{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "## EGS master catalogue\n", "## Preparation of AEGIS data\n", "\n", "This resource contains the near-infrared catalogue of Extended Groth Strip observations with the WIRC instrument at the Palomar Observatory.: the catalogue comes from `dmu0_AEGIS`.\n", "\n", "In the catalogue, we keep:\n", "\n", "- The identifier (it's unique in the catalogue);\n", "- The position;\n", "- The magnitude for each band in 2 arcsecond aperture.\n", "- The auto magnitude to be used as total magnitude.\n", "\n", "We don't know when the maps have been observed. We will use the year of the reference paper." ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "This notebook was run with herschelhelp_internal version: \n", "0246c5d (Thu Jan 25 17:01:47 2018 +0000) [with local modifications]\n", "This notebook was executed on: \n", "2018-02-07 19:28:01.897812\n" ] } ], "source": [ "from herschelhelp_internal import git_version\n", "print(\"This notebook was run with herschelhelp_internal version: \\n{}\".format(git_version()))\n", "import datetime\n", "print(\"This notebook was executed on: \\n{}\".format(datetime.datetime.now()))" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "collapsed": true }, "outputs": [], "source": [ "%matplotlib inline\n", "#%config InlineBackend.figure_format = 'svg'\n", "\n", "import matplotlib.pyplot as plt\n", "plt.rc('figure', figsize=(10, 6))\n", "\n", "from collections import OrderedDict\n", "import os\n", "\n", "from astropy import units as u\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, remove_duplicates\n", "from herschelhelp_internal.utils import astrometric_correction, mag_to_flux" ] }, { "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 = \"aegis_ra\"\n", "DEC_COL = \"aegis_dec\"" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## I - Column selection" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "collapsed": true }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "WARNING: UnitsWarning: 'vega' did not parse as fits unit: At col 0, Unit 'vega' not supported by the FITS standard. [astropy.units.core]\n" ] } ], "source": [ "imported_columns = OrderedDict({\n", " 'id': \"aegis_id\",\n", " 'ra': \"aegis_ra\",\n", " 'dec': \"aegis_dec\",\n", " 'kmag_auto': \"m_aegis_k\", \n", " 'kerr2_auto': \"merr_aegis_k\", \n", " 'kmag_d2': \"m_ap_aegis_k\", \n", " 'kerr2_d2': \"merr_ap_aegis_k\",\n", " #'jmag_auto': \"m_aegis_j\", \n", " #'jerr2_auto': \"merr_aegis_j\", \n", " 'jmag_d2': \"m_ap_aegis_j\", \n", " 'jerr2_d2': \"merr_ap_aegis_j\"\n", " })\n", "\n", "\n", "catalogue = Table.read(\"../../dmu0/dmu0_AEGIS/data/EGS_Palomar_20160804.fits\")[list(imported_columns)]\n", "for column in imported_columns:\n", " catalogue[column].name = imported_columns[column]\n", "\n", "epoch = 2011\n", "\n", "# Clean table metadata\n", "catalogue.meta = None" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "collapsed": true }, "outputs": [], "source": [ "#AB correction\n", "#Values from http://svo2.cab.inta-csic.es/svo/theory/fps/index.php?id=P200/WIRC.Ks&&mode=browse&gname=P200&gname2=WIRC#filter\n", "j_vega_to_ab = -2.5 * np.log10 (1564.9/3631) # = +0.85 (WIRC.J_ori)\n", "ks_vega_to_ab = -2.5 * np.log10 (676.92/3631) # = +1.82 (WIRC.Ks) #The K band in AEGIS is Ks\n" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "collapsed": true }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/opt/anaconda3/envs/herschelhelp_internal/lib/python3.6/site-packages/astropy/table/column.py:1096: MaskedArrayFutureWarning: setting an item on a masked array which has a shared mask will not copy the mask and also change the original mask array in the future.\n", "Check the NumPy 1.11 release notes for more information.\n", " ma.MaskedArray.__setitem__(self, index, value)\n" ] } ], "source": [ "# Adding flux and band-flag columns\n", "for col in catalogue.colnames:\n", " if col.startswith('m_'):\n", " \n", " errcol = \"merr{}\".format(col[1:])\n", " catalogue[errcol].unit = u.mag\n", " \n", " # Some object have a magnitude to 0, we suppose this means missing value\n", " catalogue[col][catalogue[col] <= 0] = np.nan\n", " catalogue[errcol][catalogue[errcol] <= 0] = np.nan \n", " \n", " #TODO convert Vega to AB\n", " if col.endswith('j') :\n", " catalogue[col] += j_vega_to_ab\n", " catalogue[col].unit = u.mag\n", " if col.endswith('k') :\n", " catalogue[col] += ks_vega_to_ab\n", " catalogue[col].unit = u.mag\n", "\n", " flux, error = mag_to_flux(np.array(catalogue[col]), np.array(catalogue[errcol]))\n", " \n", " # Fluxes are added in µJy\n", " catalogue.add_column(Column(flux * 1.e6, name=\"f{}\".format(col[1:])))\n", " catalogue.add_column(Column(error * 1.e6, name=\"f{}\".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", "#Add nans for total J which is absent\n", "catalogue.add_column(Column(np.full(len(catalogue), np.nan), name=\"m_aegis_j\"))\n", "catalogue.add_column(Column(np.full(len(catalogue), np.nan), name=\"merr_aegis_j\")) \n", "catalogue.add_column(Column(np.full(len(catalogue), np.nan), name=\"f_aegis_j\"))\n", "catalogue.add_column(Column(np.full(len(catalogue), np.nan), name=\"ferr_aegis_j\")) \n", "catalogue.add_column(Column(np.zeros(len(catalogue), dtype=bool), name=\"flag_aegis_j\"))\n", "\n", "# TODO: Set to True the flag columns for fluxes that should not be used for SED fitting." ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "text/html": [ "<Table masked=True length=10>\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "
idxaegis_idaegis_raaegis_decm_aegis_kmerr_aegis_km_ap_aegis_kmerr_ap_aegis_km_ap_aegis_jmerr_ap_aegis_jf_aegis_kferr_aegis_kflag_aegis_kf_ap_aegis_kferr_ap_aegis_kf_ap_aegis_jferr_ap_aegis_jm_aegis_jmerr_aegis_jf_aegis_jferr_aegis_jflag_aegis_j
degdegmagmagmagmagmagmag
013007537215.33192768152.890260516219.03420.0119.090.01nannan88.37120.813928False83.94420.773155nannannannannannanFalse
113007941215.33008816952.890493147417.42220.0117.49190.01nannan390.0423.59242False365.7893.36904nannannannannannanFalse
214032571216.08571866653.578529529820.31260.096428921.360.119386nannan27.22392.41787False10.37511.14083nannannannannannanFalse
314032744216.09018141653.574155605814.37280.0114.75060.01nannan6469.5159.5863False4568.2642.0753nannannannannannanFalse
414032720216.08402035253.572982034819.93680.069761620.70020.0617199nannan38.48322.47265False19.05071.08296nannannannannannanFalse
514032727216.09045127453.563470506920.69860.13085321.03050.0868168nannan19.07882.29938False14.05371.12375nannannannannannanFalse
614032681216.08969004753.569276166722.0270.34435121.91730.214116nannan5.612941.78019False6.20971.2246nannannannannannanFalse
714032829216.08997731753.566925566121.53420.26599421.57490.157nannan8.837122.165False8.511981.23085nannannannannannanFalse
814032725216.08135718953.567702258421.28240.21333521.52950.149057nannan11.14372.18962False8.875471.21848nannannannannannanFalse
914032575216.07991603353.572577379720.93430.15784921.71040.180707nannan15.35572.23248False7.51331.25049nannannannannannanFalse
\n", "\n" ], "text/plain": [ "" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "catalogue[:10].show_in_notebook()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## II - Removal of duplicated sources" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We remove duplicated objects from the input catalogues." ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/opt/anaconda3/envs/herschelhelp_internal/lib/python3.6/site-packages/astropy/table/column.py:1096: MaskedArrayFutureWarning: setting an item on a masked array which has a shared mask will not copy the mask and also change the original mask array in the future.\n", "Check the NumPy 1.11 release notes for more information.\n", " ma.MaskedArray.__setitem__(self, index, value)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "The initial catalogue had 45065 sources.\n", "The cleaned catalogue has 45065 sources (0 removed).\n", "The cleaned catalogue has 0 sources flagged as having been cleaned\n" ] } ], "source": [ "SORT_COLS = ['merr_ap_aegis_j', 'merr_ap_aegis_k']\n", "FLAG_NAME = 'aegis_flag_cleaned'\n", "\n", "nb_orig_sources = len(catalogue)\n", "\n", "catalogue = remove_duplicates(catalogue, RA_COL, DEC_COL, sort_col=SORT_COLS,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": 9, "metadata": { "collapsed": true }, "outputs": [], "source": [ "gaia = Table.read(\"../../dmu0/dmu0_GAIA/data/GAIA_EGS.fits\")\n", "gaia_coords = SkyCoord(gaia['ra'], gaia['dec'])" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "image/png": 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cDZb8BEGPoNyXb+OXRBUOvyGYXK6ji9wBUwMMAZPLdXy6yOmfdBxM06Kz4UN6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QGuB7PjYPc0FuD3QuAazEON9UbO/q7PMQ9v1uf4f6muk0Afc0Otz8yy6DGY0aYzwXIaxXa9Gd19\nbH8zUQAKhfj1sQDadUZ09Q3kf73LiKjQO+dwZPqbmjfWH3EW9M0M4H4DHWqs5T4hsZZlO07zVqwY\nOYtdn7/XSTDVxzcPIbFi1mdigRatEXqj8zcXg5nF9S4jVKEM4lUh1jPWi1Gfrs+Mtp6BZmqr28BC\nd9uA2AglosIUguobLJYMCOrfzBxZBg2fwSNWrFTyoPo8i5VKHp7GSiUPPrE3u4240mlw2chsaQ0s\nOvUmUfIws8CVTgOada4bmW1c650YMcYcoWZGCJEpqfyM5K6JEd+hZkYIIUT2qJkRQgiRPWpmhBBC\nZI+aGSGEENmjZmbDsiuskAMUxYgV+/GpPnFzofqGFst3nkRVCBIilVAMssNfiAJQhfJ/qxOSMwMW\n98WEIip08L0OI0MZKBnxnr9gR8eZ3eF0ACTLfRZrT2JdzTuUWFd5CIml+uyPFQrU+gY7XsnT+jzJ\n2dv1hSgZqBQKRIYp0KY1ottgXwsDYHi4wnrVZzHqYxgGIQoGcaoQRJtYtGhNMDicSitEASREhiAs\nhPH6a4oMCPpm5mqgcL0JuDqY0vE+PgdeuhrMXAOWb+xgOXu7Pm/k7M36HHOWWn2DPZZYY872PrmP\nOa5YBkCcKgQxJhbNOhMMJhbDQhgkqEKgYJxPJSVGfQqGQZgSSI4JQZfehA69GQAwfJgCMQ6n1fLW\newaxF9TNzN0nHsc3AcfpruLFirXN1V28kJypvuDLOZDrUzAMQpVAcnQIjGYWIQrG5fkQxa6PARA9\nTImocOWdaa7Pyyi0Pj7f6IJdUDczPoPCdjAPFi9WrCVerFgxchb6gpNbfWLnHOj18SW0PgZAqIL/\na1uM+hQMAzD+f00FG9oBhIjK8dMvIYSIgZoZIYQQ2aNmRgghAarux+v+TsFnqJkRQgiRPWpmhBBC\nZI+aGQ9y3YmBb95UnzTJNW8+HHdJDzSBXJtUBfWu+e6OM3OMsfxfSKy7ZYsVO9ScqT7v5yyV+sws\nC5YFegxmRIYp7A7kHUrOQuszsyz6jCwYBghVch+H5WrZ/lh/tjFSeM+gXfRdC+pm5njQou0g4TqQ\nUWisq8HMtQyhsXxzo/qoPhaAtteEth4zWAAhetOdUyy5PkOGGDlbmmmrzgSdof8MGapQBeIilU4H\nF/tr/Q2lPl/nTOwFdTMDuI/wt73PcZpYsZY8uO7zJGfHWEtOVB/L+aYk5fr45GEbywIwmli06Ezo\ns7kkstEM3Og2IjJUgfg7zYQZZLlDyZkF0N1rQvudZmqhNZih6zQjLkIBVfjAORT51jdYrCUPIbFi\nrxNvxRJ7Qd/MLGwH6GADx9NY29vu4sWK9STnQK6P6zbXcqWQs5DYHoMZ2j4Tuvu4f7/RGczo6TQj\nKWrgRLiDLVtIfSYzC73RjE692a6Z2mIBtPaY0dXHIik6xO1mR9vHleOYE+M1RfrRDiA+xHdQChm8\nUhrocqxPjFyksk7adEa3jcyCBdBjNItSHwugRWvibGS2+kz9myGFkOOYE0JKuUgdNTNCCCGyR82M\nEEKI7FEzI4QQInvUzAghhMgeNTNCAlSYkoGC5/4DfOM8MSyEdmLwlyfHJfs7BZ+hXfNtWI+J4bH7\nrKexgPs9lGyPLxls2UJifZEz1ee7nPnEJqhCwAJo1xnRxbFXIwMgLkKJqHCFKPUpGSAxKsTlsW62\nwpQMEiKVUDDB8ZryZn2kHzUzOA8YdwfTujpyX2gs12D2JA9PYr2VcyDUZ3uQakDWByA2MgTR4c7N\nxPbsG2LWx6D/tFVJ0SHQ9prR1mOyHjitYIDYYUqowu1PryX2a8of688x3hv1kQFB3cxcDRzb/zsO\nUK4BaPuGyCfW9rH5xloGM9+c3cV6kjPVJ9/6FAxj10y6+kyIiwy5sxnSd/UxAFThCkSGKdCmMwFg\nER8ZAjDOp9TyxTpxjHWVs5D6bGP55DGU+oizoG5mgPuBIeSTEZ9PaI7xYsVa8hASS/UFfn2WZhIV\nrvBbzgqGARggXqV0e6Jjx+Xy+WYix3ViG8s3Z+JaUO8AwvcTjpBPQpZYPvOIFes4j7fihOZB9XkW\n6ziPt+KAgW9A/s5ZwQx+6iyhy7SN9Xd9YudMnAV1MyOEEBIYqJkRQgiRPWpmhBBCZI+aGSGEENmj\nZkYIIUT2grqZ8d3NVcjusJZYPvNIIVZInJh5CM1ZSGyw1Ce3MRfo9fHlSR7EWVA3M8D9i8r2WBHH\n41LcLcfxuJShxNre5+q4lKHG+rI+f+fsrfo8ydkX9bnLmeoLnPqIa0F90DTXAY62g8b2uA6uAy0d\nb3sS6+q+wWIHy5nroExv1eetnD2tjytnvrEW/lwngT7mqD5x6iPOgrqZWQw2ILliBxtkXJ/k3MUL\nifVVzu5eREJzllp9tm9I3shZavW5i/UkZynW582c5VYfGRD0mxltOX76EiN2sHjbGDHzECuW6qP6\nvJGHkFhv5izH+kg/amaEEEJkT3LNTKPRoLi4GDk5OcjOzkZxcTE0Gg2veTs6OjB58mQUFRWJnCUh\nhBApkVQzMxgMWLhwIWJiYrB7927s27cPsbGxePHFF2EwGAadv7KyEnq93geZEkIIkRJJNbOGhgY0\nNTVh+fLliIuLQ0xMDEpLS6HRaHDw4EG38x44cABHjhzBnDlzfJQtIYQQqZBUMzt58iRGjhyJ2NhY\n67QRI0YgJSUFp06d4pyvo6MD5eXlqKiogEql8kWqhBBCJMSnu+YbjUbodDrO+9vb2zF8+HCn6bGx\nsWhtbeWcr6KiApMnT8aUKVPw448/eiVXvgbbtduTWCEHRwqJ9QTVJzyW6vMsVmgeQmIDfZ0QHzez\nI0eOYMGCBZz3z5s3j/M+rhVq2bz41VdfDSk3Vwfdcj2mY6y7AefqAF0hsXzyEBIrpD5Pc3b34vMk\nZyGxVJ+8x1ygv6a8XR8Z4NNmlpOTg3PnznHeX1VVhY6ODqfp7e3tSEhIcJpuu3kxJibGo5xcHZjo\nePCkuwMkuWJt4x0HotBYx8HsSayn9dku19f18cljKOvE9hieQKxPjJx9MeaoPn71EXuSOgNIZmYm\nNmzYgNbWVsTHxwMAWlpacPnyZWRlZTnFf/PNN2hpaUFZWZl1ml6vh9FoxMSJE1FfX4/k5GTOx3M3\nQGwHI9ebjyexlumOse6WLSTWti5v5Sx2fXLMmepzzkNILNXneX3U0FyTVDPLzc3F2LFjsXr1arzx\nxhtgWRaVlZVITU1FTk4OAGDbtm3Yt28fPvnkE0yfPh3Z2dl2y9iyZQtOnjyJqqoqJCYmun08PoOC\nzyYEx+XxGXBixdrmzDdWzJz5EpqzVOoTK+dgqM/2cXyds5zrI65Jam9GpVKJmpoa9PT0ID8/H488\n8giMRiNqamqgVCoB9G9ybGpqAgBEREQgKSnJ7i8qKgphYWFISkqyzjNUNIg85/iJlhBgYDNvoArk\n2qSKYendhhchX+/lFiuVPHxdX3l5OcrLy32WB60/z0khZ6msEyGam7u8vkx/SkyM5rxPUt/MCCGE\nEE9QMyOEECJ71MwIIYTIHjUzIir6IZy4Qj/VE2+T1K75vsZn91nbF91gP9IOJZZvHmLFepIz31gL\nb+VsZlmYTCwUCoBhAAWtP49yDvT65Jgzn1j6gOhaUDczx4MnbQeJqwMZhcTaTnccfFzLcDWYPYn1\nNGeuWHd5+Lo+FkCbzojuPhYMgOHDFIgZpgQTIPXxzVkO9Q0lZ6m9prxdn7tl840l9oK6mQHOg87d\nAY9CYi3TbAez43L4xA6Wh5BYX9XHtWxP62MYBmaWha7PjLYeE8x3FsEC6NCb0d1nRkJkCMJC+r+l\n8a3P8TGGWp/t8oTW54114qo+rhx8VR+9psSrj9gL+mZmYTuIBhs4rt6MfB1rm7OQWLnVZzSZYWJZ\ntOlM6DW5/p3FaAZudBsRGapAokrp95wDfZ1Qffax/qyPDKAdQGx4MmiEzMM3VoxlCo0Vc/lClmli\ngRtdRs5GZktnMAtevr/rk8o6ERIrx/r8/Zz5cvnBipoZIYQQ2aNmRgghRPbo3IyEEEJkj76ZEUII\nkT1qZoQQQmSPmhkhhBDZo2ZGCCFE9qiZEUIIkT1qZoQQQmSPmhkhhBDZo2YmARqNBsXFxcjJyUF2\ndjaKi4uh0Wg448vKypCeno6MjAy7vx07dvgwa2nr6elBeXk58vPzMWHCBMybNw/fffcdZ/x3332H\nwsJCZGVlIS8vD2+++SZ6enp8mLH8CHmO6+rqkJaW5jRm//SnP/k4axKwWOJXfX197LRp09hly5ax\nra2tbGdnJ1tWVsYWFBSwfX19LucpLS1lS0tLfZypvJSVlbGPP/4429jYyOr1evbTTz9l1Wo1e/Hi\nRafYS5cusWq1mt26dSur0+nYy5cvs0888QRbVlbmh8zlQ8hzvHPnTjYvL88PWZJgQd/M/KyhoQFN\nTU1Yvnw54uLiEBMTg9LSUmg0Ghw8eNDf6clSZ2cnvvzySyxduhSjR49GeHg4CgsLMWbMGPz73/92\niv/ss8/wi1/8AkVFRYiIiEBKSgpKSkqwa9cutLW1+aEC6RP6HBMiNmpmfnby5EmMHDkSsbGx1mkj\nRoxASkoKTp06xTnfuXPnrJvFpk2bho0bN8JkMvkiZck7c+YMDAYDMjIy7KaPGzfO5XN68uRJjBs3\nzinWaDTizJkzouYqV0KfYwDQarV46aWXkJ2djQcffBB//vOf0dHR4Yt0SRCg65mJzGg0QqfTcd7f\n3t6O4cOHO02PjY1Fa2ury3nuu+8+aLVavPLKK0hJScGhQ4fw+uuvg2EYLFq0yGu5y5Xl29SIESPs\npnM9p21tb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hefPA71Br5Sm7i0w1ZwnDFqZSRNwS0WgP+dphSr5HyVLEiYA0aUUSNPw6c60Z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\nl+ajp36d1CmTSFxyEcmzZ+97G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"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": 11, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "RA correction: -0.6291472751286165 arcsec\n", "Dec correction: -0.21136460382251698 arcsec\n" ] } ], "source": [ "delta_ra, delta_dec = astrometric_correction(\n", " SkyCoord(catalogue[RA_COL], catalogue[DEC_COL]),\n", " gaia_coords\n", ")\n", "\n", "print(\"RA correction: {}\".format(delta_ra))\n", "print(\"Dec correction: {}\".format(delta_dec))" ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "collapsed": true }, "outputs": [], "source": [ "catalogue[RA_COL] += delta_ra.to(u.deg)\n", "catalogue[DEC_COL] += delta_dec.to(u.deg)" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "image/png": 