHnzGDlyJFdffTW33norCxYsoLa29oDvr6qq4le/+hW33377EbBWEARByAay3rktW7aMUaNGuXYIHjduHI2NjaxcufKA7589ezZDhgxh+PDhrWmmIAiCkEVkvXOrrKykoqLCpXXr1o38/HwqKyubfe9nn33GSy+9xLRp0w7p2rH1lcRFZdFFF130bNMFN1m/5lZdXU1xcXGSXlJSQnV1dbPvffDBB7nmmms4/vjj2bJly0FdN9ZoYvPaiQ1JdNEPRZd2JXpr6LL+lkzWOzdIvXB6oA/01VdfZcOGDfzmN79pkWsqlZ1pd0RvO3r8v9lgj+i5owvJZP20ZElJCTU1NUl6bW1tyhEdQDgc5uGHH2bChAlYlkV1dbUTfNLQ0JBRIIogCEJbQHxbarJ+5FZRUZG0trZ9+3bq6+uT1uJiNDQ0sGPHDmbOnMnMmTNdx6ZOnUrPnj3561//2mo2C4IgCEeXrHduo0eP5umnn6a2ttaJmHzttdfIy8vjzDPPTPmegoICnnvuOZe2e/du7rjjDu644w7OOuusA1433bSn6KKLLno26SlOE2gDzu2qq67if/7nf7jtttuYMGECmzdvZt68eVx33XWuxwPGjh3LGWecwYwZM/B6vQwbNsxVTiyg5MQTT+SUU07J6NqxhhSb0479Lnp2pUNqSzqQVfaInhu6kEzWr7mVlpayYMECTNPk5ptvZu7cuYwfP57Jkye7zjNNE8uyWuy6SmVnmqds0+PrS3TRRT86upBM1o/cAPr27Zs0zZjIW2+91ezxHj168Pnnnx/S9dM1INFFF130bNMFm6wfuQmCIAjCwSLOTRAEQcg52sS05NEits6UuN4kuuiHosfIFntEzy1dcCPOLQ2pGlR8JyW66IeiS7sSvTV0cXDJiHNLQ2JjUSo70+6I3nb0+H+zwR7Rc0cXkpE1N0EQhDaM+LbUiHMTBEEQcg5xbmlIN9QXXXTRRc8mXZbbUiNrbs0Qm+OONajY74eixyP6satDcgeVjXaK3rZ0IRlxbmlI7IgSAwJEF1100bNFF5KRackMSNeARBdddNGzTRdsxLkJgiAIOYc4N0EQBCHnkDW3ZojNayfOb4su+qHoMbLFHtFzSxfciHNLg9bubABaJ6dOOtJ6/DHR26aeqqPKRjtFb1u6OLhkZFoyDYmNJfb6aOrxx0QXXXTR438X3IhzEwRBaMPEDeiEOMS5CYIgCDmHOLc06DRfh0QXXXTRs0mXmcnUSEBJMyQ2JKWyL+2O6G1LB2lXore8LiQjI7c0ZNuCseiiiy56Ol1IRpxbBqRrQKKLLrro2aYLNuLcBEEQhJxDnJsgCIKQc0hASTPEFm5j/8amAUQX/VD0GNlij+i5pQtuxLmlQevsS78lepOTiP9Db0t6qo4qG+0UvW3p4uCSkWnJNCQ2lthr0Y++Hn9MdNGPdT3O5wlxiHMTBEEQcg5xboIgCELOIc4tDTphrJ+4iHuk9HT2iC666KIDJMzgC1EkoKQZEhuSPb+dXWl3RG9bOmRRu9IaDSR2l9lYb6IfuF0JbtI6t4cffviQChw/fjzl5eWHbFC2kNgRxS/oii56m9a1JtYdKltEJ5yXFXaKnrEuJJPWuT3zzDMHXZhSinHjxuWEc4snXQMSXfQ2p8c5NrcOysgiO0U/ZF2waXZactGiRQwePDijgkzTzPhcQRAEQWhN0jq34uJi/H4/Ho8no4KUUhQXF2d8viAIWYQMAoQcI61ze//99w+qIMMwDvo92U5sXjtxflt00Q9Fj3FU7VHKDiCJm57UCe/LtnoTPTNdcCPRkmnQWtJvid7y+qG0q/hjLaZHf1qtfNGPqC4OLpmMnnNbuXIlL7/8cspjf/zjH3NuxAbJ34Zir0UX/Ujr8cdEFz1R1/HfUgSHjJzb7Nmz2bp1a8pjW7duZc6cOS1qlCAIgiAcDhk5ty+//JJBgwalPDZo0CC++OKLFjVKEARBEA6HjJxbMBhMe0xrTUNDQ4sZlC3ohLF+4iKu6K2jJx4XXXTRm9dluS01GQWUHH/88bzzzjucc845Scfeeecdevbs2eKGxbNu3ToeeOABVq9eTXFxMVdccQWTJk1q9rGDNWvWsGjRIlatWsXOnTvp0qULF198MRMmTCAQCGR03cSGZM9vZ1faHdHblg4p2pWWNFiiH54uJJORc7v88sv55S9/SXl5OVdddRXFxcXU1NSwaNEiFi1axJ133tlqBlZVVXHdddfRt29f5s+fz6ZNm3jooYewLIupU6emfd+f//xnNm3axIQJEzj++OP5/PPPmT17Np9//jlz58494HUTO6LEhX/RRT9sXUsaLNFbRheSyci5/fCHP2T16tU88sgjPProo+Tl5dHY2IjWmosuuojrr7++1QxcvHgxwWCQefPmUVRUxMiRI6mtrWXevHlMmDCBoqKilO+bMGECHTp0cF4PGzaMQCDA9OnT2bp1K927d8/YhnQNSHTRD1nXkgZL9NbRBZuMnJthGPz617/m3XffZdmyZezfv58OHTpw9tlnc9ZZZ7WqgcuWLWPUqFEuJzZu3DhmzZrFypUrOf/881O+L96xxejfvz8Ae/bsOSjnJgiCILQtDuoh7uHDhzN8+PDWsiUllZWVSQ60W7du5OfnU1lZmda5peKjjz7CMAwqKipa2kxBSCY69QhA/LfsNLrWGiwTjQdlyFaLgnA4HJRz+8c//sHKlSvZt28ft9xyC127dmXNmjX06NEj5UipJaiurqa4uDhJLykpobq6OuNydu3axW9+8xsuueSStFOZicTmtRPnt0UX/YB6bOFfayfdVexHWyZo0Iro9GQ0UCASBgAzAoYHfD6UUtl1X6JnrS64yci5NTQ0MHHiRN59912nIv/jP/6Drl278swzz9ClSxfuvvvuVjMy1YendeYpZ0KhELfffjsFBQXcc889Gb0nsXytdcrGJLroSbpl2bp90HW+tsyoHn++ibYs1xqctkxURKG93uy5ryOkxx8TPTNdHFwyGc19PPLII/z73/9m7ty5rFq1ylXJI0eOZMWKFa1mYElJCTU1NUl6bW1tyhFdIlprpk2cWdcFAAAgAElEQVSbxrp163jyyScpLS3N6LqJjSX2WnTRM9IhYz3RsTnneYzsu68joMcfE/3Aelx3LMSR0cjtjTfeYMqUKYwdOxbTNF3HunXrxvbt21vFOICKigoqKytd2vbt26mvr89o7WzGjBm8+eabPPPMM/Tp06e1zBQEQRCyiIxGbvv372/WMYRCoRYzKJHRo0ezfPlyamtrHe21114jLy+PM888s9n3PvHEEzz//PP88pe/5PTTT281GwVBENoCkb8vIfL3JUfbjCNCRs6ta9eufPrppymP/fvf/27VDCVXXXUVfr+f2267jRUrVvDCCy8wb948rrvuOldgyNixY7n33nud10uWLOHRRx/l0ksvpby8nNWrVzs/e/fuPeB1dcJYP3ERV3TRW0KH2NRSirmluPW75EOp56JEP/Z0WW5LTUbTkhdddBFPPPEE/fv3d0ZLSik+//xznn32WcaPH99qBpaWlrJgwQJ+9rOfcfPNN1NSUsL48eO57bbbXOeZpokV1xH84x//AOCll17ipZdecp07c+ZMLr/88gNeO7EhxToh0UVvVgc7nVZM19p2VKEgVmMjRl5enG5h1laDx4sRiNMtE3P3TlRhEZ7S9u4ezDTtCMyE9HMHncbrYM8XPWt1IRml031FiCMYDHLjjTeyatUqOnbsyO7duykvL2f37t0MHTqUp59+Gp/PdyTsPeLEqiexAYkuepKuk7OOWOEQOhyGYCM/fehh/nvaXWAYqEAeOhxCN8YlHTcMlM+PDgbR9U3T8Hi9eLr0AKVQiX+uUQeXeN3ENF4HsrPZ80VvM/qB2P7iQgC85158UO/LVsrK0gcVZjRyCwQCLFiwgCVLlrBs2TJ2795N+/btGT16NJdeemmzCYxzgXQNSHTRHVI4DABdXw+WOwgLy8KsqUo+37Iw9+9D6YSpyEgEHWxsGtklvCflA9+a1Gm80tgpab9yRxdsMn6I2+PxcOmll3LppZe2pj2CIAiCcNhk5Nxqa2sJhUKuLCR/+tOf+Oyzzxg9evQRT8klCC1CdIoOcK9ppdMPtnjLwqraB36/a9SltbbXzZRyjbq01uhgoz096fW6dKtqHxSXYOQXussJBe1MJl6fuxwzAh4PKm5WRWsNlmVfN+m+tL34lsn9tlD9CEeP+IjJXJmiTCQj53bPPfdQXFzMjBkzAHj22WeZOXMmhmHw7LPPMm/evIPK8dhWiM1rJ85vi54DemxhXjelx3Kdn6irA6TBUqrpfMCsriL81ZcQTallFZbYZZoRe00t5hwMA7xeO9hk/z7b+aDB58fIzwfTxKqvg+oqzN1fY5S0x9u1u11WfS1aa1QD4A9gFBRFA1dCdhlh0B4vKhCIXjs6PRp3bRV/X5ncb7p6O1D9iN7quuAmo0cBPv74Y0aNGuW8fv7557nyyitZs2YNF110EU8//XSrGXi00NE/2thPTBM9B3TLsnXsjkHZJzedn6gfTHtQivDWjYTXrYVwyBnlWLXVWPV1WI2NjgNUUVus/Xux9u6Jrs1FO65wCKu6CquuNuqM7HLMqn1Etm/GqqtxygFs51hbjRUKAnG6GUE3NqJN07mmIs6Bx9ufWA8HW2/Z8vlmqU6s3lpBF5LJyLnt3buXzp07A7B161Y2b97Mtddei9fr5bLLLmPdunWtauTRIPHbUOy16DmiQ7Ie5yzc+sGVb1VXQUJQiELb04SJ5YMdTZkQkK+SlKZylD8vdbouI3X5GEb6dGAp7yt52rLZemvufNGdf+OPtaQuvi01GTm3wsJCJ7/j+++/T0lJCf369QPsQJNgMNh6FgqCcJhI7ycce2S05jZw4EAWLlxIz549WbhwISNGjHCObdmyhbKyslYzUBAEQRAOloxGblOmTGHNmjV8+9vfZuPGjdxyyy3OsTfffJPBgwe3moFHi8R57MRFXNFzUFfJabBs/eDKUX4/JExPxYIvks8HDCNpbJX2fECb4aS0XPYampVGT3Xd5urhYOvt8Os/8bjomesJTe2gieWbzLWckxmP3N58803Wr19P7969KSkpcY5dccUV9OrVq7XsO6okNiSlsi/tjuiHqNPkQKKivc6lVGqdDNuDaWKUdUErA71/j/tYsAGrrgajsAhn9cqyAO2s+emopiNhzB1bUQVFeDp0aurBIhFCn32Cp1M5vu497WhLrdGRMJFNG1Al7fB26QbKcNmktQZPwp+7ZT+OgBGXhKG5+02lH2z9iN4qupBMxg9xFxUVccoppyTpY8aMaVGDsoXESKTEBWPRc0CPOZPYa+WOkEzSmynfTrMVgmAQBXg7lqFLSols+cqOVFR24AUNdVjBRlRRKVgRCAWdoA+tNbq2BrO2Gl21z75esBGrpgpv567oUBBdZ699m9s2Ye3+Gm+ffujGBvR+Oxm4bqwntG83vhMHouI2OlWWBVYIos/DxfpDpbW987fXC7HAkMT71U2BNk59HmT9iN66upBMRtOSCxcuZNasWSmPPfrooyxevLhFjco20jUg0du4HuuYDaOpt29Ob6Z8XV8PCYFVyucHnz+5HMtE19fYD2AnlBvZs9NxbA6RMOaenY5jc64ZChLZstFxbA7hkO00U9WDtlLdEnb6rRT3q5MjSKPWHlT9iH7kdMEmI+e2aNEiunTpkvJYly5dWLRoUYsaJQiCIAiHQ0bObcuWLWk3K62oqGDz5s0tapQgtCW01uD12Otf8bpl2dlIEoM8TJPQus+I7NmZfH59HToSSTq/8ZOPiOzYlqQHP/+EyM7tSTaZNVVYDXXJxlrJQSdAyhFYs6Qc/emmn0TdspJ1QWhFMlpzMwyDqqqqlMf279+ftMCZK8TuK3F+W3TRY7qOBn8orw+8PtsxRbOFRLZtAtO01/AMDxpNZOd2Gj/8p70+B3h79CLv1DPQjQ2EKr+w03Vpjfb5UYE8Iju2Ur98KToUpEGDr08/Ckeej1VdReNH76HDYYKAr1cf8s8YhVFQCD4/1v496Kq9qKJSvF26oTze6PoZoE3b2Xg89tRidB0u5f0qd1oxwNkex3V+LNAhtl6pY+nMtO1MNejo7gjK8NjlZtHnmAt6S3CgiMm2lIcyI+c2YMAAXn75ZS688MKkY//3f//HgAEDWtywo412/jibXqdqTKIfw3o4jNaW3enHjnm9hLdvxtq53TVS0ZaJuWMbDf98x3Z4USKbv6K+psrekDQuq4kOh2n88D3b4ZlNI7nw+s+p3rkdT1FxNNIyqn+1Dk/nruQNPr3JTq2xaqow8/LwdChz229plFeB15fZ/UZ/UtZD1I74erDLiddJ0I3s+RxzQJf1t2Qympb8z//8T95++20mTJjA0qVL+eSTT1i6dCk33ngjy5cv54YbbmhtO484iY0lMVpJdNG1Tp2uS9dUuxwb2H271djgcmwAWCYqL49U6boie3a6HBsAZsR+ji5xatE08XXtkWwnGqOgMIX92CO3lqoftzXR0VwaXdJ1tXA7REhBRiO38847jx//+MfMmjWL5cuXA/Y3hoKCAqZPn56TOwIIwoFpqV5FvnULQkuT8XNu1157LZdccgkffPAB+/bto3379gwdOpSioqLWtE8QBEEQDpoDOrdQKMQDDzzAZZddxpAhQzjnnHOOhF1HnVRrbqKLHq8rZQeUJOl+P1a9QsWN7LTWKI/H3g+UJjSgg0EsjwcjfmNRQOXl2xuLxq/dAVYohGV48RruEZ9ZvR9Px87uDUrB3t8tkJ+0MaqyNFpZSXqL1ZuyZ2fjZ9Ka9Oz5HFtTjz/eWnqK0wQycG5+v58lS5Zw8cVtJ0qmpYg12BixdRbRs0zX2hXwcESua1nocMjeOS3mTLRlOxJloHw+CIfQGnQkjLV/L+HtWwhvLcLXtQcYHrRpEmmoZ9uKtymsOIGOQ89Ceb1YpkmopootGzfib6yjfVERSikiGqpCYZasXEPvLp0554ReeD0ejGjEY+iLTwHw9z7RfixBKZQysPbvBa0xSto19YRao2uq0P48jMKm3b3R2tklnDgnidb2/SgDfE27fjv1E6v/WB0phe3e7f/ZuorapCRdVwvrR4qDyT95tCMrM84t+dlnn3HmmWe2tj1ZQ6zBxBpS4oKu6Fmg67i0ULbohKm32nUjYTvcP7rDtgKwTKxgEKumynYkgPIH0F4foX9/RPCzj2n8aCVWXQ2RHVsx9+zCKutKw55d1GzeCEDoo/ep+WIt7c86m9ptm9nz7zUANAC19Q2EAgWsq6nnoz3VAGyv3MTH277m5rHnUtShA57S9rYD3FiJuWMb+cPPQeUVovx+u1OsrcZsqMPoWG7bFw3LJ9iAFQ5iFJW4RolKa4hEIDY6jYXxaxOCJvgDjqNy6kc3k87MMiEuq0nsc8vKdtUGdSGZjJzb3XffzZQpU+jcuTNjxozBl/DNLddJ14BEP4p6nGNz66CM1ruuDgZJjGwEiHy9HUKN7vcbBnXL/kpk60Z3GeEQez9dQyQUcpdRV8vmN/+MlRAJaVoWb23fw55g2KXXNAapLSqlXbsOCTY2oi2NJxBwG2ma6GADhs/v1i0LKxLB8CZ3BzoSTlPP2jWdad+wuwN26UZyZGbTYdFbUhdsMnJuN954I42NjUydOhWlFCUlJa6KVUqxYsWKVjNSEARBEA6GjJzbqFGj5FuC0DZoiWaqY2tEOKMRW45GR2gFicEieXlobdlJi2O6GcEoLMIoKsaqrXGd7zUMtMeDGffcm6U19RELjwJf3OgzZGkq6xpRQIm3aR3MAPZuWE+RNmlX3sVVfqjyc+jRC295N5duVe2DgiI7k0lMtyys3V9DUTFGUYlLN6v2YQTyMPLyEyspVbRIyno75pB6yAqUTlydFBzSLdyKnkV63PSkTuhIDqn82IJ9XMetoutOsQARp2O3THQkYueP1Bqw0I2NWFX7iWzfTOOH79kBJmYEs2ovD73xdyb3KiMczR2pLU3ENGloaKA+YrLXtJxAC7/HQ6HSfF4fZuHOGuotsCyLDgEfvXweyv0eBhQF8HsMPMqg43E96XfmMHxeL7qh3rZdGXh7HE/+GaNQHi9WXU30vkAVFuPt3M3eWWDndoitiZW0w39cb3Q4iLlzu/3QuQLyCvB26mynGYsFmsTqJ7ofXKp6QyVvAJtV7ael9TTt50jUQyZsf3FhxuceLkcioKSsrDj99Vv96m0UrSX9VpvQIX1aqIMtP5oDUSmcjklrbQeRWHaaLVtWTki+DofidAPy8gmuWkHo03852UWUYeBp3wn8ebZjc64PXp+X2gbFvojpivYMac2ru2r4oDZEyGo6sjdscmq+l8FFATwKe70Mi92bN1FaXET3Pn2dIA6wiGzeQLCgCF/FCU2DWg1WbTXh+jpns9PYAatqH6FgPYY/r6lmNeiGOqz6OjztO6aot6hjjHbijt5Sn0tb0dOlITsC9SAza8kclHNbv349lZWVNDY2Jh3LtUcFEhuLin7zEj3XdZJ0y0qdZgvTTKlHdmxNSpulsJ0hOs+ta02DZSXnOrEsNoW0y7HZssXxBVHHFoc2I5R07JQ8K2tZeDp0TLYT23XFP0Nn6zo6MkvUwcgvSF1vadJppdWz8nNvIR2SdVq3P7Gs5HabDRztJMwZObe6ujomTpzIypUrgdRhqLnm3AThyJGmZzpaHVaahQpZvxDaEhklTp43bx5bt25lwYIFaK2ZPXs2Tz31FGPHjqVnz568+OKLrW2nIAiHiDgl4VgkI+f2t7/9jZtuuonTTz8dgB49ejBq1CjmzJnDoEGDeOGFF1rVyKNB4qJt7LXox56uVJrzjeQgAa01nuISd3YPolOAHk9S0IsGvOgkHaBUgSfFM3t7Q2HMJBXqa6qJJOw6oAFdW42OuJ+R0zoaEJN4vtb283ApyiEUSt54VdurninrJ129cYzpKnU7aanys3FKMhvIyLlt376d3r174/F48Pl8NDQ0OMcuvvhi3nzzzVYz8GgSW6xNnIYVPQf1WKduWW7dNLEaG6J7t0X1aOotq6bKfmA6ppsmuqEeb4/j8XTrCYZhB56YJqGaahrr62hsjJ4PRID9YZN/1wTZ3hjB0qBRmCjqLOgZ8NAr4MUADKXwGIoCj4cv6sN8WR8mojUahVaKMLDsvX+yes3HhCPRsiwL3dhA1f8+S91bf0aHgtHNVSNYVfuoe/1lZ8NTbVlo08Sqrab+rVdpXPO+HUijNbb/0kS2biTy9Ta0ZbrrLRyKO1c7HXqsz82Kz/dI6aoptdiRrgfBTUZrbqWlpdTV2VvWd+7cmfXr1zujuLq6upQBJm2d+IYU33hySY9/fczqpt1RO2mnwM4baZnocDjuuTUreq6FbqhH19c6darDIXQkgrl/H9aenQD4u/ZAdyxj71t/pnbzV9Ru2YgZChIMBgmFQtQYPrbUB6msbfqiuD9i0tHnYX/EZEfIHjn1CHgp83lY1xCm0FB08tmZPr5qDLM9GGFIcQBTa+qjgSefffEFGzdt4ptnnYmvsR5r7y4AGla+Q/DT1RR963uY+/YQqfzcvqt9e4hsXE/gjJFYVfsxt3xl69X7iWzaQMEF30EFAk79WPv2EKquwterj511JLYhqTYhZII/z+7Qox19fMeeVZ97a+o6TRqyVryukEzGO3GvX7+ec845h3POOYd58+ZRXFyM1+vlV7/6FYMHD25tO4VWIN0fxrGkx0L8k/SGBpLTbGk7d2TiBqJaE96yEYIJ6bf8AfZv2kDj1k0Jp2v+tb+WqpC7nIiGdUEzaWoxYCj6FAYwTbc9Qa3ZaWryE1bVGhobqdqwjg4Bd5o8q7aGhhV/w0hIy6Ub6gmt+cC1mwCAbmzAqq3C6y9z368ZQTc2YOQXkIqktFwxPYs+91bVExzRkbanrXAwSZjjyTTKMiPndu2117Jpk/0Hesstt/Dee+9xxx13ANCtWzfuu+++QzJSEARBEFqDjJzb2Wef7fxeVlbGK6+8wtq1a1FK0bdvX/x+fzPvFoQsJvYQs3aPfvD57Kz4VtMoSlv2ljYo9+hEmyZWXa39MHdc8mErHMKqrXGeKYsRsjSf1TYSUIoOvqbRUkRrNtWHKDAU7eJ0BbT3KOq1cqYfATxAF69BRFvUmW77d9TUgpVPh3z3c3VWYwMoMPxxozdl4Gnf0Z5ebahv0j0ejOJ24PG6R6tKgTLsUW/iKM2yt8tJN3oThCPFIWUoMQyDk08+uaVtyTpi89qpFnRFzw3d6YQty/6J6T4/+PzR9FoN6IZ6rP17m6IFDQO8Xqz9+whvXGcHo2iN9vpQefnUfbmWHUv+Fx0M4vF4iD3e+0ltkMU762jU9nU6+b2clO9lX9jkX3UhTBRaW3TwQ0XAoNRr0NHvxVAK7dPUWbCtMUQXn4ezSvPxGwagqbFgS0MQgDyPwdaaOrbX1NGxsID+HUoJBAL2NGIwiBUKogMBjMJiPB3L8PfpB14vaLAa6jC/3o63aw/yR45B+QN2YEwkAo31qEA+nk5lthYNwFEeD0oZaMOw61CHbQfn9aGUysrPPRd1wU1a57Zu3Tp69ux5UKOyQ3lPtpIYiJEuOkn0HNGjI7jEnbXxejH31qCr9oOOy2NpWUQ2rMPav8dxigA6EmbXkiVUf7oGHQ1GUdFrfVYf5suGiCvryK6wybaGEFopTK2JjfH2hk16+RWd/Ha0ZOzaxR6D80rz6ej34lU455d4FJ19HmpjZWuNBeyub2BnSTHHt4tlF9H2f8Egnj4n4e/Vt2mtTYFRWEzgvFPxdulu55F06sGHUdYFFchzj1otDR67/lz1aWl7FJew1U3Wfe45oouDSybt3MHFF1/MZ599lnFBpmly8cUX8+WXX7aIYUebxMaSGK0keu7pqToJpVQ0uMQ97aewRzkkPPelgIYd2xzH5qAt9kdSp9PShhF1bG69LOBP/gPVFkWOY4u7rtaEVfKfs7Ys2kV38nYf0Hg6lCUFkSjAKGnvdmzYM5F4fUnTjUoBykhRb/b/ZdPnm6t6QtMRoqQduWmt+fzzz4lEIulOcWFFnw8SBOEgSfetO43ujMBazZ7WK1oQDpZDzUHZ7Jrb9OnTMy6oNYfG69at44EHHmD16tUUFxdzxRVXMGnSJDwJ3zoTqampYcaMGSxduhTLsjj33HO5//77ad++favYKQiHxMF+KdSIAxKEA5DWuf3ud787pAJ79+59yMakoqqqiuuuu46+ffsyf/58Nm3axEMPPYRlWUydOrXZ995+++1s2LCBBx98EMMwmDVrFrfeeisLFx54T6NUa26i57buTE2CW/f50aGgywlp7IhDK9joXnMD/KXtCO/dZT8E7qAoMMBnGITjpzKVwjItOwDD5eQUVaEwJfm+pD/ShkgEv8+ToCt8aMKGgZVQfn2wkdLCQlRc5CdKoetqoEPHJOeqG+rRRSXu+gGUZaK1zzWg1NhToinrU2fX55ureiuNKdo8aZ3b8OHDj6QdaVm8eDHBYJB58+ZRVFTEyJEjqa2tZd68eUyYMIGioqKU7/voo49Yvnw5zz//PGeccQYA5eXlXHHFFaxYsYIRI0Yc8NqJ06yxzk/0NqxrjdKWnbYqMVzd40GZph1YEutMLBOjtD2WYaBrqhxdKYW39wmYu7/G3La5KYrSsuh8/oVUfVzO3n8utzOdWJoImhPzfZxQ4OfNfQ2YgKmhwdJ8WR+iyGPQze/FiOaSDGvNS7tqGVQU4Nx2+fgMA42mwYJXdtdRke/jrNI8vIaBoRR+r5chZR3Y2RDkyz37sZTC8Hop7tCJLt+8hEB9DaFP14C2wOvD26kz+edcCFoT+epLW1cGqqAQT7uOKI/XDggBFArl9WAE8sFQdgYXp44Ne31OEa03cDa4i/a6GX9eWrv25zuq7aSN6UIyWb9Z6bJlyxg1apTLiY0bN45Zs2axcuVKzj///LTv69Spk+PYAAYPHkyPHj1YtmzZAZ2bivvDjG88ordR3bLsvcpizommaL748/B67c6jscFONhyJoABPcQm6oBBz1w67jKhTMTp3xdu+I8