{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# GAMA-12 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/pyenv/versions/3.7.2/lib/python3.7/site-packages/matplotlib/__init__.py:855: MatplotlibDeprecationWarning: \n", "examples.directory is deprecated; in the future, examples will be found relative to the 'datapath' directory.\n", " \"found relative to the 'datapath' directory.\".format(key))\n", "/opt/pyenv/versions/3.7.2/lib/python3.7/site-packages/matplotlib/__init__.py:846: MatplotlibDeprecationWarning: \n", "The text.latex.unicode rcparam was deprecated in Matplotlib 2.2 and will be removed in 3.1.\n", " \"2.2\", name=key, obj_type=\"rcparam\", addendum=addendum)\n", "/opt/pyenv/versions/3.7.2/lib/python3.7/site-packages/seaborn/apionly.py:9: 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-12.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/pyenv/versions/3.7.2/lib/python3.7/site-packages/numpy/lib/function_base.py:2167: RuntimeWarning: invalid value encountered in ? (vectorized)\n", " outputs = ufunc(*inputs)\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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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "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": [ { "name": "stderr", "output_type": "stream", "text": [ "WARNING: AstropyDeprecationWarning: \"iters\" was deprecated in version 3.1 and will be removed in a future version. Use argument \"maxiters\" instead. [herschelhelp_internal.utils]\n", "WARNING: AstropyDeprecationWarning: \"iters\" was deprecated in version 3.1 and will be removed in a future version. Use argument \"maxiters\" instead. [herschelhelp_internal.utils]\n", "WARNING: AstropyDeprecationWarning: \"iters\" was deprecated in version 3.1 and will be removed in a future version. Use argument \"maxiters\" instead. [herschelhelp_internal.utils]\n", "WARNING: AstropyDeprecationWarning: \"iters\" was deprecated in version 3.1 and will be removed in a future version. Use argument \"maxiters\" instead. [herschelhelp_internal.utils]\n", "WARNING: AstropyDeprecationWarning: \"iters\" was deprecated in version 3.1 and will be removed in a future version. Use argument \"maxiters\" instead. [herschelhelp_internal.utils]\n", "WARNING: AstropyDeprecationWarning: \"iters\" was deprecated in version 3.1 and will be removed in a future version. Use argument \"maxiters\" instead. [herschelhelp_internal.utils]\n", "WARNING: AstropyDeprecationWarning: \"iters\" was deprecated in version 3.1 and will be removed in a future version. Use argument \"maxiters\" instead. [herschelhelp_internal.utils]\n", "WARNING: AstropyDeprecationWarning: \"iters\" was deprecated in version 3.1 and will be removed in a future version. Use argument \"maxiters\" instead. [herschelhelp_internal.utils]\n", "WARNING: AstropyDeprecationWarning: \"iters\" was deprecated in version 3.1 and will be removed in a future version. Use argument \"maxiters\" instead. [herschelhelp_internal.utils]\n", "WARNING: AstropyDeprecationWarning: \"iters\" was deprecated in version 3.1 and will be removed in a future version. Use argument \"maxiters\" instead. [herschelhelp_internal.utils]\n", "WARNING: AstropyDeprecationWarning: \"iters\" was deprecated in version 3.1 and will be removed in a future version. Use argument \"maxiters\" instead. [herschelhelp_internal.utils]\n", "WARNING: AstropyDeprecationWarning: \"iters\" was deprecated in version 3.1 and will be removed in a future version. Use argument \"maxiters\" instead. [herschelhelp_internal.utils]\n", "WARNING: AstropyDeprecationWarning: \"iters\" was deprecated in version 3.1 and will be removed in a future version. Use argument \"maxiters\" instead. [herschelhelp_internal.utils]\n", "WARNING: AstropyDeprecationWarning: \"iters\" was deprecated in version 3.1 and will be removed in a future version. Use argument \"maxiters\" instead. [herschelhelp_internal.utils]\n", "WARNING: AstropyDeprecationWarning: \"iters\" was deprecated in version 3.1 and will be removed in a future version. Use argument \"maxiters\" instead. [herschelhelp_internal.utils]\n", "WARNING: AstropyDeprecationWarning: \"iters\" was deprecated in version 3.1 and will be removed in a future version. Use argument \"maxiters\" instead. [herschelhelp_internal.utils]\n", "WARNING: AstropyDeprecationWarning: \"iters\" was deprecated in version 3.1 and will be removed in a future version. Use argument \"maxiters\" instead. [herschelhelp_internal.utils]\n", "WARNING: AstropyDeprecationWarning: \"iters\" was deprecated in version 3.1 and will be removed in a future version. Use argument \"maxiters\" instead. [herschelhelp_internal.utils]\n", "WARNING: AstropyDeprecationWarning: \"iters\" was deprecated in version 3.1 and will be removed in a future version. Use argument \"maxiters\" instead. [herschelhelp_internal.utils]\n", "WARNING: AstropyDeprecationWarning: \"iters\" was deprecated in version 3.1 and will be removed in a future version. Use argument \"maxiters\" instead. [herschelhelp_internal.utils]\n", "WARNING: AstropyDeprecationWarning: \"iters\" was deprecated in version 3.1 and will be removed in a future version. Use argument \"maxiters\" instead. [herschelhelp_internal.utils]\n", "WARNING: AstropyDeprecationWarning: \"iters\" was deprecated in version 3.1 and will be removed in a future version. Use argument \"maxiters\" instead. [herschelhelp_internal.utils]\n", "WARNING: AstropyDeprecationWarning: \"iters\" was deprecated in version 3.1 and will be removed in a future version. Use argument \"maxiters\" instead. [herschelhelp_internal.utils]\n", "WARNING: AstropyDeprecationWarning: \"iters\" was deprecated in version 3.1 and will be removed in a future version. Use argument \"maxiters\" instead. [herschelhelp_internal.utils]\n", "WARNING: AstropyDeprecationWarning: \"iters\" was deprecated in version 3.1 and will be removed in a future version. Use argument \"maxiters\" instead. [herschelhelp_internal.utils]\n", "WARNING: AstropyDeprecationWarning: \"iters\" was deprecated in version 3.1 and will be removed in a future version. Use argument \"maxiters\" instead. [herschelhelp_internal.utils]\n", "WARNING: AstropyDeprecationWarning: \"iters\" was deprecated in version 3.1 and will be removed in a future version. Use argument \"maxiters\" instead. [herschelhelp_internal.utils]\n", "WARNING: AstropyDeprecationWarning: \"iters\" was deprecated in version 3.1 and will be removed in a future version. Use argument \"maxiters\" instead. [herschelhelp_internal.utils]\n", "WARNING: AstropyDeprecationWarning: \"iters\" was deprecated in version 3.1 and will be removed in a future version. Use argument \"maxiters\" instead. [herschelhelp_internal.utils]\n", "WARNING: AstropyDeprecationWarning: \"iters\" was deprecated in version 3.1 and will be removed in a future version. Use argument \"maxiters\" instead. [herschelhelp_internal.utils]\n", "WARNING: AstropyDeprecationWarning: \"iters\" was deprecated in version 3.1 and will be removed in a future version. Use argument \"maxiters\" instead. [herschelhelp_internal.utils]\n", "WARNING: AstropyDeprecationWarning: \"iters\" was deprecated in version 3.1 and will be removed in a future version. Use argument \"maxiters\" instead. [herschelhelp_internal.utils]\n", "WARNING: AstropyDeprecationWarning: \"iters\" was deprecated in version 3.1 and will be removed in a future version. Use argument \"maxiters\" instead. [herschelhelp_internal.utils]\n", "WARNING: AstropyDeprecationWarning: \"iters\" was deprecated in version 3.1 and will be removed in a future version. Use argument \"maxiters\" instead. [herschelhelp_internal.utils]\n", "WARNING: AstropyDeprecationWarning: \"iters\" was deprecated in version 3.1 and will be removed in a future version. Use argument \"maxiters\" instead. [herschelhelp_internal.utils]\n", "WARNING: AstropyDeprecationWarning: \"iters\" was deprecated in version 3.1 and will be removed in a future version. Use argument \"maxiters\" instead. [herschelhelp_internal.utils]\n", "WARNING: AstropyDeprecationWarning: \"iters\" was deprecated in version 3.1 and will be removed in a future version. Use argument \"maxiters\" instead. [herschelhelp_internal.utils]\n", "WARNING: AstropyDeprecationWarning: \"iters\" was deprecated in version 3.1 and will be removed in a future version. Use argument \"maxiters\" instead. [herschelhelp_internal.utils]\n", "WARNING: AstropyDeprecationWarning: \"iters\" was deprecated in version 3.1 and will be removed in