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6FOVKLwg+MJjntDWtLG2NkIo2eo06HaCEFKSL9WWb/MoUHUmm2Pz8CgnjecF9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\ncU4kHgh7ecRSGpJ5eYAAWfUKq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jzMa4WXM7s7BdAnouAlqXOT5g8Hg8npcC1kK7hwkj1Hi8rzU8SSuBfLpCWiyx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kkLFYLr9p19IRfpJomJiXlmuCTBcOutt/K5z32O7du38453vIOBgQHCMGRiYoI77riDX/3VX+UP\n/uAPeNvb3nbB/aRSKf7qr/6Kz372s7zmNa+h3W6zb98+vv71r7Nt2zZ++7d/m+npaW644Yazfvbh\nhx8GoihFpVLZ9N7CwgL5fB7nHBPhPvWpT/H5z3+ed73rXVQqFQYHB/n4xz/OL//yL1/KpcfEXBBh\nOVgH34kxBrH2hFva8zbqU/+J1iFCRb4E6fxzcB4/ztgjq4RiO7OjCyz0LREOe5Rsm5v6bI6G0GhH\n/4eltPGD+gWPPdduMZ5J4OiQjtI8UkhxwL30qYhbitfz+Py/EYZtlPYopUdJuUXG2zW0m8LNXEs1\naPHA6jjP797F3l2/SbuzhONkcOxI0OfsJC/t2cM9y1OEq8eZCWp4yy476xVGTRfJ5QCd7OD+4CfR\nfItQIcIQtVqHZCJqjzyTdAqTThEO9CIaLcSDj4Ntg4jGYMfExPzsEMYYc6ENHnzwQd761rfykY98\nhF//9V8/632lFH/6p3/Krbfeyt/8zd+ct+3ySmRx8cIf2DExF0IrD6/yBHaqjOslyfzV34MKMUbT\nzngcu26eoWt+h0Qm8gRYrZ/gxNzpoW4Oe0beRNLdmHfQUh4SSXItTXG8XmeisUqzeQohLAa6tnGw\n+8IFkk+m2plnvHIXSStDb3YnXelh/mnuJ0y0FgFQRvMLPfu5tmvD18QYw4O1E1SDFtcUtpIgy22P\nznLf0jhGt9nbmGJfu8NLkztw7Dy628JeXEbUm4ha1Bmiu3LoniLB9c+B84mcICTxbz+MzJoAk07h\nv/T5F7weUWtiPX4coRThjlFM78UjnzExMRuUy+cvBbioYPjIRz6yXgtwIT784Q/jeR5f/OIXn9pZ\n/hwSC4aYZwo1N0v267djKQlovIJN7W2vJJXfgjaaetggZSVRQYNmZ45CZgy30kHUm+i+bn7gTfL9\n5fuZ96cZSBR5dd8L2Z7axj8d/hdU6KOBfYUc1277pXMef8Vv89DqAtoY9ha66U+e/0OhFrT4f+fu\npRq0GE318Ev9B9eLMlf9gL8a/yHj7ZMUXIdyIsNLEr/IP0+1eKIxgWVCett1Xth6glcOv5xMIoMw\nlWhs9MxC1EoqBKq/GzMyQHBw/wVTCmJuKZrfYAnC/Tsw+QvXNTnfvQfZ7ETfSIH3ihdEEYqYmJhL\n4kKC4aJ/Sffeey9/9Ed/dNGDvOUtb+F3fud3Lu/MYmKeZTSWHqSzeoxEdphcf/Q0PLPyAKvhBM7V\nbYaPQbcuY174PFL5LSij+M+l77MaVrGExfWF6xgq7ENOzmAfORkZEk2e4nhfhQU9A2hmvQp3r9zP\nFrfMbjlP3c2QlYps2NqUGjmTu5anCdae1O9anuF1Azuxz7NQ5500bxp8IZ4KyTvupv39cGGV6c4i\nysCyF+DKJifELIIeklaBQLWoJjUriWHcni7C0S7kssTyfdRAGRkGCGWwqg1UoXHR+gPT30PQf+m9\nCbLtb3zjB4iOj8nGgiEm5pngon9Ji4uLl9TaODIywsrKyjNxTjExVxwrwQpHZ7/H6ql/ow+X/JyN\n1iHJ8jWsNE9iWwn0gb1M7gpIDb4G1uptxluTNFWLdGMeZ/UYx2d+THHHO8kvNtcHJUkDfashOqej\nZgAE2hiklSTrpsmYMCqwdPIbi3uzhWh7mGIeIyUdvTalEfC1xtfqvILhZKPOjyuLaGPoTST5hb5B\npBBRKkUFJK0Ui/4yHR0SGPjVwTTTVRijxGJg4WY0L9h1AyIbpUdM3UHns+jBXhIr1WjWBSBXauvO\nk88UureEnF0ABKYrj8mknrF9x8T8d+eigiEIAhKJi1deW5bFRbIbMTHPSowxjDdO0GlOYYRh2nTI\niyxe7STpvus2tuvUMNP3E0ydQJT3YO96NUnposIOmaVHEIClNQun/pVc6lVQrUcug0awtX8HvUGd\nBX+G/mSevbmdZJwsg8OvZqXyAAiLcjmKaMiFJeSpWYSUmJl5wv07aasm480VpBDszfWTss7/p/9E\nbQVbRtMnl4MOM+0mXudxfjTzLabb3Qixj0AlsUVAwXa5t3qMN++5gcNVH0v0ck33MOm1yZRyfArn\nseNrLY8GGi1k21ubf1F8xjscgmv3InuKUWHl2GDcahkT8wxyUcEghDhniDMmJgZQCusnjyBaj5EU\nipbQaAnaaBK5ERwrRTm1ncrio5iZhxhaSWGLgKB9H6q4leHybuaT/VS1wgKK2hA2FwgPbsXXAX6z\nRrKnn93FFL+XeyttQgyGjB05JKZSvaSGXrV+Oo3AY252AgvFVpPCUbC8MEXBkWzN5NAG8s650xan\nsaQErYDIHykhLb4/dzvtoIZHyLQXYFnDDKazZJ0ELeWzEqwy40cGVNuDEdJrXRTW/DKi3UGudUgY\nKSCZBEtGo6Gf6c8WITaPpY6JiXnGuKhgMMbw+te//qKiIY4uxPx3RJ6cxm60KJNjyRJk3f2kspKe\nwgHygzeB7zM4aTHo7UIeXUHbHsY2EID2o2Ft13XfwEzpCI25u0F0yLp9zM3fz/1lD1IrpKZ/yEsm\n8iQSecT1rwP33HMMlNE8VpvDlgphAh5D0aMED3Y6nAiXybtpSm4aKS78VH9dqYd7lhboaMXOXBfl\nZApjNJ6WTKkctuUj7DaLfkDWKbM7O8j/vzCxvvj/+8JJ3j4WjZw2CQc5t4gIFWiD0AaVTWOKeUhd\numdETEzMz56LCobYryAm5vyIIEDUlthuDH0ygU5vI5McQodd6HYHuVpHYBBegEwWoLNIaAVokjQK\nZYL6MSzp0Fs8SD6UCGmTdAr8uH4SqziEXF1ACxi3AvYGHazpw6it164fXymfVn2cqt9hUXYx2Wkw\n0FOkOT/Pfe15UimHki5gByGNsI40gucVz2GhbAysjb8uuUlePTi66e1r+n6J/zj1/2CQdCV76E6N\n0FYBvz76YjJWmvsrj+Ku1SK0VLD+c+HOLdj3PYpse5ikHVk7aw1CEG6P3VZjYq4kLioYnmy3HBMT\ns4HuSkLChk5IthWgrRDRbCHqdXAdjOUQBhqTSOEkupBOGtFcRluSU4/cjjU8RjrZiy8EJacLIS2M\nVjipyH9BaNBtRSoEnBDjbC7iqy79BF/5zLXqCDGLcEY43gkZtwxB1sUzIZNLkxxIFOhP9rHDKtG3\nNmhqE40mQpvIjtl1IL35OHt7XsSO4vX8w/R9HK/PYPwmryxtZyTdjTaG4XSO2U4TjGFv4QwzpkwK\ntW8nHJ9EhCG6mMd7yfMgmwE7Hi8fE3MlEfcbxcQ8HWyLcO8OCBXW9BR4Ue5fSAvRaOKPbEWUFbJa\np717J+6Rw2jHJpQ+veMBi8kFxEg/vmNhDT0X05hDJvI8pzDKfauP00mW6ZeGMZ1Au93ood3rhzZG\noVSbQEd1RkL7pIMuGqqDUTYOKer+FJ6CajiHaIckrQBTF2xLD+OcLnzUGhHqqCtDCEStEU3AtGx0\nb2k91eBYSd7UvYdZNEnLJS8lYXMeO9PHzUO7OFavkLRsxjJnCBIhCG64CjXajxESM1iOCxFjYq5Q\nYsEQE/M0MF090GqAMKhsFmkpDAajDarcg5EWZrAPPdgXbT8/hwlWcUUCYQy5VXCTDdJhErtbovuv\ngTAkoeHGrv1YqwXYYaEAo9SmYwthYdtZkmEHWwhCmSDQDjtSBQQw3jxJwkpSlpqtjktTtLFdl5bu\ncLI9w85slHYwQCUMQAlKQmBNLSCyqShN4fvokTOKCIMGfYkNYxfjNSDThyUEu/ORq2K9Dcs1yGeg\nlAWkRA/3n/8mBgGi1sAUcrHJUkzMzzHxX2dMzNPBtlEj26O8/FaJXl5GtFroUgmyWUQIOoweqo0B\nMzaMU1lAeQ1ybhfplQy2VKTLvYhKDXyFKUVP6EZKTDKJ8P1oVU+nz3o6L/RcS6s+zta0oeP0YdWS\noG26rV46bkgubDEsJatenUQmTzIXFRoGZkN8TLRa+FKAH1Bre+xIutEbQiDa3qbjiWQO015ESBuj\nFNJJ0HpsnO82oJ5Iki8WSNdSCCHRi4bdQ9BfPP/tE6t13B8/DL6PSSTwb7gqSlfExMT83BELhpiY\np4sQ6+ZDpqeHM/uFbBv8sEXgNUn6FqKYw+zZjT0zTz6TxhgQnkIjQApod0Cs1S8ojR4oQ70ZHSN3\n9kIqpU22EE1pzQNdCfj+TB3bNlxd7KNVkwzaywxnBqhYEiElyijKTh45MQvNJiZoEQ6VcLIF2q5N\n2PajDwZjMCl30/GsZAkKoP0alpvFnWnyo3pIU1vIZouTnk3RsRl0E0ghWKqZCwoG6+TUunmTCEOs\nidlopPXUHMa2CPdsO6ueIiYm5mdDLBhiYp4GWoGKav2QLthnrG3KaB5cOsxybYJ8INkbuuRKuxGD\nfeiOjyjmI/vi+SUAjFboUpROADCCSCgUzvB21wb8EFwLPJ/Ev/wnst4gHOwnePkLcG2LrsyaZAkg\n63TRmxkgb9uMmpDlVEDGSpJbqGPNL9JsjCOr83gVQWNsF