FPPsIKBVGWiVKKdoOHUNS3H+sWLaC+tpZGy+64zyzJY0CBn5mb9rE5GGZ32HaKDZbJvojJ8QEfYa2piwaefFATZG1diMs7FxE0Lef8T+pCrG8Ic33PTpQV5lNSkI9Sip5+P+WFBWwsKKVT3370OuW06L11wdf1OCK7duDr05/8M0Y69+zt1Jnw5kpUSXt8XXvE1aUd4q8Cfoz8QncdW5b9ZcDnT9aVso+lGHkkBkZobX8msTOVLTqJpFOeL3qSLiST9c6tsrKSs846y6V169aN/Px8Kisr0zq3yspKKioqkvQ+ffpQWVnZKrYKWUxSKq2YrlNEACp7Y1HLnQZLeTz2c18JGfaVz2935gnnewsKCeYX0Vhd49KLvAZ1WjmOKkZEw14LjIRv5vWW5vOGCEUJ/ViDpfEXFVNa4H70JuD1cNp5F+Dt6E6bZeTlUfTtK/EUl7rt9wfwnzgwZT2oomIMX2LkpIJAAGV4knTt8aJS7GTgvC+ROMfm1jm4ckQXEsh651ZdXU1xcXGSXlJSQnV19SG9b8uWLS1qoyAIgpA5rb0LN7QB5wapv6EkTj8dzPsy4Y9//COrV69Oex3R25puoVJ89FolP4sF2Fu4mGbSc2zajNhpuRIekbEa6rDqa93pq5RBPUXUWwU07NzBmtogz++oRhkejuvejeCefWzcs8853avgxAIfu0MRtjU2jQ4NYEdjCK0hFNd+PcDTX2ym0O/D6/W4rusP/xWVl+9KB4ZSeFastrXEe/Z4nSnBpvNB5RU462kuEh7OduqH6NRi/LHoWlqSTvTzSiolWk5WtZ/s1n/yk58knXOsk/XOraSkhJqamiS9trY25cgs/n179+5N0mtqaigpKTngdS+55BIuueQSl6ZU8qaDbU2H1Av8x4yudXSbluSAklTn63A4ur2NslNURcvQwUasfXvAUKhANH+jtjD37Cb06WpUUQn+in7oaOqqvZ+s5p5772HiqSdRMXoMyucjbFq882Ult//+Dwzyw4MndafA68HSmg+rGvjFF9soMWBMhwL8HjuDSp0FWxtC9MrzMbZDAQGPgQcI5OXRvrgIf3lXAicNanrg2p+Hp7Qdnk7lTWm2lAFE8z/6fLb98WuT4RAqkIdR2t5OMwa2kw+H7Nc+9zRoLMqzqd6U/V/CulrsGkopSNFGnXISOvOsaj9ZrAtust65VVRUJK2Rbd++nfr6+pRravHv++CDD5L0yspKLrjggoyunbggnmoRV/Q2pgNaeTI+H58P8gvQ4XCTrhTk5WOUtkeHg3HnG3jKysk7c7StGx57VOLx0PHU0+k2bBQnjDodI/p8ptfj4fwBJ7L88vOp+2odebFilGJY+0LurejEutoGPLaBABR7FN/pVED3gB9fdESlgcbGIOaAwQT69mvKOqI1BBvxdOmOv/eJrmwkGg1+v51OK/5+DQOjXYfkNFuGAVEnnlRv0Wul1qM+La5j1kqlPj/e+R3ocxTdpYuDS+awU3cvWbKEJUsObV+eTBg9ejTLly+ntrZpc8jXXnuNvLw8zjzzzGbft2vXLlatWuVoH3/8MZs3b2b06NEHvG5iY1Ep/vBEP0Z000ytW2l0bSUFWxgeD4RCjmOL4VUKaqqaHFsUD5qqiEVSmgKtae+POjaXbpFX1jkpnRakT7OF15va/pRptg6h3nTyM1i2nmWfbxvXU0zSCLSAc/t//+//cdddd7WELSm56qqr8Pv93HbbbaxYsYIXXniBefPmcd1117keDxg7diz33nuv8/q0005j1KhRTJs2jb/85S8sXbqUH/3oRwwdOjSjZ9wEocVJ8+U63Xdu+TIuCIfOYU9LPvDAAy1hR1pKS0tZsGABP/vZz7j55pspKSlh/Pjx3Hbbba7zTNN0Z2YAfvWrXzFz5kzuvfdeLMvivPPOk41VhbaDfCMXsogjEeHYkiidKvIA2LZtGwk8y24AACAASURBVGVlZfgSnnE5Vkicx46vJtGPLV0HG9GmmZSWSzfUocMhtw52xGRCNKUGfjJ9OnedP9K98SeK6lX/ILR9i53iq8kI3t21ny2NYSLxabyUYmC+j255flzP7ilFl2GjKOndJ2nqKjB0BL7jervX0MDe380fcN8vYBQUohL15uot+pOkO1OTCXrUjmz5fHNBz3TNbfuLB049mI5sdG5lZemDCtNOS44ZM4a1a9cC8MMf/pD169e3vGVZTmyxNrEBiZ6Dutb2Q9jR3S2adOwsHNFISR39QSlUQaEdKh+nK2VgtOuIKioBpaKDL4Xy+fEd34fAkLPA67M7eI8Ho7QdnW+7l/bfG29HLXq84PXi7dCJb107nrPPH4PP78fwePAaBmUF+Zx4XHfatW9n34dhoDxeAiXt8HkMrNoa23aIlt8Bo6DQfrRBN6W3Uh6PbQf2mk287txryvoxk+sHks9Xygn913HHHD1bPvcc0gU3aaclfT4f4eg3xpUrV1JXV3fEjMoG4htSfOMRPcf0dGm5lNE0IlO2c9JeHzQ2OL25Ugbk56MDAay6Wntk5IkGaRQWofPzMWtrMQIB+5kzj4e8fifjP76ChpXL8ZS2x9OlO0opSs75BoVDhrH7mTn4SkoJHNcbpRSDTz2Nvif24x8v/S+dvYqKdrGExnkUFBRQY2nyO5ZR1KUbSil0sBEzFMR/0iA8XXrg697TPt800WYDRlGJHSWZMDLD57M3JE2IntSWBdpyp8eK1o/zOr4+41/HHFnM2SbqJI884j8v0TPXhWTSOrfjjjuO5557jn377IdMV61axa5du9IWNGbMmJa3ThBam2bScpHQcShlPxunEhbDlGHYofM6UffgKW2X1AEZefkEBp6WNHXpKS6lZMR56Or9Lr2goICRJ1Rg7Xc/t+nxeOjUpy9G7Dm7ONt9vU7A26lz8n0FAhj+QJKsAvlJabbssqzUAS86Xfi5Sk6bldAxJ71D9BbVBZu0zu3mm2/mnnvu4S9/+QtKKR5++OG0hSilnClMQRAEQTjapHVuF198MSNHjmTDhg1ce+21TJ8+nb59+x5J2wSh9VEK52njRD0VXq+drSMxqXIgL5qWK5x8vtZJabxUQSEEG9HBoPv07sdj+fyYe3Y6mjZNexoxLx/d2BB3sg9fzwo7W0r8qM7nwygsAmUkBZ1gpNngV1toy3Q/n5cwEnXfQJr6kcFEmycbA0cOhbTO7f3332fAgAEMHTqUyy67jLPPPpvjjjvuSNp2VNFxf9jx89ui54buvFYGWmFPs2l7u5bYepLt85pyH2ql7L3LwHZuoRB4DPAF7HMCQCSMrq+zA0b8gaa+PubcouUbBUWQX4gOBbGq9ttOSCl8PY6Hbj0w9+0l+MmHmLu/JrJjC0Z+PioQQIeCmLt34uvRm7zh59g7EqCxaqoJr/8cb7ee5I+y03vZzk1DJIzKy8cobWffr3ZMsXczCOTZ62KRCCjTWTe066tpElZFM0TG0pY5erRAHV+vifUseqvrgpu00ZLxEZLHYkAJ2I0m9gPuxiR629ZjASaOrhTa8NiBJIl69MelGx7Iy7cdW7zu9aEKipwQ+6bzDTAMd/mxtbq8fDvqMaZ7vHg6dEJHwkS2b4boBqpKKVQgn4JzLyR/1Bg7+MMwUIYHo6Q9hRd9l4JzvhHVPc51jXYdMErbO5rTF/qa0m8pZQd5aCsaUGNZ0T1H4+pNGfaaY2J9pqqfdPUseqvoQjJpnVsgECAYnTLZunUroVDoiBmVDcQaTuJr0UU/kK61lUZPU44ZTprNU4aBufvr5OlMNEZJe3e2f6IzjgWFTSNL53zSpNMiaUNRRyd5pwT7dTo9u+r/WNPFt6Um7bRkRUUFs2fPdpIMv/baa6xevTrluUopfvCDH7SOhYLQ5lAkreEdcjmZy4IgNJHWud15553ccccdrFq1CqUUCxYsSFuIODdBEAQhm0jr3EaOHMl7773Hzp07Oeecc5g3bx79+/c/krYdVWJz2/GvRRc9E92eKnJvwmlPSdK0aWecjsfnrKs5OuDp0Alz7y57H7UYSmHV1WAUlyan/Qo2ovML3PYAyoygE3YA0IBhWc4amst+krdR0VqDobKqnkWPvUZIQbOJk5VSlJeXM2nSJAYNGkR5efmRsisrSFyojXVaoovenI7XizJjqaogGplhr335/BAONUUaGgpPpzKs+jr0/r1OWcrwUHTpVQTXfEj9X/+/aCSjwihtj6/rcRAIQGOjXYhhYOQX2EEjXq+djcQp3wNoewdxj9c2RsXWbqLBI7Hwf6VAGc7jAhpwbkApZ7I1o3rQ9vqgjpWTBZ/LkdAhdf0cCf1QyJWw/1RktCvApEmTWtuOrCO+IcU3HtFFz0TH60VrDyoSsR8XiEZJGn4/2ueDYKMd5BEdORnFJeiCQiK7v0Ypw9lrLf+0YQROGkTtK/+LUVKKt+txTdf0+cAbwFPa3t5gNKYbHpTWtqOLjdgsCyx7h23l9TrXBezHGjw+8HjcutbRfJkqdrOutFlp6yGu81WxcpRq9fqPf3209NjvR0MX3KR1bvfccw8TJ07kuOOO45577mm2EKUUM2bMaHHjBKEto5RKmg6M6fh8yRGSHo+dqd90PyBu5BcQOG0YNNQnlGPg6dIdIy8/uXy/PylCErAjJJM2NE2jxzm1jEkcxTo6rR4Ik66jP9Z0wSatc/vnP//J+PHjnd+bQypZEARByCbSOre33nor5e+CIBwmzkJc8ihHBfLR4ZAriERrjae0A5bhQdfVNJ1seDAKC+11svgkzFrb63oeb9LzcKjkoJCYntLO+JHYYX2J1cRtDXAY5QhCZhz2Tty5Svyibfz8tuiiH6qO1vYWMjE9Ok9nRydir2kF8lCBPHQ4jFVXDeEwWCZGSSlGcQlWQz3mjq0YxSX4evS2M58ohY5E7E1SLQv9/7d37uExXesf/+6JXFwSkYM6CCGSIKIaRNxbnITTqIp6lFabuJRSh59LSapypDTVw1FpRUhTnl4VcW1IOdrHrQ5H0VK3ekJoS2lIJhEkmdm/PyZ7OvfMTGYmO+P7eR6dmc9ee8+7Mqv7nbX2mrWl9SRVKs1al17eELy8IHjXl8LQ/EeAJvl5euvHrxu3KMWGP+/PVlXO8LqPKIqa7VX7CwblbDoOvc2e6GM2uf322282Hahly5Y1DkZu6DYaUTR9c0B6eqs9AIhVHRedE5WoN4OxCk/NDU1FtUq7DBYEAYoGDeERFgGhnof+Isf16kH08ICoqtT/iYBaDUU9Twje9Y3iUXh5a2ZwmorfVJyCAIjGU9Et19dEeVuPQ1+ttzXBufMsSQmzyW3QoEE2/cHc7ZY3piYBmGpE9PTWes0jrC9fYWJZLkHQTP4wWN1fEATAILEB+HP5LVNxKhRQmI3fVJwwulebfX8fRx2HXhAEqNX8rZspzCa3t99+W/uHrKiowJo1a+Dt7Y2nn34azZo1w61bt5Cbm4uKigq8+uqrLguYEEIIqQ6zyS0+Pl77/F//+hfat2+PrKwsKHSmF7/22muYPHkyCgoKnBslIYQQYgNm7wqgy86dO/Hiiy/qJTYAUCgUeOGFF7Bjxw6nBFebSOPbhq/p6R3uBcG09/QEDAYaRQCCWm00z1IUUbUCCYzKQ1VhsrygVluI07C8CAj21NdRx6E35zkkaRqrZksWFxdrb39jyIMHD6BUKh0alFwwbEjSuDc9vV1es9H0slYmvEfjAKi97kFUFmlOYgAETy8Ifn6aFUcePvwzaQkCFH7+UD+4D9wrqTrpCRC8vKBo5Ks5pu6yXB4KbTI0GT9Em5bfMnccbSIzOI6phG7xOPTVeqKPVcmtc+fOWLNmDaKjo+Hv76/1d+/exZo1a9xyQWXdhqTbeOjp7faC5galEHWWtaraJmgKGy135dHQF2L9hlAp70Khc3NRABA9vYCye4Cg+TkABAEeDRpC9KkP8UEZFD71IegspCzWqwdUqjTT/w3u5WYyfhPxCGbKS/uY9IDRcSyWp7fKS89t5VGYKQlYmdzmz5+PxMREDBo0CH379kXTpk3xxx9/4MiRIxBFEevXr3d2nIS4DwYn+eq8oFDAw+AuAJpiAsR6nkZjf4JCAaFxEyg8TMyoNLcsly1x2oqjjkP0YI/NMlYltyeeeAKbN2/G6tWr8b///Q9FRUXw9/fHk08+iVdffRUhISHOjpMQQgixGqtXKAkJCcF7773nzFgIcQ7aaz6ou70HQVFVB4NeWr16EFVqzcr+ut7DA38OCOpuqKP1r4OYGlJ0hScauPyWGXQv2uqOb9PXIa/zHKK0jJTmhKB7yndVPOaeW3UcQfhzZQ9RXVUXAfCoB8EDmmW3Kso1t6zx9tEcp6reglg1u1K6T1ttfy4O9Lqv5eal567yRB8mNwsYXnA3dRGXXuZe+p9f58Qg6kxokE2c1noAIhQADJavUigg+NTXTPowLC94yCd+eqd4JjhjrLyy/OhhaoYSvZt4UWbxOMwLMouH3hVepyNXLY/KTEmAyY0QQogbwuRGCCHE7WByM4No0Nc3vHhMX1c8jL0gxzhZL3r7PC+3mcaqCSWrVq3CrVu3sHTpUqNtb7zxBlq0aIEZM2Y4PLjaxrAhaca3ZbScE3313sZlpBz1vjBzfGkfa8ub9VIiM6gXHHV8+jrniT5W9dx2796Nbt26mdwWGRmJ3bt3OzQoOSCdiPi8Dj8XNMtd/fm8avmrqu3OjEF67RQv1cdEvZz6vvSy9kQfq3puN2/eRJs2bUxuCwwMxI0bNxwaFCEORToBuNuJwF3rRYgDsKrn5uPjg9u3b5vcdvPmTXh6ejo0KEIIIaQmWJXcunXrhg0bNkCl0l/iR6VS4eOPPzY7ZEkIefQwvCZE71pPNFg1LDl16lSMHz8ezzzzDJ577jk89thjuHnzJnJyclBQUIBPPvnE2XG6HN2GIz0XBPktP0Rfd7y553KLs6Ze2kbveC89N+WJPlbfFWD16tVITU3FsmXLtD4wMBAZGRl44oknnBZgbaLbaERRnsvu0NPT0zPBGWP12pIDBw7E/v37ceXKFdy9excBAQEICgpyYmi1i2Fjkb5N0dPb63Uf5RAPvXt4tZq/dTOFzT/ibteuHSIjI12a2DZt2oSYmBhEREQgPj4eR48erXafjRs3IjExEX369EH37t3x/PPP4/Dhwy6IlhBCSG1jdXL7+eefMWvWLPTt2xfh4eH46aefAADp6elWJRt7yc3NRUpKCkaMGIGsrCx06NABU6ZMwaVLlyzul5mZidatWyM1NRXp6elo27YtJk2ahP379zstVkIIIfLAqmHJM2fOYPz48WjcuDH69OmDr776Srvt4cOH+OKLL9C7d2+nBJieno5nn30W06dPBwBERUXh/PnzWLduHZYvX252v61btyIgIED7um/fvigoKMCGDRswePDgat/XcAhAGu+mp6enl5PnkKRprOq5rVixAl26dMHevXuRlpam/UMDQJcuXXD27FmnBHf9+nVcvXoVw4YN0zqFQoHY2FgcOnTI4r66iU2iU6dOuHPnjtXvL4qi9h/w5/USetu9dM2Anp7e8Z4YY1Vy++GHH5CYmAhvb2+jP2TTpk1RWFjolODy8/MBAO3bt9fzwcHBKCoqsilRAcDp06cRHBxsVVmpIfF5HViOip6enhhgVXITBAEeHh4mtxUVFcHHx8ehQUkUFxcDAPz8/PR848aN9bZbw5YtW3Du3DmMGzfOcQESQgiRJVZdcwsPD0dubi6efPJJo2379u1D165drX7DkpIS3Lp1q9pyuj0sw28ntnbHz549iyVLluCll15CdHS01bESQgipm1iV3CZNmoSpU6dCpVJh+PDhEAQBZ8+exY4dO5Cbm4vs7Gyr3zAvLw8LFy6sttzFixe1PTSlUglfX1/tNqVSCcC4R2eK69evY8qUKYiOjsaCBQusjpMQZyOKpn98S09fE080WJXcBg4ciLfeegvvvvsu9uzZA1EUkZKSgkaNGuGtt96yqTc0evRojB492qqy0rW2/Px8tGrVSuvz8/Ph7+9vctKILoWFhZg4cSJatmyJlStXmh1aNYXUO9R9LgjyWN6Ivm56w+fSa8Py9PS2emKM1SuUPPfcc3j66adx6tQpFBYWokmTJoiMjESDBg2cFlxgYCCCgoKQl5eH/v37AwDUarXea3Pcu3cPkydPBgCsXbsW9evXt/n9dRuNKMpz2R16enp6JjhjrE5uAFC/fn306dPHWbGYZMaMGZg3bx5atWqFyMhIbN++HQUFBVixYoW2zPHjx5GQkIANGzYgKipKu9+lS5eQlpaGa9eu4dq1a9ry1tzFwLCxSN+a6Ont9bqPcoiH3j08l98yTbXJrby8HLt378aJEye093Rr3rw5oqKiMHToUKffyy0uLg5lZWXIyspCRkYGQkJCsHbtWoSGhmrLiKIIlUql/WYDAEeOHAEAzJ071+iYFy9edGrMhBBCahdB1M0IBpw/fx7Tpk3DzZs3YVhMEAS0bNkSa9as0Us07oy57j89vTU+JSUFixcvlk089O7h1WoRCoV1Xbfbt0usKldXaNbM1+w2s79zKy0txdSpU3Hv3j28/vrryMvLw48//ogffvgBe/bswdy5c1FSUqIt424YJnPpNT09Pb2cPIckTWN2WHLLli0oLi7G5s2bERISoretXbt2mDhxIvr3748xY8YgJycHL730ktODdTWGDUka93aEN3d8evf2UpuQSzz07uOJPmZ7bgcPHsTIkSONEpsuoaGhGDFiBA4cOOCU4GoT6UTkrOfSa3p6enpHeKKP2eT2888/o1evXtUeIDo6utrbzxBCCCGuxGxyUyqVaNasWbUHaNasmU1rPBJCCCHOxmxye/jwoVXT/OvVq4eKigqHBkUeTQyvJdDT09vuiQaLv3MrKCiAl5eXxQNcvXrVkfHIBt2GIz0XBHkt5+RuXtrmrl73UQ7x0LuPJ8ZYTG6vv/56tQdw5z+ubr1EUZ7L7tDT09O76zm4JphNbmlpaa6MQ3YYNhbpWxM9vb1e91EO8dC7h+fyW6Yxm9xGjhzpyjgIIYQQh2HVnbgJIYSQugSTmxmk8W3D1/T09PRy8hySNI1Nt7x5lJDGuA0dYNzA6Omt9WxX9M7yRB/23CygOwlAtwHR09PTy80TfZjcCCGEuB1MboQQQtwOJjcXYjhWTk9PT+9oTzRwQokZdBuO9FwQuLwUvf1e91EO8dC7jyfGMLlZQLfRiKI8l92hp6d/dL20jQnOGA5LmsGwsejOUKKnp6eXgwcAg84cqYLJjRBCiNvB5EYIIcTtYHIzg6kLt/T09PRy87zcZhpOKDGDIHCZJHrHe7Yremd5og97bhbQvYir24Do6enp5eaJPkxuhBBC3A4mN0IIIW4Hk5sVGI5x09PT08vVEw2cUGIG07OS5LfsDn3d8bqPcoiH3n08MYbJzQK6jUYU5bXsDj09vbGXtj1qngnOGA5LmsGwsejOUKKnp5enN9z+KHiDzhypgsmNEEKI28HkRgghxO1gcjODqQu39PT09HLzvNxmGk4oMYMgcJkkesd7tit6Z3miD3tuFtC9aK3bgOjp6enl5ok+TG6EEELcDiY3QgghbgeTmxUYjnHT09PTy9UTDZxQYgbTs5Lkt+wOfd3xuo9yiIfefTwxhsnNArqNRhTltcwQPX1NvLSN3j08E5wxdWJYctOmTYiJiUFERATi4+Nx9OhRm/Y/d+4cOnXqhF69elm9j2Fj0Z2hRE9f173hdvq66w06c6QK2Se33NxcpKSkYMSIEcjKykKHDh0wZcoUXLp0yar9RVFEamoqAgICnBwpIYQQuSD75Jaeno5nn30W06dPR3R0NN555x20bdsW69ats2r/HTt2oLCwEKNGjXJypIQQQuSCrJPb9evXcfXqVQwbNkzrFAoFYmNjcejQoWr3Ly0txfLlyzF//nx4enra9N6mLtzS09O7r9fdVpc8L7eZRtYTSvLz8wEA7du31/PBwcEoKirCnTt3LA43rl69GsHBwRgyZAjOnz9v03sLApdJone8Z7uSt9fdVtc80UfWya24uBgA4Ofnp+cbN26s3W4uueXn5+Pzzz/Hpk2b7H5/6URk6iI9PT09vZw80cflya2kpAS3bt2qtlxwcLD2ueGHKH1rsfThLl26FCNHjkRYWJidkRJCCKmruDy55eXlYeHChdWWu3jxoraHplQq4evrq92mVCoBGPfoJA4cOICTJ09i0aJF2rIPHz7U7uvj4wMvL68a1YMQQoh8cXlyGz16NEaPHm1VWelaW35+Plq1aqX1+fn58Pf3NzskeeXKFZSVlSEmJsZoW8+ePTFz5kxMmzbN6pjNDQHQ09PTy80TDbK+5hYYGIigoCDk5eWhf//+AAC1Wq332hRDhw5Fp06d9Ny2bduwb98+ZGRkoHXr1tW+t+FFZ6kh0dPb63Uf5RAPvft4YoyskxsAzJgxA/PmzUOrVq0QGRmJ7du3o6CgACtWrNCWOX78OBISErBhwwZERUWhRYsWaNGihd5xjh8/jnr16tm9Sokoymv5JHrHemkbPX1d9Exwxsg+ucXFxaGsrAxZWVnIyMhASEgI1q5di9DQUG0ZURShUqmMvtXUBMPGIn1rondPr7udnr4ueVEEmNuMEURHZgQ3x9xJkZ7eGp+SkoLFixfLJh569/BqtQiFwrrsdvt2iVXl6grNmvma3SbrFUoIIYQQe2ByM4Nhh1Z6TU/vbl53G33d8xySNI3sr7nVFtK1GUMHGJ8o6Omt9XJtV9ptogjpXCkaxGqyPL1sPNGHPTcLSI1GOinR07utF0UIOokNAISqE6is4qQ364k+TG6EEPOI1RchRI4wuRFCCHE7mNyswPBaBT2923lBMN1JE2QWJ321nmjghBIzGDYczawk+S27Q193vO6jHOIx8lUJThBFTaLTuZ4jqzjpjTwxhsnNAoLB/9xSw3qUvbSN3o191aNs4qGv1jPBGcNhSTMYNhbdGUqPsjfcTk9PX7veoDNHqmByI4QQ4nYwuRFCCHE7mNzMYMuEAHr38rrb6Onl7nm5zTScUGIGUzOTpPFuevf3utsc6aV25azj0z+6nujDnpsFdCdV6DYgenp6erl5og+TGyGEELeDyY0QQojbweRmBYbXZujp6enl6okGTigxg2HDEUV5LrtDX3e87qMc4qF3H0+MYXKzgGGjkRoWPT09vZw8E5wxHJY0g7nGQk9PTy8nb9CZI1UwuRFCCHE7mNwIIaQOwxFJ0zC5mcGWCQHu7nW30dPTy88TYzihxAymZiZJ492PotfdRm+/l9qVXOKhdx9P9GHPzQJSo5FOSvT09PRy9UQfJjdCCCFuB5MbIYQQt4PJzQrMXbSlp6enl5snGjihxAyGDUcU5bnsDn3d8bqPcoiH3n08MYbJzQKGjUZqWPT09PRy8kxwxnBY0gzmGgs9PT29nLxBZ45UweRGCCHE7WByI4SQOgxHJE3D5GYGUZTX8jr09PT05jwxhhNKzCDNTNJtPNJ4Nz29vZ7tit5ZnujDnpsFpEYjnZTo6enp5eqJPkxuhBBC3A5B5KAtIYQQN4M9N0IIIW4HkxshhBC3g8mNEEKI28HkRgghxO1gciOEEOJ2MLkRQghxO5jc6hibNm1CTEwMIiIiEB8fj6NHj9q0/7lz59CpUyf06tXLSRHahz312rhxIxITE9GnTx90794dzz//PA4fPuyCaPW5fPkyXn75ZTz++OPo168fVq1aBZVKVe1+JSUlSEpKQs+ePdG9e3fMmTMHd+/edUHE1WNPnX788UckJSXhb3/7Gx5//HHExsbigw8+wMOHD10UdfXY+1lJqNVqxMfHIywsDN9++60TIyU1hcmtDpGbm4uUlBSMGDECWVlZ6NChA6ZMmYJLly5Ztb8oikhNTUVAQICTI7UNe+uVmZmJ1q1bIzU1Fenp6Wjbti0mTZqE/fv3uyhyoLi4GAkJCRAEARkZGZg+fTrWr1+P9PT0avedNWsWjh07hiVLluCdd97B2bNnMX36dBdEbRl767Rnzx5cu3YNkydPxrp16/DCCy9g/fr1mDt3rosit0xNPiuJzZs34/fff3dilMRhiKTOEBMTIy5YsED7WqVSiXFxceKcOXOs2n/btm3ikCFDxBUrVohRUVHOCtNm7K1XYWGhkRszZoz44osvOjxGc2RmZoo9evQQS0pKtG7dunVi165d9ZwhJ0+eFENDQ8Xjx49r3Q8//CCGhoaKR44ccWrM1WFvnUx9Hhs3bhRDQ0PFX375xSmx2oK99ZIoKioSe/XqJW7atEkMDQ0Vv/nmG2eGS2oIe251hOvXr+Pq1asYNmyY1ikUCsTGxuLQoUPV7l9aWorly5dj/vz58PT0dGaoNlGTepnqgXbq1Al37txxeJzmOHjwIPr164dGjRpp3dNPP40HDx7g+PHjFvdr2rQpevbsqXVdu3ZF69atcfDgQafGXB321snc5wEAhYWFjg/URuytl8SqVasQGRmJ3r17OzNM4iCY3OoI+fn5AID27dvr+eDgYBQVFVV7Ql+9ejWCg4MxZMgQp8VoDzWtlyGnT59GcHCww+Krjvz8fKPYW7Zsifr162vrZu1+gKbelvZzBfbWyRSnTp2CQqEwWVdXU5N6XbhwAVu3bsX8+fOdGSJxIExudYTi4mIAgJ+fn55v3Lix3nZT5Ofn4/PPP0dycrLzArSTmtTLkC1btuDcuXMYN26c4wKsBqVSCV9fXyPv5+cHpVLp8P1cgaNiu337NjIzMzFixAi93lJtUZN6LVmyBOPGjUPbtm2dFR5xMLyfWy1SUlKCW7duVVtOtydieIsLsWrda0u3vli6dClGjhyJsLAwOyO1DVfVS5ezZ89iyZIleOmllxAdHW1DtDXHVIyiKFYbu7n95IC9dZIoLy/HrFmz0KBBAyQlJTk6shwWjQAADSRJREFUPLuxp165ubm4cuUKMjMznRkacTBMbrVIXl4eFi5cWG25ixcvansyht8+pW+chj0fiQMHDuDkyZNYtGiRtqw0NVupVMLHxwdeXl41qochrqiXLtevX8eUKVMQHR2NBQsW2Bm1ffj5+aGkpMTIl5aWmuwl6O5nasi1pKTEqjo7E3vrJCGKIubPn4/Lly/j888/137GtY099aqoqMC7776LyZMnQ61WQ6lUorS0FABw//59lJaWyqJXSoxhcqtFRo8ejdGjR1tVVrpWkJ+fj1atWml9fn4+/P39zU7vv3LlCsrKyhATE2O0rWfPnpg5cyamTZtmR/TmcUW9JAoLCzFx4kS0bNkSK1euhIeHh/2B20H79u2NrtfcuHEDZWVlFq8ztW/fHt9//72Rz8/Pr/XrovbWSeLtt9/G/v378dFHH7n0+md12FOv+/fv4+bNm0hLS0NaWpretv/7v/9DmzZtsG/fPqfFTOyHya2OEBgYiKCgIOTl5aF///4AND8o1X1tiqFDh2pnrEls27YN+/btQ0ZGBlq3bu3UuKvD3noBwL179zB58mQAwNq1a1G/fn2nx2vIgAEDkJ2drfcNfvfu3fDx8UFUVJTF/TIyMnDixAn06NEDAHDmzBlcv34dAwYMcEnslmKzp06A5nP49NNP8d5772nrJRfsqVeDBg3w8ccf67k//vgDs2fPxuzZs10+BE5soBZ/hkBsZNeuXWLHjh3F1atXi0ePHhXnz58vRkREiBcvXtSWOXbsmNipUyfx2LFjZo+Tnp4uq9+52VuvxMREMTw8XNy5c6d46tQpvX+uoqioSOzbt6+YkJAgHjlyRNy4caPYrVs38d///rdeuSFDhohJSUl6bsKECeKgQYPEr7/+Wty3b58YExMjjh071mWxm8PeOu3cuVMMDQ0VFyxYYPR5mPoNnKupyWely/Xr1/k7tzoAe251iLi4OJSVlSErKwsZGRkICQnB2rVrERoaqi0jiiJUKpVsJiZYg731OnLkCACYXAHj4sWLzg8cmlmdGzZsQGpqKqZOnQo/Pz+8/PLLmDFjhl45lUoFtVqt51auXIm0tDQkJydDrVbjqaeewhtvvOGSuC1hb52kz2Pr1q3YunWrXtm0tDTEx8c7P3gL1OSzInUPQaxLZ0FCCCHECvg7N0IIIW4HkxshhBC3g8mNEEKI28HkRgghxO1gciOEEOJ2MLkRQghxO5jcCCGEuB1MbsRlbN26FWFhYdp/nTt3xoABA5CUlGTxLgIPHjxAjx49EBYWhmPHjtU4jvfff9/oDglhYWF4//339dyuXbvw97//HREREQgLC8Mvv/wCANiwYQMGDx6M8PBwm++0sHnzZr2/wb1792pWGZmjVCr16vvpp5/WdkjkEYErlBCXs2zZMgQFBeH+/fv47rvvkJ2djdOnT2Pnzp0m7xL+9ddfa1dzz8nJQa9evRwe05dffokWLVpoXxcWFiIpKQlPPfUUFi9eDE9PTzRv3hznzp1DWloaxo4di7i4ONSrZ9//QmvWrEFAQECtrIfpSho2bIgvv/wSN2/exMyZM2s7HPIIweRGXE5YWJh2MefevXujsLAQOTk5OHHiBHr37m1UPicnBw0bNkR4eDj27t2LRYsWOfw2I926ddN7ffXqVVRUVGD48OHo2bOn1l++fBmA5s4H4eHhdr9f586d9ZJpTSkvL3f4rYscgYeHB7p164aCgoLaDoU8YnBYktQ6UpIwdX+zX375BcePH8fQoUMxbtw43L9/H7m5uVYf+5tvvsEzzzyDLl26YNCgQVi3bp3JdTd1hyUXLFigvZv3jBkzEBYWhvHjx2P8+PGYN28eACA+Ph5hYWEOvX/crl27kJCQgL59++Lxxx9HXFwcMjMzUV5erldu7NixiI+Px6FDhxAfH4+IiAh8+OGH2u3btm3D6NGj0a1bN0RGRmLUqFHYs2ePdvuRI0fwwgsvICoqCl27dsWgQYMwZ84cvfcoKirCkiVL8OSTT2r/dunp6aisrNQr9+DBA6xatQqxsbHo0qULoqOjMWHCBFy4cMFhfxdC7IE9N1Lr/PrrrwCAoKAgo205OTkQRRHx8fHo2rUr/P39kZOTgzFjxlR73MOHD2P69Ono3r07Vq5cicrKSmRlZZlMorpMmzYNERERSE1Nxdy5c9GzZ09tT/Grr77CmjVrtEOr1d1vzhYKCgowePBgJCYmwtvbGxcuXEBmZiYKCgqM7iX222+/ISUlBa+++ioCAwO1N9t89913kZ2djbi4OLzyyivw8fHB+fPntdcLCwoKMGXKFMTGxuKVV16Bt7c3bty4gcOHD2uPXVpairFjx6K0tBRTp05F+/btcfr0aWRkZODGjRvaWCoqKpCYmIizZ89iwoQJ6NGjBx4+fIjvv/8ev//+Ozp27Oiwvw0htsLkRlyOSqVCZWUlHjx4gP/+97/YuHEj4uLijIb51Go1tm/fjqCgIO29wYYPH45PPvkEly9fRocOHSy+z6pVq9C8eXN89NFH2iG7fv36YfDgwRb3a9OmjfbY7dq10xuybNOmDQD9oVVH8dprr2mfi6KIHj16wNfXF2+++SaSk5P17hZ99+5dZGZm6sV29epVrF+/HmPGjEFqaqrW694X7+zZs6ioqMBbb72FBg0aaP3IkSO1zzds2IBr165h+/btCAkJAaAZPvb29sayZcswadIkBAcHY/v27Th58iRWrFiBuLg47f61fbNVQgAOS5JaYNSoUQgPD0f37t0xffp0dOrUCe+8845Rue+++w6//fab3ol31KhRADQ9OkuUlZXhzJkziI2N1bsW5evri6eeespBNXEsV69exeuvv46BAwciPDwc4eHhSE5OhkqlMrpm1axZM6PrhEeOHIFarcbzzz9v9j06d+4MT09PzJgxA3v27DE5S/XgwYMIDw9Hu3btUFlZqf0n3UT1xIkTAIBDhw7B19dXL7ERIhfYcyMuZ/ny5QgKCkJpaSm2bduGHTt24O2330ZKSopeuZycHAiCgEGDBkGpVAIAWrVqhZCQEOzYsQOzZ882ObsS0ExBF0URTZs2NdrWrFkzx1eqhpSUlGDcuHHw9fXFP/7xD7Rt2xbe3t44deoUli5digcPHuiVb968udEx7t69CwAWJ6q0a9cO2dnZ+PDDD5GUlIT79+8jNDQUkydPxjPPPANAc6fpX3/91eyEGel97t69i8cee8yu+hLibJjciMvp0KGD3mzJkpISfPHFFxg5ciS6du0KACguLsZ//vMfiKKI4cOHmzzOgQMHzA6B+fn5QRAE/PHHH0bbbt++7aCaOI7vvvsOhYWF+OCDDxAZGan1P/30k9XHaNKkCQDg5s2bFq8F9urVC7169YJKpcKZM2eQlZWFefPmoUWLFoiKikKTJk3g7++PxYsXm9xfSmgBAQE4f/681fER4ko4LElqneTkZNSrVw+rVq3Sul27dqG8vBxz5szBxx9/rPcvOzsbXl5e2LJli9ljNmjQAF27dsXevXv1ZhuWlpbi22+/dWp97EEQBADQ64mKomixjob069cPCoUCGzdutKq8NE1//vz5AP68e/mAAQNQUFCA5s2bIyIiwuif1Gvs378/SkpK8NVXX1kdIyGugj03UusEBgZizJgx+PTTT3Hq1Ck88cQTyMnJQUBAABISEkz+fismJgZ5eXm4ffu22WHGmTNnYtKkSZgwYQISEhJQWVmJdevWoUGDBiguLnZoHVauXInMzEx89tln2skvttC9e3c0atQIixYtwmuvvQZRFPHFF19oh2OtoW3btpgwYQI+/PBD3Lt3D8OGDUP9+vVx8eJFqNVqTJo0CZ999hlOnDiBgQMH4q9//Svu3buHzz77DF5eXtofx0+cOBF79+7FuHHjkJCQgA4dOqC8vBy//vorDhw4gMWLF6NFixYYMWIEcnJykJSUhJ9//hk9e/ZEeXk5vv/+e0RFRWHgwIE2/x0IcRTsuRFZMG3aNDRs2BDp6em4cOECzp07h5EjR5r9YfKYMWNQWVmJ7du3mz1m3759sXr1aiiVSsyaNQvLli3D0KFDtZNS5MRf/vIXZGZmwsPDA7Nnz8Y///lPhIaGIikpyabjzJs3D0uWLEF+fj5mz56NGTNmYPfu3WjdujUAoGPHjnj48CHee+89TJo0CcnJyQCA7OxshIaGAgAaNWqEL7/8ErGxsfjkk08wefJkzJs3D1u2bEHHjh3h5+cHQNPL/Oijj5CYmIjc3FxMnToVycnJuHDhgkN/oE6IPQiiqV+0EkKcwubNm7Fw4UJ88803eOyxx+xevqsuUVlZiWvXrmHYsGF488038eKLL9Z2SOQRwP3/zyJEhgwaNAgAcPLkSTRs2LCWo3EeSqVSb/kyQlwFe26EuJA7d+5oV2QBNEuPKRTue3VApVLh3Llz2tetWrVy6KouhJiDyY0QQojb4b5fGQkhhDyyMLkRQghxO5jcCCGEuB1MboQQQtwOJjdCCCFux/8DYmSwg0AitWUAAAAASUVORK5CYII=\n", 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "nb_astcor_diag_plot(catalogue[RA_COL], catalogue[DEC_COL], \n", " gaia_coords.ra, gaia_coords.dec, near_ra0=True)" ] }, { "cell_type": "code", "execution_count": 31, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "RA correction: -0.0579814082698249 arcsec\n", "Dec correction: -0.03379117265440712 arcsec\n" ] } ], "source": [ "delta_ra, delta_dec = astrometric_correction(\n", " SkyCoord(catalogue[RA_COL], catalogue[DEC_COL]),\n", " gaia_coords\n", ")\n", "\n", "print(\"RA correction: {}\".format(delta_ra))\n", "print(\"Dec correction: {}\".format(delta_dec))" ] }, { "cell_type": "code", "execution_count": 32, "metadata": { "collapsed": true }, "outputs": [], "source": [ "catalogue[RA_COL] = catalogue[RA_COL] + delta_ra.to(u.deg)\n", "catalogue[DEC_COL] = catalogue[DEC_COL] + delta_dec.to(u.deg)\n", "catalogue[RA_COL].unit = u.deg\n", "catalogue[DEC_COL].unit = u.deg" ] }, { "cell_type": "code", "execution_count": 33, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/opt/anaconda3/envs/herschelhelp_internal/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6462: UserWarning: The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.\n", " warnings.warn(\"The 'normed' kwarg is deprecated, and has been \"\n" ] }, { "data": { "image/png": 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\n", 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "nb_astcor_diag_plot(catalogue[RA_COL], catalogue[DEC_COL], \n", " gaia_coords.ra, gaia_coords.dec, near_ra0=True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## IV - Flagging Gaia objects" ] }, { "cell_type": "code", "execution_count": 34, "metadata": { "collapsed": true }, "outputs": [], "source": [ "catalogue.add_column(\n", " gaia_flag_column(SkyCoord(catalogue[RA_COL], catalogue[DEC_COL]), epoch, gaia)\n", ")" ] }, { "cell_type": "code", "execution_count": 35, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "10677 sources flagged.\n" ] } ], "source": [ "GAIA_FLAG_NAME = \"decals_flag_gaia\"\n", "\n", "catalogue['flag_gaia'].name = GAIA_FLAG_NAME\n", "print(\"{} sources flagged.\".format(np.sum(catalogue[GAIA_FLAG_NAME] > 0)))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# V - Saving to disk" ] }, { "cell_type": "code", "execution_count": 36, "metadata": { "collapsed": true }, "outputs": [], "source": [ "catalogue.write(\"{}/DECaLS.fits\".format(OUT_DIR), overwrite=True)" ] } ], "metadata": { "anaconda-cloud": {}, "kernelspec": { "display_name": "Python (herschelhelp_internal)", "language": "python", "name": "helpint" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.6.5" } }, "nbformat": 4, "nbformat_minor": 1 }