a future version. Use argument \"maxiters\" instead. [herschelhelp_internal.utils]\n", "WARNING: AstropyDeprecationWarning: \"iters\" was deprecated in version 3.1 and will be removed in a future version. Use argument \"maxiters\" instead. [herschelhelp_internal.utils]\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "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: -0.04667313830054809\n", "Number of source used: 23717\n", "RMS: 0.011444360751639541\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "WARNING: AstropyDeprecationWarning: \"iters\" was deprecated in version 3.1 and will be removed in a future version. Use argument \"maxiters\" instead. [herschelhelp_internal.utils]\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": { "needs_background": "light" }, "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": [ { "name": "stderr", "output_type": "stream", "text": [ "WARNING: AstropyDeprecationWarning: \"iters\" was deprecated in version 3.1 and will be removed in a future version. Use argument \"maxiters\" instead. [herschelhelp_internal.utils]\n", "WARNING: AstropyDeprecationWarning: \"iters\" was deprecated in version 3.1 and will be removed in a future version. Use argument \"maxiters\" instead. [herschelhelp_internal.utils]\n", "WARNING: AstropyDeprecationWarning: \"iters\" was deprecated in version 3.1 and will be removed in a future version. Use argument \"maxiters\" instead. [herschelhelp_internal.utils]\n", "WARNING: AstropyDeprecationWarning: \"iters\" was deprecated in version 3.1 and will be removed in a future version. Use argument \"maxiters\" instead. [herschelhelp_internal.utils]\n", "WARNING: AstropyDeprecationWarning: \"iters\" was deprecated in version 3.1 and will be removed in a future version. Use argument \"maxiters\" instead. [herschelhelp_internal.utils]\n", "WARNING: AstropyDeprecationWarning: \"iters\" was deprecated in version 3.1 and will be removed in a future version. Use argument \"maxiters\" instead. [herschelhelp_internal.utils]\n", "WARNING: AstropyDeprecationWarning: \"iters\" was deprecated in version 3.1 and will be removed in a future version. Use argument \"maxiters\" instead. [herschelhelp_internal.utils]\n", "WARNING: AstropyDeprecationWarning: \"iters\" was deprecated in version 3.1 and will be removed in a future version. Use argument \"maxiters\" instead. [herschelhelp_internal.utils]\n", "WARNING: AstropyDeprecationWarning: \"iters\" was deprecated in version 3.1 and will be removed in a future version. Use argument \"maxiters\" instead. [herschelhelp_internal.utils]\n", "WARNING: AstropyDeprecationWarning: \"iters\" was deprecated in version 3.1 and will be removed in a future version. Use argument \"maxiters\" instead. [herschelhelp_internal.utils]\n", "WARNING: AstropyDeprecationWarning: \"iters\" was deprecated in version 3.1 and will be removed in a future version. Use argument \"maxiters\" instead. [herschelhelp_internal.utils]\n", "WARNING: AstropyDeprecationWarning: \"iters\" was deprecated in version 3.1 and will be removed in a future version. Use argument \"maxiters\" instead. [herschelhelp_internal.utils]\n", "WARNING: AstropyDeprecationWarning: \"iters\" was deprecated in version 3.1 and will be removed in a future version. Use argument \"maxiters\" instead. [herschelhelp_internal.utils]\n", "WARNING: AstropyDeprecationWarning: \"iters\" was deprecated in version 3.1 and will be removed in a future version. Use argument \"maxiters\" instead. [herschelhelp_internal.utils]\n", "WARNING: AstropyDeprecationWarning: \"iters\" was deprecated in version 3.1 and will be removed in a future version. Use argument \"maxiters\" instead. [herschelhelp_internal.utils]\n", "WARNING: AstropyDeprecationWarning: \"iters\" was deprecated in version 3.1 and will be removed in a future version. Use argument \"maxiters\" instead. [herschelhelp_internal.utils]\n", "WARNING: AstropyDeprecationWarning: \"iters\" was deprecated in version 3.1 and will be removed in a future version. Use argument \"maxiters\" instead. [herschelhelp_internal.utils]\n", "WARNING: AstropyDeprecationWarning: \"iters\" was deprecated in version 3.1 and will be removed in a future version. Use argument \"maxiters\" instead. [herschelhelp_internal.utils]\n", "WARNING: AstropyDeprecationWarning: \"iters\" was deprecated in version 3.1 and will be removed in a future version. Use argument \"maxiters\" instead. [herschelhelp_internal.utils]\n", "WARNING: AstropyDeprecationWarning: \"iters\" was deprecated in version 3.1 and will be removed in a future version. Use argument \"maxiters\" instead. [herschelhelp_internal.utils]\n", "WARNING: AstropyDeprecationWarning: \"iters\" was deprecated in version 3.1 and will be removed in a future version. Use argument \"maxiters\" instead. [herschelhelp_internal.utils]\n", "WARNING: AstropyDeprecationWarning: \"iters\" was deprecated in version 3.1 and will be removed in a future version. Use argument \"maxiters\" instead. [herschelhelp_internal.utils]\n", "WARNING: AstropyDeprecationWarning: \"iters\" was deprecated in version 3.1 and will be removed in a future version. Use argument \"maxiters\" instead. [herschelhelp_internal.utils]\n", "WARNING: AstropyDeprecationWarning: \"iters\" was deprecated in version 3.1 and will be removed in a future version. Use argument \"maxiters\" instead. [herschelhelp_internal.utils]\n", "WARNING: AstropyDeprecationWarning: \"iters\" was deprecated in version 3.1 and will be removed in a future version. Use argument \"maxiters\" instead. [herschelhelp_internal.utils]\n", "WARNING: AstropyDeprecationWarning: \"iters\" was deprecated in version 3.1 and will be removed in a future version. Use argument \"maxiters\" instead. [herschelhelp_internal.utils]\n", "WARNING: AstropyDeprecationWarning: \"iters\" was deprecated in version 3.1 and will be removed in a future version. Use argument \"maxiters\" instead. [herschelhelp_internal.utils]\n", "WARNING: AstropyDeprecationWarning: \"iters\" was deprecated in version 3.1 and will be removed in a future version. Use argument \"maxiters\" instead. [herschelhelp_internal.utils]\n", "WARNING: AstropyDeprecationWarning: \"iters\" was deprecated in version 3.1 and will be removed in a future version. Use argument \"maxiters\" instead. [herschelhelp_internal.utils]\n", "WARNING: AstropyDeprecationWarning: \"iters\" was deprecated in version 3.1 and will be removed in a future version. Use argument \"maxiters\" instead. [herschelhelp_internal.utils]\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "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: -0.04464416991417153\n", "Number of source used: 19270\n", "RMS: 0.011583695530186976\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "WARNING: AstropyDeprecationWarning: \"iters\" was deprecated in version 3.1 and will be removed in a future version. Use argument \"maxiters\" instead. [herschelhelp_internal.utils]\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": { "needs_background": "light" }, "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": [ { "name": "stderr", "output_type": "stream", "text": [ "WARNING: AstropyDeprecationWarning: \"iters\" was deprecated in version 3.1 and will be removed in a future version. Use argument \"maxiters\" instead. [herschelhelp_internal.utils]\n", "WARNING: AstropyDeprecationWarning: \"iters\" was deprecated in version 3.1 and will be removed in a future version. Use argument \"maxiters\" instead. [herschelhelp_internal.utils]\n", "WARNING: AstropyDeprecationWarning: \"iters\" was deprecated in version 3.1 and will be removed in a future version. Use argument \"maxiters\" instead. [herschelhelp_internal.utils]\n", "WARNING: AstropyDeprecationWarning: \"iters\" was deprecated in version 3.1 and will be removed in a future version. Use argument \"maxiters\" instead. [herschelhelp_internal.utils]\n", "WARNING: AstropyDeprecationWarning: \"iters\" was deprecated in version 3.1 and will be removed in a future version. Use argument \"maxiters\" instead. [herschelhelp_internal.utils]\n", "WARNING: AstropyDeprecationWarning: \"iters\" was deprecated in version 3.1 and will be removed in a future version. Use argument \"maxiters\" instead. [herschelhelp_internal.utils]\n", "WARNING: AstropyDeprecationWarning: \"iters\" was deprecated in version 3.1 and will be removed in a future version. Use argument \"maxiters\" instead. [herschelhelp_internal.utils]\n", "WARNING: AstropyDeprecationWarning: \"iters\" was deprecated in version 3.1 