{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# GAMA-09 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" ] } ], "source": [ "from herschelhelp_internal import git_version\n", "print(\"This notebook was run with herschelhelp_internal version: \\n{}\".format(git_version()))" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "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_GAMA-09.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": "iVBORw0KGgoAAAANSUhEUgAAAjgAAALACAYAAACetAiCAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDIuMi4yLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvhp/UCwAAIABJREFUeJzs3Xd4VUXixvHvnCQEaVICQuigFBURRSxY1kVRbFhwLNgVRLGgoKsgFoqiIojtp9i7DqCCFAG7WFB07aArWFCwYFldG+XM749zgzEGyYV778m9eT/Pw2NyW17mie67c87MGO89IiIiIrkkiDuAiIiISKqp4IiIiEjOUcERERGRnKOCIyIiIjlHBUdERERyjgqOiIiI5BwVHBEREck5KjgiIiKSc1RwREREJOfkxx0gzbRNs4iISO4x63tBrhccli1blpbPLSoqYsWKFWn57GyhMYhoHDQGoDEAjUEJjUN6x6C4uLhCr9MlKhEREck5KjgiIiKSc1RwREREJOeo4IiIiEjOUcERERGRnKOCIyIiIjlHBUdERERyjgqOiIiI5BwVHBEREck5KjgiIiKSc1RwREREJOeo4IiIiEjOUcHZAP7bb/j50fvxXoeVi4iIVEYqOBvAvziX/91zI37ynSo5IiIilVB+3AGykTnwKKqvXsWvs6bAmjVwxCkYY+KOJSIiIgkqOBvAGEPtfufy28qV+Kceh3ANHNkfE2hCTEREpDJQwdlAxhjMEadAXh5+zmOwJoS+A1RyREREKgEVnI1gjIE+J0YlZ9aUaCbn2IEqOSIiIjFTwdlIxhg45DjIy8dPfzi6J+eEMzFBXtzRREREqiwVnBQwxmB69yUM8vDTHohmck4chMlTyREREYmDCk4KBQceSRgE+MfugzCEk87B5GuIRUREMk3/65tiwf6WMD8fP/ku/Jo1BP2GqOSIiIhkmO6GTYNgn0Mx9mR44yXCW67Cr14VdyQREZEqRQUnTYK9e2OO7A9vvkL4f2Pwq1RyREREMkUFJ42CHgdg+g6At18jvOly/KqVcUcSERGpElRw0iz4x36YYwfCe28Q3jAK//vvcUcSERHJeSo4GRDsvg/m+LNg4VuEN4zE//5b3JFERERymgpOhgTde2BOGgQfvEt43WX4336NO5KIiEjOUsHJoGCnPTEnnwMfLSSccCn+t1/ijiQiIpKTVHAyLNhxD4J+Q2DJB4TjL8H/8nPckURERHJORnegs9Y2B+4BGgMhMNE5N8FaeynQD/gm8dKhzrmZ5bx/X2ACkAfc5pwbk5HgKWa67koQBIQTryYcfzHBoMswNWvFHUtERCRnZHoGZzUw2DnXEdgJGGit3TLx3Hjn3LaJP+WVmzzgRqAXsCVwVKn3Zh2z3S4EAy6ApR8TjhuO//mnuCOJiIjkjIwWHOfccufcG4mvfwIWAk0r+PZuwEfOuSXOuZXAQ0Dv9CTNDLPtjgQDh8KyzwjHXoT/6ce4I4mIiOSE2A5Jsta2AroA84HuwBnW2uOABUSzPN+XeUtTYGmp7z8Hdiznc/sD/QGccxQVFaU+PJCfn5+az95zX36vW5cfxlxAMOES6l06gaBu/Y3/3AxI2RhkOY2DxgA0BqAxKKFxqBxjEEvBsdbWAqYAg5xzP1pr/w8YCfjEP68BTirzNlPOR/myDzjnJgITS55fsWJFynKXVlRURMo+u/nmBGcMZ/UNI/lm6GkEg0dhNq2Xms9Oo5SOQRbTOGgMQGMAGoMSGof0jkFxcXGFXpfxVVTW2gKicnO/c+4RAOfcV865Nc65ELiV6HJUWZ8DzUt93wxYlu68mWI6diY46xL49mvCsUPxP3wbdyQREZGsldGCY601wO3AQufcuFKPNyn1skOAd8t5+2vAFtba1tbaasCRwLR05s00074TwdmXwvffEV49DP9d1f5/ACIiIhsq05eougPHAu9Ya99MPDaUaEXUtkSXnD4BTgWw1hYTLQffzzm32lp7BjCbaJn4Hc659zKcP+1Mu60IBl1KOOFSwrFDCQaPxjRoGHcsERGRrGK8/8ttLLnEL1uWnqtY6b7G6pd8QHjtpVCjJsGQ0ZiizdL2szaUrjNHNA4aA9AYgMaghMYhI/fglHdf7p9oJ+NKyrRpT3DuCPj1F8Krh+K/Xh53JBERkayhglOJmVZbEAweCb//Rjh2GP6rnLmnWkREJK1UcCo506ItweBRsGplNJPz5edxRxIREan0VHCygGnemmDIaAjXRCVn2WdxRxIREanUVHCyhGnakuC8y8GY6HLVF5/GHUlERKTSUsHJIqZJ82gmJy8v2gxw6cdxRxIREamUVHCyjGncLJrJKSgkvOYi/KeL444kIiJS6ajgZCHTqDgqOYXVCcddhP/4P3FHEhERqVRUcLKUadiY4PwroEYtwvHD8YsXxR1JRESk0lDByWKmQaNoJqdWHcJrL8F/9H7ckURERCoFFZwsZ+o3JDjvCti0PuG1l+I/LO+cUhERkapFBScHmHoNotVV9YoIJ1yGX/R23JFERERipYKTI0zd+gTnjYaizQivH4F//831v0lERCRHqeDkEFOnXjST06iY8PqR+HdfjzuSiIhILFRwcoypvWl0dlWTZoQ3jsa//VrckURERDJOBScHmVp1opLTtBXhTVfg33wl7kgiIiIZpYKTo0zN2gTnjoAWbQhvvhL/xktxRxIREckYFZwcZmrUIhh0GbTagvCWqwhfmxd3JBERkYxQwclxpkZNgkGXQtsO+FvHEs5/Lu5IIiIiaaeCUwWY6jUIzr4U2m2Fv3084cvPxB1JREQkrVRwqghTWJ3gzIuhQyf8ndcSzpsbdyQREZG0UcGpQkxhIcEZF0HHbfF3X0/4/BNxRxIREUkLFZwqxlQrJDhjGHTqir/3JsJnZsYdSUREJOVUcKogU1CN4LQLoXM3/AM3Ez71eNyRREREUkoFp4oyBQUEA/4FXXbCP3Qr4ZzH4o4kIiKSMio4VZjJLyDofz5m++74SXcQzpoSdyQREZGUyI87gMTL5OdDvyGQl4d/5G7CcA3B/jbuWCIiIhtFBUcweXlw8jkQ5OEfu49wzRrMgUdijIk7moiIyAZRwREATJAHJ54FQYB//EEI10Dvvio5IiKSlVRwZC0T5MHxZ0aXq2Y4WLMGDj1OJUdERLKOCo78iQkCOOb0qOQ8MSWayelzokqOiIhkFRUc+QsTBHD0gOienDmPRTM5R5yikiMiIllDBUfKZYyBI/tFJefJqVHJOap/VH5EREQqORUcWSdjDNiTostVsx+JLlf1PU0lR0REKj0VHPlbxhg47Pio5MycFM3kHDcwuiFZRESkklLBkfUyxsDBx0Ql5/GHopmcE86KO5aIiMg6qeBIhRhjMAcdTRjk4afeD2tC/Pkj444lIiJSLt1MIUkJDjgCc+hx+Fef47/jL8P//lvckURERP5CMziStKBXH8K8PH6fdCe8vQCz3+GYPfbFFFSLO5qIiAigGRzZQEHPQ6h3xS1Q3AL/8G2EwwYQPj8bv3p13NFERERUcGTDVevQibwhownOHQl16+PvvZHw4tMJX3kGH66JO56IiFRhukQlG8107EzQYRt4ewHhY/fhbx+PnzmZoHdf2G5n7YAsIiIZp4IjKWGMgc47EHTaHt54iXDqA4Q3j4EWbQkOPga23k5FR0REMkYFR1LKBAF03ZWgy874+c/ipz1IeN1lsHlHgoOPwbTvFHdEERGpAlRwJC1MXh5mlx74brvj5z2Jn/Ew4dhh0LFzVHTatI87ooiI5LCMFhxrbXPgHqAxEAITnXMTSj0/BLgaaOicW1HO+9cA7yS+/cw5d1D6U8vGMPkFmH/0wu/yT/xzT+BnTSa84jzo3I2gd19M89ZxRxQRkRyU6Rmc1cBg59wb1trawOvW2rnOufcT5Wdv4LO/ef+vzrltM5JUUspUK8Ts3Ru/W0/8U4/jZz9KOOJsTNddMQcdjWnSLO6IIiKSQzJacJxzy4Hlia9/stYuBJoC7wPjgfOBqZnMJJllqm+C2d/i/7Effs5j+Kem4V9/CbPznpgDjsA0bBx3RBERyQGx3YNjrW0FdAHmW2sPAr5wzr1lrf27t1W31i4gmgka45x7LP1JJR1MzVqYQ47B9zgA/8QU/DMz8fOfw+y2N2Z/i6nbIO6IIiKSxWIpONbaWsAUYBBRWRkG9KzAW1s455ZZa9sAT1tr33HOLS7z2f2B/gDOOYqKilIbPiE/Pz9tn50tUjIGRUVw+r9Yc8RJ/DzpLn59chr+paeose+h1Dz0WIJN66UmbBrpd0FjABoD0BiU0DhUjjEw3vuM/kBrbQEwHZjtnBtnre0EPAX8knhJM2AZ0M059+XffM5dwHTn3OS/+XF+2bJlqQleRlFREStW/OU+6ColHWPgv/kS//hD+FeehWqFmL0OxPQ8GFOjVkp/Tirpd0FjABoD0BiU0DikdwyKi4sB1ruxWqZXURngdmChc24cgHPuHaBRqdd8AnQtu4rKWlsP+MU597u1tgjoDlyVqeySGaZhY8xJg/C9DsNPexA/w+GfmYHpeQimx4GY6pvEHVFERLJApi9RdQeOBd6x1r6ZeGyoc25meS+21nYFBjjnTgE6ArdYa0OiM7TGOOfez0RoyTzTpDnm1PPxvfoQTr0f/9h9+Kcex/Tqg/lHL51cLiIifyvjl6gyTJeo0iiTY+AXLyKcej8sfAvqNohWXHXvgckvyMjP/zv6XdAYgMYANAYlNA6V4xKVThOXrGDadiDv3JEEg0dBg4b4+24iHH464UtP6+RyERH5CxUcySqmwzYE/7qS4KxLoEYt/J3XEl5yJn7BPHwYxh1PREQqCZ1FJVnHGAOdtifYejt442XCqfcT3nIVNG8dnVzeqatOLhcRqeJUcCRrGWNg+10IuuyIf/X56OTy60dC2w7ROVcdO8cdUUREYqKCI1nPBHmYnfbEd90N/9JT+OkPE44bDh22iU4ub9sh7ogiIpJhKjiSM0x+Pmb3ffA77xmdXD5zEuGY86FTV4KD+2JatI07ooiIZIhuMpacYwqqEex1EMEVt2IOPQ4WLyIceQ5rbh6DX7407ngiIpIBmsGRnGUKq2N69cHvsS9+7jT83KmEb7yC2WkPzIFH6eRyEZEcpoIjOc/UqIXpfTT+nyUnl8/Av/o8pnvi5PL6VftQPBGRXKSCI1WGqV0Hc/iJ+L1742c6/PNz8C89FR390KsPpk7duCOKiEiKqOBIlWPq1sccPQDf8xD89IfxT03HvzAH888DMPsciqlZeU8uFxGRitFNxlJlmaLNCE44i2DEjZhtdsDPmkx4YT/C6Q/hf/sl7ngiIrIRVHCkyjONmxL0P4/gkgnQfmv81AcIL+xPOOdR/Mrf444nIiIbQAVHJME0a03ewGEEQ8dCi7b4SXcSDj2V8JmZ+NWr4o4nIiJJUMERKcO0bkfeOZcRnHc5NGyMf+BmwotOI3zxSfwanVwuIpINVHBE1sG025rg/CsIzr4UatXB33Ud4aVnEL72gk4uFxGp5LSKSuRvGGNg6+0ItuoC/36FcOr9+IlX45tNIujdFzp3izuiiIiUQwVHpAKMMbDdzgTbdsO/Ng8/7QHCG0dD63b83vdUfIvNo9eIiEiloIIjkgQT5GF23AO/fXf8y0/jpz/MD6MGQ/PWBPsdDtvtjAny4o4pIlLlbVDBsdY2B5o6515JcR6RrGDy8zG79cTvvCe13nudHyfdTXjLVbBZU0yvwzA77oHJL4g7pohIlZVUwbHWtgAeBLYFPFDLWtsH2Nc5d0oa8olUaia/gE16HMD/Ou0Ab7xMOHMS/q7r8NMewPQ8FLPr3pjCwrhjiohUOcmuoroFmAHUBko2BpkL7J3KUCLZxgR5mK67Egy/luDsS6B+I/xDEwkvPCUqPb/8HHdEEZEqJdmC0w0Y45wLiWZwcM79F9g01cFEspExBrP19uT9awzBeVdAy7b4R+8lvOBkwkfvxf/037gjiohUCcneg/MVsDnwYckD1totgc9SGUokF5h2W5HXbiv8p4sJZ03Cz5qMf3IqZrd9MD0PxtRvGHdEEZGclWzBGQtMt9ZeAeRba48ChgJjUp5MJEeYlm3JG3ABfvnn+Cem4J+diX92Fmanf2D2PQzTuGncEUVEck5Sl6icc3cA5wOHA0uB44Hhzrn705BNJKeYJs0ITjybYPQtmN33wb/6POHFpxPechX+syVxxxMRySlJLxN3zj0GPJaGLCJVgmnQCHP0qfgDLP7JafhnZuIXzINOXQn264PZfMu4I4qIZL31Fhxr7UkV+aDE7I6IVJCpUw9z6PH4fQ+LSs6T0wivvADabUXQ63DYqot2RxYR2UAVmcE5ttTXBugOfEl0iao50BiYB6jgiGwAU6MWZn+L3+sg/Atz8LMfJZxwKbRoG+2O3GUnTKBzcUVEkrHeguOc27Pka2vt9cBjzrlrSz12NtA2PfFEqg5TWB2z10H4f/TCv/wM/okphDePgcbNML36YLrtjsnX6SoiIhWR7H8tjwGKyjx2A7ACOCsliUSqOJNfEB0D0b0H/vWX8DMn4e+8NtodeZ9DMd17YKppd2QRkb+T7Lz3l8BBZR47EPg6NXFEpIQJ8gh22I3g4gkEZw6HuvXxD9xMeGE/wiem4H/9Je6IIiKVVrIzOGcBk6215xHdg9MC2JJo2biIpIExBrbZgaBTV/jwvejohyl342dNxvzzAMw/D8TUrhN3TBGRSiWpguOcm2utbQv0AoqJzqWa4Zz7Nh3hROQPxhhovzV57bfGf/IfwlmT8dMfxs95DLP7vtHuyPUaxB1TRKRS2JB9cFYA96Yhi4hUkGm1BXmnXYhf9lm0O/LTj+OfmYHZ5Z+YfQ/FNCqOO6KISKySKjjW2hdIHLJZlnNu95QkEpEKM8UtMCedgz/oaPzsR/Hz5uLnPYnZYVdMr8MwzVrHHVFEJBbJzuDcVub7xsDJwH2piSMiG8IUbYbpOwB/wBH4uVPxz87Cv/o8dO5G0KsPpm2HuCOKiGRUsvfg3F32MWvtFOBOYESqQonIhjGb1sP0OQHfqw/+men4Jx8nHHM+tO8UbRrYsbN2RxaRKiEVu4Z9AWyTgs8RkRQxNWthDjgSv1fvaHfkOY8Sjr8YWm0RFZ3O3bQ7sojktGTvwSl7LlUN4FDglZQlEpGUMdU3wezdG/+P/fAvPx3tjnzT5dCkOWa/Ppgddsfk5cUdU0Qk5ZKdwTm2zPc/Ay8B41MTR0TSwRQUYHbfB999L/yCefhZk/G3j8dPLbU7ckG1uGOKiKRMsvfg7Ln+V4lIZWXy8jA77oHfYTd4ZwHhDIe////w0x/C7H0wZo99MNVrxB1TRGSjJXUR3lr73Toe11ENIlnEBAGmczeCC68mGDwKilvgJ99J+K9TCKc9gP/fj3FHFBHZKMleoioo+4C1tgDQRXyRLGSMgQ7bkNdhG/zHHxLOnIx//KFod+Q99sXs3RtTV7sji0j2qVDBKbXBX3Vr7fNlnm5GdB+OiGQx07odeQOH4r/4NLpHZ+40/NPTMbvsFe2O3LBx3BFFRCqsojM4twEG2AG4vdTjHvgKeDrFuUQkJqZpS8wpg/G9++JnP4J/8Un8vDmYHXbD9OqDadoy7ogiIutVoYJTssGftfYV59yiDf1h1trmwD1EOyCHwETn3IRSzw8BrgYaJs68Kvv+44GLEt+OKm/jQRFJDdOwMeaY0xO7I0/DPzcLP/852HZHgv0Ox7RuF3dEEZF1Wm/BsdYe65wrOVxzF2vtLuW9zjl3RwV+3mpgsHPuDWttbeB1a+1c59z7ifKzN/DZOnLUBy4BuhLNHL1urZ3mnPu+Aj9XRDaQqdsAc/iJ+F6H4Z+egX/qccI350PHzgS9+kAH7fMpIpVPRWZwjuKP08PL7oNTwgPrLTjOueXA8sTXP1lrFwJNgfeJ9tI5H5i6jrfvA8x1zn0HYK2dC+wLPFiBv4OIbCRTqw7moKPwPXvjn5+Nn/MY4bjh0Lodv/Q6FL9ZM2jcTDski0ilsN6C45zbr9TXKdsHx1rbCugCzLfWHgR84Zx7y1q7rrc0BZaW+v7zxGMikkGmeg1Mz0Pwe+6PfynaHfmnm8ZET25SE1q3w7Rtj2nTHlq3x9SsFW9gEamSNugsKmttI+BP/9Vyzi1J4v21gCnAIKLLVsOAnut5W3knBPpyPrs/0D+RiaKioorGSkp+fn7aPjtbaAwiVXocDjsGf2hf+GoZv73/Fqs+eJdVH77L6hkOH4YA5DVtSUH7rdf+yW/WKiePh6jSvwcJGoOIxqFyjEGyZ1HtS7SKqkmZpzwV3AsnsW/OFOB+59wj1tpOQGugZPamGfCGtbabc+7LUm/9HPhHqe+bAc+W/Xzn3ERgYkmuFSv+cq9yShQVFZGuz84WGoOIxgGKGjfl5/xC2KYbAMFvv8DH/8Ev+YA1Sz5gzavP89vTM6IXV98kmuVpk5jladMeU6tOjOlTQ78HGoMSGof0jkFxcXGFXpfsDM6NwEjgbufcr8mGstYaooK00Dk3DsA59w7QqNRrPgG6lrOKajZwubW2XuL7nsCFyWYQkfQz1WtAx86Yjp0B8N7DN8vxiz+AJR/glyyK9tpJzPKwWVNMm3bQpkNUepq2zMlZHhHJnGQLTj3gFufcXy4NVVB3ohuV37HWvpl4bKhzbmZ5L7bWdgUGOOdOcc59Z60dCbyWeHpEyQ3HIlK5GWOgUTGmUTHsHN3K53//DT75KCo7Sz7Av/sGvPxMdN25sDq02iKa5WnbIZrlqb1prH8HEckuxvuKdxVr7dVEsy8VWRJeGfhly5al5YM1BakxKKFxSM0YeO9hxVf4JR/A4qj08PnHsGZN9IKGjaPZnbYdMG06RLM8+Rt0G2Fa6PdAY1BC45CRS1Tl3Zf7J8n+12En4Cxr7QVA6ftjcM7tnuRniYisZYyJSkzDxrDjHgD433+HTz/Cf/wBfvEi/KK3Yf5z0SxPtWrRLE/rUrM8m9b7258hIlVHsgXntsQfEZG0M4WF0G4rTLutgMQsz3ff4BcvStzL8wH+yWn42Y9Eb2jQ6I+y06YDNG+Fyf/LGcEiUgUkVXB0NIKIxMkYE5WYBo2gWzRp7FethE8X/3Evz4fvwavPR7M8BdWgZVtMyc3LbdvrdHSRKiLZZeInreOp34mWcb/inPt9o1OJiFSQKagGm3fEbN5x7WP+uxWwZBF+8QfR5a2nH8fPeTR6sn5RNLvTtj2mdXto0RZToFkekVyT7CWq44CdiU4Q/5xoL5rNgAVAKwBrbW/n3IIUZhQRSYqpXwT1d8V03RUAv2oVfLYY//EHsDi6tMWCedEsT35+VHLadMC0TezLU79hrPlFZOMlW3DeAx5xzl1X8oC19gygA7Ar0Y7E1xOVIBGRSsEUFESrr9p2gL2ix/wP30b38SxO7Mvz3Cz8k4mj8Oo2iIpO28S9PC3bRjNFIpI1ki04RwNlL2D/H7DCOXdGYhn5eSlJJiKSRqZuA9huF8x2uwDgV6+CpZ9EsztLFkWrtt54KZrlycuHFm3+2Hm5TfvoXiCz3pWqIhKTZAvOV8CB/PnE7/2BrxNfVwdWpSCXiEhGmfwCaL0FpvUW0OMAAPx/v/9jtdaSRfgXZsNTj0elZ9N60WGiiVkeX3unWPOLyJ8lW3DOAiZZa98lOtm7ObA1cHji+R2JLlGJiGQ9s2k96LITpktUXvzq1fDFp/gliWXqixfh33wFD3xTqw70Phqz+z6YQMdMiMQtqZ2MAay1DYD9gGJgOTDDOfdtGrKlgnYyTiONQUTjULXHwP/4Ayz5gLznZrHq3TegWWuCo/ph2m0dd7SMq8q/B6VpHLJzJ2MSZebeDcgkIpJzTJ26sO2O1OuxHytmTyWcdCfh1UMxO+yG6XOCVmSJxCTZfXDygdOBPYAiSjUoHdUgIlWZMQbTdVeCTjvgZ0/BP/EI/q35mH37YPY5BFOtMO6IIlVKkOTrxwOnAs8D2wNTgEbA0ynOJSKSlUxhIcFBRxOMvAk6dcVPe4Dw4oH4118i2VsCRGTDJVtwDgV6OecmAKsT/zwY2DPlyUREsphp0Ii8ARcQDB4F1TchvHkM4bjh+C8+jTuaSJWQbMGpQbR6CuBXa20N59wioEtqY4mI5AbTYRuC4ddijj4VPltCOOJswgcn4n/+X9zRRHJasjcZLwR2AF4lOp7hUmvtj8AXqQ4mIpIrTF4eZs/98Tvshp96P/6ZmfhXn8McfCxmt721rFwkDZKdwTkbWJ34+lxgO6KN//qnMpSISC4yteoQ9D2NYPh4KG6Bv+8mwlHnRiegi0hKJb0PTpbRPjhppDGIaBw0BpD8GHjv8QtexE++A75bkRPLyvV7ENE4ZOk+ONbaVsA2QK3SjzvnHkj2s0REqipjDGaHXfHb7IB/Ygp+9iP4t17F9EosK9fhniIbJdl9cC4ELiY6VfzXUk95QAVHRCRJprAQ0/tofPcehJPujO7RefFJgsNPio6J0IGeIhsk2RmcwcD2zrn30xFGRKSqMkWbkXfaBfiFbxE+dCvh/10BHTsTHNkPU9wi7ngiWSfZm4y/BT5JQw4REQFMx84EF0/AHNUfPv2I8LKzCB+6Ff+LlpWLJCPZGZxBwERr7bXA16WfcM59lrJUIiJVmMnLw/zzAPwOu+On3od/ejp+/nOYQ47B7Kpl5SIVkewMTjWgJ9E+OJ+U+vNxKkOJiAiY2nUIjjmd4KLx0KQZ/t6bCEcPxn+kuwRE1ifZgnMTMBSoAxSU+qPb/UVE0sS0aENw3hWY/ufBTz8SXnkB4a3X4L+r2kuRRf5Ospeo8oE7nXNr0hFGRETKFy0r3+2PZeVPPIJ/8xXMfodjeh6sZeUiZSQ7gzMWuMBaq3WLIiIxMIXVCXr3JRhxI2y9Hf6x+wgvOQP/71d0WrlIKcnO4JwFNAaGWmu/Lf2Ec07rGEVEMsQ0bEzeaRf+saz8psthy22jZeVNmscdTyR2yRacY9KSQkRENojp2Jlg+LX452bhpz1AeNlZmD33xxx4JKZGrfV/gEiOSqrgOOeeS1cQERHZMCY/H9PjQHy33fGP3Yd/6vHEsvJjMd17aFm5VEnJ3oMjIiKVlKktulGpAAAgAElEQVS9KcGxAwkuGgebNcXfcwPh6CFaVi5VkgqOiEiOMS3aEpx/BeaUwfDjD9Gy8tuuwX//7frfLJIjkj5NXEREKj9jDGbHPfDb7oifORk/51H8m/OjZeV7H4wpKIg7okhaaQZHRCSHmcLqBIccEy0r77gt/tF7CS8ZiH9zvpaVS05LagbHWlsfGAJsC/zp9nzn3O4pzCUiIilkGjYmb+BQ/Pv/JnzoNsIbR8NWXQiO6Idp0izueCIpl+wlqgeAQsABv6Q+joiIpJPZsgvBxRPwz87ET3uQ8LIzMf88AHPAkZgaNeOOJ5IyyRacXYCGzrnf0xFGRETSz+TnY/Y6CL/jHvhH78U/OQ3/yrOYQ4/D7NIDE+juBcl+yf4Wvw1oLlNEJAeY2psSHHcGwbBroFET/N3XE14+BL94UdzRRDZasjM4TwNPWGvvBL4s/YRz7o6UpRIRkYwxLTcn+NeV+Fefx0++k3DM+Zid9sQcdhymboO444lskGQLzm7A58DeZR73gAqOiEiWWrusvHM3/KzEsvJ/v4LZ32L2OkjLyiXrJHtUw57pCiIiIvEz1TfBHHIsvvtehJPuwD9yN37eHAJ7CmzTFWNM3BFFKmSDN/qz1hpg7W+6cy5MSSIREYmdadSEvIHD8O/9Ozqt/IaRsPV2BEecgmmsWzGl8kt2H5ymwA3A7kDdMk/rNDcRkRxjtupCcMl1+GdnRMvKLz0T0+PAaFn5JjXijieyTsmuoroZWAn0AP4HbAdMAwakOJeIiFQSJj+fYK/eBKNuxuz8T/zcqYQXDSB88Ul8qMl7qZySLTi7ACc5594EvHPuLeBkYHDKk4mISKVi6tQlOP7MaFl5w8b4u64jvOI8/JIP4o4m8hfJFpw1wOrE1z9YaxsCPwNNU5pKREQqrZJl5ebkc+D7bwmvOI/wjvGs+W5F3NFE1kr2JuP5wH7Ao8Bs4GHgV2BBRd5srW0O3AM0BkJgonNugrV2JNA78djXwAnOuWXlvH8N8E7i28+ccwclmV9ERFLAGIPZac/EaeWT8HOn8u2b8zHHn4nZvnvc8USSLjjH8seszyCiS1O1gWsr+P7VwGDn3BvW2trA69baucDVzrnhANbas4CLKf++nl+dc9smmVlERNLEVK+BOfR4/K57k3f39ay6+UrMXr0xhx2Pyd/ghboiGy3ZfXB+KPX1r8CoJN+/HFie+Pona+1CoKlz7v1SL6tJtHGgiIhkCdOomHqjbuKbm6/GPzkV/8mHBKeer52QJTbJLhMvJJpdOQpo4Jzb1FrbE2jnnLshyc9qBXQhuuyFtXY0cBzwX2BdGwpWt9YuIJoJGuOceyyZnykiIuljCgoIjupP2LYD/p4bCEcMikpO+05xR5MqyHhf8ckSa+1NRDcUjwFmOefqJvbGmeOc2yqJz6kFPAeMds49Uua5C4HqzrlLynlfsXNumbW2DdG5WD2cc4vLvKY/0B/AObf9ypUrK/z3S0Z+fj6rV69e/wtzmMYgonHQGIDGAP48BquXfswPVw5lzfKl1Op7KjUOOabK7IKs34X0jkG1atWg1EbD65JswVkObO6c+9la+51zrn7i8R+cc2U3/lvXZxQA04HZzrlx5TzfEpjhnNt6PZ9zFzDdOTf5b17mly37y73KKVFUVMSKFVV7xYDGIKJx0BiAxgD+Ogb+t1/wd9+AXzAPtt2R4MSzMTVqxZgwM/S7kN4xKC4uhgoUnGSXia+kzGWtxFLxbyvy5sTxDrcDC0uXG2vtFqVedhCwqJz31ktcIsNaWwR0B94v+zoREakcTPUamP7nYY7sB+8sIBx1Ln7px3HHkioi2VvcJwF3W2vPAbDWNiFaQfVQBd/fnWgl1jvW2jcTjw0FTrbWtidaJv4piRVU1tquwADn3ClAR+AWa21IVMzGlLk5WUREKhljDKbHgfiWmxPeciXhFedh+p5G0L1H3NEkxyVbcIYCVxHtRVMD+A9wK3BZRd7snJtH+dNKM9fx+gXAKYmvXwJ0p5qISBYym3ckGH4t4cSr8XdNIFy8EHNUf0xBtbijSY5Kdpn4SqL9bwYlLk2tcM5pSbeIiKyXqVOX4JwR+Kn342dNxn+6mGDAvzANG8cdTXJQhQqOtbbFOp5qbq0FwDn3WapCiYhIbjJ5eZhDj8O37UB4+3jCUecSnHIuplPXuKNJjqnoTcafAB8n/nxSzh/dNSYiIhVmOncjuGgcNGhIeN0Iwqn348M1cceSHFLRgvM20f02FwEtgYIyf3QRVUREkmIaNSG44CpM973w0x8mnHAZ/qcf444lOaJCBSdx/lMfoD4wj+im4COBas65Nc451W4REUmaqVZIcMJZmOPOgA/fIxw5CL/4LzuFiCStwvvgOOfedc6dB7QGxgEHAMuttdulK5yIiFQNwW49CS64CvLyCK8eSvjMDJLZiFakrGQ3+gPYAtgD2Bn4N/B9ShOJiEiVZFq2JbhoPGzVBf/ALfjbxuF//y3uWJKlKrqKqj7RAZvHA7WBe4HdtXJKRERSydSsRTBwWLSMfOoD+KVLCE67ENOkWdzRJMtUdB+cZUQrpe4FXkk8trm1dvOSFzjnnk5xNhERqYJMEGD2t/jW7QhvHUs4ejDBCWdiuu4adzTJIhUtOF8C1YF+iT9leaBNqkKJiIiYLbdN7H58FeEtV2EWf4A57HhMfrKb8EtVVKHfEudcqzTnEBER+QtTv4hgyGj85LvwT07Ff/IhQf/zMfUaxB1NKrkNuclYREQkY0x+AcGR/TD9hsDSj6Ol5IvejjuWVHIqOCIikhWCbrsTDB0LNWsTjruYcNYULSWXdVLBERGRrGGKWxAMG4vp2h3/yN2EN12O/+V/cceSSkgFR0REsoqpXgPTbwjmyH7wzgLCUefiP1sSdyypZFRwREQk6xhjCHocSDDkcli1knDM+YQvPhV3LKlEVHBERCRrmc07Egy/Ftp2wN81gfCeG/CrVsYdSyoBFRwREclqpk5dgnMuw+x3OP6FOYRj/oX/5su4Y0nMVHBERCTrmSCP4JBjCc64CL75Mrov550FcceSGKngiIhIzjCduxFcNA4aNCS8bgThY/fhwzVxx5IYqOCIiEhOMY2aEFxwFab7XvgZjvDaS/E//TfuWJJhKjgiIpJzTLVCghPOwhx3BvznfcKR5+AXL4o7lmSQCo6IiOSsYLeeBBdcBXl5hFcPJXx6unY/riJUcEREJKeZlm0JLhoPW3XBPzgRf9s1+N9+jTuWpJkKjoiI5DxTsxbBwGGYg4/BvzaP8PIh+OWfxx1L0kgFR0REqgQTBAT7W4JzLoP//Ug4ejB+wby4Y0maqOCIiEiVYjp2ji5ZNWtJeMtVhA/fhl+9Ou5YkmIqOCIiUuWY+kUEQ0ZjehyIf3Ia4TXD8N9/G3csSSEVHBERqZJMfgHBkf0w/YbA0o8JRw7CL3o77liSIio4IiJSpQXddicYdg3UrE047mLCWZPxYRh3LNlIKjgiIlLlmSbNCYaNxXTtjn/kHsKbLsf/8r+4Y8lGUMEREREBTPUamH5DMEf2g3dfjw7s/GxJ3LFkA6ngiIiIJBhjCHocSDDkcli1inDM+YQvPhV3LNkAKjgiIiJlmM07EgwfD2074O+aQHjPDfhVK+OOJUlQwRERESmHqVOX4JzLMPsdjn9hDuGYf+G/+TLuWFJBKjgiIiLrYII8gkOOJTjjIvjmS8JR5+Dffi3uWFIBKjgiIiLrYTp3iy5ZNWhEeP1Iwsfuw4dr4o4lf0MFR0REpAJMw8YEF1yF6b4XfoYjvPZS/E//jTuWrIMKjoiISAWZaoUEJ5yFOe4M+M/7hCPPwS9eFHcsKYcKjoiISJKC3XoSXHgV5OURXj2U8OnpeO/jjiWlqOCIiIhsANOibXQq+VZd8A9OxN86Fv/br3HHkgQVHBERkQ1katYiGDgMc/Ax+AUvEl4+hNVffhF3LEEFR0REZKOYICDY3xKccxn8+APfXzQQ//WyuGNVeSo4IiIiKWA6diYYPAq/8nfCq4fhv1LJiZMKjoiISIqY5q2pN+J6WL2KcOxQvC5XxUYFR0REJIUKWm1OMGQ0rFlDOHYY/svP445UJeVn8odZa5sD9wCNgRCY6JybYK0dCfROPPY1cIJz7i9ze9ba44GLEt+Ocs7dnZnkIiIiFWeatiQYPJrwmmGEY4cRDB6NadIs7lhVSqZncFYDg51zHYGdgIHW2i2Bq51z2zjntgWmAxeXfaO1tj5wCbAj0A24xFpbL3PRRUREKs40bRHN5HgfXa5a9lnckaqUjBYc59xy59wbia9/AhYCTZ1zP5Z6WU2gvN2S9gHmOue+c859D8wF9k13ZhERkQ1lihMlB6LLVV+o5GRKbPfgWGtbAV2A+YnvR1trlwJ9KWcGB2gKLC31/eeJx0RERCot06Q5wZDLIcgjvGYY/otP445UJWT0HpwS1tpawBRgUMnsjXNuGDDMWnshcAbR5ajSTDkf9ZeZHmttf6B/4jMpKipKZfS18vPz0/bZ2UJjENE4aAxAYwAagxLljkNREatH38T3F5+BHzecuiOup6Bl23gCZkBl+F3IeMGx1hYQlZv7nXOPlPOSB4AZ/LXgfA78o9T3zYBny77ZOTcRmJj41q9YsWIjE5evqKiIdH12ttAYRDQOGgPQGIDGoMQ6x6GwBpw7Cj92GN9ddDrBuaMwzVtnPmAGpPN3obi4uEKvy+glKmutAW4HFjrnxpV6fItSLzsIKO9o1tlAT2ttvcTNxT0Tj4mIiGQFs1kxwXmjoaCQcNxF+M+WxB0pZ2V6Bqc7cCzwjrX2zcRjQ4GTrbXtiZaJfwoMALDWdgUGOOdOcc59l1hO/lrifSOcc99lNr6IiMjGMY2KCYYklpCPG05wzghMDl+uiovJ8ePd/bJl6dkqW1OxGoMSGgeNAWgMQGNQoqLj4L/5knDsMPjtV4JzR2Babp6BdJmRgUtU5d2X+yfayVhERCQGpmHjaAn5JjUIxw3Hf/KfuCPlFBUcERGRmPxRcmoSjrsY/7FKTqqo4IiIiMTIFG1GcN7lULMW4fjh+CUfxB0pJ6jgiIiIxMw0aBRtBlirDuG1l+AXl7eYWJKhgiMiIlIJmAYNo8tVJSXno4VxR8pqKjgiIiKVhKnfkOC8K6BOPcJrL8V/9H7ckbKWCo6IiEglYuo1iGZy6taPSs6H78UdKSup4IiIiFQyUckZBfUaEF53Gf7Dd+OOlHVUcERERCohU7cBweDRUK+IcMJl+A/eiTtSVlHBERERqaRM3frR2VUNGkUzOQvfijtS1lDBERERqcRMnXrR5aqixoQ3jFTJqSAVHBERkUrO1KlHMHgUNGxCeP1I/Ptvrv9NVZwKjoiISBYwdepGJadRE8IbRuHf+3fckSo1FRwREZEsYWpvGt14vFnTqOS8+3rckSotFRwREZEsYmrXIRg8Epo0I7xxNP6dBXFHqpRUcERERLKMqVUnulxV3ILwpsvxb78Wd6RKRwVHREQkC5matQnOHQlNWxHedAX+rVfjjlSpqOCIiIhkKVOzNsE5I6BZK8L/G4N/c37ckSoNFRwREZEsZmrWIjh3BLRoQ3jzlfh/vxJ3pEpBBUdERCTLmRq1CAZdFpWcW67Ev/FS3JFip4IjIiKSA0yNmtHlqlZbEN5yFf71F+OOFCsVHBERkRxhNqlBcPal0Lod4cSr8QvmxR0pNio4IiIiOcRsUoNg0KXQpj3hrWMJX3sh7kixUMERERHJMaZ6DYKzL4G2HfC3XkM4/7m4I2WcCo6IiEgOMtVrEJx1CWyxJf728YSvPBt3pIxSwREREclRpvomBGddDO22wt9xLeHLz8QdKWNUcERERHKYKaxOcObF0H5r/J3XEr70VNyRMkIFR0REJMeZwkKCM4ZDh23wd11H+GLulxwVHBERkSogKjkXQcfO+LuvI5w3N+5IaaWCIyIiUkWYaoUEA4fBltvi776e8IU5cUdKGxUcERGRKmRtydl6O/w9NxA+/0TckdJCBUdERKSKMQXVCE4fCp264u+9ifDZWXFHSjkVHBERkSrIFFQjOO1C2GYH/P3/R/jMzLgjpZQKjoiISBVlCgoIBlwAnbvhH7iZ8OnpcUdKGRUcERGRKiwqOf+CbXfEPziR8KnH446UEio4IiIiVZzJLyA49XzoshP+oVsJ506NO9JGU8ERERGRqOT0Px+22wXvbiec81jckTaKCo6IiIgAYPLzCfoNwWzfHT/pDsLZj8YdaYPlxx1AREREKg+Tnw/9hkAQ4CffSehDgn0PiztW0lRwRERE5E9MXh6cfC4AfsrdhGFIsN/hMadKjgqOiIiI/MXakmMC/KP3EnpPsL+NO1aFqeCIiIhIuaKSMwgCg3/svuhy1QFHxh2rQlRwREREZJ1MkAcnng3G4Kc+QBh6goOOijvWeqngiIiIyN8yQR6ccFZ0uerxBwm9xxx0FMaYuKOtkwqOiIiIrJcJ8uD4M6OZnOkPgQ+hd99KW3JUcERERKRCTBDAcWdES8hnOPAeDj6mUpacjBYca21z4B6gMRACE51zE6y1VwMHAiuBxcCJzrkfynn/J8BPwBpgtXOua6ayi4iISKLkHHN6NJMzc1I0k3PIcZWu5GR6J+PVwGDnXEdgJ2CgtXZLYC6wtXNuG+BD4MK/+Yw9nXPbqtyIiIjEwwQBpu9pmD32xc+agp9yN977uGP9SUZncJxzy4Hlia9/stYuBJo65+aUetkrQJ9M5hIREZHkmCCAvqdFNx7PfiS6XNXnhEozkxPbPTjW2lZAF2B+madOAh5ex9s8MMda64FbnHMT05dQRERE/o4xBo4+NbpcNedRCEOwJ8UdC4ip4FhrawFTgEHOuR9LPT6M6DLW/et4a3fn3DJrbSNgrrV2kXPu+TKf3R/oD+Cco6ioKC1/h/z8/LR9drbQGEQ0DhoD0BiAxqBEVRwHf+ZQfqpRg19nTGKT6oXk9R8c+xiYTF8zs9YWANOB2c65caUePx4YAPRwzv1Sgc+5FPifc27s37zML1u2bCMTl6+oqIgVK1ak5bOzhcYgonHQGIDGADQGJarqOHjv8e52/JPTqHFIX37f74i0/Jzi4mKA9V4Hy/QqKgPcDiwsU272Bf4F7LGucmOtrQkEiXt3agI9gREZiC0iIiLrYYwBezJUK6Rw+134PeY8mb5E1R04FnjHWvtm4rGhwHVAIdFlJ4BXnHMDrLXFwG3Ouf2AzYBHE8/nAw84557IcH4RERFZB2MM5pBjqVZUBDHPYmV6FdU8yp9WmrmO1y8D9kt8vQTonL50IiIikisyvQ+OiIiISNqp4IiIiEjOUcERERGRnKOCIyIiIjlHBUdERERyjgqOiIiI5BwVHBEREck5KjgiIiKSc1RwREREJOfEcpp4eRLnUU0A8oiOZxhT5vlC4B5ge+Bb4Ajn3CeZzikiIiKVX6WYwbHW5gE3Ar2ALYGjrLVblnnZycD3zrnNgfHAlZlNKSIiItmiUhQcoBvwkXNuiXNuJfAQ0LvMa3oDdye+ngz0SJxOLiIiIvInleUSVVNgaanvPwd2XNdrnHOrrbX/BRoAfzqu1FrbH+ifeB3FxcXpypzWz84WGoOIxkFjABoD0BiU0DjEPwaVpeCUNxPjN+A1OOcmAhNLnl+2bNlGRitfUVERK2I+Cj5uGoOIxkFjABoD0BiU0DikdwwqWpwqyyWqz4Hmpb5vBpRtJmtfY63NBzYFvstIOhEREckqlWUG5zVgC2tta+AL4Ejg6DKvmQYcD7wM9AGeds79ZQZHREREpFLM4DjnVgNnALOBhdFD7j1r7Qhr7UGJl90ONLDWfgScC1wQT1oRERGp7Iz3OT0Jontw0khjENE4aAxAYwAagxIah4zcg7PeVdSVYgZHREREJJVUcERERCTnqOCIiIhIzlHBERERkZyjgiMiIiI5RwVHREREco4KjoiIiOQcFRwRkY3kf/kfKxe9g//l57ijiEhCZTmqQUQkK/kwJLxhFN//5/3ogYaNoVkrTPM2mOatoXkbqF+EMevdl0xEUkgFR0RkI/hnZsB/3qfm4Sfwy6rVsPRj/Oef4N+cz9qd4mvUhJLC06x19M/i5pj8gnjDi+QwFRwRkQ3kv16Of+Qe2Hp7ah7Vj9++/faP5377Fb74FL90CSz9BL90Cf75J2DlSjxAXj40aY5p3uqP8tO8NaZm7bj+OiI5RQVHRGQD+DAkvPt6yMsjOHbgXy5BmeqbQNsOmLYdSr1nDXy9HL/0Y1i6BL/0Y/z7b8HLz7D2VMD6RWsLT8mMD0WbYQLdMimSDBUcEZEN4J+bBR++izn+TEz9ogq9xwR50LgZpnEz2GG3Pz7rx++jWZ7PP4bPPo5me95egPdh9ILqmyQubbX6Y7anuAWmWmEa/mYiuUEFR0QkSf6bL/FT7oatumC677XRn2fq1IOt6mG26vLHz1j5Oyz7rNRszyf4l5+BZ2ZGsz1BAJs1xTRvAy1aY5olLnHVqbvReURygQqOiEgS1l6aMobguDPStjrKVCuEVltgWm3xp5/Niq8SNzJ/HF3i+ug9ePW5Py5xbVo/KjqlZ3saNYlmj0SqEBUcEZEk+OdnwwfvYI4diKnfMKM/2wQBNGoSFZbtd/kj088/RaWn9GzPwjdhzZqo+FQrhKYto9meknt7mraM7hMSyVEqOCIiFeRXfIWffBd07IzZrWfccdYyNWtDh20wHbZZ+5hftQqWL41KT8lsz4IX4PknotJjDDQqTtzI3ArTIio/bFpfe/ZITlDBERGpAO894T03ABAcf2alLwGmoABatImKS4L3Hr77Zu1sj1+6BP/pR7Bg3h+XuGpvunajwrWzPY2bYfJ0iUuyiwqOiEgF+Bdmw8K3MMecjmnQKO44G8QYAw0aQYNGmG13XPu4/+Vn+PyTP8/2PD0dVq+Kik9+QeISV6mNCpu1wtSoGdvfRWR9VHBERNbDf/sNftKd0WWg3feJO07KmRo1od1WmHZbrX3Mr1kDX36R2KgwMdvz5nyYN/eP2Z4yx1Ks2W7Hcj9fJA4qOCIif2PtpSnv07pqqrIxeXnQtAWmaQvY6R9A4hLXf7+LCs9nS9bO+pQcS7EiP5/g9KGYTl3jDS+CCo6IyN/y8+bC+//GHD0A07Bx3HFiZYyBug2gboM/lZiSYykCdzurb7mK4LzLMS03jzGpCGjvbxGRdfDffYOfdAe074TZY9+441RapvommLYdqDvsaqhVh/C6EfgVX8UdS6o4FRwRkXJ47wnvvRHWrIlWTeksqPXKq19EcPYlsHoV4YTLov15RGKif2NFRMrhX3oa3n0Dc+jxVf7SVDJMk+YEA4fBii8JbxyNX7Uy7khSRangiIiU4b//Fv/wbbDFlpg994s7TtYx7bbGnDgI/vM+/o5royMmRDJMNxmLiJTyx6WpVQQnnKVLUxso6LY74fcrop2f6zfEHH5i3JGkilHBEREpxb/8DLyzAHPEKZhGxXHHyWqm5yHw7df4OY8SNmhI8M8D4o4kVYgKjohIgv/hW/zDt8LmHTH6H+ONZoyBI/tFl/weuhVfrwjTZae4Y0kVoblXERESl6bu+z9YtYrgeF2aShUT5BGcMgRabUF461j84kVxR5IqQv8Gi4gAfv5z8NarmIOPwTRuGnecnGIKCwnOHA516xPeMAr/9bK4I0kVoIIj8v/s3XeYVdW9xvHvOgy9SBkUEBTsHVBEQAUsKBoV61KpGpXYoibGxBsTNfFqSLuWiL0hiLrsRkFBZAALKhpbLMEKCIIUpbfZ6/5xzpgRZ2DDzD7rlPfzPDxzyp6zX5Yj/FhVip7/bgn+wTtgx90whx8bOk5BMk23InXx1YAnuuFq/LLvQkeSAqcCR0SK2vdDU2vXZFZN1QkdqWCZbdqRuvD38O1ion9cg1+zJnQkKWAqcESkqPk3psHb0zHHD8K0aR86TsEzO+5G6uxL4YuZRHf9HR+Vh44kBUoFjogULb90Cf7B26HTLph+A0LHKRpm356YU8+Gt6fjH747fUq5SC3TMnERKUree6IHboPVq0mdebGGprIsddixRIsW4Cc+Ba1ap/fMEalFKnBEpCj5GS/DW6+mz5pq2yF0nKJkTj4TFi/EP3IvUYvWpPY/KHQkKSAqcESk6Phl3+HH3gYdd8YccXzoOEXLpFJw1i/Sq9ju+T/8Vi0wu+wZOpYUCM3BEZGi48feDqtXpldN1dHQVEimbj1SF14BpdukTx+fNzt0JCkQKnBEpKj4N1/Gz3gJc8xpmG23Dx1HANO4KamLroKSEqIb/4D/bknoSFIAVOCISNHwy5amJxZvvxOm/0mh40glpnWb9G7Hy74juumP+NWrQkeSPKcCR0SKhn/wdli5QkNTOcp03JnUz34Nsz8nuuOv+HLtkSNbLvgkY2ttS+BhoCPwBWCdcz/qn7TWPgf0AF5yzumYXxHZLP6tV/FvTMMMGIhp3zF0HKmG2Wd/zOBz8aNvwT9wKwy5IH0quchmyoUenMuBSc65nYFJmedV+SswJGupRKRg+OVLiR64FTp0wvQ/OXQc2YRU7/6Yo0/BT5uAH/dI6DiSp3KhwBkAjMo8HgVUuWbTOTcJWJatUCJSOPxDd8KKZaTOvARTErzjWmIwxw/G9OiLf3IM0auTQ8eRPJQLBc42zrl5AJmvWwfOIyIFxL89Hf/aFMzRFtOhU+g4EpMxBjPs57Dr3vhRN+E/fCd0JMkzWfmnjLX2BaBNFW9dkcC9hgPDAZxzlJaW1vYtACgpKUnss/OF2iBN7ZC7bRAtW8qisbdT0nEnWg45F1O3bmL3ytU2yKYk2iD6/d9Y/D/nEt02gubX3Ubd7Xes1c9Pgn4WcqMNTOhDzqy1HwN9nXPzrLVtgTLn3K7VXNsX+NVmTDL2c+fOraWkP1RaWsrChQsT+ex8oTZIUzvkbhtE91yPf20KqSv+jtku2b8YcxcGFOQAACAASURBVLUNsimpNvCLvyH602VgUqQu/wumZW4XD/pZSLYN2rVrB7DJmee5MET1NDAs83gY8FTALCJSIPw7b+BfnYw5+pTEixtJlmnZOr0R4KoVRP/4I37VytCRJA/kQoEzAuhnrZ0J9Ms8x1rbzVp7V8VF1tppwCPAYdbaOdbaI4OkFZGc51csJxozErbdHvMTGzqO1ALToROp8y6HebOJbv0Tfv260JEkxwUfokqYhqgSpDZIUzvkXhtE996Inz6Z1G//htl+p6zcM9faIIRstEH08iT8fTdieh6COfOSnNwjRz8LuTFEpfWSIlJQ/Htv4l+ZlB6aylJxI9mTOvAwosXf4J8eC622xgwYFDqS5CgVOCJSMPzKFUT33wxtO2COOS10HEmIOeZUWPwN/pmHiVq2JnXwEaEjSQ7KhTk4IiK1wj9yD3y3JL2hX4JLwiUsYwxm0HmwZ1f8mFvw770ZOpLkIBU4IlIQ/Ptv4V+aiOl/AqbTzqHjSMJMSQmpc38D7TsS3f5n/Jefho4kOaZGBY61trpzo0REsuYHQ1PHnh46jmSJadCI1M+vhMZN08vHF84PHUlySE17cHrXSgoRkRrwj94L3y4mNeznmLr1QseRLDLNW5K6+CpYt5bopj/iVywPHUlyRI0KHOfc0bUVRERkS/gP3sZPm4A5YgBmx91Cx5EATLvtSJ1/BXwzj+iWa/HrtEeObMYqKmttHaAH0A6YC0x3zpUnFUxEZFP86pVEo/4BbbbFHDcwdBwJyOy6F+bMS/B3/g1/7w1w9qWYlKaZFrNY//WttfsAM0nvJHxZ5utMa22XBLOJiGyUf/Q+WLKQ1BkXY+rVDx1HAkt17405aRj+jWn4x+8PHUcCi1ve3gOMBLZ1znUHtgVuBu5OKpiIyMb4D9/BT3kOc/hxGpqS75kjT8T0PQr//ONEk58NHUcCilvg7ALc4JzzAJmvNwJaiykiWedXr0oPTW3dDjNgcOg4kkOMMZjThkPn7vgH78S//VroSBJI3AJnHHDcBq8dC6g8FpGs84+PgsXfkDrjIkx9DU3JD5k6dUid8yvYfkeiO/+K/+zj0JEkgLiTjOsAD1lr3wRmAx2A/YCnrLXfD3Q654bWfkQRkf/yH7+HnzwuPTS18x6h40iOMvUbkPr574lG/Jro5v8ldflfMFu3DR1LsihuD877wHXA88AHma/XAf8GPq30S0QkMX7NaqL7boLWbTDHDwkdR3Kcadac1EVXgY+IbvwDftnS0JEki2L14Djn/pB0EBGRTfGP3w8L55O67DoNTUksps22pC74HdH//Z5o5P+S+uU1WnFXJDZnH5x6wK5AKWAqXnfOvZhALhGRH/D/eR//4jOYQ4/B7LJX6DiSR8xOu5M6+5dEt/2Z6K6/kzr3N5hUndCxJGFx98E5CPgSmAJMBB4lPUx1V3LRRETS/Jo1/x2aOlFT/WTzmX17YexZ8K/peHcP3vvQkSRhcefgXA/8xTnXEliW+XoNcEtiyUREMvyTo+Gbr9NnTdVvEDqO5KnU4cdhDh+An/RP/MSnQseRhG3OPjg3bvDaCOAXtRtHROSH/Ccf4Cf9E9P3aMyue4eOI3nOnHIm7NcL/8g9+BkvhY4jCYpb4HwHNMs8nmet3QNoATRJJJWICODXriG69yZo2Rpz0rDQcaQAmFSK1Fm/hJ12J7r7evzMD0JHkoTELXAeBypODr8bmAy8SfpMKhGRRPinHoAFc9NDUw0aho4jBcLUrUfqgiugdGuikdfiv54TOpIkIFaB45y7xDk3NvP478BJwDnA8ASziUgR8598iJ/4FKZPf8zunUPHkQJjmjRL75GTSqX3yFm6JHQkqWWxl4lX5pzTwKWIJMavXUM06iZoUYo5+YzQcaRAmdZtSF10JdFff0t00zWZ/ZU0ib1QxB2iEhHJGv/0WPj6K1LDLsQ0aBQ6jhQw03FnUsN/DbM+I7r9L/jy8tCRpJaowBGRnOI/+xg/4SnMwUdg9ugaOo4UAdN5f8zAn8F7M/Bjb9ceOQVii4aoRESS4NetTW/o16Il5pSfho4jRSTV9yiixQvw4x+DVq0xR58SOpLUkHpwRCRn+H8+CPNmkxpyIaahhqYku8zxQzDd++CfGE00vSx0HKmhGhU41tpnayuIiBQ3//lM/HNPYA48HLPXvqHjSBEyqRTmjItg173x992E//Cd0JGkBmrag6PVVCJSY37dOqJ7b4CtWmCshqYkHFO3Lqnz/we2aUd065/wX30ZOpJsoRoVOM65P9VWEBEpXv6Zh9NDU0MvwDTSBukSlmnUJL1HTv0G6T1yliwKHUm2QNzTxJ+01p5irdUGASJSq/yXn+CfexTT6zDM3t1CxxEBwLRqTernV8LKFUQ3/QG/amXoSLKZ4vbgTAEuA+Zba0dZa4+01mqCsojUiF+/jujeG6FZc4w9K3QckR8w2+1A6rzLYd5sottG4NevDx1JNkPcoxqud851B7oBnwE3AHOttTclGU5ECpt/1sFXX5IafAGmsYamJPeYPbtihlwIH7yNHz1Se+Tkkc3qhXHOzXTO/QE4DXgXuCCRVCJS8PysT/HjH8X0OATTef/QcUSqlTrwMMyxp+NfmZTeykDyQuyN/qy1OwKnZ36VAo8Cf0wol4gUsPTQ1E3QpBnmtLNDxxHZJHPsabD4G/w/HyJq2ZrUQf1CR5JNiFXgWGvfAHYBngZ+BUxwzunADhHZIn7cozDnc1IXXIFp3DR0HJFNMsbA4PPx3y5KD1U1b6X9mnJc3B6cvwFPO+dWJRlGRAqfn/05fpzDHNAH0+WA0HFEYjMlJaTO/Q3RX/6H6LY/k/r1dZjtdgwdS6oRd5Lxw0Aja+0Qa+2vAay17ay17RNNJyIFxa9fn97Qr3FTzGnnhI4jstlMg0akLroSGjcmuuka/KJvQkeSasTdB6cP8DEwCPh95uWdgVsTyiUiBcg/9xjM/pzUoPMwTZqFjiOyRUzzVqQuuhrWriG68Wr8iuWhI0kV4q6iugE41TnXH6jYCOA1oHsiqUSk4Pg5X+CfeRiz/8GYfXuGjiNSI2bb7dJHOiyYR3TLdfh160JHkg3ELXA6OucmZR5XbAKwls1YhSUixSs9NHUjNGqMOf1noeOI1Aqz2z6YMy+G/7yPv+9GfBSFjiSVxC1wPrDWHrnBa4cD79VyHhEpQP75x2HWp6QGnYtpqqEpKRypA/pgThyKf30q/onRoeNIJXF7YC4FnrHWPgs0tNbeDhwLDEgsmYgUBP/VLPwzD2H2OxCz34Gh44jUOtP/pPQeOc89RtSqNZw8NHQkIWaB45ybbq3dBxgM3APMBro75+bUNIC1tiXwMNAR+AKwzrklG1zThfSE5mZAOXBtZmWXiOQwX15OdN+N0KARZqCGpqQwGWPgtOH4xQvxY+9g7S57QLuOoWMVvU0OUVlr61hry4BFzrm/OOcucM6NqI3iJuNyYJJzbmdgUub5hlYCQ51zewL9gRustc1r6f4ikhA/4Un4YiZm4LmYZvpfVgqXqVOH1PDLoHUblt76Z/zaNaEjFb1NFjiZHYs7xbl2Cw0ARmUejwKOryLDf5xzMzOP5wILgNYJ5RGRWuDnzsI//QDs2wvTTUNTUvhM/QakhpxP+ddf4Z/RIENocefg/AG41Vp7FTCH/66kwjlX02nj2zjn5mU+a561duuNXWyt7Q7UAz6t4X1FJCE+Kie67yZo0JDUoJ+lu/BFioDZbR8aHHo0qyc8ge/eG9O+Y+hIRStugXNX5uuQSq8Z0oVOnU19s7X2BaBNFW9dEfP+FZ/TFhgNDKuusLLWDgeGAzjnKC0t3ZxbxFZSUpLYZ+cLtUGa2uHHbbDiybEs//w/NPvl1TTcYeeAybJHPwdqgwrmrEuYP+MV6jx0By2uuw2TSmoAJHflws9C3AKnU01u4pw7vLr3rLXzrbVtM703bUkPP1V1XTPgWeB3zrnpG7nXHcAdmad+4cKFNUhevdLSUpL67HyhNkhTO/ywDfy8OUQP3A5derB8t66sKJK20c+B2qBCaWkpnHwm6+65nm8eH0Oq79GhI2Vdkj8L7dq1i3Vd3FVUXwJYaw1QCix0zvmNf1dsTwPDgBGZr09teIG1th7wBHC/c+6RWrqviNQyH5UTjboJ6tUnNfg8DU1J0TI9+uJffRH/+P34LgdgmrcKHanoxD2Lqrm1djSwGpgPrLLWjs4s8a6pEUA/a+1MoF/mOdbabtbaiqExC/QGzrDWvp351aUW7i0itci/8E/49CPM6edgtmoROo5IMMYYUoPPg/XriR68M3ScohR3iOpe0vvPdAG+BLYnPfH4HqpY9bQ5nHOLgMOqeH0GcHbm8RhgTE3uIyLJ8l9/hX9yDHTujjmgb+g4IsGZrdthfmLxT47Bv/M6prOOb8ymuAXOIUBb59yqzPMPrbVnAHMTSSUiecWXZ4am6tbV0JRIJebIE/CvTyUaexupXffGNGgYOlLRiDu1+2PSOw1Xtl3mdREpcqvGPQqffIg59RzNNRCpxJTUJTX0QliyCP/UA6HjFJW4PTiTgAmZeTizgQ6kj20Yba39acVFzrl7aj+iiOQyv2Auy8bcBnt3w/Q8JHQckZxjdtwN06c/ftIz+B59MdvvFDpSUYjbg9MT+CTz1Wa+fgr0Ir03zhDSBY+IFBH/5adEI69L/yt1yAUamhKphjlhKDRrTnT/zfjy8tBxikLcZeL6Z5mIfM+vXoV/aix+0j+h2VZs9as/sqyFhqZEqmMaNSZ1+jlEt/0ZP+mfmCNqtD5HYog7RCUiAoB/+zWiB2+HJYswffpjThhC/e06skwbvIls3L69YJ/98U89gN+vF6bVRk8mkhoqvv2jRWSL+MULKb/lOqKR10LDxqR+82dSg87DNGoSOppIXjDGkBp4LhhD9MBteF9b++VKVdSDIyIb5aNy/ORx+CfGgC/HnDgM028ApkR/fIhsLtOqNWbAILy7Gz/jZcz+B4WOVLD0J5SIVMvP+pTo/pHw5SewZ9d0j03rqs7NFZG4zKHH4KeX4R++E79nF/WCJiRWgWOt3QNY5Jybb61tAlxGemfjvznnViYZUESyz69ehX96bProhabNMMMvw3Q7SKukRGqBqVOH1NALia69FP/Y/Zgh54eOVJDi9uCMBU4lfQ7V34BdSZ9LdTvpJeIiUiD8O28Qjb0NFn+D6d0fc9JQ/QtTpJaZ7XfEHHYs/oWn8D37YnbaI3SkghO3wOnonPs4c5r4CcCewCrg88SSiUhW+SWLiB66E956BdptR+o3f8bstHvoWCIFywwYiH/rFaL7R5K68gZMSd3QkQpK3FVUa6y1TYHuwGzn3EJgDdAgsWQikhU+Kid68RmiK8+H92ZgThxK6vfXq7gRSZhp0JDUoHNh3mz880+EjlNwNmeI6kWgKXBz5rV9UQ+OSF7zsz4jGj0SvpgJe3QlNehczNZtQ8cSKRpmn/0x+x2If+ZhfLeDMNu0Cx2pYMTqwXHO/QK4AjjPOVdR4ETAL5IKJiLJ8WtWEz1yD9G1v4RFCzBnX0rqkqtV3IgEYE47B+rWIxpzi/bGqUVxV1EdDzzrnFtX8ZpzbkZiqUQkMf7dN4geqJhEfGR6X5vGmkQsEopp3hJz4lD8A7fiX52M6XVo6EgFIe4cnKuB+dbau6y1OpdKJA/5bxdRftsIon9cA/UbkPrNiPQBmSpuRIIzvY+EHXfDP3I3ftnS0HEKQtwhqi7AQcDXwJ3W2jnW2r9ba/dLNJ2I1JiPyokmP0t05QXw7gzM8YPTKza0LFUkZ5hUitSQC2DVSvwjd4eOUxBi72TsnPsA+B3wO2ttD+CPwOtAnYSyiUgN+dmfpycRf/4f2KNLZhKxJjGK5CKz7faYI0/Ej3sE3/NQzO6dQ0fKa5t1VIO1tgNwGjAQ2B64N4lQIlIzfs1q/D8fxE98Cho3xZx9KaZ7b+1ELJLjzE8sfsZLRGNuIXXVTZh69UNHyltxJxmfT7qo6QyMA/4AjHPOrU0wm4hsAf/ejPQk4kULMAcfgTlpGKZx09CxRCQGU68+qcHnE/3f7/HPPoI5YXDoSHkrbg/OsaSPZXjCObc8wTwisoX8t4vxD92Jf/NlaNuB1GV/wuyyZ+hYIrKZzO6dMT0PwT//GL57b8y224WOlJdiFTjOuaOSDiIiW8ZHEX7qc/jH74d16zDHD8YceYK2fRfJY+aUs9K9saNvJvXrEZhU3EXPUmGz5uCISG7xcz4nGn0LfPYx7N6Z1ODzNIlYpACYps0wp/wUf++N+GkTMH36h46Ud1TgiOSh9CTih/ATn4RGTTBn/QJzQF9NIhYpIKbnofhXJ+MfG4Xv3B3TvGXoSHlFfV4ieca/9ybRVRfin38c0+swUtfcQqrHISpuRAqMMYbU4PNh3Vr8Q3eGjpN31IMjkif8t4vx7m78G9OgTXtSl12H2WWv0LFEJEFmm3bppeNPPYB/9w3MPvuHjpQ34i4T7wRcC3QBfrCvu3NO07tFEpSeRPx8ZhLxWsyAgZgjT8LU1SRikWJg+p+If30q0QO3kdplL0yDhqEj5YW4PThjgU+BS4GVycURkcr8nC+IxtwCn34Eu+1DatB5mDbbho4lIllkSuqSGnIB0V8uxz89FmPPCh0pL8QtcPYEDnTORUmGEZE0v2YN/tmH8BOehIaNMT/9BaaHJhGLFCuz8x6Y3v3xL/wTf0BfzPY7ho6U8+JOMp4KdE0yiIik+fffJLr6Qvz4xzA9DklPIu6pScQixc6cNBSabUU0eiS+vDx0nJwXtwfnC+B5a+3jpE8U/55z7sraDiVSjPx3S/AP35WZRLwtqV9dh9lVk4hFJM00aoI59Rz8HX/BT34Gc/iA0JFyWtwCpzHwT6Au0CG5OCLFx0cRftoE/GOjYN0azHEDMf01iVhEfsx0OxD/ajf8kw/gu/bCtGodOlLOintUw5lJBxEpRv6rL4lGj0xPIt517/ROxG3ah44lIjnKGENq4M+IrrqQaOxtpC78nYavq1FtgWOt7eic+yLzeIfqrnPOfZZALpGClp5E/DB+whPQsBHmzIsxPQ/VH1QiskmmdBvMgIH4R+6Ft16B/Q4MHSknbawH5z2gaebxJ4AHNvzT1wN1EsglUrD8+28Rjb0Nvvka0+swzMlnYpo2Cx1LRPKIOew4/GtTiB68k9TuXTCNGoeOlHOqLXCcc00rPdaRDiI15JcuwT98N/71qbDNtqR+dS1m171DxxKRPGTq1EnvjXPdZfgn7scMOi90pJyjoxpEEuajCP/SRPxj98HaNZhjT8ccdbImEYtIjZiOO2MO/Qn+xWfwPQ7B7Lhb6Eg5Je5RDSXA+UAfoJRKQ1XOud7JRBPJf/6rWURjRsInH8Iue5EafD6mrSYRi0jtMMcPwv/rVaLRI0n97npMifotKsQderoe+BnpDf/2Ax4DtgZeTCiXSF7za9cQPTGa6JqLYd4czBkXp4ekVNyISC0yDRqRGngufPVletGCfC9ugXMicJRz7kZgfebr8cAhiSUTyVP+g38RXf1z/LhHMN37pHciPvAwrZASkUSYzt1h3174Zx7GL5gXOk7OiFvgNAJmZx6vstY2cs59hI5vEPmeX/ot0Z1/J7r+KjApUr+8htRPL8E03Sp0NBEpcKnTz4GSEqIxt+C9Dx0nJ8QdrPsQ2B94HZgBXG2tXQp8VdMA1tqWwMNAR9JHQljn3JINrtkeeJz0kvS6wD+cc7fV9N4itcFHEdG0CfhH74M1qzHHnIY5+mRM3Xqho4lIkTDNW2FOGIofexv+tTJMDw2wxO3BuRhYn3n8S2Bf4FhgeC1kuByY5JzbGZiUeb6heUAv51wX4ADgcmttu1q4t0iN+LmzWPK7C/D33wzttyd11U2kBgxUcSMiWWf69Icddk1vR7F8aeg4wcU9quGNSo9nAofXYoYBQN/M41FAGfCbDe6/ttLT+sQvzEQS45ctTe9BUbcu5oyL0pv2aZ6NiARiUqn03jj/+wv8I/dizrw4dKSg4i4TP7Sat9YAc5xzX9YgwzbOuXkAzrl51tqtq8nQAXgW2Am4zDk3twb3FKkx//JEWLOKFn++g+8aa56NiIRn2nfEHHE8fvxj+J6HYHbbJ3SkYEycyUjW2s+BiiGhRUCrzOMFQBvgXeC0TO9OVd//Qua6DV0BjHLONa907RLnXIuNZGkHPAkc65ybX8X7w8kMnTnn9lu7du2Gl9SKkpIS1q9fv+kLC1gxt4EvL2fRBaeSat2Grf90W9G2Q4Vi/lmooDZQG1QI3Q5+zRoWXTwIUnVodcP9mHr1s54hyTaoV68e/PjoqB9niPl5dwNbAVc651ZZaxsCfwC+A24A/g7cAvSr6pudc9UOaVlr51tr22Z6b9qSLpqq5Zyba639N3Aw8GgV798B3JF56hcuXLjJ39yWKC0tJanPzhfF3Ab+3TeI5s/FHz+Y9evXF207VCjmn4UKagO1QYVcaAc/8GdE11/FN6NvIzVgUNbvn2QbtGsXbwru5kwy/h/n3CqAzNcrgEuccyuAS4FuW5AT4GlgWObxMOCpDS+w1rbPFFVYa1sABwIfb+H9RGosKhsPW7WALj1CRxER+RGzR1dMj77poaq5s0LHCSJugbOC9DLxyvYDVmYeRzXIMALoZ62dSboHaASAtbabtfauzDW7A69Za98BpgB/c869V4N7imwx/83X8P6bmIOP1LboIpKzjD0LGjQkGn0LPqrJX9P5Ke6fzlcCE6y1T5Pe8K896WXiP8+8fxhVDBfF4ZxblPn+DV+fAZydeTwRKN6ZUpJT/JTnwBjMwUeEjiIiUi3TdCvMKWfi77sJ/9JETO8jQ0fKqlg9OM65+0nvP/MR6bk4/wF6Zl7HOfeMc+6cxFKK5Ai/bm169VSXAzAtS0PHERHZKNPrMNh1b/xj9+G/W7LpbyggsfvXnXMfAB8kmEUk5/kZL8PyZaT6Hh06iojIJhljSA0+j+gPF+Efvgsz/LLQkbJGG+aJbAZfNg7abAtFvLeEiOQX06Y95miLf2Ma/r03Q8fJGhU4IjH5Lz+Fzz7G9D1aOxaLSF4x/U+CNu2JHrgVv2Z16DhZoQJHJCY/ZTzUq4/pqUPsRCS/mLp1SQ25ABYtwD/9YOg4WbFZBY61toO1Vht/SNHxK5enT+g9oA+mUZPQcURENpvZZU/MwUfgX3gKP+uz0HESF6vAsdZuZ619mfQqqhcyr51caZ8akYLmX5kEa9diNLlYRPKYOekMaNKM6P6b8VF56DiJituDczvpgy6bAusyr02kmqMZRAqJjyL85PGw426Y7XYIHUdEZIuZxk0wp54NX36CnzwudJxExS1wugMjnHMR4AGcc9+R3hNHpLB99C4smIvpe1ToJCIiNWb2Pxj22hf/xBj84m9Cx0lM3AJnPrBT5RestXsAxXnAhRSVqGwcNGmG2e/A0FFERGrMGENq4Lngy4kevGPT35Cn4hY4fwOesdaeCZRYa08HHgb+nFgykRzgFy+Et1/HHNQPU7de6DgiIrXCtG6DOW4gvP0a/q1XQ8dJRNyjGu4Bfg2cQvosqmHA751zDySYTSQ4P+15wBfdGS4iUvjMYcdB+05ED96OX7kidJxatzlHNTwJPJlgFpGc4tevw0+bAHt3w7RuEzqOiEitMiUlpIZeQPSny/BPjsYMPDd0pFpVbYFjrf1pnA/I9O6IFBz/r9fguyXo3CkRKVSm0y6YQ36Cn/ws/oC+mB13Cx2p1mysB2dIpccGOBD4mvQQVQegDfASoAJHCpIvGwel28CeXUNHERFJjDlhMP5f04lGjyT1u+sxJbEHd3Jatb8L59z3+9Fba/8BPOmcu6HSaxcDOyYbTyQM/9Us+M/7mJPPwKR0oomIFC7ToBGpgcOJRl6Hn/gU5qiTQkeqFXH/5B4M/GOD127mh708IgXDl42DkrqYXoeHjiIikjjTpQd07YF/5kH8N1+HjlMr4hY4XwPHbfDascCC2o0jEp5fvRL/6mTM/gdhmjYLHUdEJCtSp/8MUnWIxtyK9z50nBqLO9B2EfCotfYy0nNwtgP2IL1sXKSg+OllsGaVzp0SkaJiWrTCnDAE/+Ad+NenYg7oEzpSjcTdB2ci6fk2twJvZb7u4JybkGA2kazz3uPLxsN2O0KnXULHERHJKtP3KOi0C/7hu/ArloWOUyObsw/OQmB0gllEwpv5AXz1JWbohRhjQqcREckqk6qT3hvnml/gH70PM+znoSNtsVgFjrV2GplDNjfknOtdq4lEAvJl46BRY0z3/O6aFRHZUqZ9J0y/4/HPP47vcQhm171CR9oicScZ3wXcXenXs6T3wXkhoVwiWee/W4J/61VMr8Mx9euHjiMiEow59nQo3YZozEj8unWh42yRWD04zrlRG75mrX0MuBf4Y22HEgnBvzQRytdj+vQPHUVEJChTvz6pQecR3Xg1fvwj6YM580xNdjD7CtintoKIhOTLy/FTn4M9umDabBs6johIcGavfTHd++DHP4qfNyd0nM0Wdw7OhudSNQJOBKbXeiKREN57AxYvJHXa8NBJRERyhjn1LPz7bxKNGUnq0mvzamf3uKuoNtyxeAXwCnB97cYRCSOaPA5alMI++4eOIiKSM0yz5piTz8DffzP+5RcwBx8ROlJscefgHLLpq0Tyk//6K/jgbcyAQZg6dULHERHJKeagfvjpk/GP3ofv3B3TrHnoSLHE6muy1i6u5nUd1SB5z095DurUyat/mYiIZIsxhtTgC2DtavzDd4eOE1vcwbS6G75gra0L6J+7ktf8mjX4V17A7NsLs1WL0HFERHKSadsec9TJ+Nen4N9/K3ScWDY6RFVpg78G1tqpG7zdnvQ8HJG85d+YCitXpLcnFxGRapmjTsG/MY3ogVtJXX1zzu8Xtqk5OHcBBtif9AZ/FTwwH3gxoVwiifPe4yePg223h533YdlLlAAAGaVJREFUDB1HRCSnmbp1SQ2+gOhvv8X/80HMyWeEjrRRGy1wKjb4s9ZOd859lJ1IIlnyxUyY9Slm0Lk6d0pEJAaz616YAw/HT3wSf0AfTIdOoSNVq9oCx1o7xDlXcbhmL2ttr6quc87dk0gykYT5yeOgfkNMj76ho4iI5A1zypn4d98gGj2S1OV/xqRyczruxnpwTue/p4dvuA9OBQ+owJG845cvxb8xDXNQP0yDRqHjiIjkDdO4KebUs/F3/R1fNh5z6DGhI1Wp2gLHOXd0pcfaB0cKin/5BVi/TpOLRUS2gOneG//Ki/gnRuO79sS0aBU60o/E3ckYAGvt1kCTyq855z6r1UQiCfNRhC8bD7vsidl2+9BxRETyTnpvnPOIrr6Q6MHbqXP+b0NH+pG4Z1H1J72Kqu0Gb3m0F47km3//CxbOx5w4NHQSEZG8ZVq3wRxzOv7xUfi3p2O69Agd6Qfi9uCMBK4BRjnnViWYRyRxUdk4aNYc0zW3/mcUEck3pt8A/OtTiB64ndSu+2Aa5s6cxrg7GbcAbldxI/nOL5wP783AHHwEpuRHG3SLiMhmMCUlpIZcAN8txj85JnScH4hb4NwNnJlkEJFs8FOfA2MwvfuHjiIiUhDMDrti+h6Fn/ws/vP/hI7zvbhDVD2Ai6y1lwNfV37DOde71lOJJMCvW4efNhE6d8e0LA0dR0SkYJgThuL/NZ3o/pGkrvh76DhA/ALnrswvkbzl33wZli8l1ffoTV4rIiLxmYaNSJ3+M6Jb/4Sf9DQMGh46UrwCp+LIhiRYa1sCDwMdgS8A65xbUs21zYAPgSeccxcmlUkKky8bB9tsC7vtEzqKiEjBMfv2hC4H4J8eS/nhx0CdekHzxF0m/tNq3loDzAGmO+fWbGGGy4FJzrkRmSGwy4HfVHPtNcCULbyPFDE/6zP49CPMqWdhUnGnnomIyOZInT6c6MoLWf7Q3TDovKBZ4g5RDQV6kj5BfA7QHtgGmEG65wVr7QDn3IwtyDAA6Jt5PAooo4oCx1q7X+aezwHdtuA+UsR82TioVw/T87DQUURECpZp2ZrUz39H067dWbwy7MLruP+U/TdwmXNuO+dcL+fcdsClwL9IFzu3Av/YwgzbOOfmAWS+br3hBdbaFPB34LItvIcUMb9yOf61KZjufTCNm2z6G0REZIuZXfcm1ahx6Bixe3AGAhseNHErsNA5d6G19q9spPiw1r4AtKnirSti3v98YJxzbra1dqMXWmuHA8MBnHOUliazWqakpCSxz84X+dIGK595kWVr19Di+IHUTSBvvrRDktQGagNQG1RQO+RGG8QtcOYDxwJPVXrtJ8CCzOMGwLrqvtk5d3h171lr51tr2zrn5llr21b6zMp6Agdba88nfRZWPWvtcufc5VXc6w7gjsxTv3Dhwo38trZcaWkpSX12vsiHNvDeEz37CHTahe+2agUJ5M2Hdkia2kBtAGqDCmqHZNugXbt2sa6LW+BcBDxirX0fmA10APYCTsm8fwBbPkT1NDAMGJH5+tSGFzjnBlU8ttaeAXSrqrgR+ZGP3oWvv8L89Behk4iISBbFXSY+wVq7A3A00A4YBzzrnFtU8T4wYQszjACctfYsYBaZosla2w041zl39hZ+rghR2Xho0hTT7cDQUUREJIuM9z50hiT5uXPnJvLB6oLM/TbwSxYRXX4Wpt/xpE4+I7H75Ho7ZIPaQG0AaoMKaoesDFGZTV0Xdx+cEtITffsApZU/WEc1SK7y054H7zF9dO6UiEixibtM/HrgZ8BUYD/gMdLLuV9MKJdIjfj16/FTJ8Be+2FaV7WAT0REClncAudE4Cjn3I3A+szX44FDEksmUhPvvAbfLSbV96jQSUREJIC4BU4j0qunAFZZaxs55z4CuiYTS6RmosnjoNXWsNe+oaOIiEgAcZeJfwjsD7xO+niGq621S4GvkgomsqX83Fnw8XuYE4dhUnVCxxERkQDiFjgXA+WZx78kvYtxUzI7BovkEl82HkpKMAdVu7+kiIgUuLj74LxR6fFMQH9zSE7yq1fhX30R0+0gTNOtQscREZFA4vbgYK3tCOxD+qiE7znnxtZyJpEt5l+bAqtXYfoeHTqKiIgEFHcfnP8BriR9qnjl8889oAJHcoL3Hl82DrbbAXbYNXQcEREJKG4PzqXAfs65D5IMI1Ijn34Ic77ADL0QYza5yaWIiBSwuMvEFwFfJJhDpMb85PHQsDGmuzbXFhEpdnF7cC4B7rDW3gAsqPyGc25WracS2Ux+6bf4N1/G9D0KU79B6DgiIhJY3AKnHnAEMHCD1z2gjUYkOP/SRChfj9HOxSIiQvwhqluA3wLNgLqVftVLKJdIbD4qx095DnbvjGnTPnQcERHJAXF7cEqAe51z5Zu8UiTb3p0Bi78hdepZoZOIiEiOiNuD8zfgcmutlqZIzonKxkHzVtD5gNBRREQkR8TtwbkIaAP81lq7qPIbzrntaj2VSEx+wVz4978wAwZi6mg6mIiIpMUtcAYnmkJkC/kpz0GdOpiDjggdRUREckjcs6imJB1EZHP5tWvwL72A6doT07xl6DgiIpJD4s7BEck5/o2XYOVynTslIiI/ogJH8pYvGwdtO8Aue4aOIiIiOUYFjuQl//lM+GIm5pCjde6UiIj8iAocyUu+bBzUb4DpcUjoKCIikoNiTTK21rYEfgV0AZpUfs85p5MNJav88qX4N6Zheh2KadgodBwREclBcZeJjwXqAw5YmVwckU3zr0yCdWt17pSIiFQrboHTC2jtnFuTZBiRTfFRhC8bDzvtgWnfKXQcERHJUXHn4LwL6BRDCe+Dt+GbrzGHaGm4iIhUL24PzovAc9bae4GvK7/hnLun1lOJVCMqGwdNt8Ls2zN0FBERyWFxC5yDgTlAvw1e94AKHMkKv2gBvDsDc9TJmJK6oeOIiEgOi3tUg9biSnB+6vMAmN5HBk4iIiK5Lm4PzvestQb4fmc151xUq4lEquDXrcNPmwCd98e0ah06joiI5Li4++BsC9wM9Aaab/B2ndoOJbIh/9YrsOw7Ujp3SkREYoi7iuo2YC1wGLAc2Bd4Gjg3oVwiP+DLxsHWbWH3zqGjiIhIHohb4PQCfuqcexvwzrl3gLOASxNLJpLhZ38On3yI6XMUJqXTRUREZNPi/m1RDqzPPP7WWtsaWAFsm0gqkUp82XioWw9z4GGho4iISJ6IW+C8BlRMfngeeBh4HJiRRCiRCn7lCvxrZZjuvTGNm4aOIyIieSLuKqoh/LcYuoT00FRT4IYkQolU8NMnw5rV2rlYREQ2S9x9cL6t9HgV8L+JJRLJ8N6nh6c67YLZfqfQcUREJI/EXSZeH7gSOB1o5Zzbylp7BLCLc+7mJANKEfvP+zBvNubMi0MnERGRPBN3Ds71wF7AINLHMwD8GzgviVAiAH7yOGjcFNPtoNBRREQkz8QtcE4ABjrnXgUiAOfcV2gVlSTEf7sI//Z0zIGHY+rVDx1HRETyTNwCZy0bDGdlloovqvVEIoCfNhHKyzF9+oeOIiIieShugfMIMMpa2wnAWtuW9NENDyUVTIqXX78eP/U52GtfzNZtQ8cREZE8FHeZ+G+BvwDvAY2AmcCdwB9qGsBa25L0vjodgS8A65xbUsV15Zn7A8xyzh1X03tLjnrndfh2ManB54dOIiIieSruMvG1pPe/uSQzNLXQOec38W1xXQ5Mcs6NsNZennn+myquW+Wc61JL95QcFpWNg1Zbw977hY4iIiJ5aqMFjrV2u2re6mCtBcA5N6uGGQYAfTOPRwFlVF3gSBHw82bDR+9iThyKSemgehER2TKb6sH5gv8uCzdVvO+Bmv4ttI1zbh6Ac26etXbraq5rYK2dQfpMrBHOuSerushaOxwYnvk8SktLaxivaiUlJYl9dr5Iog2WPjmaVSV1KT3WkmreslY/Oyn6WVAbgNoA1AYV1A650QabKnDeBRqQ7lkZA8zdkptYa18A2lTx1hWb8THbOefmWmt3AF601r7nnPt0w4ucc3cAd2Se+oULF25+4BhKS0tJ6rPzRW23gV+zmujFZzH79WLx+gjypH31s6A2ALUBqA0qqB2SbYN27drFum6jBY5zrou1di9gGPAS8BFwP/B45siGWJxzh1f3nrV2vrW2bab3pi2woJrPmJv5+pm1tgzoCvyowJH85V+bAqtWYvrq3CkREamZTS4Td86975y7DOgE/B9wDDDPWrtvLWV4mnQBRebrUxteYK1tkTkuAmttKXAg8EEt3V9yQPrcqXHQvhPsuFvoOCIikufi7oMDsDPQB+gJ/Av40VLuLTQC6GetnQn0yzzHWtvNWntX5prdgRnW2neAyaTn4KjAKSSffQyzP8ccchTGVDXdS0REJL5NraJqSfqAzWFAU2A00LsWVk59zzm3CDisitdnAGdnHr8C7F1b95Tc48vGQcNGmO59QkcREZECsKlJxnOBz0kXNtMzr+1krd2p4gLn3IsJZZMi4Zd+i5/xEqZ3f0yDhqHjiIhIAdhUgfM16VVU52R+bcgDO9R2KCku/uUXYP16TN+jQkcREZECsalVVB2zlEOKlI/K8VOeg932wbTtEDqOiIgUiM2ZZCxS+957CxYtIKWl4SIiUotU4EhQUdk4aN4SOncPHUVERAqIChwJxi+YB/9+C3PwkZiSuAfbi4iIbJoKHAnGT30OjMH0PiJ0FBERKTAqcCQIv3YN/qUXoGsPTPNWoeOIiEiBUYEjQfgZL8OKZWhysYiIJEEFjgThy8ZBm/awqzaoFhGR2qcCR7LOfzETPv8Ppu/ROndKREQSoQJHss6XjYf6DTA9DwkdRURECpQKHMkqv2I5/vWpmAP6Yho1Dh1HREQKlAocySr/yiRYt1bnTomISKJU4EjW+ChKD0/ttDumQ6fQcUREpICpwJHs+egdWDAXo6XhIiKSMBU4kjXR5PHQdCvMvr1CRxERkQKnAkeywi/+Bt55HXNQP0zduqHjiIhIgVOBI1nhpz4PeEyf/qGjiIhIEVCBI4nz69fhp02AffbHtNo6dBwRESkCKnAkcf6tV2Hpt6S0NFxERLJEBY4kzpeNg9ZtYI+uoaOIiEiRUIEjifJzvoCZH2D6HoVJ6cdNRESyQ3/jSKL8lPFQtx6m12Gho4iISBFRgSOJ8atW4l8tw+x/MKZJs9BxRESkiKjAkcT46WWwZpV2LhYRkaxTgSOJ8N6nJxdvvxOm086h44iISJFRgSPJmPlvmDsLc4h6b0REJPtU4EgifNl4aNQE0+3g0FFERKQIqcCRWue/XYx/6xXMgYdh6tcPHUdERIqQChypdf6lCVBejtHOxSIiEogKHKlVvrwcP+V52LMrZut2oeOIiEiRUoEjteud1+HbRaS0NFxERAJSgSO1KiobBy1bwz7dQkcREZEipgJHao3/eg58+A6m95GYVJ3QcUREpIipwJFa46c8B3VKMAf3Cx1FRESKnAocqRV+zWr8y5Mw+/XCNGsROo6IiBQ5FThSK/zrU2HVCp07JSIiOUEFjtTY9+dObbs97LR76DgiIiIqcKQWfPYxzPoMc8hPMMaETiMiIqICR2rOl42HBg0xB/QJHUVERARQgSM15Jctxc+Yhul5KKZBw9BxREREACgJHcBa2xJ4GOgIfAFY59ySKq7bDrgL6AB44Gjn3BdZCypV8i9PhPXrde6UiIjklFzowbkcmOSc2xmYlHlelfuBvzrndge6AwuylE+qkT536jnYdW9Mu+1CxxEREfle8B4cYADQN/N4FFAG/KbyBdbaPYAS59xEAOfc8izmk2qsffs1WDif1EnDQkcRERH5gVwocLZxzs0DcM7Ns9ZuXcU1uwDfWmsfBzoBLwCXO+fKs5hTNrBy/OOwVQvo0iN0FBERkR/ISoFjrX0BaFPFW1fE/IgS4GCgKzCL9JydM4C7q7jXcGA4gHOO0tLSLUgcI1BJSWKfnQ/K589l4Vuv0viUM2nSpqr/tMWj2H8WQG0AagNQG1RQO+RGG2SlwHHOHV7de9ba+dbatpnem7ZUPbdmDvAv59xnme95EuhBFQWOc+4O4I7MU79w4cIa569KaWkpSX12PvCzv6TuLnuyar+DWF3E7QD6WQC1AagNQG1QQe2QbBu0a9cu1nW5MMn4aaBiEscw4KkqrnkDaGGtbZ15fijwQRaySTVMx51pOeIOTMvi/leKiIjkplwocEYA/ay1M4F+medYa7tZa+8CyMy1+RUwyVr7HmCAOwPlFRERkRxnvPehMyTJz507N5EPVhek2qCC2kFtAGoDUBtUUDtkZYhqk+cC5UIPjoiIiEitUoEjIiIiBUcFjoiIiBQcFTgiIiJScFTgiIiISMFRgSMiIiIFRwWOiIiIFBwVOCIiIlJwVOCIiIhIwVGBIyIiIgVHBY6IiIgUnII/iyp0ABEREal1RX8WlUnql7X2zSQ/Px9+qQ3UDmoDtYHaQO0QqA02qdALHBERESlCKnBERESk4KjA2XJ3hA6QA9QGaWoHtQGoDUBtUEHtkANtUOiTjEVERKQIqQdHRERECk5J6AD5yFrbH7gRqAPc5ZwbEThSVllr7wGOARY45/YKnScEa20H4H6gDRABdzjnbgybKvustQ2AqUB90n+ePOqcuypsquyz1tYBZgBfOeeOCZ0nBGvtF8AyoBxY75zrFjZR9llrmwN3AXuR3qbkp865V8Omyh5r7a7Aw5Ve2gG40jl3Q4g86sHZTJk/yEYCRwF7AKdba/cImyrr7gP6hw4R2HrgUufc7kAP4IIi/DkAWAMc6pzrDHQB+ltrewTOFMLFwIehQ+SAQ5xzXYqxuMm4EXjOObcb0Jki+5lwzn2c+e/fBdgPWAk8ESqPenA2X3fgE+fcZwDW2oeAAcAHQVNlkXNuqrW2Y+gcITnn5gHzMo+XWWs/BLaliH4OAJxzHlieeVo386uoJvZZa9sDPwGuBX4ZOI4EYq1tBvQGzgBwzq0F1obMFNhhwKfOuS9DBVCBs/m2BWZXej4HOCBQFskBmWKvK/Ba4ChBZHo13wR2AkY654qtHW4Afg00DR0kMA9MsNZ64HbnXPBVNFm2A/ANcK+1tjPp/ycuds6tCBsrmNOAB0MG0BDV5qtqB8Wi+her/Je1tgnwGHCJc25p6DwhOOfKM13S7YHu1tqimZdlra2Yi/Zm6Cw54EDn3L6kh+8vsNb2Dh0oy0qAfYFbnXNdgRXA5WEjhWGtrQccBzwSMocKnM03B+hQ6Xl7YG6gLBKQtbYu6eLmAefc46HzhOac+xYoo7jmZx0IHJeZYPsQcKi1dkzYSGE45+Zmvi4gPe+ie9hEWTcHmFOpB/NR0gVPMToKeMs5Nz9kCBU4m+8NYGdrbadMlXoa8HTgTJJl1loD3A186Jz7v9B5QrHWts6sHMFa2xA4HPgobKrscc79j3OuvXOuI+k/C150zg0OHCvrrLWNrbVNKx4DRwDvh02VXc65r4HZmZVEkJ6DUlRz8io5ncDDU6A5OJvNObfeWnsh8DzpZeL3OOf+HThWVllrHwT6AqXW2jnAVc65u8OmyroDgSHAe9batzOv/dY5Ny5gphDaAqMy83BSgHPOPRM4k2TfNsAT1lpI/70y1jn3XNhIQfwceCDzj9/PgDMD58k6a20joB/ws9BZtJOxiIiIFBwNUYmIiEjBUYEjIiIiBUcFjoiIiBQcFTgiIiJScFTgiIiISMFRgSMiIiIFR/vgiEhWWGvLSJ+w3MY5tyahe9xHejfZ3yXx+SKSP9SDIyKJyxxIejDpc9uOS+gedWrhM/SPPpECof+ZRSQbhgLTSZ+4PozMIXyZHpfVwI5AD+AtYKhz7svM+7sB/wD2I31S8++dc67S964Ctgf6AL8ABgHeWnsJMNk5d2zmdOudnXOfVPq+Oc6531lr+wJjMvf4BTARGJI5RPN/gY6kt9s/1zn3bjJNIyJJUA+OiGTDUOCBzK8jrbXbVHpvEHANUAq8nbmm4kyjicBYYGvS59vcYq3ds9L3DgSuBZoC92e+9y/OuSbOuWNjZmsDtCRdKA231u4L3EN6q/lWwO3A09ba+pv7mxaRcNSDIyKJstYeRLp4cM65hdbaT0kXJtdnLnnWOTc1c+0VwHfW2g5AL+AL59y9mevestY+BpwMVJz/9pRz7uXM49WZs5A2V0T6PLU1mQznALdXOhV6lLX2t6R7mKZsyQ1EJPtU4IhI0oYBE5xzCzPPx2ZeqyhwZldc6Jxbbq1dDLQjXRQdYK39ttJnlQCjKz2fTc1945xbXen59sAwa+3PK71WL5NJRPKEChwRSYy1tiFggTrW2q8zL9cHmltrO2eed6h0fRPSw0VzSRcvU5xz/TZyiw1PC67q9OCVQKNKz9sAczbyPbOBa51z127kviKS41TgiEiSjgfKgb2BtZVed6Tn5QAcnRnGep30XJzXnHOzrbXPACOstUOAhzLXdgGWO+c+rOZ+84EdNnjtbWCgtfbfQD/SE5JnbCTzncAT1toXMpkaAX2Bqc65ZZv4/YpIjtAkYxFJ0jDgXufcLOfc1xW/gJtJTy4uIT1kdRWwmPRqqUEAmWLiCOA00j06XwN/Jt0DVJ27gT2std9aa5/MvHYxcCzwbeazn6zumzP3ncH/t3PHNgCCABBFz01t2NodHAEbSxoLYnJ5bwLofo6EZLxnvJNcSc5v1wb+dsy5WnQB9vMxH7CLBQcAqCNwAIA6nqgAgDoWHACgjsABAOoIHACgjsABAOoIHACgjsABAOo8yTdNeDHy82EAAAAASUVORK5CYII=\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: -0.06364856635450167\n", "Number of source used: 80580\n", "RMS: 0.021638503175454352\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: -0.05840845867184896\n", "Number of source used: 65026\n", "RMS: 0.016524230909853454\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", "text/plain": [ "
" ] }, "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", "text/plain": [ "
" ] }, "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": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Aperture correction for z band:\n", "Correction: -0.058563401863963804\n", "Number of source used: 80697\n", "RMS: 0.02760028468976214\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_GAMA-09.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
034095800002127.73393631652531.625375990080261133.51310343.8542848.0474660.227726440.26488870.596271833.87795644.91243750.1217840.250879760.31592941.321309420.0869670.007377736False19.7949750.0065580662False19.6958240.013474049False20.0752070.00804030919.7690830.00763743919.6499330.0286221560.9
134095800004127.731594448210811.62651958805388595.79705322.89418251.764670.205270810.271933671.13397177.27611226.80345256.5784720.250878840.31592911.731722421.9919820.038445387False20.5006870.012896213False19.6149220.023784446False21.745250.03743595620.3295230.01279744519.5183720.033231610.05
234095800010127.705572704455921.6257447333925574107.717316196.04898265.086030.328163860.41729190.94721055108.436455197.18114271.47530.25087960.315930521.530085918.819290.003307726False18.169090.0023109985False17.841530.0038795732False18.8120610.002511969318.1628360.001739604417.8156740.0061194130.9
334095800015127.704563560766631.6259174161559022.902796311.00092825.9730190.165854360.210351820.83507414.21439613.55186327.2382810.250878190.31593111.620209622.7429580.06203469False21.2964250.020760665False20.3636930.034908153False22.3381610.0646326321.0700020.0253114920.312050.064582640.9
434095800034127.746139257268331.62573574982969742725.39755222.4956918.98241.19581781.818940517.909482567.76884784.9751002.39040.250878480.31810951.565895915.3114240.00047638654False14.6053050.00037815058False14.2998960.0028103797False15.376110.0001060795914.70037.218073e-0516.3974080.00169609560.9
534095800035127.747883628077131.6286506252493549148.56592544.4384973.355470.366193560.62470937221.5728148.38101546.31177nan0.250879560.31592914nan18.4702070.0026761834False17.0601270.001245815False16.4293210.24715492False18.4715540.001835740417.0563980.0006278754nannan0.9
634095800037127.745943822277181.62819737192558051.92800683.812801nan0.195154920.23864107nan2.0098014.39839120.359599440.250878330.315930430.332981723.1872330.10989939False22.4468920.06795561FalsenannanFalse23.1421170.135529722.2917650.0779869525.0104521.00536940.05
734095800038127.74842804606581.63028430048657441.66173863.412857nan0.237558020.19362408nan1.70697563.6879609nan0.35998970.31592974nan23.3485950.15521413False22.5672070.06159785FalsenannanFalse23.3194310.2289744922.4830340.09300977nannan0.9
834095800092127.598224353544641.6260623149193551.01404981.962419516.532610.290282580.32958815.0567591.18697732.1451120.145053640.379148040.466822680.739677923.884850.3108036False23.1680220.18234919False20.8541490.9888135False23.7138940.3468093323.0713750.2362796225.9961785.5365390.05
934095800110127.519637836389071.625403723165440.618046463.692503514.911140.28976850.344152361.11681540.832083644.10133814.03284550.39147640.473622861.669388224.4224470.50904286False22.4816970.10119386False20.9662250.08131953False24.0995830.5108141322.3676850.1253809221.0321350.129162340.05
\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 4153642 sources.\n", "The cleaned catalogue has 4151704 sources (1938 removed).\n", "The cleaned catalogue has 1935 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_GAMA-09.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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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "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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)" ] }, { "cell_type": "code", "execution_count": 31, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "RA correction: -0.03570928037106569 arcsec\n", "Dec correction: -0.030769226409737768 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "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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)" ] }, { "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": [ "265522 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 }