and will be removed in a future version. Use argument \"maxiters\" instead. [herschelhelp_internal.utils]\n", "WARNING: AstropyDeprecationWarning: \"iters\" was deprecated in version 3.1 and will be removed in a future version. Use argument \"maxiters\" instead. [herschelhelp_internal.utils]\n", "WARNING: AstropyDeprecationWarning: \"iters\" was deprecated in version 3.1 and will be removed in a future version. Use argument \"maxiters\" instead. [herschelhelp_internal.utils]\n", "WARNING: AstropyDeprecationWarning: \"iters\" was deprecated in version 3.1 and will be removed in a future version. Use argument \"maxiters\" instead. [herschelhelp_internal.utils]\n", "WARNING: AstropyDeprecationWarning: \"iters\" was deprecated in version 3.1 and will be removed in a future version. Use argument \"maxiters\" instead. [herschelhelp_internal.utils]\n", "WARNING: AstropyDeprecationWarning: \"iters\" was deprecated in version 3.1 and will be removed in a future version. Use argument \"maxiters\" instead. [herschelhelp_internal.utils]\n", "WARNING: AstropyDeprecationWarning: \"iters\" was deprecated in version 3.1 and will be removed in a future version. Use argument \"maxiters\" instead. [herschelhelp_internal.utils]\n", "WARNING: AstropyDeprecationWarning: \"iters\" was deprecated in version 3.1 and will be removed in a future version. Use argument \"maxiters\" instead. [herschelhelp_internal.utils]\n", "WARNING: AstropyDeprecationWarning: \"iters\" was deprecated in version 3.1 and will be removed in a future version. Use argument \"maxiters\" instead. [herschelhelp_internal.utils]\n", "WARNING: AstropyDeprecationWarning: \"iters\" was deprecated in version 3.1 and will be removed in a future version. Use argument \"maxiters\" instead. [herschelhelp_internal.utils]\n", "WARNING: AstropyDeprecationWarning: \"iters\" was deprecated in version 3.1 and will be removed in a future version. Use argument \"maxiters\" instead. [herschelhelp_internal.utils]\n", "WARNING: AstropyDeprecationWarning: \"iters\" was deprecated in version 3.1 and will be removed in a future version. Use argument \"maxiters\" instead. [herschelhelp_internal.utils]\n", "WARNING: AstropyDeprecationWarning: \"iters\" was deprecated in version 3.1 and will be removed in a future version. Use argument \"maxiters\" instead. [herschelhelp_internal.utils]\n", "WARNING: AstropyDeprecationWarning: \"iters\" was deprecated in version 3.1 and will be removed in a future version. Use argument \"maxiters\" instead. [herschelhelp_internal.utils]\n", "WARNING: AstropyDeprecationWarning: \"iters\" was deprecated in version 3.1 and will be removed in a future version. Use argument \"maxiters\" instead. [herschelhelp_internal.utils]\n", "WARNING: AstropyDeprecationWarning: \"iters\" was deprecated in version 3.1 and will be removed in a future version. Use argument \"maxiters\" instead. [herschelhelp_internal.utils]\n", "WARNING: AstropyDeprecationWarning: \"iters\" was deprecated in version 3.1 and will be removed in a future version. Use argument \"maxiters\" instead. [herschelhelp_internal.utils]\n", "WARNING: AstropyDeprecationWarning: \"iters\" was deprecated in version 3.1 and will be removed in a future version. Use argument \"maxiters\" instead. [herschelhelp_internal.utils]\n", "WARNING: AstropyDeprecationWarning: \"iters\" was deprecated in version 3.1 and will be removed in a future version. Use argument \"maxiters\" instead. [herschelhelp_internal.utils]\n", "WARNING: AstropyDeprecationWarning: \"iters\" was deprecated in version 3.1 and will be removed in a future version. Use argument \"maxiters\" instead. [herschelhelp_internal.utils]\n", "WARNING: AstropyDeprecationWarning: \"iters\" was deprecated in version 3.1 and will be removed in a future version. Use argument \"maxiters\" instead. [herschelhelp_internal.utils]\n", "WARNING: AstropyDeprecationWarning: \"iters\" was deprecated in version 3.1 and will be removed in a future version. Use argument \"maxiters\" instead. [herschelhelp_internal.utils]\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "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: -0.06427007912088101\n", "Number of source used: 34963\n", "RMS: 0.017483249006434252\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "WARNING: AstropyDeprecationWarning: \"iters\" was deprecated in version 3.1 and will be removed in a future version. Use argument \"maxiters\" instead. [herschelhelp_internal.utils]\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-12.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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433105900072172.99082567555453-0.124995379631068630.106488190.881712731.93034460.208385110.313179280.38737460.355140951.03910682.19429850.36428680.60770380.6645002426.3317492.1246605False24.0366820.3856472False23.1859130.21788163False25.0239981.113696923.8583490.634974123.046760.32879390.9
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833105900076172.8953259973797-0.12450095161744452365.701420.13152730.50893441.37967220.31313780.3971554637.332188nannan0.23480305nannan17.4921880.0040961285False26.1024632.5849009False24.6333470.8472724False19.9697910.006828803nannannannan0.9
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\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 3844247 sources.\n", "The cleaned catalogue has 3843655 sources (592 removed).\n", "The cleaned catalogue has 591 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-12.fits\")\n", "gaia_coords = SkyCoord(gaia['ra'], gaia['dec'])" ] }, { "cell_type": "code", "execution_count": 30, "metadata": {}, "outputs": [ { "data": { "image/png": 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6ndjUqOwg2rSYbepFm6ifW+tnMjrSaQ2zs2WYJo+sn2gfcnZdhjFgeDjTMjjuvfGbybz686kzCf1etCmufi/aRP1M/eyXAQDDyEgWk5NFEMlAw5hdJ35wPCoI3yy4HrfOpPV70aZ29HvRJurnhbGpn/q5zWqJFpCzIwiCIAYecnZdRw5RxA2EtxNwn29wvRv6ZNOx26ZetKlT/V6wiVO4LlEoZtdlhACmpkoYHs7YE8qlvJ0ElKhAdpR+ozo71W9mU6f6vdimhbQpeGy+5+9WPw1KP8e1abH6OWiTnFhOK6gkCTm7BcCyOKanSxgeTiOd1nzBaaBxINsriw5kh/Ub1enoB2Vx9TuxqZX+fG1qpJ+ETa30k+rn4OdesGkh+7mdfvKymPdzt79jhUI1cgEKojNoGHMBSSKNuNGXfzHpNZuSsKfX2gT0nk29Zk9SLGa7hABM01q08w8y5OwIgiCIgYec3QKh6ypyObnzQVSMZj6yXtDvRZs60e9Fm4LHesWmZjYmbVMwzjWo/cwY3Pg+kSwUs1sARkay0DQVilIfq/fe5O0Exx19L53oe2WDaNNitakdm6La32/9nJRN7er34rUP6rdrk6oqGBvLoVSqoVSqgUgG+vnQZRhj0PW6o3Nkzt/Bz1Eyr04z/UZ1NtOPY1Orcx4LNrWr326dC9km77FesYn6OXw8m9VAJAc5O4I4xogauiOSh/q5tyBnRxDHGN63DaJ7UD/3Fn3p7Gq1Gr70pS/hTW96EzZu3IirrroKjz32WNv1XHfddVi/fj2+8IUvdMFKiRAClsXBeevgdNxAfCtZo8/zqbNT/aRsSrJNwXoWq01e2UL2c7O2Uz8nZ1Mn/cy5QK1GUxCSpC+d3Q033IC7774bl156KW666SYoioLrrrsOTz/9dOw6fvzjH+PJJ5/sopV1pqZKKJWqvhvbGZePkgH1L0GULK5+ozod+XzqXCybWul3YlO32tSLNlE/934/c84xN1fG3FwFRHL0nbPbs2cPHnzwQXzqU5/C3/zN3+Dd73437r77bhx33HHYvn17rDpqtRpuvvlmfOADH+iytXXKZQPFosysahS0jitLSr9ZcL2fbeqVNvWiTf3az+2UWyib4ui3a5MQwMxMmd7qukDfObuHH34YmqbhyiuvdGXpdBpXXHEFnnrqKRw+fLhlHd/61rdQqVQW1NlJROsiBEEQROL0nbPbu3cv1q5di3w+75Nv3LgRQgjs3bu3qf7ExAS+9rWv4frrr0c2m+2mqSG80w8IgiCCMEbPiW7Rd85uYmICK1asCMmXL18OAC3f7L785S9j7dq1uOyyy7piXxSMMQwPZ5DN+ldQiRMwDx6PGxyfr/4g2DSIbepFmxaiTY7Me2yxbep2P4+MZN3Vlojk6LsVVCqVCjQtPNkynU4DAKrVxtti7NmzB/fddx927tzpGyvvNuPjeTDWOGDt0EgWlMeVJaU/3zq72SaHhW5T0v3s/Oklm3q9n3vRpqS/Y7mcDl1PYXq6BCIZ+u7NLpPJwDDC2184Ts5xekGEEPjCF76Ad7zjHfjDP/zDrtroRT7MWgen62XDsmDZuLIk9edTZ6M6FrtNvWhTJ/3cbZuonxfHJlUNy4n503dvdsuXL48cqpyYmACAyCFOAPjhD3+IPXv24Prrr8eBAwd8xwqFAg4cOIBly5Yhk8kkbzRBEASxqPSds9uwYQN27tyJYrHoS1J55pln3ONRHDx4EJxz/OVf/mXo2K5du7Br1y58/etfx1ve8pbuGB6DqOGMxcY7bNRJHUm2qRdt6pRebFMv2tQpvdimJGwiWtN3zm7Lli248847ce+99+Kaa64BIOfN7dq1C2eddRZWrlwJQDq3crmMU089FQBw/vnn48QTTwzV95GPfARve9vbcMUVV+DMM89M3F4hBEqlWmTA2evcgoHqKFkc/W7U2U39RnX2epuSqjPqM/Vzb9vUTD+pfhYCmJtrnH9AtE/fObtNmzZhy5Yt2L59OyYmJrB69Wrs3r0bBw8exM033+yW27ZtG5544gk899xzAIDVq1dj9erVkXWedNJJePvb3941m0ulGioVA6OjWaiq4vtVmFRwvVWdzfQb1dmpfid1dqtNvWjTILapF23qlzZVqyYKhQoifC/RAX3n7ADglltuwW233Yb7778fMzMzWL9+PXbs2IGzzz57sU1rCOcClYqBfN6fQOP8kgsGsoMy77Eo/VZ1dku/F21qpt9rNkWVjSvr1TZ1q5+iGLT7WQigXK6Ro+sCfens0uk0tm3bhm3btjUss3Pnzlh1OW9+BEEQxODSd1MP+hXGAF0P/7aIihM0OxaUNdOPU2en+r1oUxwb2y2/2G3qRZsWsp/jyvv92jd6ThCdQ726AOh6CsPDGTgjFu18IRuVbRVcjxo6SVJ/PrJu29ROwkFc+6mf29dvJGtW9li0qZF+LqcjnU5hbq4C0+SR9RPtQ86uyzAGjIxkIsbm5x8wd+St6vR+mZLUb1Znq7LdsimufjuyhbKpn/pZiHCyRVybWrWpF699q7Ld6mdVVTAyksXkZBFEMtAwZtdpL7geJWvrbAug307CwELZ1I5+L9rUL/3cizZ1qt+LbZLPgraqJVpAzo4gCIIYeMjZdR05RBE3EN5OwH2+wfWk9HvRpvnGuRbbpp7rZyEgOAeEkH/mcf7Ebeqyfq/Z1CAcSMwTitl1GSGAqakSRkYyUBTFHZpwxurjfBmiAtlR+o3q7FS/E5u61aZmdXa7TUn2c/BYT/SzI3ce2M7nQJypn/o5KZu61aZgnbWaiUKBVlBJkobO7p//+Z87qvjSSy/F8ccf31Edg4JlcUxNlTA8nEY6rfmC00DjQLZXFhXIjtJvVKejP586O7WplX5QFrdN3bSplX5S/Rz83M02xepnISBgR5o95QVji9rPQQb5fi4UqqhUwju7EJ3R0Nnddtttkb9W4sAYw6ZNm8jZBTBNjgY7EMWm0Ze/k/rmc42DdfQSvdimXrSpU3qxTb1oUzsIAZimtWjnH2SaDmNu27YN559/flsVTk9P46qrrurIKIIgCIJIkqbObunSpQ0XT27E8PBwRwYNKpqmIpttvPOBd0gjSuYt75XF1W9UZ6f6vWhTs3jIYtvU1/0MLGo/Axj4fmYMGBrKYG6uAsuiCeVJ0tDZ3XPPPVi7dm3bFY6MjOCee+7B+vXrOzJskBgZyUDXU5FfXiB+IDsJ/WZ1dqrfi23qRZtanWuh2tTQJkjH5pMJDiEYhKJ4ZJ4EFgchpH5gOLEX+rkXr32ULJVSMDaWQ7FYQ7lcA5EMDZ3dfHcQUFW1p3cfWGgYYz5H58iCv/6i4gSNAtmN9BvV6ZW3W2en+nHqXOg29aJNC9mmIIwxCM59yx8wxgAhIASv2wQBcAuCKf6ywpPUEpR5neMx0s9RfTwf/VxOI2eXIDTPjiCOMYJvLfOoIJ7sGKfjfiYSJbaz+6d/+idcdtllDY9ffvnluOOOOxIxiiB6AiHqf6LkC6WfJPYwYzyb6GHdCY3e8IjFIbaze+SRR3DOOec0PP76178e3//+9xMxapAQQsCyODgXPpn3b+ez90+rss1kjT7Pp85O9YP1zFd/wW0Knsf+Iziv69srjETaFEPflbXSd1YySahNbjnn/JYJQEDAkXEIwV1X56sT4ZhWpE0AEBGTOpbu53bKBeWcC9RqNAUhSWI7uwMHDuDUU09teHzt2rXYv39/IkYNGlNTJZRKVd+NzRgLBagdGVD/EkTJnLJRsmCAfT76ndjUrTYtqE2cu87AeQvyOggG1OX2NZ6PvuDN9X3n6UabOIfglt8mp02OzK1TOrpY/cwYwKLL0v3cuk7OOebmKpibq6AbaFZ36u11Yjs7IQRmZ2cbHp+bmwPnlCrbiHLZQKkkg81RAep2ZI0+L5R+szoXq01eWSJtCtoHSAeQqD6a6kedp/ttatDOiHMnfe80q7NZ2wfpfhYCmJkpo1Yz0S1YjZxdU9atW4cf/ehHDY//6Ec/mtdUhWMJ7zAFQRAEsXDEdnbvete78PTTT+Nv//ZvMT097cqnp6dx00034emnn8a73vWurhg5KCgKa12IIIhjFsboOdEtYu968Od//ud4/PHHsWvXLtx3331YtWoVAOCVV14B5xwXXngh3vve93bN0H6GMSCfzyCTkd3tjPMHA9XecXvv396yUbJm+nHqXGib2tWfT50dt0keaK7frM4W+r3Rz/77pGWd9rGWbWKsK21yyrWqs/f6uT2bRkayNKG8C7S1xc+tt96K888/Hw888ABeeuklAMBb3vIWXHLJJbjooou6YuAgMD4+BBn2iA5YOzSStQp4x6lzMfSb1dkLbWpok6K4ySfeB7xbziuLeiB79ZvZBAEmBBjn7sokTHgyL1F3SgywJ3QzCDhl607Itcn7IHUerJzLCeFOWWE/ZF19z/C676O3nx1JeGeAUD9HOMfIfu7Fa98j93MupyOdTmF6ugQiGdrez+6SSy7BJZdc0g1bBhIZoI4KRIfX5Av+u1HZuLLF1u9Fm7zHmtbJ7Kw5zsN1OvrNzsWYu+yW90z1Or1nF2Dckg89b50Q4TYJ/6omsOsP2glAOtFGZb3lwCB4RD/ZxrOgTYje7iesL3wrqDQquxj3Ti/a5JXLoczuDGcqqWNzG9N5raBiGAaOHDkCw6A9l4hjlAgHShD9ADe7l+nZy7Tl7Pbt24drr70Wmzdvxpvf/GY8+eSTAICjR4/iAx/4AB577LGuGHms4B3m6BWSsKfX2gS0YVNcpybHBt0hPFcWVS70AiQgTBOwLJ9dgnPAMv0yIQDTdCenuzJuQQTLch6uUwjAMsN2cguImjokENZ35uzFwDshvhfo63uR6IjYzm7fvn14z3veg+effx4XX3yx79jSpUtRKBRw3333JW5gvyOEQKlUcx2Z16EFP3t1oo7H0U/6eBI2taq/G21KtJ8Zqyej2MOX7nHhTM62PzvOgHM3SUXYQ48Qwl2lxD0HpKNz6zNNCMuCMAwI05DOwqjZ/zZdRydMQ8o4l06O2/VZ8jg3anXn56kTRs3WMeTKKdyCsAzbZhPCNPz2CSF9OBf2OTwOz7Lqk9Wj+ll4+iTimnTr2nf7fl4ImziXO5YTyRF78Pb222/HsmXLsHv3btRqtZBjO/fcc/Hwww8nbuAgUCrVUK2aGBnJQlX98Q7vjd9JcL1Vnd3U7yebvPK26rT/RNbp2urUKzWCCSyyTajLOJdvU562CuG8eflfKoXgABR41O23O+c8HptMI6xvyaGroL5wVL36to6//cKu09MmhCd7N+xn+3Ov3Du9/B2r1UzMzVV9jpDonNhvdk899RSuvPJKDA0NRQb8jz/+eBw+fDhR4wYJy+KoVMKpxCziIRAlCx5r9O+F1u9Fm+Lqd8+miCQEN13FV0ETm0KnC6UrRJZpVz/wQHX0opJVwn3S7PzJ9nPQqbar3w2buqEvBNyRoG6hQkA3y12rv1eJ7ewqlQpGR0cbHi8Wi4kYRBAEQXSPwjO/BKsee1MaYju7k046Cc8++2zD40888UTThaIJQNPUkKzdX3DB8out34s2xbFxwW1qc7sc6ud49Q7a/cwYoOvH5tSAbhPb2V100UW477778Itf/MKVOa/gd999N37yk5/g0ksvTd7CAUDXU1i6NA9Nq6+g4h2zD8qCgeyost6/o8o6c3fmq9/q/IthUyf6Xe3nOH1iB/185QJ1uX8MM3zMTlDx1ck5RLUStt9ObPHJTcuXRSmEkJmahuEvxzlEuRihX7ep3qZwGwAR1nXORfdzLP1sVsfYWA6qSntrJ0nsnxBbt27Fo48+imuvvRbr1q0DYwy33HILJicn8eqrr+Lcc89dsOXCarUabr/9dtx///2YnZ3Fhg0bcP311+MNb3hDU71HHnkEDz30EPbs2YOjR4/iuOOOw9ve9jZ8+MMfxvDwcFdsZQwYGclEjM3PP9kiblnny9RIvx9taqTvfYAseJsA3/JgQZt8Kf2yIIRlAZYFJlA/bjsqBtirpShgKoOo1dwywlABPQ1h1ABDxoBFtQKWy0tLDCcubEKoKpiiyrLCfrdUFEC1ZZbcL02YBpiuS5tqTp1VIJcHS6U8NpkQigqktHo7HadDJUdhAAAgAElEQVTHGITgckUYALA4oKiANwGGW3ItGEVJ9NrH1W9HFrdsN+5nxgDGFIyOZjE5SeGhpIj900HXddx11134xCc+AcYYUqkUfvvb3yKfz+P666/Hjh07oKrhYbpucMMNN+Duu+/GpZdeiptuugmKouC6667D008/3VTvM5/5DJ5//nlcdtll+Lu/+zu86U1vws6dO/Ge97wH1Wq30nwjovjOkYhAdpzgdrNj7ejHtSnOeQfZppb6DZInAETOXeO1uqNxsSyZRekraIFXKv46uAVeKnicGqQjq1T8MgAwTfBqVTojjz28UvafXwjwctl1dLYQqFWkU/TAGmzjJSzLt1SZFPJwUkybw7n9fu90YlOb1RItaGtwWNM0bN26FVu3bu2WPS3Zs2cPHnzwQdx444245pprAACXX345Lr74Ymzfvh333HNPQ92vfOUreP3rX++TveY1r8G2bdvw4IMP4s/+7M+6aTpBEMSiM3TGmRAQSBePQqRzqKWyi23SgpDIoLC5gMvPPPzww9A0DVdeeaUrS6fTuOKKK/DUU081nf4QdHQA8Pa3vx0A8PzzzydvLAB4VpYPHQnIguP+rfTi1tkt/SgW26a49rasUwh39Q/fKiBCuKuVwHNOYRr2aie8Xp9pQJg1f1nLBLPkJG9XZk8S9652IoSQw5eGP/7GK2VYk0dgFgv1sqYJa2oC5uSEO59OcA5enIOYnXLfzhx9UZgDr9bncQnOpa2WGTh/FaJYqNcp7NhhYdbVF0LI3c5Nf0wRdp8Io+avk4voFWDme50S1O9GnZ3oN/madURh77OY/a/HUPyvnx9TWZmx3+x+9rOfYc+ePfjIRz7iyr797W/jH/7hH1AqlXDRRRfhi1/8IlJdXmR07969WLt2LfL5vE++ceNGCCGwd+9erFixInZ9R44cAQCMjY0laqeDEMD0dAnDwxlfwNkbnA7r+GXecf1u6g+KTR23yfPA9ut7HB4gH/KOQ5RhK9uJWRC8PolbCF5PEHEWYRZCOhfLBGrV+kRuzsEd5+PoW1KXFwuAaQIQEOUSrEoZTNflqigAABPWxKtg2Zx0nPZuCaIwC5HSAC5kXA2AqFWlnp4GnHJCSEfs9I/TMcUChKbLGJxjU7Ush011vS7jAkyYEM5+bMKu06jJWJ+i2P3E3Jgl7OdFO9ep2bUblPu5VrNQKBybO4p3i9hvdt/4xjfwu9/9zv33Cy+8gM9//vMYGxvDOeecgwceeKDpEGJSTExMRDqz5cuXA0DbE9u//vWvQ1VVvOMd70jEvihMk2NqqoRq1X4AeoLTwc9RMq9Op/rdqLOb+otmkxD+4wAgYK9AwjwyJ7nAPicAwU1ZDnUZuPDtNuCa6eh7ysOO3Xn1eaVsx/Tq5SGE+9ZW1xduOW/IR751cV+dgjFfXM01yfNvT2+G2iT1RWSbGJxEC1vEFFmH06eATJZB+9dpMe/H+ei3W2exWMXsbBmcd+nV7hgltrN7/vnn8drXvtb990MPPQRd1/Hd734X3/zmN7Fly5YFWRuzUqlA07SQPJ1OA0BbiSYPPPAAvvvd72Lr1q1YvXp1YjY2wjSt1oVa4P3yJEES9XVaR/+0qZOHT3zdRiU7bVU4WSTZ+uZVR8xrlXS5btYR1G+nPiEAw+j8OUGEiT3mODMz4xvqe/TRR3HuuediZGQEgFwb8z//8z+TtzBAJpOJ3FrIcXKO02vFk08+iZtuuglvfetb8bGPfSxRGwmCIHqVoTPO9GT+ykQVh0FOWInt7MbGxnDw4EEAcmmwX/3qV7j++uvd46ZpLkiiyvLlyyOHKicmJgAgVrxu3759+NCHPoT169fj1ltvXZApE5qmIpvVQ3JvINv5BRgl85b3yuLqN6qzVXB9MW3qqTbZEbT52mQLPWN9qMf+AvqMhTeNBWOhjWCFEGAC9oLMXpnwLVotBADmxBU9bbKHVb1mufYH9JngECK46HN4aoFrv69Ndg8Gz28fjHvt4bNpMO9nxoChoTTm5iqwrO4MYxb2PgurFD1/L/9H5wHHurPbtGkTvv3tb2PDhg34yU9+Asuy8Ja3vMU9/vLLL7eVGDJfNmzYgJ07d6JYLPqSVJ555hn3eDNefvllbN26FePj47jjjjuQy+W6ai8ADA9nkE6nIr+8QPxAdhL63agzaZsWrE12bMmTeiLLuRmVdZngwp0c7T6oLEsmjCgKhLMjtxD2SiWoBwmEgKiUZfl0xvUsolKWGY+mAaTk0LzMdpyR/05npD63gFJBZmbqzsiFAC8UgFoFyuiYm+ghqhVYE69AGRmDMjQsvaPFYc1MASkN6sgS+/wCvFQC5jjUJUtkAglj4KUiRLEIZXgEyNjntyzw4iyQzkLJD8F1ufY2Qkhn696Sc4ALOXEddocxgFkWhKJAOJ3CGJjgtrP2RFOca8JYd699F/U7vZ9TKRVjY3kUi1WUy7RBdlLEdnYf/ehHcfXVV+OjH/0ohBC45JJLcNppp7nHf/jDH+Kcc87pipFetmzZgjvvvBP33nuvO8+uVqth165dOOuss7By5UoAwMGDB1Eul33rdU5MTODaa68FYwz/8i//gvHx8a7byxjzOTpHFvz1FzWuH/y130q/UZ1eebt1dqrfkzZx/xsJA6SDAnyTnpn9NuI8gOVJYO8D55mOYG/VI1+guFunsLjMtPRM1hblknR+9lQDCAGUS+CMyXqcSdy1KnhVTigXZc+v8EoJwjAhavXJ5nzyiMyK9OjzqSPgpTmwbB6o2CvcmwasahlsaAQwDNd+68gEkMnKxBh7dIbPTAHVLJiugTkjNuUieK0KNjJW7yfLgigVwDI530srLAtQVDBVcR2hnHTuWVmFMdm3wl4txntNnLdTxZ/BHLzOvXw/B2lXP5fTydklSGxnd/rpp+Ohhx7CU089haGhId/SXDMzM3jf+96Hc889tytGetm0aRO2bNmC7du3Y2JiAqtXr8bu3btx8OBB3HzzzW65bdu24YknnsBzzz3nyrZu3Yr9+/dj69ateOqpp/DUU0+5x1avXo3Nmzd33X6ihxEinHURNSzGecRqISJSX9TC2zrxWjWsbxpyFRJfwYCjc+qslIFAGouoVsIJI4YBwcp+uRAQ1Wp46K5SDuubBqAEpJwDgvuHYwFbFpHvFvXgZxEOQYjosn1M5FA2sWi0NSlufHwcF1xwQUg+OjqKa6+9NjGjWnHLLbfgtttuw/3334+ZmRmsX78eO3bswNlnn91Ub9++fQDkNIogf/qnf0rOjvAhHAcGhGNtgYezaCCTk8wDsS77jcwvsyC4Baaofn3DAAtkHwujBqT8owXCMOTQoGeeq7AsiEoFqjMc6dRZKUPJZP36piHfxDxvUoJzwDLB1JRPH6YZtolLB+h/uEevVxrt2IQTKMSg0KuOzp+gEsSfsOJKByBxhYmoiG4Ejz/+OH7+85/7klK83HbbbTjvvPMWZCizlzh6tNByPsz4eB6KwnxDFg7NYgRxynZD/5ixyTM8WZfXJ1h7V/lgzsCdUZMrpdhS2ENxsFcZAWOAqso419ysjLcxJmNwQoCXiu5QI9PT+Pw/fhU3bb0GYm5G1pPLQ8nmIcolmIcOyLerTBbqknGAWzAOHYQozgGpFNSxZWCaBvPwK+BHXgEYg7ryBChj4xBzMzD2vwRwC8qyldBXrwUsC+arB+U6mtkstBNPBtPTsGYmgWIBUBQoY0uBdFZOOi/LN0g2NAx1xN7L0rL7RNOhDI+AKYo9LCwdGEtnwVIp2T9Mkb6LMelIGYPwOkR7QWjZ93Zsz+5T4fSl5/r10v3YqX6rOjkXMAwTs7PxJpYvXx5/IfvDD97fMEGlEfk/Og/V/NK2dLpJO+11iP1mt2PHjtCqJV5efPFFPPvss8ecs4vD5GQRuZyOXK6ejdnqC+DIo2SOvFlwvVP9+dbZzTY1q3Ne+o7c8/YhhP2WIrgrF0JAgAPVqpsRyQCZoWmavixJIQREsQBUK/UVUIQAKmWZkOIpy6sVuaSX4+gAiFIJxsSrQLVSl1XKMA+8BF72LO1kmjAPH4KYm66/aQoB69Xfwzy0X/7biekdOYzq3AyUXF6+aUHGDo0XnoM6skQ6IECu0jJ5BMjmwZgCZ6hUFAuwwOzkFLtNRg18dlomsjhOSQiISgkYGrHf8up9wgCfoxNCgHHuJvbI3wyenRkaXOeFvp8X4zsmBFAoVNxFKIhkiD2pfN++fdi0aVPD46973euwd+/eRIwaREqlGkol+xd9RIC6HVmjzwul36zOgWhT4CHGGJMroAD+JIrA3+7niBVQ6gkwHgT3J7oA8g2pVg3IAG4adafm4CTK+HZF4DI5xLetEHffLL02MUW1k2r8b7v2B59MSadDK6g4Q6a+NimK7eg8fWrLQ/3M4q9G0uwe6+b9vND3oxDA7GyJHF0XiO3sZmdnm6bpZzIZzMzMJGLUoBJzxJgg2oC1LkL0FfSY6A6xnd2KFSuavrn95je/wbJlyxIxalDx/oojiESI/WRsUC6uPj2AFwTGACWYAUskQuyY3R//8R/jO9/5Di666KLQVjmPP/44du/ejXe9612JGzgIMAbk82lkMvbEYU8syMGbtebIvTGBZrJm+nHq7HWbFrxN9lBm/aNw41LB+FxknSnN3nXAie0BQlHcz65MZmH49bkFMEXumuDo2PMCuWXWEz2cOowaoNazKIUlN3xlmgZmrwwkOIcozIENj8qyjr5RhWLocudxR1/IuYHQdI9MgBcLUEZG4SSdSH0Daqa+WosA5Oaudiyu3icA45acuB68TqG+b3ydnHJdvfYx6mx67RPQHxnJdnVCefNszEZEZ2m6R/sgWzO2s/vQhz6ERx55BO9///vx1re+FWeccQYAueXOj3/8Y4yPj+PDH/5w1wztZ8bH876x+1bBbe8bYNyyzfQdFlq/521y6mH+RAKmqhBCkat+2IkqsOS0ALm3nB0Ps+NoDMxNtBC1KphpyH/b+9BB2MkYml7fy840wI8ehqhV5Ly5dBrgArX/+W/wI6+C6WmoK48H9DSMl19A9TdyhSBt3RlIrTwefHoSlad/AVGcg7rqBOgnnwZhWSj/6imYhw9BXTKOzMazoaSzMF56HuZLz4Ol00if9QapPzcD4+XnAdOEtmYdtJPXAdyCdXRCtiE/jNTxJwGKClEpw5qbgTV9FKlVJ7irwDDLAp+eklsKZTKyj9WUTM5RU3Kiu3PfW4GVVYRc1gyc2yvQyBVcGOwfGqi/TPbkvdNlm3K5NHQ9hZmZMpKm2XJh86UflhmLPfUAAPbv34/Pfvaz+PnPf+6Tv/GNb8T/+l//CyeddFLiBvY6raYeMMawdGk+NITp/UXXiqiycWWLrd+TNvHwmo6NyvoyIB1ZtSzfYLy6linnxAXqExG7cBgHXpTZlgC+sPPbuOn//nOYRw7DOvyKnKrgnqcC4+B+t6wrr5Tl25cH0zTklALvdAlFgZLNgRn+ie2pUzeAcf/K+qk1p0LR/Yuos9wQlCXj/r5KpaCtWeebjwcA6vgy963RRdPBNN19K3YJJKvIshpYYFK6sNsQ5Fi5nznnOHo0nlPq9tSDViz01ISuTj0AgJNOOgl33nknJicn8dJLLwEA1qxZsyDLbhHEwBD1+9J5ywkSscMHjPCqLKEMTKfOqMXZLTPsgKLO3Q6MRT7EQ+dpXEFn5yeIFsRKUCkWi/jMZz6Dhx9+GIBcSWXz5s3YvHkzOboE8Q5zEN0lTi8LIdw5X14Zc9a09MptZ+OL0dgrkCAoC74VCgGrMAduGj59Y3YG5SOHwa36W5hpGjh85AgqnjdGLgT2T87g1WLZpz9RquC3RyZhec5XNU28/MILqJTrw2OCW5j77V5UXjnos4kX52BOvOq/J4WANXVErg/qgVdKvjiQEALCNMGr1ZA+uBW+z4MyISDnOkY4cOdPM1kDIr9fcfW95WKcixLSeotYb3b5fB73338/Nm7c2G17Bg4hBMrlmru9TzuB8DiyTutMQj/Y3l6wqam+N9kk8APD/cxth6Yo8g/nMhmkWqmXsR96olaTD2u7Ps6YfPsyatKpWlyuy1KtwDp6WOqrKalrGqju3SMXiOYCwjLBwVB47llU9v8PAIHq1FFkli5HoVbDK/sPQEBg4ugkxpYsQTqXw68OvIKqaUIIgRFdx7qxIfxupojDxRLAGH43OY2zVi2DsDgOTc1AMIaDL7+ME09ei2VLRlB46UVwboHt/RXSx5+Isc3nADVpPxiDdfgQ9DWngg0Ny5Vhpo6CT01CWbYC6pJxMFWBqFbkwtV6BkpWTlESnMu4plEFsvn6OpsCMnZpx+mc/pWLPzNAVdxychUbDsYUO9Yn/+deu/qF820ZJFxxk3vHe709+raCX9/5LOzFwVk90ajZ/egwn/u5UIi/EXU7zC9BpRXNE1hCpRchoSX2MOa6devc/eyI9igWa6hUTIyMZKGq80tAceRRsuB4fzf051NnX7TJPu4ra5nuw9CRc87d3QPcbEzAtyqKW0O17C7q7Mh4qQA+dVQ+jB2ZZcI6/KpcccWBC0w/8SjM4pwvfnf4wH7MVGoQnjedw1PTOHRowvfAnalW8bPfl2TSh/1wtjjw3CtHMJRK1R/YAI7ufwnaEd3Xnsqh30OcMm2vh2m/wVQrbpyTyY6Tx4wamOqPvwmjBpHJ2skmtoxzuRuECMTqGELxOyFk4gpjzJeZ6VwpWda5ftJqWbb+A0YEr2ez+1GE9YNDssK7IIBX3/6c9HesVjMxNxd4I06QbiSotMtiJLTEnmf3gQ98AP/+7/+Ol19+uZv2DCyWxVGphGMtLOILEyULHmv0727pz6fOvm2TCEeQGASCjx4W+NtV9zg0F/uB6dO3eGSoihs1GYPzYHmzQD2yYAKH48BFYKhUVdWQPhOivg+fRyYf6H5rma6H+yRi02O3T70yeSDiuoRl0WG/8AoqknBSR9TAYSL3Y8DxdOt+FEKutkThjOSJ/Wa3f/9+rFq1ChdffDHOP/98rFmzBtms3zMzxvDBD34wcSMJgiAIohNiO7vbbrvN/ewkqgQhZ9ccTQv/Em6XqOGQxdTvRZuS+FXsCe3Jf7ehK3ffjng7DNoV8cbQDgL28GoMLM4hFOazSQARWZgRr7WA3IIo2CeRtrfRnqjhPUS/nUXdd1HyJN6Hou+nKKva0Y8HY/I5YZodZscSIWI7u0ceeaSbdgw0uq5ieDjjG5sPElfmyFslizQKlMfVn8/5u1HnQuj7EhMAdxjPebgLIeTKJSlNbrJaVwJSKXfnAzd5wl7g2VnlX3C5O7fvzM6wpqbbNthDh5aF7PgylA4dsENjHKYQmBMM0xYwrAIqAAMMc5aF35YMnJJNQVUUCDCYloXfFGtYm9WQVhUoQsASAs8Wa1id0bBMU5ACwAEcNSzUyjWcmNGgMOZu1zP33LMYWndGfW88IWC88Fvop24A0hlZDoA1PQmWyUJ1tvoBZDJOueQmqTixO2EYcpK5FMr/uCVji/Dcr8LeWikVeDRZFkRQZl+gyGsfvvCRjtCX1BLQ98tE+HdJxDBw/dD878dcLo10WsPcXAWWRU4vKdqaVE6EaT2pHFi6dCjybUgebx3cDsqS0ieb3AwI90Hr3y1AyDcay5IJFrCTFSplmTxilxVCyMQM04QoFetyRZHZmbNTEJ5Uf14pw5qZhPXKQfw/j/wEf/P2N8OanQEvFVB74TmImozZFKs1TFeqeGa6gCNVmT03oipYklLwdKGKJ2fllkN5leHckSzKnOOxmTJqQjrETcMZrNQV/LpQxZwl23xKRsMfL8liyrRQsGVDKQXnLRuBrqagpeTEcKamkF//GqSGR+p79QFQV50Ibc0p/lhTNgftpLX1rYJk50IZWQKW0mS8z/mhxxQwVQkkpsh97rz9DMbkhHQhfIk6UDWZvRl0TBET1YX95syCsgbXPpZ+1P3k2Jvw/cy5wORk8pPKSy/8dxeyMdtEz8CK8bbcKGuz65PKifnQ+ILGDWQ3+j0SNzje3jBKa/2Bs8l+qIVWVmEMMP2rosg3GL9TdN7eeLHgH6o0TVhHXg2d23jpeTnVwKNvTU+i9uJv3Yc4YwwGY/jpkRkYnl/3sxbH7iNFGJ4fWEVL4IfTZd98OgvAnkIFw1oKwlP2hYqBtRX/LucFk6OqaBjyDLMLy0Rt4hDUXM7Xfj45AZx0styg1ilblnPsmFbfr9H54aCkA6uyQESsoCLk7ufegkKAGzUowTcnZ4qH19miAZyH7x1Rz6KUAvvNM+rWidAHIu5HtDnMHfN+Zqw77yG9kI0ZlySzNttydpZl4Uc/+hGeeeYZzMzMRF6gv//7v0/EMIIgCIJIitjObmZmBtdccw327dsXGo92PpOzi6Lxr7NGgey4we35Jos4sk71B8Ymp9/tyc1uGQiwdAbCNOtDeUKApXQ5IbpWk6WEAJQUlOFROWfOnqcnjBqQzsq3HlufVytQ8sPgKQ2iMCurrFUh5mag5ofkL27OYXKO30zNoWxYUBig2N+x35UN7CtWMZJSsTSlQGEMJYvjhYqJlMJwkq5CVxgsIXDUFHi5UsHqdApDqfob0qOzFazJpHCiLt/w0grDKzOzKKZ1HD+URcrZKbxcgvHCb5E6/iQoGfvXtabBePkFpJatBBsaln2oqvINNpuHOroEjMkNXAW3YBXmoORyYPaOBwIAM00I704NQr7tCS7APN8X73PFvSYsYq1MSD055YPVs2jsuYahpBznXnGGVgE54b3BfeW7dxrVGaEXqR8ha3Q/U4ApWWI7u9tvvx2/+93v8LnPfQ7nnHMOtmzZgh07duC4447D1772NRw4cAA7duzopq19iRDA9HQJIyNZe2hCyp0vcpwHd7Nhu/kmu0TpL6RN3WxTW3U6cucHnPswkw9OxhigaRCqKuNuggNMAVMZkE2Bl4pyRX9FAWMK2MgS8MIcxNRRCGHPg9N0CKbAmjgEVCtgqgoll4dIZ8CLRbmjgQAUVQMbGsGBo1P4P//ze9SEfJBagmHWEnhkqoRXayYMAUxaAlOmAQUKJg1TxssE8GyxhuW6AoNL521x6SBXpFM4IZ0CA1DhAv9dsfBKjePCpXmMqgwm55iu1jBTqeL05WMYzWblkGG5COOF56CesAb6yetkvMw0YL56EGwuD+3kdTKRxbIginOwSgWkTlgjd0IQcjiUz80C2bxvSFNYlhw2Vuvb/shZv8xNPPFdJ6bIVWcC154pcqcEZyhSMCHrsGNoInidHX37mjvnccrCU9Z37zCPE/WW9eon+B0zDAtzc5VQGWL+xHZ2P/7xj3HZZZfhqquuwtTUFABA0zScdtppuPXWW/He974XX/nKV/DZz362a8b2K6bJMTlZxPBwBul0PV7izc5s9esv+Cbdrr4jC+p3Ume39NtNYOnYJlnIU1Z6GZ++kFmWsqz7P3fyt1fOi3P1srY+Lxfl7gWObQCEUQOfnQb4mM/+n+5/BWXTO6lcYE+hgt9XDPctwuIyS7Nsme6D12l3xbLbab+lcsgkFgjh01+maxhRmbuyhLBjVKPZrNtmu5OgrTjOP4FdcCj5PFjKcz8LIXc6yGRD/ax4klTqXeW/Pu51QsS1V1MhmfRp3msPmdXKWHSdfm03W7au3+TeYREJKAieP9793Op+7OZedkC3lgvrFv5lyDpZZiy2szt8+LC7NmbKTgGu1eorglxwwQW48847ydk1wTQtpNOd5QRFBcw70W83WSROnZ3qd2pTT7SpodRjV+ANxhVHKHMRPVzmTBfwC8MVqIqKUA3MHhb0rKziWBiqITLFnoVKMqBBtkc0cfs5slyEodLhdcZi3s9CyLe6btJPCSpBOklYib1c2OjoKMp2+nQ+n0cqlcIrr7ziHtc0DTMzM/MygiCIfoUCS0R/ENvZnXzyyXj++eelkqJgw4YNuO+++2AYBqrVKr73ve/hxBNP7Jqh/U4qpSKX00NybyC7mSx4rF39RnW2Shbppk191SaEU8ydWI5fhvpkbC/OwspeUpr825N0IcAwpMlJ4l6GVAY18MagKgp4ID1eURRwIUIp++WageBrUJUjtImrE7P0vx3KYdhgNwnDCMfCOA/3CRDa/siRR8nAmK9aIQuGrx2LuvYI0fa1n6d+EvcjY0A+n4aidPZ2SYSJ7eze+MY34gc/+IE7dPn+978fTz/9NM455xycd9552LNnD66++uquGdrPDA9nsGRJFoo9v8gJUAfH8pvJnPH9+eo3qtORL4ZN3phFkm1q2yZPIoMTwwvpMwZkMr6y4FxOmLZXAZEyE0zTgHRGnsuWM12HsnQ5oKq2jENUy1DHl8mtc+zzmUYVbx7L4/ShLFRpCCwAKzUVm/M6dMag2O1QIGNxqt1eBkBnDCrqbk1hDLqiQFUYDCFjdipj0BjDumwKOqvHuBRFwbKxMSjDS+TKLozJxJtsFqJSgSgX631hO1NrZlpOvJedCZbNQVRKMmHF6WNFlTEiW+Y83pm9xY/ty+w6FDAlJR2Z3X9MqU9Cd2Sw7fZdO7vHme1YvdfOvc7CdojMsytD1L3jrTOibDv3oyOPez9qmorx8TwyGfvHEJEIsVdQsSwL1WoV2Ww9+PzQQw/he9/7HlRVxYUXXohLL720q8b2Iq1XUGFYujQfK9miEVFl48oWW79vbOLcTtAInIdz3+uCEMKdXuCV83JJZmbWPJuqWib49JRvBRAhBGq/fRa8MAsYBm75/36Ovzn/PBR/txflg/theFZaealUxfcPz2LWrO+YYAqBRyZL8KWvCDlRmnEBzfNGkFGAJZqG0cC2UheOZXFaTkdWraf+H7dyFcZHhzGUy9UrVlNg2RyU4dG6vq4jdcIaKLkhX8KKdup6qEPD0tHbsGweLJ3xv+kqKlg6Lf926nTsd/a3c2QQcmUUxTOB3fFW3oQRp6x32gEQmVQC748sb9ngPRG3XAt53HJRcqSXbakAACAASURBVM45jh4d0BVUWqFqsNTwCImToNLVFVRUVUXO+0UA8M53vhPvfOc72z4pQfQcjR5Ugd+Czq/+oBwAhFELrbaCwDAhYwyiWgUM/8NGqCkYFf9mnTlVRdl547FJMQZVYbA8P7AYY9AUBTLvso7KGJboamix59cOpUNZhGNLRjAU3MUknZFLfvkMFSFHBwBKLu9zdHbF0UO6Xkdnl4PX0TkypoTO4/R/SN9+W2uJU6ZV2bjlmtDOD9qFpB8SVPJ/dB6q+aWJ1hl7GJMgBgZ3LCsg65SoB5sSsdNFSguXVVUoejpUdEQNf0VHVSWULZlmDFqwSgB6hEmWZ9jMJSKmBkWJ/bAXUfqIjlcl0td9QC86umOZhs7uoYcewqFDh9qu0DAMPPTQQ5icnOzIsEFBCLmga5zgdnBMv1nZOLJO9b22dGpTUm3qyCYh3DR94XwWAhDOxqj+ugV31ubwxFZqNZlsks7InQyEgLAsgClQRsaATK5eFgzK2FKwkTF35Q1hGNBPOR3pMzdDGR6VdqU0DJ+xESv/5HIMrT/Tjd+NpRRcffwoLlk1ipzCkGLA6qyOa1YNY+vxo1ilq1AAvG4ogz9dlsOfLR/GKXac56R0CpcsH8bZeR2n5tJQIR3nRcuGMGUKzFhySFRhDCeMjUIvF2FMHQWvyrdLZck4tNWnQB1bCpbNAwBYJgdt7en+BBRFhbrqBIhKGXx2Vq42AwB6Wq6f6SyQLYR0npomJ6s7MsBdFcV373rirl4ir7MdQ/SueSkC5Tu+dwKydr7PccoF5ZyLrk9BONZo6Ow++clP4sknn2y7wkKhgE9+8pN47rnnOjJskJicLLq7D3sD0d6gtVcG1L8EUTKnbJQsGAjvRL+RTc30G9WZVJvmYxNjrP7mIUR9dpiwdzWwF4B29e1Jbd5hKCEEUK1AcMvOi2ByZRXTBLeHJBljYJksRLo+HMgYk0ksQyNAreZO3GaajtTa02RMK5MFUxQoqRSG/2ATMqvXyixLSGd0Wk7Hn64cwWk5HUOqTFAZTyn48xVD+IuVw9g4nEaKMWgKw+uX5PAXK4dx/ngeGUWWXaWncP5YDpcuy2OZvdizIQSqQsEZK5djad5e7JlzmIVZpE5eJ1dBUe0dEHI5pFafAu3U9dJex6lkstBOPhVK3t7VQ9iLYeeGfOUEt+RKKZru70/B5bJrgevpvFG2vJ+B0C4GgskdFKL0k7wfu3k/cy5QKFQwO0srqCRJw5idEAIvvfQSfvnLX7ZV4dzcXOjXGAGUSjKLNZcLrCTBwuv/tSMDwrGBhdTvRZva1gdCMm9d0lmK0BxmxhhgWWGZKa+1I2eQ8Ty5pJcn1sbrztdBUVVUXvWPqChCYMa0QhO2GWSszvt9UyGgB4c5BceStIYU8+gLgZG0BsXe885jAJT8sC9WxoBQnI4Bcr1Mz4MagNyHLrCrAQOAlBboewBMjbx2zT57ZQIs8Xtnse9HzgVmZ0swDNrHLmmaJqh89atfxVe/+tW2KgxeQKIO/QhYZILeqmeJb6TXObcoCH+qi0ceS7/tA8Q86fZjYlGXC2uQZRlEpHMty7RLw7N+/vOf76jidevWdaTfjFqthttvvx33338/ZmdnsWHDBlx//fV4wxve0FL31VdfxRe/+EU8+uij4Jzj3HPPxY033oiTTjqpa/Y60I+ARaZvuj/+0y72DyghotsfW7/Zgb7p2J7HHSLvIouZjdmNLMu4NHR2V1555ULa0RY33HADHnnkEVx99dVYs2YNdu/ejeuuuw47d+7E5s2bG+oVi0VcffXVKBaL+Ou//mukUincdddduPrqq3HfffdhdHS0K/YyJldFcCaJOm+/wUC1L27h+dtbNkrWTD9OnZ3q96JNoX5uqg8Aja+JEEKmwcuNZDwTjCEzKz2/kgUA6BnALPhWXWF6BozZ0wOcc6RSUt+3tRBDfu06zO39NYSzrZCiYEVGx8sVE5wxcMsCwKArAhkBGEKBaeunGIPOGDhk1iUgV1opm5bcnNVeS5MpCmZrhjRO8a6PKcDLJaj5IbdNUBTwShmqptVdG2MQ1bLbZredliVjoai7QAGAmQaElobzHBcAmLAgRH3Xg+C1CV4np5wr87yUNr12AZn/2vfe/Tw6mkWhUEWl0uNz4fqMvtupfM+ePXjwwQdx44034pprrgEAXH755bj44ouxfft23HPPPQ11/+3f/g0vvfQSdu3ahT/4gz8AALz5zW/GJZdcgrvuugsf+9jHumLz+HgeQPwgdiN5uzJHPt86O9XvKZsc3ZC+Asi9x+tlFech5Y3fASKdBnNXApEydWgIwjDAS0W3rJrJQmg6eHFW7sCtqnJy9sgozCOHIaYnAUWBkslBXb4S6upTYL38gnR4KRVLzjoX+bWn4cjP/g+M6UlkcnmctmoEa07k+K/fH8YLR6cwqqnYNJJHXlWwt1DFUzMlKIzh9cNpnJhWccTgeLJQQ8Xi2JBP4zXDaVhc4H/KBmZqHEvzObxm1TLoqRS4Zck999IZZDf+IdTxZdIW24kr48ugjo5Jz1KryZVjhkehrTpBZlxaFsAtmXSzYhWYnpb6ggOQSTvQ07ZDdFaokVv2MDgrnzDZoYFVhppeeymQSSlt3o/zufcW8n4eGkojnU5hZqa+yADRGX3n7B5++GFomuZ780yn07jiiitw66234vDhw1ixYkWk7g9+8AO87nWvcx0dAJx66ql4wxvegO9///tdcXaM1bPCvLJGgewo/bjB7ah46WLq94RNnPsG2SLrZDJxRCY81MsxBgiL+3Sh6eC84t9kVNOATBYol+pJKaoKNjQKVMv+lUZWrIIByMQWJndi05auACwL1uFDrl36+DKsPP9PUP6vn7kJJBlFwZvXHI9TVA4d9TacOZzBmqwGWCZStmy5ruJPxqXTzdpGpVSG9UNp5MZPQFavTwBXUynom8+FOjZet1VVwYZHoIyOQbH3nANjQC6P1KoT/HMCUymoy08A0z2T1VUVIpXxyyCTauDZuFXK4Ca6OGXbuva2w4v7HeuX+zmVomnQSdJ3zm7v3r1Yu3Yt8vm8T75x40YIIbB3795IZ8c5x3PPPYd3v/vdoWOvfe1r8eijj6JcLiObnd/2EUS/0yCBI7JoOKmDMRbSZvabSkg9sCO6I4t6CCqqCjhz12wyanhbH11h4NyvrzAGTQ2fK6OFv/ZM0yJXK3E2V/XJUuE1G1nEfnPBH3m2EAjKbHmjH3xEsiSeoBIz6QToTuJJXPrO2U1MTGDlypUh+fLlywHIffeimJ6eRq1Wc8sFdYUQmJiYwOrVq9uy5447voqpqemGxxljyGa10Bc56hde1BBHs7JxZIut3xM2BXWBcEqFCE8tcPRDTtCdjO6Jx1gWBLfczVzdE0HIJcM8VfBaVa6taXH89OlngDvvBq9WIOw/rrppQhQLsKaO1pcdUxSYSgpmoQhu1JcXUzI5CMuEUakPe6X0NFK6BbNcdtvA1BRytQxEuVSvkzFo1QzAFGmXU+fQMFg6A2HU961kKR3KyJLAMmgMyogT7/Y0VE15HKj7ymz/8XepjInC5wgbpb5EXmcEvjfe65ngvdvO/RhFu/ezM2WpFV/60s2xygHJJ6gsZtJJO/Sds6tUKtCCa/BBDmUCQLVaDR3zynU9vM2Oo1uptD+J84Mf/EjThaABOf7uJKc4QxZeOpEttn4v2hQpt52e8D0QUY8ZeYeQuBWq0xkO9blOywKMqu3z7PKcg5dKEIL73pREtQKYhm9dTV4u43/f9hX87V++V+pzDlGrwTy0Xz78dV2WNU1Unv4FeKmI1IknuwkthZdeQPnlFzGy5hQo9n1dKxQw+T+/w8iqE5AdkQs4c8vE7IGXoa84DiOnnyEXVhYc5sEDAGPIvfn/knE1MPByGaIwC+2U06AOjQAKgzAt8MkJKOPLoS5b6faVqJTA9AxSK1bV32AtU/aLnrZlzP6P2XPw6m+KTt+7/eQMYYJB+HZFt69do7fp4BulU9YJrHrLBvV7+H4uFCqoVPxv9cT86Ttnl8lkYBjhV3DHmTmOK4gj9+6uHtTNZDJJmenDyawaGcnai0P4g9PtBrKj9FvV2an+fOrsdpua1RnSR/2dw9X35Fb6yzoy1GFKfWV9p5yqAoa/TqgqmJYKTTYXqgqYhu9Ng6XTdhKHfUZFATIZKMMjEIanrK5DO+1MWFNHfOfJn7QGGXvY3TlXemQEqza8xidTUxqWbj4HytCIx7Go0E8/E9qaU3xDlUo+D+3U0/3DipoC7ZT1cmK4N9a2ZCnU4RG/U1dTcnsgbz8LALoeMVTJ7Bc977UDhKqEr13Udbb7xyfjPPRGJ+yYnt+m3r2fDcPE3Fy15Y9ooj36LgK6fPnyyKHKiYkJAGiYnLJkyRLouu6WC+oyxiKHOJPCNDnK5bCjZYEvYSNZ8Fijf3dLfz51drtNjersvE0i+LKAqJBeXT+oHh46jVB3k1xYoBwCSTWySh5upxAy1hfQd/74yurpcExO0+DdONZtU8CBMCCUVAJAOslY1x4Rjg6hclH/dmQs8li4TsZYZDw1bFNv3s9CAMVijRxdF0jE2RUKBTzwwAN44IEHkqiuKRs2bMCLL76IYtE/5vzMM8+4x6NQFAWnn346fv3rX4eO7dmzB2vWrKHkFIIgiAElkWHMw4cP49Of/jQYY7jkkkuSqLIhW7ZswZ133ol7773XnWdXq9Wwa9cunHXWWW7yysGDB1Eul3Hqqae6uhdeeCG+/OUv4ze/+Y07/eCFF17AL37xC1x33XVdtRsAtIgsuHaJGg5ZSP04dXaq35NtkhkQMbVZKLki2qJG9UXIG507blu9w3s+3UZpIMHzRJVMvp9FgzojrWQLc+0X8n6Uo9YqTLN7a2O2lY0ZI9NyMTMs2yERZzc2NoYPfvCDHT3w4rJp0yZs2bIF27dvd7Mnd+/ejYMHD+Lmm+sZSdu2bcMTTzzh233hL/7iL3Dvvffir/7qr/D+978fqqrirrvuwvLly13H2Q00TcXwcAaKUh+bDwano74Q3jH9YNl29KPk89XvRZua6c+vnxmc1TmY/UAFA5iIqEPT5TY2QP2JnE6DVSuepBaAaXaySa1ajx2mUkAuD3hsZGBQjzsB1quHZLIH5wBjSK04DhYY+OyUlCkKkBuCms7AeuX3vmQMZeXx4EcPA1zIrElFkfE2PS03jRXc3Z6Ipewtd+z2e/ew88c4633pfMudOYhOs+u9wur9Abs6y4BQPYllrB79rF8nuB4tdJ1EwA2y+gUKXWfmnF/4ykbdOb14P2ezaei6hrm5CiwreafXTjZmv2RaxiExZ3f99dcnUVUsbrnlFtx22224//77MTMzg/Xr12PHjh04++yzm+oNDQ1h586d+OIXv4ivfe1r4Jzj9a9/PW666SaMjY11xVbG5PI/wR8CnQS329XvRp1J27TobXLefFwPB+nwIOwHM5OZiUKA2dsFMcaAlAahpsBqVbmVjaKCqSmIlAZUq4BRlQ5FUaBksnK1lbkZGQPT01CzeWinrId56ACE+f+3d+7xTZTpHv/N5N4bpVouyp0j5VYugkoV1wsoxUURUESUqrjiZfXoukcWXFfUc5RDWY8Igi6yinAEESh4gW0FVNaFiqgIohx0cYVlFSgNbUnbpElmzh/TmU6SSTJJZpJJ+nw/n37avnmfJ7/3mUmemfd95329MHXoAMZkhvncQnhP/ASutkZ4sNtmh6VzV/jP1MLz/SGweR1gyi8AwzDguvWE5/8OgmFZWLp2A2M2g+/aDd4T/wLf1AjrBQNgys0Dz/PgGl3gGl0wn98D5sIuwhey3ydMiMnKhrmwMxjWJDzH1+IBGEbY085sEeLm8wIcBzY3D6zNLgZUukhgxGTJ8+CZthiJCZPn0VonKP7CAWmzF4+TmFzlZeL4n6xMOh6iT1lyC66r+bmjsU9BLosOHRxwOo29o3g6wfBhLk0GDBiA8vJyqVty7ty5mDZtGoYOHZpUgUanttYVcTCZYRicc0624kmv9k443IdGrc9U2qeNJp6X9pqLVpcLmmkJQHjOzu8L7LrkecAbOimJ87ilrX6e+eP/4Mn/eBS8pxmcuznQ3ueF/4wzpKvSd+oE2taybPXZ6AI8QY/OmMxgsrJCtJq6dg9pE3tOYehO6RarsNeevC7DgBH3r5NrVZgsApYNeShdKg+2Z02hZQoTdQCErJYCZOb5zHEcamvVJbvCwlxV9QDg1JZ30v7OLpb2ioSdoMKyLPyyB2Q3bdqEY8eOxaeMIAiCIFJI2G7Mrl274osvvsCNN94olSVjTC7zCH/XF24gW+3gtporx0jjBInaZ5QmoHX1f2XfAVPExXryukzrMlp+X1s5y4JxZIP3etqW/GJZmPLyhc1c5VfXjhxhFZSzdW2rsDiyYM7Ohf/0KWHFEwCM3QHbwKHw1Z6C/+RPwntZrLD06Qe+xQPf0R+ErkbWBHOP3jDldRC6SFvt2YJzYTqnEFxTI9C62gpjswurovCc0PUqtseRJYwr+vxihMCbTGB8PuG37GFwseszIMqsKXRiidJ3iKyLUYpzmPMh0ribEul8PkeQlRCKE1TCTERJl8knagjbjblkyRIsXboUeXl5yM3Nxb/+9S8UFBREnJ7PMAy2b9+um1gjEq0bE2iboMIwgQsNR/qQyVGqG4u9Hj6TpSlR+7jaJEtk0ex5jgtNkH6/NNFDtBeXEmPMwhqSPMcD4PHUk0/iyTm/k3sE1+iSxpmEuhy45ibA5wdjtYJp3aaHa/HAX3MSbFY20Lp7AzgO/tpTMBd2FlYrYYTte/yNZ8E6ssHYbEJi4nnA7wNjtYHNyQ1IQjzHgbVnBSam1kktkiYIk2nQqkceJx4AE/LFyUvJMSCmcp/BFxBBFxOKiTL42EUp08terU818Dzg8/lx9qxb9fN2iXZjGrW7MhzxdGOGvbN78MEHcd5552H37t04ffo0fvrpJ+Tn5+Occ9InIEbB6/XD6WxEXp4dVmvbgrnibzVXf/IPjtw+0mSPaIPj4XwmqkmtvVpN0ey11BRrnFsLA32aTAF1GYYJSH4AhG2EOD6grNUZWJMZ8nsYhmXBWm3gTVzbxRLLgjWbgZzcAFuYTDB3OT9onI2FqUNBwFgZwzCAIwtsVuh4MuNQGGNmAxd6ZgDAbApYwFp6XWH8LbidDMMIq5rIYyIlvNaQyhNwSJwy93xuavKguZn2stOasMmOYRhMmTIFU6ZMASA8rH3//ffr/hxdJuP1+mG1JjYBNuSLKcarx0Tt1fhM1D7Vd4haaAqxl+3cFo2Qrj/Jp+I7IVJXudw4VFPqUY6zsA9epHqR7dP3fOZ54XuC0J6wE1TKyspQXV0t/T9//nz07NkzKaIIgiAIQkvCJrvPPvsMp0+flv5//PHHcfTo0aSIykTMZhYOR+iOC/KB7Ehlwa9pbZ9JmnRrU9AVelifClfyvNQ3Jy8L/C3+LY6JBaBwt8HLdlmP5BOA9KhDYJtCisJrUvCp5EAsUhVnXn2cxZ9oPtP9fGYYIDvbJi1AQWhH2D61wsJCHD9+XPo/0a6B9ozaLX7k5WrLtLSP1ycQen6kUpMWbeKBtlU4xLElCGNHAX5bt9sR60pdWEFjPYyYmHi+bfIL0DphhW3tumu1y8kF43FLq60wDAMmtwPg94N3NQg+AWFiSk4u/DUnhRmYgDDhJC8ffJMLcLuFN2FZMPkFgJ8D3+gSdm9gWp+XczgAj1vyybTuQcfzsoeyxd3FeQB827JjwqxUDjzaZmW2Lj7TtlNBa+za4gGIg3JMa52AoySWB9kHlOl87MXjFq99oposFhMKCrKl3VK0RpqNKZuBmUmzLsMRNtmVlJTg5ZdfxsGDB5GXlwcAePvtt7F79+6wzhiGwXPPPae9yjSGYRjY7YGbt4oneXCZki0QOJAdbsA8ks9U2qe1ptYvYkb2Zc2IZWiDMZnadg5ngvyJ+7kxjPAiz4P3yR4+Zxhhqx9f6yML4oQPRzZ4qx3wtoCx2dt82uzgXA1gLFbpgW3m/B7w19eBYRmw9tbZ0tYC8C0t4P1esNm5bfYOO7gWL0zZOZI9bzIDLZ7W1V9MYjPako3JJGsTK+y2YJZPWOHBM6aA1U+k9slmYEp10ZpAW5MYeD5kAoqY3AJiL3pIh3NHgVjts7OtuiQ7cbmwdJuBmShhk93cuXPBMIw0G5NhGOzduxd79+4N64ySHZFRBN2lSX8r9HIId4MKX46KZaG2MJnAc3zgW5lMAGsPtG9ddizY3pSdg+BVVYTHFILtTTDlOkK/cC1Whc3DWfBBq52IWkO+0GWJTlY5tB7DiFkMEVGKfZoRnNiI1BI22XXs2BELFiyQ/u/fvz8WLlxIszEJItUoJVwxiYRWVrZPFuLdYTuEEp2xUD0P/sEHH0RRUZGeWjISnufBtV6xy3c9EH9HGiOIVjdaWaL2oYPn8WsyWpvi0iQbXwnRBAAM21qurFMYr0PbyiKcMMWcZ1gwNuHOive2CA+lMwwYi9D9zfv9bSuwmMzCDgocB97TLOyAYDILd3s8D97dBN7rFe6+bA4h0fi8wg8jrOgCs1mw83pau05NbbsytC70DNYEWCyCJo4Dwwu7L8As7DjO85xMvyk0dq27r0tjma3dlopxVujKM/r5rFYTEPkcC1fOcbyu2/y0R2JKdkR8OJ2NyM62BszGjPahUPoyjmdwPdn2kXymqk2aaBLH5MQvJIZR9onWUSmZX8Fe4QuRNQmJRj7+ZbECZml6jNRtKG7JI/lkWTD2LGELH7EeI4z1weoP1GS2AFabsJyZzB5We4g9LyY9eRckywKMOWD8jQcL3tQ2mVseZ4YVdoloiynAM7LYyeMctKpKOp3PemnieaCxUZ/JKUDrBBUe8LWDSSlywia7zZs3AwAmTpwIhmGk/6MhX0uTaKOxsQU8D2RlWUPHcIKu9BIZHE+2vRE1Bdtr5jNoV4SY4gS+dUwu1K9SXQYqNTFM4GQZMekFlQXvKiDdqYIJqC68v4ImpbE7KMc59G8o+wxjE66tIW3KwPOZ43g0NDTr+mC569A3sA8aihZz+KUfM5GwyW7OnDlgGAbXXXcdrFar9L/8iiQYhmEo2UUgUuyIDCJ4umay7Ym0hr4n9CFsslu1ahUAwGq1BvxPxI/SFSqRgSR6mOk0adfQ94Q+hE12F198ccT/idiQj9klOjgOIOQuO5X2RtQkr6uJz9ZxrMC6aC1r6zmU7FsryN8/uOtKVKX8/kINyZ4RDILb1Frc9gwaQuEBMDwHHqYATQzDtHUxyuuKXYzB9oySPROoiWl7WDwwTgrtVIhNpOMk1ot4nCLG1PjnM8MAeXkOXcfs2iuJrUpMqKKgIFv6YgDUT4wQy5XKItnLrwwTsY+kKVF7I7Ypos/WPezapo4AjLikEyOzZ8TVUgCe87fO0hQmbPAMwLROdOEBMOLzaq3JBZJWcbUVhNiDa1tphWFZYdal3yeVMyaTNNuS93qlMsbSeqEls4do7/NBfEaPMVsE3xwn7M0ntt1klmZmBtijrU1Ma5mQgGUro4haERwnRkp4qT72sdprpUnJnmGEJcNsNjPq65uhNY6hI8CZQpcuzHSiTlCJFRqzC4RhGLCswvYmsis6sSycvVJdNWWJ2msxOK+1Ji3aFLdP8U5GnKgiryvGiZXPUGQD7BlAeHgc4pca05YIWpccC3gvoPWhdFayF1drkV88wWwR9suT25tMAMuCBwNWpklKUPK6FouQxOQ+TSZhxmZQm8QNbgN8iivIyOwZMG3xiBqnzDyfg4nFnmUZmM1hly5OiBZHvup98jKJqBNUlK5agMBbdTmU7IiMJyjRSWVK9cLYh3wZMox0ZxdYpt4++N2EOtG/WMP5ZBjl1V4UvybDtUlNnDIUxTgTKSPqBBURn8+HP/7xj6irq8O0adPQt29fAMDf//53rFu3Dvn5+Xjsscf0VUsQ7Q21SVRKjAoJM6RqbIk57rJ2DiU6Y6F6gsqLL74Ij8eDd999Fzk5OVL5mDFjcNttt2Hq1Kn4/PPPUVJSop/aNITnebjdXsVdD8INZCuViVeJwWVqfeplHzzmZQRNauyTpkm8E+J5adcEuX3A3ywLnkfbNq9iXUDaooeXlQX6ZNoe3Oa51l3A2QB7uU8oaVIoC2cfVVPrAthGPPaR7LX2KRKPfWNjS4gfIn5Udwpv2rQJkydPDkh0Ijk5OZg8eTIqKio0FZcpuFwe1NU1geN46YSWj7nIT/5wZfIPgR72ifjUq03x+tSiTfHGOawmhpFW9o9oz7Qmj6C6vJJ9a1mgvfAAORg2xD7Yp6ImJZ+IQxOTojin8NhrdT57vX44nY00G1NjVCc7p9MJvz/8U/0cx6G2tlYTUZmIz8ehuTn0Sk08ycXf4cqCX9PaPpM0pbJNRtQUzT5en8lskzwhGEVTrPZqfPK8sFRYe5xAojeqk12fPn2wfv161NfXh7xWV1eHt99+WxrHIwiCIAgjEdNC0A899BBKS0sxZcoU9O7dGwDwww8/oKKiAvX19Vi8eLFuQjMBi8WUsI/gGV5K4wN62qvxmah9opr0aBPFWdlfoqjVFK7tmRZnhhG+J2jHA+1RnezGjh2LxYsX49lnn8WKFSsCXuvSpQteeOEFjB07VnOBmYDFYkJurmy36QgD4XLiGZxXslcqT9RnsjSpsddKE8U5sj3FOTlxzsqywWo14+xZN3VnakhMK6hcc801GDNmDA4ePIjjx48DALp164bBgwcHPmRKSDAM0KGDI+RKUf4hi1amdKUZi304n4naZ5omvdoUyaf4Q3HOTE3x2It3d/n5WXA6G0FoQ8zLhbEsiyFDhmDIkCF66MlAwneHqB3IDnf1qHZwPNheLEvUPtM1JWofi0+KM8U5uIxh6K5OS+h2jCAIgsh4KNnpTvirs+CrOXnXR7g60V5TYx+Lz0Tt1fpMex0uwgAAIABJREFU1D7dNWVim4yoKVlt0kJTBBdEHNCuBzrD80B9fTNyc+1g2bbuC7HrQs0HJVI3idoPWixdN6nWpGWbjB7nYN/tIc7J0pSofSo1+Xwczp51K9oS8ZGWya6hoQELFy7Etm3b4Ha7MWTIEMydOxcDBgyIaMdxHDZt2oRt27bh0KFDqK+vR7du3TBhwgTMnDlT2qhWa8QVEfLyHLBaTbKB6MDZmXKCy5QmMYSb2BDJZ6L2ajSptddKUzR7I8dZjU+jHPto9kY89tHsjRjnxkYPmptp9RStSbtuTI7jMGvWLGzZsgW33347HnvsMdTW1mLGjBk4duxYRNvm5mY8/vjjOHPmDKZNm4bHH38cxcXFePHFFzFr1izdtXu9voR9KA1uJ9Nejc9E7Y3YJtKU2japLU/3OPO8cHFMaE/a3dlVVlZi3759WLp0qfRc3/jx4zFu3Di89NJLKC8vD2trsViwdu1aXHjhhVLZ1KlTcf7552PJkiXYs2cPLrnkEt3bQBAEQSQX1Xd2b775Ju68886wr8+cORNvvfWWFpoiUlVVhU6dOmHMmDFSWUFBAcaPH4/t27fD6w1/+2+1WgMSncg111wDADhy5Ij2glsxm1k4HKHdpGIXh9K4TSyD44naZ5ImPdsUzWei9hRn5Tpqx87SPc4MA2RnWwPG9wltUJ3sKioq0LNnz7Cv9+rVCxs3btREVCQOHTqEQYMGhXQNFBcXo7GxMWpXphKnT58GAHTs2FETjcHk5NiQn58l7Vge/OGVj3WEK5P37+thn0ma9GxTNJ8UZ4pzoposFjMKCrJht6ddx5uhUZ3sjh49in79+oV9/d/+7d9w9OhRTURFoqamBp06dQopF8tOnToVs88VK1YgNzcXo0ePTlhfMAzDwG63gGHaVm2X/w4ui/Z6cFmqXzeiJtIc+XX5T7pobo9xzs62gdAO1ZcOPp8PLS3hNxNsaWmBx+OJ6c05jovY7SjHZhMOvNvtVpw1KZa53bFN133llVewe/duPPPMM8jNzY3JVmvEk50g9ER+B0LoB8XZWKhOdr169cKuXbtw1113Kb7+t7/9DT169Ijpzffu3YuysjJVdaurq1FQUAC73a6YdMUyu92u+v23bt2KRYsW4ZZbbsEtt9yi2o4gCIJIL1Qnu1/+8pf4n//5HyxatAgPPPCAdCfl9Xrx8ssvY9euXXjkkUdievM+ffpg/vz5quqKO6QXFhYqdlWKZUpdnErs2rULs2fPxlVXXYV58+apVBw7bf30kAadxf754D5+OcHlSnWjlaXa3uiajBJn+bGnOFOcxb9pmx9tUZ3s7rzzTvz1r3/FK6+8grVr16JPnz4AhP3s6uvrMXLkyLB3feEoLCzE5MmTY7Lp378/9u3bF3LCHDhwAFlZWaruLvfv348HH3wQxcXFeOGFF2AyJb7PXCSczkZkZdngcFikMoYJXZ1BfqIHl6stE+3j9ZmofbppSnWblJJBqjXpEad425kMTfHax+tTjb3L5YHbTQ+Wa4nqCSoWiwWvvfYafvvb36JLly44dOgQDh06hK5du+Kxxx7D66+/rtsKJHJKS0tx6tQp7NixQypzOp2orKzEmDFjYLG0JZRjx46FzM48cuQIZs2ahfPPPx+vvPJKTN2e8cLzQGOjB01NQldrpMHpaK9HG9wOrhvNZ6L2RtQUTV86tsmImuKJc7ya5K9prcloca6vb6ZEpwMxzW21WCy45557cM899+ilJyrjxo3DsGHDMHv2bMycORMdO3bE2rVrwXEcHnrooYC64nOBH374IQDA5XLh7rvvRkNDA+6++258/PHHAfWLiorQv39/3bTLr+YIgiCC4Xn6ntCLtHuQw2QyYfny5SgvL8fq1avh8XhQXFyMBQsWRHwOEADq6urw888/AwCef/75kNcffPBBXZOd/CqOIAhCCfqa0AeGj+Ey4ueff8bixYuxa9cuOJ1OvPrqqygpKYHT6cTChQtx6623trtNXWtrXeC46CHMyrIiK6utm1dMfLH058thGOVV2lNtb0RNauxTpempp57CU089ZShNetqTpuj2PA+4XG54POrX0i0sVP/YlNrvLCMTS3tFVI/Z/fOf/8SUKVPwwQcf4IILLoDf37ZYaUFBAQ4ePIgNGzbELKA9UFCQjawsa0D/vTgYrVQGtPX1K5WJdZXK5D4TtQ+nKZJ9OJ9atSkeTeka53h8UpzTP84syyAnx468PP3nE7QnVHdjLlq0CCzL4v3334fNZsOll14a8PoVV1yBjz76SHOB6Y548oontlgmnvDysnD2SnXVlCVqL/8wxmvfHjSlW5uCMYIminNgOcsysFj0nSXe3lB9Z7d7927ceuut6Nq1q+KBPO+883DixAlNxREEoT3iXQShLxRnY6E62blcrogPbHu93oCuTYIgjEm4XgRCWyjOxkJ1N2bXrl3x/fffh319//79MS8X1h7geR5utw92uzmkL1/eTx98FRhcJu/miGQfzqdoH1yWqD1pSsxe6e9ktEmkvcQ5VW0Sice+sTH8WsRE7Ki+s7vmmmuwceNGfPfdd1KZeGJUVVWhsrIS48eP115hBuByuVFX1wSO46QTWvwB1E32ED8E8dqH8ymWp0KT/IOtZZuMqMnIcTaipnSMs1aavF4/nM5GerBcY1Tf2d1///34+OOPMXXqVIwcORIMw+DVV1/FCy+8gAMHDmDAgAGYOXOmnlrTGp+PQ1NTS8i2HeIHTDzZw5XJX4vHPpxP+ZdOsjVlYpti1RT8XqmIc7w+kxlnJbtUa9IjThzHo7HRk/aPBhgR1Xd2OTk5WLduHW666SYcPHgQPM9j165d+Mc//oHp06dj1apV0jY8BEEQBGEkYlpBJScnB0888QSeeOIJOJ1O8DyPgoICxasjIhSzOfGpxOGuRuO1VxpfSHdNmdgmI2pKZptiqZcsTWrtY9HEMIDFYqIdD3Qg7uXCCgoKtNSR0ZjNLPLyHCH998GD08GoHciOZq9UnqjPVNsbXVMkeyPG2YiawtkbUZOWcc7OtsFqNePsWTd1Z2qI6mT35ZdfYufOnfjHP/6BxsZGZGdno3fv3rjyyisxfPhwPTWmNQwD5OdnhVwpyj8k0cqUrjRjsQ/nM1F7LduUyZoi1RV/0q1NRtSUSW2yWEzIz8+C09kIQhuiJjuXy4VHH30Un3zyieJVyPLly3HFFVfgj3/8o7TBKiEnfHeI0kC2Up1wdw6xDK4rlSVqT5qSY68EadLeXolUamIYuqvTkqjJ7t///d+xe/dujBgxAjfddBOKioqQk5MDl8uFw4cPY/369fj444/xm9/8Bq+++moyNBMEQRBETERMdp988gl2796Nu+66C7/73e9CXh84cCAmTZqEBQsWYOXKldi1axcuu+wy3cSmJ+GvzpS6PgDlLg419pF8BteJVVO89mp9RiLVmijOydFEcQ6sE6NbIgoRHz3YsmULzjvvPMyePTuik8ceewxdu3bF+++/r6m4TIDngYaGZvj9nNSPLz+54ymTf1jC1ZX/Vqondp3Eq0nJPpomNW0yoiaKM8U5mXHmOB4+H4f6+mYQ2hHxzu6bb77B2LFjFfud5bAsi7Fjx6K6ulpTcZlCS4uwIkJenh1WqznqlWKkMqDtzk/e128Ue6NqimSfyjir8Ulx1s/eiHFuavKguZlWT9GaiHd2J0+eRO/evVU56t27N+16EAWvN/GFspUGt1Npb0RNsdqTpuTYJ+JTbXm6x5nntfmeIEKJmOxcLheys7NVOcrOzkZTU5MmogiCIAhCSyImO47jYroq4Th66j8cJhMLu90aUh5uPCK4LPi1cP/rZR+Pz0xskxE1ZWKbgsuCx7eMoElre6FbE8jOtmpyh0oEEvXRg507d+L06dNRHR08eFATQZlIdrYVDoeQ6OR9+CLygexYyxL1qYU9EPqBTuc2JVsTgLSNsxE16dmmZGiyWMwoKDDD5XLD4/GFaCPiI2qye//991XPsqSrkVAYhoHDEXilJp7kagbHgcCB7HCTAML5TJa9ETWlU5zVaBJJVFMweh77aG2iOCvbMwyQk2OjZKchEZPdqlWrkqWDAF0sJBOjxVrpyl8vlL7Y9YLibKz2t2ciJruLL744WToIgiAIQjdU72dHxIfYJy+/mhT/Di6Lpa6aslTbk6b22yYjakqnNokPlhPaEfcWP4R6nM5GZGfbYLdbpLJwg9MAFMvVlon2evhMlSY92yQnFXEWfyjOdD7L69KD5dpDd3ZJgOcBl8uDpqYWAIGD40qD2pFeDy6LZh/NZzT/RtCUiW0yoiYjt0n+mlE0xRunaPYNDc2U6HSAkl0SCb7CJQiCkMPzoA1bdYKSXRKRX8URBEEoQV8T+kDJLklkZVmRlSU8WJ7o4Hi4v5NlH8lnJrbJiJoysU2RfEZqeyYde4YB8vKyYLPRdAqtoYgmgYKC7IC+e/kHQKksuFypTE/7dNWUjm2KZp8KTdF8pirORtQUr30knwwD5OTYYbP50NDgBqENdGenMwzDgGWFH3mZ/Lf4d7SBeLVlidoHa0rEPpM1pWubYqmXLE1q7LXQlC5xZlkGFosJhHakZbJraGjAH/7wB4waNQrDhg1DWVkZDh06FLMfv9+P66+/HkVFRVi5cqX2QgnCgMjvJAj9oDgbi7RLdhzHYdasWdiyZQtuv/12PPbYY6itrcWMGTNw7NixmHy99dZbOH78uE5KCcKYyO8gCP2gOBuLtEt2lZWV2LdvH8rLy/Hggw/itttuw+rVq8EwDF566SXVfurq6rB48WLcfffdOqoVru48Hp/qgexYB7eDX49mH6vPRO3j8al3m9T4zOQ4K51nFGfjxVl8LpfQhrRLdlVVVejUqRPGjBkjlRUUFGD8+PHYvn07vF51D2O++OKL6NatGyZOnKiXVImzZ92or2+G38+B5/mQ/nzxJI9UxjBtA/Tx2OvhUy9NmdgmI2rKxDYZUVOs9j6fH2fONNKD5RqTdsnu0KFDGDRoUEgXQXFxMRobG1V1ZR4+fBjr1q3D3LlzQ/zohdfrR3Nz6JWa+P5yHUplwa/Fah/OZ6T3SLWmTGyTETWlQ5vkCcEomtT6jMWe54XVlvx+HoS2pF2yq6mpQadOnULKxbJTp05F9fFf//VfGDt2LEaOHKm5PoIgCMJ4pPQ5O47jVHc72mw2AIDb7YbVag15XSxzuyM/lyKO+f3lL3+JUW3imM2JTyUWu1i0Qj5OkYiPRDQF2yeqyQhtUvKnhQ+Kc3R/WvhIVZwZBrBYTLTjgQ6kNNnt3bsXZWVlqupWV1ejoKAAdrsdLS2h3YFimd1uD+vD4/GgvLwcZWVl6N69e3yi48BsZpGba4fJJNxIix8GpQFxOfI+/eC68drr4VNPeyNqCmdvRE2ZFGclUq1JjzhnZ9tgsZjhcrlpnUwNSWmy69OnD+bPn6+qbk5ODgCgsLBQsatSLFPq4hRZs2YNzpw5gxtuuEF65ODEiRMAgPr6ehw/fhydO3eGxWIJ6yNWGAbIz89q/Tv0ak9NmdKVYjLt1fhMdpvC+dSyTcnQJP6kW5yNqEnLNqX6M2a1mpCfnwWnsxGENqQ02RUWFmLy5Mkx2fTv3x/79u0LObkOHDiArKws9OjRI6ztTz/9hKamJsUZmMuWLcOyZcuwdetW9O3bNyZNkYl9IDy4LPjqTyxT61MveyVSrUmNvRE1pVucjahJyzYZQRPD0F2dlqTd2pilpaWoqqrCjh07MHbsWACA0+lEZWUlxowZE3BXJs7MFBPgTTfdhEsuuSTAX21tLZ588klMmTIFV199Nbp06ZKklhAEQRDJIu2S3bhx4zBs2DDMnj0bM2fORMeOHbF27VpwHIeHHnoooO6dd94JAPjwww8BAEVFRSgqKgqoI3Zn9uvXT0qe2hL+6kyp6wNQ7uJQYx/Jp2q1Kuzbm6ZMbFMmaUrU3ohtErpBY3JLRCHtkp3JZMLy5ctRXl6O1atXw+PxoLi4GAsWLEDPnj1TLS8Enhd2Hs7NtQMQVjQPfD22CQ8iYtdHuLrBXSOxdEfppUmtfThNRmxTopqCfRtBUyrjbERNyY4zzwsz1WnHA21h+FgvS4gAamtdqmdM5eXZYbWao14pRioDog9up9qeNKm3nzdvHp5++umMaZMRNaVbm5qaWmJeKqywMFd13Vi+s4xKLO0VSbuHytMZr9efsA+lwe1U2htRkxqNRtAUi70RNSUzzmrL0z3OPA+0tPhiej9CHZTsCIIgiIyHkl2SMJlY2O2hK7+09dMr9d1HH1eIVCcZ9kbUpNaeNKVPmyKNnaVKkx72DANkZVljvpskopN2E1TSkawsK7Ky2hJduIFseXkskz2UBsJj8ZmofbppMlqbgt/LCJqSEWe9NKX7+Wy1mlFQIKyg4vFQl6ZWULLTGYZhFK/UeD5wcFr+YRDL5V+Eau2Dy4LrhvMZzl4LTdHsY9Wk1j4RTdHsjRhnrTWptY/kM1qb9NJkhDgHE4smhgFycmyU7DSEujENhHCSG6v7Qgs9RmsTYDxNRtOjFUZrVzL1KN0xKmG0GGUqlOwIgiCIjIeSnc4IffLqBseV+vqV6qotS7W9ETUFv2YUTRTn5LbJiJrk5RzH0wauGkNjdknA6XQhO9sOu70t3OEGp4HQD0MsA/7B9vIyNfaRfCZqb8Q2pVqT+GOENtGxN06cm5pa0Nwc24PlRGTozi4J8DzgcrmlkzdwIDp0UDvS68Fl0eyj+YzmXw9NmdgmI2qK1T5Wn8lsk/w1o2jSK84NDc2U6HSAkl0SSfclegiC0Beep+8JvaBkl0TkV3EEQRBK0NeEPlCySxIOh0V6sDyegWx5Wbi/k2UfyWeq2iQv07pNFOfUxzlS2zMpzgwD5OU5YLXSdAqtoYgmgY4ds8CyrHRnJ/8AKJUFlyuVqbGP5DOSvZ6a4rU3oiaxPJE4R3v/ZLcpU+NstDZF8skwDHJz7Whp8eHsWdrmRyvozk5nGIaBycSCZaNPbIg2EK+2LJbBdTWaErEP9hOvvRE1pWucY6mXLE1q7NtTnFmWgdVqAqEdlOwIop0hv5Mg9IPibCwo2RFEO0N+B0HoB8XZWNCYnc7wPI+WFl/ADuXBg9MME35FdLkfNfbhfIr28fhM1D6az1S0ySialP5ORptE2kuck9kmpRjHo6mpyQtCOyjZJYGGBjcsFhNyc+1g2cB+fLUD2WK5UlmsA+FKPhO111qTFm2iOBs3znprMlqbYtHk83E4e9YNv58DoR3UjZkkvF6/4qoIagfHg1+L1T6cz0TtjagpksZ0bZMRNSUS51g1iT96t0kPn7HY87yw2hIlOu2hZEcQBEFkPJTskojZnHi4g8cDjOBPa02JYsQ2GVFTohixTUbUFAsMA5jN9MiBHtCYXRIwmVjk5dnBskKyCzc4Hkw8g+tKPuXlsfpMVJMaeyNqimRPcU5NnEWM3qZEfebk2GC1muByeWidTA2hZKczDCOsoCL8HX0gXKlM/JAElyXLPp00pVubxB8jaVLjM1F7I7bJSJqsVjPy801wOhtBaAN1Y+pObAPh8U4CiORTL3sjaopVr1E0UZxTb280TQrFRAJQsiMIgiAyHkp2uhO+zz24v17e9RGuTtR3S4J9JJ9q6qe6TUbUlC5xNqKmRO2N2CbhuyAmt0QUaMxOZ3heeKg8N9cOACFdE2o/fMFlwQPdwXWjDYQnah+uLFJdvTVFs4+nLBmaKM7G1pSKOPv9HO14oDGU7JJAS4sPTqcLeXkOWCymqIPT4cqDy8JNbBDrRvOZqH0sZcnSFM6e4tx+42xETZHsm5pa0NQUugAFkRjUjZkkeF5IesEoDU5Hek3N4HYktLY3oia1kxBiqZ/qNhlRUzLjrLY83Y99uO8JInEo2REEQRAZDyW7JMGyDOx2S0h5pHGbeAfHk2lvRE2x6k61JopzdPtIY2davr8ePmOxZxjA4bDSYwc6kJZjdg0NDVi4cCG2bdsGt9uNIUOGYO7cuRgwYIAqe47jsGbNGqxbtw5Hjx5FVlYWBg0ahHnz5qFHjx6a683KsiIryyr9r2YgPNrguJK9Hj5TpUnPNkXzqVebwvkMLqc4t+/z2WYzw2rNwdmzburS1JC0S3Ycx2HWrFn47rvvMHPmTHTs2BFr1qzBjBkzUFFRoSpZzZ49G9u3b8dNN92EsrIyuFwuHDhwAHV1dZonO4ZhkJVljTo4rTSQLf8iVGsfXBZcNx6fiWqKZh/OZ7g2JUNTNHuKM8U5Vk2xxJlhgNxcG2prKdlpRdolu8rKSuzbtw9Lly7F2LFjAQDjx4/HuHHj8NJLL6G8vDyi/fvvv4/Kykq8+eabGDp0aDIkqyb4w2YElK5I4/GhJUbUlChGbJMRNSWKEdukhSYiOmk3ZldVVYVOnTphzJgxUllBQQHGjx+P7du3w+uNvLvvG2+8gbFjx2Lo0KHw+Xxobm7WWzJBEASRYtIu2R06dAiDBg0KuboqLi5GY2Mjjh07FtbW5XLh66+/RlFREZ588kkMHz4cw4YNw4QJE/C3v/1NF71Cn7zyBJTgFc2V+vrFOkr20crClav1qfR/rPZKZZHs5TGJpU2RypRWjo/FZ7yakhXncD71OHdSHWelNmVqnP1+utvTkrTrxqypqcGoUaNCyjt16gQAOHXqFPr27atoe+zYMfA8j5UrV6JDhw546qmnYDKZsGLFCtx7771Yu3YthgwZorlmp7MROTk22Gxm8Dzg8/lx9qwbNpsZ2dk2AMIHRlwxITfXDpYVknlTkwcejw+5uXaYzSYwDODx+OByeeBwWKSJL+KKCyzLIjfXDoYBeF7Y9djn41rthWsbt9uLpiYPsrNt0gxRr9cPl8sNi0XQJNgLmjgOyMuzS2MJTU0t8Hi8rVuRCKdQS4ugyW4XNIkJvqGhGSzLtGpiwPNAY6MHXq8PubkOmEwsGKZNU1aWoInn29pkNrPIybHLNHnAcVxrnFhJU3OzNyDOYpvEOIualOLscnnQ0iLE2WIR9hOLFGeTSa6pLc55eXaYTGKchYeDs7PtsNvNUpzPnnXDajUjJ8fW+qXGweVyg+chxSlSnM+ebdPE8+K509x67G1BcfYjN9euKs4WC4vsbHVxzs2Va0oszm63D42NbmRlWeFwtMW5oSH42EeOc06OHTabcpyVPmNtcRY+Yzk5dlitysdeiLP8M9YWZ/lnTF2cTQqfMR65uQ6wLKQ404Pl2pLSZMdxXNRuRxGbTThh3W43rFZryOtimdsdfomdpqYmAEBjYyM2b96Mrl27AgAuv/xyjB07Fn/605+wdOnSmNqgBvGEbm5mwTAMvF4/AKC52QuPxweLxQSPp20g2ulshM1mhtfrl64a6+ubYbGYwPM8fD6utT3Cl6HJZJLN2uLgdLpgtZrR0uKDeLFYV9cEq9UMv5+D3y/Yu1weuN1esCyDlhZBk98vaLJao2tqaHBLX1him5qaWuB2e0PaVFsr2Le0+KUrWEGTCRzX1iaXy4PmZi9MJlZqk9/PoaVFaJPc55kzTSGa9IuzL0CTz9emSR7nM2eU4uyG2x2oye0WNAmr6zRG1CTGWbxQCh9nDrW1vtY4Bx97E/x+PuDYC3GWH3sOHo+6OAuJSLj4Uhtn+bFXinNjYwvcbl/YYx8tzkrHXoyzuvO5OYlxDtV05kyoJkI7Uprs9u7di7KyMlV1q6urUVBQALvdjpaW0Csescxut4f1ISbMCy+8UEp0AHDOOefg0ksvxZdffhmL/JgRP9RyOI4POOFFlMrED7Ac4YMVWJfnle2VpjEraeL5xDTF0ibxC0CO/AusTZOyvVKZPnFWrymWOCuVJzfOwZpiiXNimpIZ59Sfz/FrIrQhpcmuT58+mD9/vqq6OTk5AIDCwkKcOnUq5HWxTOzOVEJ87dxzzw157ZxzzkFDQ4MqLQRBEER6kdJkV1hYiMmTJ8dk079/f+zbtw/Bz6scOHAAWVlZEZ+T69y5M84991ycPHky5LWTJ0+iY8eOMWkhCIIg0oO0m41ZWlqKU6dOYceOHVKZ0+lEZWUlxowZA4ulbUmuY8eOhczOLC0txb59+3DkyBGp7Pjx49i1axcuvfRS/RtAEARBJJ20m405btw4DBs2DLNnz5ZWUFm7di04jsNDDz0UUPfOO+8EAHz44YdS2b333ovKykrccccdmDFjBkwmE/73f/8XNpsNv/71r5PZFIIgCCJJpN2dnclkwvLlyzF+/HisXr0aCxcuRMeOHbFq1Sr07Nkzqn2nTp3w5ptvYvDgwdLsy759+2LNmjWq7AmCIIj0g+FpnZqEqK110TRhIm7Ky5/D7NmPp1oGkeYUFuaqrpsJ31mxtFck7e7sCIIgCCJW0m7MzmiIK0MQRDx07JhP5xBBJAHqxiQIgiAyHurGJAiCIDIeSnYEQRBExkPJjiAIgsh4KNkRBEEQGQ8lO4IgCCLjoWRHEARBZDyU7AiCIIiMh5IdQRAEkfFQsiMIgiAyHkp2BEEQRMZDyS7NaGhowB/+8AeMGjUKw4YNQ1lZGQ4dOqTKds6cOSgqKgr5mTp1qs6q2xctLS1YuHAhRo8ejSFDhmDq1Kmorq5WZXvy5Ek8/PDDGDlyJC688EI88MAD+Oc//6mzYkIk3mO3ZMkSxc/WZZddlgTVhBpoIeg0guM4zJo1C9999520ce2aNWswY8YMVFRUoEePHlF9OBwOPP300wFlBQUFeklul8yZMwcffPABysrK0LNnT2zatAn33HMPVq9ejeHDh4e1a2xsRFlZGRobG3HffffBbDZj5cqVKCsrw+bNm9GhQ4cktqJ9Eu+xE3nmmWdgt9ul/+V/EymGJ9KGLVu28P369eO3bdsmldXW1vIjR47kH3vssaj2v/vd7/gRI0boKbHds3//fr5fv37866+/LpW53W5+7Nix/PTp0yPaLl++nC8qKuK/+eYbqezvf/87P2DAAH7RokX8iBFHAAAQOElEQVR6SSZaSeTYLV68mO/Xrx9fX1+vs0oiXqgbM42oqqpCp06dMGbMGKmsoKAA48ePx/bt2+H1elX58fv9cLlcesls11RWVsJiseDmm2+Wymw2G2666SZ88cUXOHXqVFjbqqoqDBs2DAMHDpTK+vbti5KSEvzlL3/RVTeR2LET4XkeLpcLPG0mYzgo2aURhw4dwqBBg8AwgfufFRcXo7GxEceOHYvqo7GxESNGjMCIESNwySWXYP78+fB4PHpJbnccOnQIvXv3RnZ2dkD5kCFDwPN82PFVjuNw+PBhDB48OOS14uJi/Pjjj2hubtZFMyEQ77GTc+WVV0qfr7lz56Kurk4vuUSM0JhdGlFTU4NRo0aFlHfq1AkAcOrUKfTt2zesfWFhIX71q19hwIAB4DgOH330EVauXIkjR45gxYoVuuluT9TU1KBz584h5YWFhQAQ9u6grq4OLS0tUr1gW57nUVNTo2pcloiPeI8dAOTl5WHGjBkYOnQoLBYLPv30U6xbtw7ffvst1q9fD6vVqptuQh2U7FIEx3Gqux1tNhsAwO12K35oxDK32x3Rz29/+9uA/ydMmIDOnTvjz3/+M3bt2kUzxzTA7XbDYrGElIvHMNxdtFiudHzlx5/Qj3iPHQDccccdAf+XlpbiggsuwDPPPIPNmzfTjGcDQN2YKWLv3r0YMmSIqh+n0wlAmNnV0tIS4kssi2fm18yZMwFA9dR4IjJ2u13xIkb8ohS/OIMRy5WOr2hLM/v0Jd5jF45bb70VDoeDPlsGge7sUkSfPn0wf/58VXVzcnIACN0pSl0pYpnYnRkL5557LiwWC+rr62O2JUIJd4xqamoAhD9G+fn5sFqtUr1gW4ZhFLs4Ce2I99iFg2VZdO7cmT5bBoGSXYooLCzE5MmTY7Lp378/9u3bB57nAyapHDhwAFlZWXGN55w4cQJer5eetdOI/v37Y/Xq1WhsbAyY6LB//37pdSVYlkW/fv1w8ODBkNcOHDiAnj17wuFw6COaABD/sQuH1+vFzz//rDjpiEg+1I2ZRpSWluLUqVPYsWOHVOZ0OlFZWYkxY8YEjDccO3YsYHamx+NRfNxg2bJlAIDRo0frqLz9UFpaCq/Xi/Xr10tlLS0tqKiowIUXXihNgPjpp59w5MiRANtx48bhq6++wrfffiuV/fDDD/j0009RWlqanAa0YxI5duJQg5w///nP8Hg8uPzyy/UVTqiC4emBkLTB7/dj+vTp+P7776UVVNauXYuff/4ZFRUV6Nmzp1T36quvBgB8+OGHAIDjx49j0qRJmDBhAvr06SPNxqyursZ1112HF154ISVtykQefvhh7NixA3fccQd69OiBTZs24eDBg3jjjTcwYsQIAMCMGTPw2Wef4fDhw5Kdy+XCpEmT0NzcjLvuugsmkwkrV64Ez/PYvHkzOnbsmKomtRviPXZDhw7Fddddh379+sFqtWLPnj2oqqrCiBEjsGrVKpjN1ImWaugIpBEmkwnLly9HeXk5Vq9eDY/Hg+LiYixYsCAg0SmRl5eHK6+8Ert27cKmTZvAcRx69eqFOXPmoKysLEktaB+Ul5dj0aJFeOedd1BfX4+ioiIsX75c+rIMR05ODlavXo3nnnsOy5YtA8dxuOSSS/D73/+eEl2SiPfYXX/99fjyyy9RWVkJr9eL888/Hw888ADuvfdeSnQGge7sCIIgiIyHxuwIgiCIjIeSHUEQBJHxULIjCIIgMh5KdgRBEETGQ8mOIAiCyHgo2REEQRAZDyU7giAIIuOhZEcQBEFkPJTsiHbJnj17UFRUhIqKiohlgLDu4ezZszF69GgUFRVhxowZAIQ9CZcsWYIxY8Zg4MCBKCoqilnH+vXrUVRUJP1s2bIlsYalKZ9//nlAHMQ1WwlCK2gdG0J39uzZE7IkWVZWFnr16oWJEyfi9ttvj7ik0sKFC7FixQr07NkTH3zwgd5yQ1iwYAG2bt2K++67D927d8e5554LANi0aRNeeuklTJkyBRdddBFYNv5rxwceeAC9evXCsGHDtJKdVvTp0wfl5eWora3FggULUi2HyEAo2RFJY8KECfjFL34Bnudx+vRpvPPOO5g/fz6OHDmC//zP/1S08fl8eOedd9CjRw8cPXoUn332GS6++GJd9F100UU4cOBASOLdtWsXRo8ejQcffDCgfPfu3cjNzcWzzz4bsOVSPFx22WUYOXJkQj7SmYKCAkycOBFHjx6lZEfoAnVjEklj4MCBmDhxIm688Ub86le/wrp169ClSxesX79ecYsUAPj4449RU1ODZ555Bueccw42btyomz6WZWGz2WAymQLKT58+jfz8/JD6NTU1yMvLSzjR6YnStk4E0R6hZEekjKysLAwdOhQ8zwfsvSdnw4YN6N69O0aNGoXrr78eVVVVMX+Bb9++HTfeeCOKi4txxRVXYNGiRfD5fCH1gsfslixZgqKiIvA8j02bNknjSRUVFSgqKsKePXvwr3/9SyqfM2dO7EGIgM/nw7JlyzB9+nRceumlGDx4MK666io8/fTTqKurC6h79OhRaazr/fffx6RJk1BcXIz58+dLdU6dOoVnnnkGV199NQYPHoxLL70UM2fORHV1tVTn8OHDeOihh3D55Zdj8ODBGD16NMrKyrBz586A9/N4PFi2bBmuu+46FBcX46KLLsJ9992H//u//wtpB8/zeOutt3DTTTdh+PDhGD58OK6//nq89NJLmsaLICJB3ZhESvnnP/8JAOjQoUPIazU1Nfjkk09w//33g2EYTJo0CStXrsSWLVtwyy23qPK/bds2PPTQQzj//PPx61//GiaTCRUVFSFf3kpcc8016NGjB2bPno2RI0di6tSpAIBevXqhvLwcr7zyCs6cOYO5c+cCQFw7xUfC4/Hg9ddfx7XXXouxY8fC4XDgwIEDePvtt/Hll19iw4YNARv2AkBVVRVOnDiBadOm4dZbb0VOTg4AIc633nornE4nJk2ahIEDB6KpqQn79+9HdXU1SkpK4HQ6cccdd8BkMmHatGno2rUrzpw5g6+//hpff/01rrjiCgDChqYzZ87E/v37ceONN2LGjBloaGjA22+/jWnTpmHNmjUYOHAgACHRPfroo9i6dSuGDx+O++67D7m5ufjhhx9QVVUV0jVMEHpByY5IGs3NzVJ3ZU1NDd566y18++23GDJkCHr37h1Sf9OmTfD7/Zg4cSIAoH///hgwYAA2bNigKtn5/X48++yz6NChA9avX4+CggIAwLRp03DDDTdEte/fvz/69++P2bNno3v37pIOQNisc8OGDfB4PAHlWuJwOPDJJ5/AbrdLZbfeeiuGDh2KefPm4aOPPsK1114bYHPkyBG89957IfGcN28eTp8+jddffx0lJSUBr3EcB0CYEXnmzBksWbIkxK+cVatW4YsvvsBrr72GSy+9NEDbhAkTUF5ejpUrVwIA3n//fWzduhWTJk3Cc889FzCJR3xfgkgG1I1JJI0lS5agpKQEJSUluOGGG7BmzRpce+21YaeZb9y4ESNHjkT37t2lskmTJuHAgQP4/vvvo77fN998g59//hmTJ0+WEh0A5ObmYtq0aYk3SGdYlpUSnd/vR0NDA5xOJ0aNGgUA2L9/f4jN1VdfHZLonE4ndu3ahSuvvDIk0YnvAwhxAYCdO3dG7Cp+9913ccEFF6B///5wOp3Sj8/nQ0lJCfbu3YuWlhYAwHvvvQeGYTB79uyQ2aqJzF4liFihOzsiadxyyy0oLS2F1+vFd999hxUrVuDEiROw2WwhdT///HP8+OOPuOGGG3D06FGpfOjQoWBZFhs2bJC6D8MhdpH26dMn5LW+ffsm2JrksGXLFrz22ms4fPgwvF5vwGsNDQ0h9Xv16hVS9uOPPwIABgwYEPG9Ro0ahQkTJmDDhg145513pDG78ePHB8Trhx9+gNfrVUycInV1dejUqROOHj2KLl26BFxsEEQqoGRHJI2ePXtK3V5XXHEFRowYgenTp2PevHl44YUXAupu2LABALB48WIsXrw4xNe7776L//iP/wgZs8oktm7dikcffRTDhg3D73//e3Tp0gU2mw1erxezZs1S7AaUd3nGCsMweP755zFr1iz89a9/xRdffIEVK1Zg2bJleOKJJzB9+nQAwjjcgAEDMHv27LC+lGavEkQqoWRHpIwLL7wQEydOxObNmzFjxgxceOGFAITp8lVVVbjsssukSSFyDh8+jGXLluHDDz/EuHHjwvoXuz9/+OGHkNeOHDmiUSv0491334XD4cCqVasC7n6/++67mPyId3uHDh1SVV+cXXrPPfegrq4ON998M55//nkp2fXs2RNOpxMlJSVRH7vo1asXdu7cCafTSXd3REqhTnMipTzwwAMwmUwBd29bt25FU1MTpk2bhtLS0pCfWbNmweFwRH3mbtCgQejSpQsqKioCnuNzuVx46623dGuT0+nEkSNHEn7GjWVZMAwTcAfH8zxefvnlmPwUFBRg9OjR+Pjjj/Hpp5+GvM7zPACh61H8WyQ/Px/nn38+mpqapHG4G2+8ESdPnsQbb7yh+H6nT5+W/r7++uvB8zwWLlwY4jv4f4LQE7qzI1JKz549cd111+G9997D559/jpEjR2LDhg1wOBy4/PLLFW0cDgd+8YtfYPv27Th58iQ6d+6sWM9kMmHu3Ll45JFHcPPNN2Pq1KkwmUzYuHEj8vPz8dNPP+nSpjfeeAOvvPIKysvLE5qpOW7cOOzYsQN33HEHJk6ciJaWFmzbtg0ejydmX/PmzcO0adNw9913S48euN1ufPXVV+jduzd+85vfYOPGjXjzzTcxduxY9OjRA2azGXv27EF1dTUmTJgAq9UKALjzzjuxe/duzJ8/H9XV1bj44ouRnZ2Nn3/+GdXV1cjOzsbrr78OAPjlL3+JDz74ABUVFfjxxx9x1VVXITc3Fz/++COqq6vx7rvvxh0fgogFSnZEyrn//vuxZcsWvPjii3jyySexf/9+XHvttXA4HGFtrr32WlRVVWHTpk247777wtYrLS3F4sWLsXTpUixZsgTnnHMOJk2ahIsuuggzZ87UozmaMXHiRDQ1NWHVqlX47//+b3To0AFXX301HnnkkYiTQ5To0aMHKioqsGzZMuzcuRObN29GXl4eBgwYIPkaNWoUDh8+jI8++gg1NTUwmUzo1q0b5syZg9tuu03yZbVa8eqrr+LNN9/Eu+++iyVLlgAAOnXqhKFDh2LSpElSXYZhsGjRIrz55pvYuHEjli5dCpZl0b17d5SWlmoQJYJQB8NTXwJBpIz169fjiSeewJ/+9CcMGTIEOTk50h1Ue8Ln86GhoQHHjx/HzTffjIcffhgPPPBAqmURGQSN2RGEAbj33ntRUlKCbdu2pVpKSvjqq69QUlKCm2++OdVSiAyF7uwIIoWcPHkyYGZov379pC2E2hNnz57F119/Lf3fo0cPdOvWLYWKiEyDkh1BEASR8VA3JkEQBJHxULIjCIIgMh5KdgRBEETGQ8mOIAiCyHgo2REEQRAZDyU7giAIIuP5fxPRJJkDgoGKAAAAAElFTkSuQmCC\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)" ] }, { "cell_type": "code", "execution_count": 31, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "RA correction: -0.09793426849000753 arcsec\n", "Dec correction: -0.06714987024245556 arcsec\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "WARNING: AstropyDeprecationWarning: \"iters\" was deprecated in version 3.1 and will be removed in a future version. Use argument \"maxiters\" instead. [herschelhelp_internal.utils]\n", "WARNING: AstropyDeprecationWarning: \"iters\" was deprecated in version 3.1 and will be removed in a future version. Use argument \"maxiters\" instead. [herschelhelp_internal.utils]\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": [ { "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)" ] }, { "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": [ "191008 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": "3.7.2" } }, "nbformat": 4, "nbformat_minor": 1 }