10912G2DKJX6mBb6L6zhzdZ6RJWOhq7\nLRormEqIUAGYkEzWEGZz4EanejpYgVLQ8aNWyjPNmhw7unlCQMfDPnoyGlBVyGLyWexHjhI+76pn\n5pcVExPztIgFQ0zM00A14XR0X7VA2LA2TJLp6gJm5hRFFIFjmA87pLwVrHQfprcbEYSQcAmeswdh\nSXQ2DQkX01mbh5BwN6UgWp0OYn6VtLRBSNwf34fzxEmQAmuhginkCJ9/NX0pl+mmB5Yg7drkhAQN\nViFFbyILgGgvEWBoNmfI2xaesliqHWWw71pkx0OXi9HxL4Lx0hzozPHdUNCWFuUw4LpgmpnUdtIJ\n2NYPNFs4jx6LhE7SJXjOrvV9h7u3IRptRKOJbLbRuSyy1kBU66h0EukFFz6BmJiY/zJiwRATcxpj\nIAwBET35XsqP6I1/CwkowDagNYn5ZZKBQCmNHWiU4yCNDUqjh/vRyQ3jok22Z+eYfzDbbtBaXMXx\nQxLSYiCVRdQbG4JCaeRKFYChdJIu1yHUhnyPBeaMaMUajzgKr7JAyuuQlTbpAcMQ0PWTJ5ChiYZe\nXbUL05W/8A3I5egt+LxpdoGOY5OWHsJV9G7b2MSaWYgu0ImuXU7Po7eNRG/aFsHzowiCc/dDkcGT\n64Dng9Koc0Q4YmJifjbEgiHmyqDVQVZWwRh0NgPFcyxkem31ljJa/OH8LXyeH1Xmaw3dXVGxwekC\nP2OiEHry4k6EMgGqvVbUCEjtIRYb4AWUPUEtWaLVXsAKFb3bdmBlx9DoaApUqwWBhoRz0WNVfY+E\nbSG9kLYKCbVCbt+CtbCMCEJ0IUuwd8OQKXOmx8GTboEyhgdMh8zWfgrLHr4+ws5cnsH2dqQRYK0N\nh5qeR11EMKiBJFYzj7NYx04YSGjUWbUWZ6QgjDnvsCk13Ic1PkU4UMZYFmr3Vky5dMHjx8TE/NcR\nC4aYKwKxUo1WZSGQ9QY6m1qf+AhAu4Pwo4mMxhZwemCalGcPOAoVcmYB0fERxqAbLfRIfyQ4ZORF\nEEUazljEwxBrcg7h++hsGj3UB0Jgp0B47UjQdOeQ9RZCSpACx1fszpYIustYySSU+sD3AAH1FqLR\nACcBHYEJ0xv5/ETiLKFjBSGhUFhGR54Ltk34gmvQw71Yk7OEu8YwfeVLu5dEM2I6qQSd4V0os4OX\nje7CmZyD1emo+NKY87Y4KuWB0Vh2Coou6roSutQmcfcDmBaYctfm7bcMItptRLuDzqWje30O9FBf\n5Pug9CWJtZiYmP9aYsEQc2WwNuxw07+NiToIlEIYE4WytUZ4CnNaMHS8qPoOoid5xwHfRwQqmo8i\nBCJQ4AXRQgmIxQqi2YZcGl0uQTKBnF1CeFEEQlbrmFQC011ErFRJTM9HC/zqEqrYFT1QC4HpKWIs\nCyvhQrm01ldp1v0N1h/9lUE0WlE3gBCYoBm1FgoBtQai1mCk0WAubRO6gu6uIqIrWpT12BB6bOjC\n9+60HTOAlEgpOVjs5f7VRYwxXFvsxRISPTqAarSQtQYmnURtHzlrV8vzP2Th1L9IEBkAACAASURB\nVHfQRlHqu4GBkV9CTs3g3nkPsuNB0kXc/TBedxHTs9Ye4diEV+0+a1/nxHHAufhmMTEx//XEgiHm\nisDks4hKlKM3mRS4DmKpguj40brbbGEGejfGKPsB8rFjyKUqpjuP3rsDU2tEi7LjYCyBUJGQMEJD\nsw2FDCyvRDl3x4IwxNgWZqAXcaZpkpSIQEUpiNXapgiGCALMWq7eZNOQy0ZC5HTE4LQhQxgQrtYJ\ntUY6Dm6xsL6N0CYyafIDZKMJnQ6ZULHNt6GQxyA31zxc9OaZjeOvzXHYmSuyM/ekfkchUPt3oM7e\nAzpoAYLFme9iMAghqcz9iHLyWhLNDiIMomMEColANJobgiEmJuZZQSwYYq4Mshl0OrUpBy7aHnJ5\nBaE0KuFi/CCKMmRSyMeO4pyaixbIRp3QGMxAXxSYsG30cD9mcQWaLYTtRkvwagPTaEe9gKfTEmtV\n+qq7C2tyBtGqgfLRWwdhbV/CdKLttcbko3ZAvCASMtpsLqB0XKhWUdKiU2uC1qhMElO3SeSiDgYE\n0TWGnSiSEipo+witMek0JpX8qd1mT/kcbU6SkC47MiMIIWg98Y90Tt4BCLQbIOy1Nk/HRggJlkTn\nclgrVdAanUqi+y8tPRITE3PlEAuGmCuHJ9UiiKUKotkBAbLZiirv10x+ZNuLhhspASGIlQZ6dGDN\nIEihbQsz1IusrECjHeXNbQtsC+PYCM/HaKIxzAC5DCYXIKunIOFgH/0+4b6XRrUMWiH8AJMrRF0F\nrTai0cbk0lEu/vTTfbMVpTsWKwSOhUi6ICQi4eJjcK2160sko59JJ6GyErVaGo1JJDBJ5/KdENfE\nzPo9XO+siKIYuA5YFsoo/r/FH+HrEGU0i/4qN+R20Dl5B8JoMIZco8VMvoCvQ1Kp/dBdxnQWCK/a\nhT41i0mnCQ/ui2sQYmKehcSCIebK43TtgjYYe20BzKYRbQ+TTkGjhU4mkO0OIpHA2BZ6qAzJ6Mnc\nUwZfaVCG5FKVpB+lNYKkQzPTJmE5JPLd6Fx6k2mSrM9BOloIRegjVmcx3SPoseH1bcRKDTkzj5AS\ns1RBbRmKRIzvI5ZWseaWEEGIXfPwEdCVi3wUEokNR0PPw37sGKLjo10b3d9DkMsgjcFerUVC5nLC\n/ecq/PSj+Q0IAc02pivPg7V5DtcqpCyHvmSKeW8ZcjsQSCASDJZJs5R6MbbtoBKDHKnX2DsyEEVK\n9u14Sr/OmJiYK4NYMMRccYhKFRFGJkDC8zFd0aJu8hlod7AWl6G7iA41JvDR20Yx5W5otUEb/EyS\nULWpLh1GqxplmSYne1ipPkQrkQBbUyjsIZcf2HxgJwHBWuul1phkbvP7nh+JBc+HVBIhBLLaiFIp\nSiM6XtRBkXBxLIGbTOAVC/gWBOUSvu+TsW0Sk7PRPgTIjs/3F8Y5ourYtQYvSJbZXamiOt6FBzqd\ni0YLoUKMZUfRhdMiQggWV2vMeZpQw2rYoBZU6EpI7m08yq5tL8VMfA+MYcFN43nTeJ4hsEK6dDRU\n6yxBEhMT86wjFgwxVx5BCBjkah1Rq6OKBfTW4ajCvtFaX7xMXzfatqNiSIB8FmMMJlQ06uNgCSxp\n07I7BOEcoRuNiQaLVmuGXH77psOGW67DmngAEfro7lHIdOGpkFPtFXQQ0t8IKBmDaHcif4dUEp1Y\nK/lPuFFnRWUVIQUkkySG+qBcJAhD5FrHREuFJP4Pe28ea9lV33t+1trTmc+581RVtybb5SqPlI0d\nN0NiQQLdicLQRFEnwqYDIVgWDUoY0iJREAgMKEGWYoQikog4lgwdEbA6IqHtfo3yeDYv2JSxTQ12\njXeezj3zsPdea/Uf69yp6lbZzgO7yt4f6co+9+y9z9771r3rt3/D96s31KBWiHhSVfEcF+m7PK6r\nXCPzyNUKJpfBSGmFnqS0ZYdm2/Y9pPytSo3tTi8IEYg4tOe3Vp4whqbWBNJlUMJ0tEo9XuFA7gAt\n3ebYwBi37fsSreop0mcfxYQ+SEFX15lIJ0ZRCQmvF5KAIeHKw3Vwn3oWZ2UVg8A7eZbufmvVTCaN\nqdTsk7w2cF6DoBCCQEobOHg+XkZhui0cP0MzVV3XOJLONjV4P4266le2fOtUc4lQa0ynxcmoQ65/\nGF8bUDFz+QxN38GpVRkONalsGjU6hBAGk89jBkoopRCG9QlLY0CNDyOPn7ZTGoGHyaTstRiD0Qr3\n2AlMt4szeo54YhQ8DzXYj/B9O90BdmrEczee/JXaOqkReBgEotOBWDHi+xytL5CWPuP+AKFUdHQd\nGCY2EUI6+Jlhsg7clOqwqiVD2QJDqRTlTsSJ5QaxEIznU+wt/PKaMhMSEl49kjxiwhWHGSghWm2M\ndCDwbKq/UrdvKmUX1jBE9RfXraI34zuS4fwOXN2gyRwtv4GUXQbjHF4k8P0++vtuhC5wDMTTwGnY\nbpaxHXcJwyqRbhGHLdomRuczdIxB1ht43RCnG1GLIzv50FdADw1iBqyOQspxEBK0MSijSTkSZJe4\nsEKcX6Y42cf1pXGU40A+xx1LCtFuI7XBmZ7HWVyBKEIaDfX6ppvERqMj2GzDmo611pBKsehLftJY\n5aluE20Ut6eKDPku1xWGGAlygCDSERNpq/PgBUX6d/0GhfwYu/t3sWPPb4AxnHzuDOrkFM0Tp/nv\np+c5Vqn9j/6IExISLkOSDEPClYMxiHIFYoXJZRHaNu2ZlIsp5m2z4AtnN6YC6g10Mb/toQK/SC41\nRDoo4S1NEcfLpP1hxkwRNXADOC6cA9HTVxJVMEvA8NbjZNBUMUhtkGhSrRZytQm+j9vpkj03S3PH\nKGYt2ljTRDDGllYcSdELrNSzkEghEFM/RRgFEsTcM/zqgV/nfxrcjdSa9PQTkIogiqxIVdQLRISw\nI57aNicaKbdKMHuevUdhDL5LLCVPLsyQiyKMiPlZtcwd/cPc4F9FOVygP3WQvD9C0e+j4G3IQ3vZ\nUartU8SqTaf6DDvNfkwnpAkIIcnWGtTiIpUwpOS/uHlVQkLClUMSMCRcOVRq63X4+Oq9yIVFhHSI\n9++yQk5L5Y1tpUQ2WuiLHw2ExMHFxD1HxFgh51cQ1aPosVHanTQ6jPDdLK7w2e5gu9MlVlciqDYo\npvLIIICwSpBJ0zGaOIqIA48BZQ2pjOtaxclG25pVdQ0m5eNukrkWKgTZW+y1Ah3jeWmQDvF1+3FW\nKwil0H0Foh3jUChgjIHxYUwYWqepwKpebgkaXHdd7jmMYyKtiXyPVKNFpt7E5EqM9+9lHOscFccd\ndNzCuAoh7HFmV58ijG0mo9I4jd9dZjJyWGEUbaDoGLKuTFKXCQmvQZKAIeGKQfRUCgFEq4UuFdC7\nd64LI5lcxqbdhWMFhC6lBWAMaVmi0ZlF+gF+qEkthshQoxXEP3+WVtrFrY3RDWrk+8dwhi58YvZC\nh8GOQmoX6l2cTge5WsVEEaWBPuJ8jmI2j6i3rA92L7Mg1lZUadUR6YaIMMY4El3agVw9B8pAmEHO\nliEdoIcG0OMjtN/964h605Zb1pod13oV/E2W2Frb3gfXucCbIu049HkBUbPCjpOnyUgHt6NRrosZ\n7KfTmqd57klErOkUMpTzBzDSyla79PSkyifpigKl1hJ3hHkq/W+luWuCvOdSSLILCQmvOV7xgOHO\nO+9kYWEBed4Y1iOPPMKePXt46KGHeOihh5ibm6Ovr493vetd3HvvvRdsv8Y111yD53m97vYNnnzy\nSfzeH61vfvObfPvb32Z2dpaxsTF+53d+h7vvvvuXcn0JvzxMJo3ohMjFZUSlhikWkMdOEh/cb5+k\n0yniyQncE2fswlwq2J6G7dwRK3VSShLocfTIbhzVgeopYtfBrMwgV6qUHENYKLPslTiTU3jV3ezJ\nQ8bb+LfoahCFEeiuIsI2zqlT4HvIxTKxELDnOkS7iwhDKxplDKbbXS8jANDtIkOrDCmUQOf3oksT\niPllpJcHFcP8MnJxBZFJYYIUenx4Y//N17f2vVhZnQVHggBTyG/ZTgjBHUPjrMzOU8hkyXkexkTI\n2UXUYD/q5M/JrHQQQnCsskR3MkuQGaFtigzpGqgO7fYS9eWniMIWvvBJZVL4fX+IENYR07mYU2hC\nQsIVyauSYfjc5z7He97zngu+//DDD/PVr36Vr33taxw+fJgjR47woQ99iGKxyF133XXR4/3t3/4t\nt91227bvffe73+X+++/na1/7Gm94wxv42c9+xoc//GGKxSLvfve7f2HXlPAKkE6hhx3k3IJVVHQc\nazzVaGKKts4uoxgz0Ge/3+kiF5fRYyNbjxPFVsfBkQgpcboKMzBMZ3ABffS/I6o1dBQhvUFSsxF+\nrUMuO0irCKfrcGiT47LxXNtH0F+AkxVIB1bKOR3gaI2uNXrmWNbjwqQDyGYxjvWqwBF25LFcQWCt\nu4XnYQoDkLV9GKLeRFbqaN+1QVMUwfIy3qkfIeKI6NBbMKVNegjGQDfcKkndCe345SYcIRgqFvCW\ne82SxmB6Y6BePUT3gvRuqJAdDbKDK0tMDFyDH7d5evpJ/LCFAVomZKW6ymAUgXRp1iP2FZIsQ0LC\na4nLqtQYhiGf+MQneOMb34jjOBw+fJjbb7+dJ5544j99zH/4h3/gve99L7fffju+73PLLbfw3ve+\nl29+85u/wDNPeMXwvK1PywZMatMYn8FmFbSx/9+N7evNOOf9s+/VB9reAp1RjygHcRAhGxVkqPBI\nU1ppAfbJeQu5LDqXRWcz6D07bbOkMfapPp2y0suOh/0Gtukwk7I6CbkMpFK97IJtUhS1BqaXGTPF\nPLQ6NivhSEinrfsmkHrin/CP/Qjv5H+QeuxvIQrt+cSx/czNExKbzafOw0xMEI8NYlJp9EA/et8k\nAH5xEiF8QDDo5nB0gOjGpFohJZMimx1lfmgHkRughaDlB8RuyZaDwI6ann+vEhISrmhelQzD97//\nfb7xjW+wsLDA5OQk99xzD29729t4//vfv2U7YwwzMzMcPnz4ksd78MEH+cxnPsPq6ipXXXUVf/zH\nf8wtt9xCGIYcO3aMD3zgA1u2v+GGG3jwwQdpt9uk0+mLHDXhckXt2YEzNQ9KoQf7tggU6f4iTqVq\n0/iOi+4vXtj8J6Wdsmi37XRBLtP7vo/KOoi+NEFd48kMvkzhuwFNP02kDRPZbRbenqSzKeSIHIlz\negoQ1rtCGwhcq6VgDMZzkOdmEZ0uBD5qYsT6VxRymCiy8tXpXu9FOoWeGMG0uzAQI1aqGAR4HrKx\nBNoGOrKygmiWMdmB9aZQHIkJYytR7bobxzwP6WfQB65BxzFOs4OcXsBgMEPDZLwUQmuuT6eYc2Ii\nNBNeDrcbYdJp9o6+hZ+ZkLHFM5T8QQZ3//Z6YBJIeUGZMCEh4crmFQ8Yrr76aiYnJ/nSl76E7/s8\n+OCD3HvvvTz88MPcdNNNW7Z94IEHmJ2d5YEHHrjo8Q4dOsShQ4e47777iKKI+++/nz/4gz/gX/7l\nX/B9H6UUxeLWWfy+vj601lQqlSRguBLxPNTendu/JyUmncLQsWUL11mfDNhCOrDlgc3fGruNVtxG\n+AI5Ooxs5tBA0fdgzwj9fYK0e4mkXBRB4KGu2YuJlc0kpFPQjaw5lSuRzTai2+01O0bI5VV0sYCs\n1sD30MXClmyA6S/BwjLO1Jx9PVBCjw+jsoO4rQoIF50fwuQGINpoCkVKK2K1do1xbDMc3oX3Qjoe\ntCNEqwsCymFIXFUM7hxDpFPQ6jDRaNgsiDFoKdHGcHPxVq7JHUTv1+S9ApHSLHcVAhhKJf3UCQmv\nNV7x3+qvf/3rW15/5CMf4Qc/+AHf/va31wMGpRT33XcfjzzyCH/zN3/Djh07tjsUAN/5zne2vP7M\nZz7DD37wA773ve/xvve975LnkjwBvcZQCjk9j4iVtV0uV1GF3LbpeF2fw4RNhONDfhzpuDhuQH7P\nb8BQE/fkOYyU6HYbNT5CZsdLsGtud+yiKkB4VhfBjnc2rOZCkFpXdNw4EQP5LHoty3H+uUqJrDet\nsyXgLJcxvia89X9BP/84IrQ9DLYUEkPYK78YA2vBTb2BaNtShgl8llOGxxZ+ilCGO4duYDDXv77P\nC4061W5I7DlMlz1unhiHTAq95sjpOJyRIXPlZSSSvbl+hoICGIPnSMYyl1WVMyEh4RfIZfEYsGvX\nLhYWFgDodDp89KMfZXp6mm9961vs3r37ZR3LdV3Gx8dZWFigVCrhui6VSmXLNqurq7iuS1/fy3D8\nS7i8qdaR5SpycQnheeiSHTkU3WhrjwOg26uYsGGDCh1BcxHSvYDAdW1fQiGHnFnApAJ034Vqkdtj\nGxu3fGelgmh1rIdDs4yWDrLWwEgBuRy6p/h4sR4DABGFG30IQiC6XUyxQHztWwEwftq+53n202Nl\nMyueZ8WuOuFG30any4Pz/85qtwYCZlvL/B/7fhORDlDtgOp8B+FJtO+ziCHUCl86kMtigE4cMVsp\n4/VKPGebqwy1tM2aCGGNwILE2joh4bXIK/o4MDU1xWc/+1lqta3SsadOnWJychKlFPfeey/tdvsl\nBQvPPfccn//859GbGrzCMGRqaorJyUl83+fQoUM8/fTTW/Z78sknue666wiSP2xXLsasy0ADyGod\n4TqYTAbaXYgjjACT3abkpHsZiDU6HduMGCm7bzdENtsw0AfZDM7Mwks7p16fAlrbKYhUYEsBa9oR\nnciOHO7eiR4dRk1O2G0ucY1icQWDhEoN3WnT1XU6eYnRMWhlA4/ChhIjnmfLIGtCUOcFIl1iylHd\n9nUozapuEYYd23A51E9t5wiV4UFaxRyulDhCooxGmYtIYEUxshsipIMQEtFovbR7lZCQcMXxigYM\ng4ODPPbYY3z2s59ldXWVVqvFX//1X3P69Gl+//d/nwcffJCzZ8/y9a9/nXx+e0nfu+66a33CYWBg\ngO985zt8+ctfptFoUK1W+fznPw+wPjJ59913853vfIfHH3+cMAz50Y9+xD//8z9f0AiZcAURRYjV\nGqJSR1TrdpFe0+koFVB9eXSpiN45vn3/Qqpkzad0jNEKvPxWsaMoYnOmQOiLLJZ1EFNAtffadTF9\nRUxfEQo5AEw+a9UaAWM0JpO2iQjPtX0Ml6LRQiiFGSgR75+kk9dE+0cgjolaZXADcFJcWOfYiin0\nHCUN+IUSEyaDCUNMGDIepwi8jQzMjf0DZAKfjOtxQ18fi50qT66e4cnV00y3yqRcj9F0jkhptNHs\nSp2XfUkGIxISXrMI8wrPPp08eZKvfOUrHDlyhHa7zcGDB/nUpz7FTTfdxNvf/nZmZmZwthHaeeaZ\nZwAr/PRbv/VbfPzjHwfgyJEj/NVf/RXHjh0jiiIOHz7Mn/7pn7Jv34Y18cMPP8w3vvEN5ufnGR8f\n50Mf+tCL9jcALC3VX3SbhFeBWhOhN0YlTW9KQq6sgjboQs6KNl0CYzQm7iAcH9GJN71hbanluVlk\nvYkRoEeGMUPnla+q4BzHhtzKoAeriEyELmQhm9m6baeL6IRoB+YqLaJ2m6LvUZoY3sgEbMdKBVlv\n2FKDMHS789Z4q94GNH5+0o5c5rMbAdOLoTXR2Sl+2HwetOZXvb241+zddn9jDE9WTuP0RiUjHXO4\nb8961kEgkELAag3Z6VolyGL+0lmThISEy5qhoe0f1uFVCBiuJJKA4TKl3kAoDVGM+8IZjBCoA/vs\nVMR/Bq0hDO3Tse/ZEcxWDKsNIhTPemdpqzbFTImDhYMIIRCnQa7Y3UW1Dk4DszMCpVG7xrZdNKea\nHSrlGk43JBSQMeAO9pENPEbS54kcdTqIMEaslBHdGJVL00m3EJ5jpxm0IMhPgNGY/PaNndtiDHJq\nDiEFnbgORuDt3r91/1YbQmut/WRnDqdXvom04nDf7vXXF9zDXo9FQkLClculAobLoukxIeFlkUlD\nvYl35OfIah18D6dcofv2N136if1iSGn1D9YINWp+hbA1zXxlBiFCzPgI5c4yU+40u7I7MWlAAQ52\ncV1LQDjSWm9vEzC0Y42jNTiSWhSjHEl/FFF3JOkoprB55FEZRKWBqLVAa2Q+i1+aJO6sQD6NRxYT\nxbZf4eUs0kKgh/o5ffZfmWn8DBEETCz9CruH32Lfb7SQjaa9J50OO7N5zsV1wLAj3b99sLB2DxMS\nEl7TJAFDwhWJcQSi3bLTAIDohIhaE7M2dXAxtIawDV5gRxHBNj1G2pYXUgGEhrizhBAOGomjFCKq\nEegseqVmUwOjAh1h+xhGBSLbBSSoXp/CNuQ9ybIQOMYQG0MOwHNxhEDp8xJ9EsTqqj1HKRHVBnJs\nCD87YpshKzU7DRE1MVm9Lh71UlCBZNacwsnbjMxs+Sl2Dd6BlK4Vflpb/KVkxAQMlwbsPU6yBwkJ\nr2uSgCHhikPUahBF1sdhtQKZHCaTwhRzl94x6uL99FFEs4oJMkTXvxVSOUSk7FO6AdMNbdAgJBgo\nuSWqukJ6tU2paZgsDiD1LHr3BKanHWVMEbEqEGGvh+EiNfyxTApvSNKtNxhSiorro6SDYwwF/7xf\nxVSq17ApwTvv6T2MbLDQW9hFu3vRIMUYc8FCL5BI6bDWoSiFsz41Yr0xYtuQqbS1DU8ChYSEBJKA\nIeFyRim7OCKsCFFPV4AoQrQ7xNfuwzkzgwkC4usPbD8RsQk5dRzRbaNdjyPhE1R/9u/0T9zBwcF3\nbmxkAFdybmCA6ekp3LTLNfmbKM52SAceUgOLZfT4MMbzsBIHAr+/+JIGBAbTPqStUFKfMizMKrwQ\nmm0oDG/aUAjUxAjOYhkw6MH+jSf/870wtpm20DpicerfiDpl3KDI0MTbcT3bjCmly57hX+Xs0n9D\nCJgcesvGmGkhhxYCEceYXJA0MCYkJKyTBAwJlydaW8fFtYUsim1AIIT9rwGkg9q7C1Moon2Jbq+A\nkTgij/EMSJByU09Db/rmZ+qnHFXPku3kEc88xsIAjOz4FWsI1Vei3O1ytFHDK6SJgj6eDwLeml1A\nKBsSGB1j4piZskezbYcah/rhJes79WgsGjKnZ3DDLpET0GSM7PCm5sdSga4XorqrOKlw45fV7blW\ndjpWCjufveDY1ZWniboVhHRQUYPq8lMMjL0JgFYUM2cmEf27KHoeQ/kMx+vTtFRI0cuwNz+aTEcm\nJCRcQBIwJFxeKIVYXkXEChNH1qracbFujwZRrSMrDTTamk6l0qhuh7i1SnPlGdrzK3RcH5kfIjta\nJJ0fI1e0I7Z65wF0ZYlGuY6rPUZag4DtFXDcZfSuMUy7Q335GSZP/78IrWlld1Lf/U7isSHc+WWE\nMeihITqRpNVeb6GgXHv5AYOYX8Jt2QZDX7cQ82UYHl1/P24t0y3/HCldVHMejMbN9myss+ntRanW\nMHqjlKA18tw0Tv006qrdnGu1MQhcKajHMU9VZuiYGlJImp02KekxnrZ9C3Q6+P/1vyBaTdTO3bQO\n3cKaR9Y2088JCQmvYZKAIeHyotZEGGOnDYyDqTWtpoIUiKVVvJ8dBQwSQXzjAUwUIaI23Zmf0J05\nReQoTNyk6xyASgodlXHZiZfxcTyH+MZfZfRciHn6/yLfFkR+mkJ2FwI7vSCiiFLlOSq4RMrgVaYZ\nqFYw+/aiggCwVtNOausYpPMSyvzGGOpxjBSClGqg1QmmmaHIBEWGCLx4y/aqXUZK+ysqpIPqlDcC\nhhch33c97cYUUVjFOzFLqTyJy1PI+QWiEYXqtsBLw8A1hCJC9socUkhaKlw/jv+j/w/vhRNWknpu\nnqbqpz2xl2oNhodetAqUkJDwGiL5dU+4vNi88Lqu/QqsNoJz4jQmroFqg9LI4w5meBRdyKDCOkIZ\n6/0kHZxukzgSGGO1AeI2SBcEmj3dCUoj74D2EQKTwQ+b6KGMtZ92XBzXZ8xJUyfGMy7Z9CDdyCNV\ncm0joCPxhWCwD1br4BjNSKoNdayOg++tb7d55PFYrU41jFBRjWz9KNPmMZrpVRxy3JR6K/t3vGPL\nrZBBATV9HKfWRgcOcvIlBAvG2JHTOGa8707KzVVKi4+D49E2Mc7UzxgfnuQF6aGikHxjml3jezje\nmMGVEq21NZNa+3G0WhvXECv8ZpmO2AtAq7VVlTohIeG1TRIwJLz6aI378xcQjRZ6oIguFhBRjHEd\n6Cus576VL3HjBgIX0YgxuTqilkMqRVDcR7c2i9YCaTK0s2ny2TTp7DhSeKyrOysFKiavNHp4D6LZ\noessgakjgjEo5EjtvpNu4/+hqLrI0o3gDyAdev0TG3n4/pL9otHeiHMqDUSjYRUYgwC9YwRlYpph\nm9VuF99xUd0KpzuzRKKLTKdASM6kFtmlsjghOL3khd8JcOclRjqIboBbFqgXixm6IULZCQoBtI1D\nIZXGiWKEEHR9h4IruMmJUYCfBjdVIi19KnGDPi9L3tvoiVB79uPMzyFUTJwv0dhxALCCmEl2ISHh\n9UXyK5/wquMePYlzbgaEQC6XiW68Fr1j9AJBIrNvElWbxZTL1P2zxO0pgnSHXHgVmZ23YAYHcbsz\nmOwYE7mrkUtdTAuU6OJkA3s4ZQAHYpt2NypGaIGoLSPLQ+hcBjcYpnj4Lubnz9ENl0jpn9MXHOCi\n1isGa2ldruC8cA49NgypABFFNBdOc84cJ1SKxW6BidJBpJsiJTJEvTKIIYPnFTAaohrIAXvpstbA\n8wbXAybdvISxUxwjV1YRZ2dwFsvWf+LAPvwgxblbrmX4hWnaLKH27SAf1fGEj+umkP1X2WOrCrXq\nEVaNYteCz0g1jcllid5wM7qvH1leJtp9FU43CxpSachkLn46CQkJrz2SgCHh1afVtitkFCNihZxd\nsJbSufNWJC9AH7yOxWf+EdmooZRHd/mnyP0jBAPXkuEmMtwEgJhbQgTWvdppVxBDw9AOEe02engC\nojpR7RgiAOkEuOlxxEoVMzgAUhK2Z1DO8/gFD2VqlGuCgeK125+/7+E8lI2SCgAAIABJREFUewL/\nx0cQnRBzeprum27BeA7zKz8hSjWRTooh16XVWaKUG2NvADOVNnPdKTwzyLW5N9tjGUADDlZbIvAR\nYQRGo/utKJVYWkFWG5hcBj1qbbnl/DJyfong8SNW5tp1oB0y9ObDRLksc/kmXr1MwQ9pa4k7dD1+\nfidC2mBktvYctRhWTrbY+9w52k6KXO/+R7ccRk/sQACDF1eNTUhIeI2TBAwJrzp6ZAhncRnR6WKM\nQbsOYnEZ44/ZfoDN5Abp5DyiIQg6oIWipZbIPnMcHId41xhkM9Zh0pFID1CgjYFKHbm8DNogcuP4\nO67COX4MJyghhESjaSlAaaKojWOkTR4ISawu8XQf+DhTs9bfwpWIWh3n9DTNfUWilLbOmFGLgi/Z\nmc/QF2pMagf9k/8r+zuLqJZERR2i5WnSocDpSPRACT0yaM+13kDncpiJYcTKKu6ZGZt1qFibeD06\nBFGEc3YG1IadtqzXwfMY9zxqlYjY39BhiKMagdw65nCiYfi1cy3SkdVhiE0HUW/8gn7KCQkJVzqJ\nAHzCq47eNUZ43dWowX7iiRGk0shmG1Gu2Ca+zRhDfuBGVGBoFkLivhR9HSuXTBzjTs2BEJh0YLUc\ntMGkfJASWasihEQ4DrLRQjopOHAjJpNGZzIs7dxBS2laShOKfnRPjUDrmEwwvM2Zb6I3QYGU4Luo\nfTuIhvMM5fbhCA+DICf7GJjXyNUqzuwienEOKSReBjwT4dXm8dLaliPKFev7MD6MumYvZsJ+vmg0\nN+YZpUQ0eoGM56HzGfv5vYBBD/avn56b6sOYns22jnHTQ1tOfyx/LShDx5UYR9r7pDR6eOt2CQkJ\nr1+SDEPC5UEhj7p6N2J2wS74nmMbB7XeWCArNeRqlQF2E+z43wjdBnl/P+6ZxY3jKNvdaPpLmHYH\nmi27fxxDkMKYjg0kXB88F5NOoUp5tDFELYUbhTb9ny4x0n8b7e4Svlcgk7r0wtl9y61WQ6LZQu2a\nQF21Bz+so6Iak8WbEMKQYQzadUCAI/Hahm5BISONpIsf+AgVQ9y7jlYbPBc8Dzm7YDMIYYSRDrLb\nxZmaswJOShHvn4RGk9D3kSur6FyO6I43rJ9fJrsXp94l9Dr4+XGC7NiW8+9zR3jbzjuoTj3JjNdi\noNPFHxwiPniRMkxCQsLrjiRgSLgsMIGP6HahVLQujJkMRpuNxkdtn8xFL3jIRSX0xHUQxxixiGg0\nIEihd25aCLshstMFEUGzhS7lkWVlA5FcFozBef6M3XbHKFJ66y6T0kDgpwj8F5kbrNah3QbPo/u2\nN1m1yB6d+lmaK8+CMZQm3or0CrBUWxdtcFNF0pk8ca2MVyjhoKDdwTTbmELe9i50Q4zv4j73/LoQ\nkyFGLiwjwgihFN7jTxFPTqB370AY0LksZNI2cBjsR1RqOC+cxRMS4+SJB7eOWohyBdEJ2SUM4a03\nI8/N4bke0dV7ErvqhISEdZKAIeHyIJ1Caw2+D50Q0e0ifA/K1Ys4UArQ2jYqjo9g2m1MKoUZHtjY\notPdkJZGgOOg9+y05QshcI8cRZjevOXxkzDSoNpp4QV9jA5dh5xZsPLUvoseH9nwclDKjoGu1jDp\nFHqwhGm0bTbELYLroqImjZkfk65IRAzd1f9K6vbfRY0N41RqGNdBjwziuS5eIWUNpAYkJgrt6cUx\nolqzC3avPAAGObcEcYxodxFrJRDPQy4s28kSR6xLTorVGgz0IRfLiJ4wkzAGuVi224L15eh017M4\nqeenabZPsxSfxoR9FA+8nXRuxy/4h52QkHAlkgQMCa8+xtiF2fPAdRFK22ABaKuImcUZyKTZU8rj\nVhqAsRMDStlFU0g743d+v4PjrJco0NZ50S7AomcNHa3rKoSr5zBFTcGRmGiGeDpG6GG7bTeyT+tD\nNhhxnz2BM7uA6EYQhkSeA4U8JlL2uK6LViF+VSG0tJ4W3RCxWsX0l1DF80YNPA8jJdQaiDC2X80m\npNP2vAMHXSrgHn0B2WyhpYSo57MhjfWScJxeNsBmBES5gpxfQtYb6PwmF0+tMd6mX/tNPQ9EMZSX\nKQfP2+mJygqrC4+Tzr3vF/FTTkhIuMJJAoaEV5+eK6VYLmMKOWvJbAyq2eT52jLdUo7Y0TRdnxt2\nT9h9hM0w9CQQbLDgbf3nbAZKsFoFpTGZAFmpQidGDxQgm4FsGjpdAOKURDhrh5Zo1dlwgRRiI/AA\nRLNtP1srhNaIhRVMFMHEyLqTpBuU8DOjqOoCAkgV94E+L6CJYjsCGdimTKFUL2hyoF7DOBJcDzyP\n6I03IGfn7cUqDVqj0ilIBZi+gp2okBI1PIgzPYt7/BT4LpyZhuEB9FA/ohOii4UtWRgcB53PIhpt\na2SV8TGxRggHhETraFuL7ISEhNcfScCQ8OrTauP9+AgiUmAguno3OJKw26UrQSurUthW0daaupSY\nwT5Mo20X9/NdG6W05lWAc3oKUW1YT4pGA7VrjPjAPuT8IiAQpRHM0n/0og9JavQQZr6GaLUxQqDH\nN5oedTGPMzUPDrbHIO0jggBntY7q7wMPhBBkr307nDqBwMHJFVH9m9ypwhBRqSGkxDRbmM1ZByEx\n2RykU8DGlEd86Cq8p56zKpik0Ht2YBDE11+zESyV8rCagUxq/V6JToi6Zt/F738ua3s6ACMgc+IM\nTTWP6e8jW7o6CRYSEhKAJGBIuAyQs4sIbdafzp3lMmrfJH4+i27E1uMhVuRS27gzuq5dJDcfb3EF\nubACUhDvGLUCUJ3QBgNCIMLQLrqOg56wTZI+0O//GlFnhaDp4rQNJp+xhlTtLnJ6Ab1vlx11HBkg\njiJEs2OzDLkMJp2ybprtjpW07nQRngcHrwelUa6zNdhph4heT4SQEtONMJkMomX9ss3wAHjOxjUC\n6pp96P4+ZKWKmhhFtDqYXAZ6jZprqNEhXN9HRBFog962B2R79NgwpbH3k+msIISLF7xMC86EhITX\nLEnAkPDqk0lZhUPX6ZUWPIzv4UQxN2UGmeo2cLNFdmZfwsIXx8iTU3YSwpG45+aIr7vK9i9EPTdI\nz9tax+/hehmC0wuIVsNKSEfhehAjKlZKWu/diXFc9EAfDArkUhmzKQ4wvodYWbXBQLmKCXzMYB8o\nhVxaxWhtswmugLA3BdJz5ySTsvoRl3iiN0P9qKH+3mf5iFrd9j9sFrhKpwjf+kacMzOYdIDaN/ni\n9+08/NTAi2+UkJDwuiIJGF7HGB0zc/Tv6TRnyBT3MXb17188/RxFyOl56HSRjSZCStTYCHr8RQSN\nLkYY2SbAUgG9cxxVreMsr6JTAfHB/XZqotXC14Z9g/0bWgwvRqOJaHUQnouIYjSAEKhdY8jFFQhj\nTBwi55fR6dRWB6VYIeotG7i4ArHSwGRSiEYLubSMe3YOtbhCdPg6TBxDFKN2jtrsiFLoYt5ObkgJ\nlTrOwjJUa+AH6GwKRocRUsCJU5iBfrTvIgIf47q2p6J3ri+JVpvg0R8h601MOkX3LW+0gUkPk8/Z\nUkVCQkLCL4gkYHg9Ece2Ya43LTD/wrdZmX4UIQSt1aME3YCh0behB0sbI4QAtQaZv/02shuipUTv\nnkDtmsA5O43uL16QEn8xRK2B/6MnEd0uxvcJ73gD6voDqPM3zGa32/3SGIEppBGr9snbjPSelD0P\nPTGK8+Sz+C+cAQP6+CnC33izbTQE+5S/FpgYYxswO22cZgvhelYBsdVGTs+hNz21b2ll7HRBG2St\nYV0se2/KRguzWrXNja02OmjguB5qV6HXq/DycI+dQjbb4DiIMMI7fopw8PDLPk5CQkLCSyWRhn69\n0O4gag1Eq42o1sEYom55PaMgYkXUWEDU6sjphS27ph551AogGYNUyuoTKGVr9nEvzR9FuD9/Hu+p\n53BOnL5wxHETzqkpu5/jIJTCOT31i7tO38NkM6ixIfRQCTWwqQZvDO7UrA2GHIlstuy1rCEE8f6d\ntoxgDGpyHDM2jEn5GN+1UxWCS2c7UgE6l6EjBTUXwsADjM1mqN4o51oJwZGIVuc/d52bSyrG2L6J\nhISEhF8iSYbhdYLohrbhb7VmF612m9LIHdQWn0JFDVwnR6lwc093INy6b/u8RU3ZaQZdzGN6qXRn\naq73GSAbTcz8krV53g7fXRdPwpitZYEXYy0QuVjqXgqr0dAJwfdsaWJuETkzbz9nc+YEYZsVN5PL\novbutNcsBMb3iYTEnZlDRBo90IfeNX7JU2wFPq19u3B9l878Mn2eixzqQw0NWtGmMETWGhilMUP9\nlzzWxYgPXYVcrSJXVjH5HNFNB/9Tx0lISEh4qSQBw+sEIwWi0rBP9gKINYXs1ey9+f+kufA0peYI\nKX+HXZCDrQ6R0YG9yB/9FKE1RkC8ewdq1yjG9zcW/s0aA+fpFpxPfGAfot5EVuvofM72LLwUGk3b\nYyBsjZ7sNlMTnmu//J5Ec6uL++xxm0kxBpXP4tQayEYLVcjizC2ihUAPD9hASFifh3WBB8/FjA0T\nXbV7+yClZ3qF46wHI6HWiMBH7d8N+yZpGkM2Zccc1UAJeewkRghMMY9cXkXnMi+9R2MNKQnf8saX\nt09CQkLC/wBJwPB6IZuBSh0jBHjWeAmlyMZ9ZPNvAlqYZhuG+7ZmBlpt1LVX0Q0j3DPTUCwgUgH+\nf3kCigV0KU/45ltRo0O2bh/HmCBAj1yiy15Kottu2nitFKJiZZYJ/O330Rq52amx3sRsDhi0xj1y\nDFGvo0YH0aPD1qGy1bJ9BL2RSme5ghQSIQVuo0VcriJihXYlQhkbjGSzdloh7Kkp9iYXjDEo1UZK\nHyld0Brn9Fnbt+BI1M4JyGZxpSCONUIIjAAXCY2mDUIC34ot9fo+hNL2c9LbBD8JCQkJlxFJwPB6\nwXEwo0OwUkYYML0nYzG7ZKcDXEm93WR+eoHy/I8ojU+wf+x2RBSD76H3T6KVhkwa58y0VU90JLLW\nwJmeQ03uILrxAITRunLhSyKK8P7jGVsCcByi667CbLJlRmtEs4XZHEiEkdUi6CusBxjuT57Fff40\nSIkzPU/3DddBKY9xHUzgISs16IYbvglRvF6i0VJYmefesUS7jekvbQlejNFUqyesAqQQ5LK7CRrK\nah30+gecpRVUNkvO9RAIYqMJpEOq2WZNspl212Y/ul0bhEjRs8ZOSEhIuLxJAobXIrUGot3tSRsb\nZK2JSQXo8WHMyJCVMY5i5NIqslpDNNsYo1nw28zrpzFGcaLxczxdZzL3KwjAFPLrs/5GyPWyhcGg\n156OHQfSLy+1LqcXEGG4sehOzxGvBQxhiPfks1aK2feI9u5C1GsET/wUEUboZ5+n+463Ykp5xMqq\nLQ30sgnOC2cw+3ZhhCCaGMWLNWbQR1RqeC+ctR4NRqOlwPQV7es1tik9dDrLGB0jpdd7vUggzrO8\nlhv7Zd2tTYkbxzTokQFErQGxwpTyLz24SkhISHgVecUDhjvvvJOFhQXkeX8kH3nkEfbs2cNDDz3E\nQw89xNzcHH19fbzrXe/i3nvvvWD7Naampvjyl7/MT37yE+I45uDBg3zyk5/k0KFDAHz605/me9/7\nHu55jXV//ud/zvve9xo01emGyFYLpAONFvLsDKKYh0oNlEbvGrNPtLWmNTjKpDFGYepNGqxgtAJX\n4hhNrX4SRu/EtDrguoS33oBcXoWxIZyZBbtoj49s9SZ4ufje1gV101ijnJq3jZSebZJ0yhVrca00\nuC6y2cI9+jzR7TdjsmlEbHsQTBTZcoUBoTWEbfTogM0otNrrPQMm8KGUR++bxHRDRO88TC4DzRbO\n1Jz1Z9g9gcQFNFYP2vpNmL4iutFANJrgeaiR7Zs8jecjohAMGM+zn92XKCgmJCRcWbwqGYbPfe5z\nvOc977ng+w8//DBf/epX+drXvsbhw4c5cuQIH/rQhygWi9x1110XbN/tdrn77ru55ZZb+Ld/+zek\nlHzuc5/jwx/+MI899hhBL9X727/929x3332/9Ou6LNB63dJZtNpWKAjW5/8Bq0TYbCNqDasSmM9j\nchmGu5pyfQppJCJokw56gkn5LM4L/4F7+knwU4Q3/c9E+/7HGu7kuVm7IAuBzmWsxkMQEO/fjZxd\nwJlbQqxWEVGEyaTt6KDj2EZLWJ+WML4HSlmvBAmy3rKmTGv9Ddqgh/qQ1UavOVFiSkXrzxDHEPgY\nDPQXbX+H1qAU3jPHetkKYQOCG68ljmpEcR3h+GSyPctn6YLjooOA9nPHOFVdppvPcv3Nt+A5vV+v\nTAoT9/7/5UyEJCQkJFxGXFZ/vcIw5BOf+ARvfKNdjA4fPsztt9/OE088sW3AsLi4yK233sqnPvUp\nCoUCAHfffTff/e53OXnyJAcPvg5HzVIBptlCxAqTCTA131bPlbFPzlpbPYZ2B5NJQa2JGRrA5LOM\nlA4iZnMsd46RTvcxufM3ARD1Zfxn/m39I/yn/m+6v/a/b/3cMLTeBmtWy5eiG+KeOANuL2tkPMI3\n3Wr/P4qtoqTnYvqLiJkF65qYCez5L5UxUYwwBt1fJL7hgDWZ8l30nl22xNBV4AhEHFv9hMEB4tFh\nRK1BvG8S79gpxMoqplQguvnQVuGkyLpmikrDNiYGni3vANnsTpsJ6WW75MlzuLMLiGYLqnVOdapE\nvkN3eZlHTcQ7b33zxnGTQCEhIeEK51X5K/b973+fb3zjGywsLDA5Ock999zD2972Nt7//vdv2c4Y\nw8zMDIcPb69gt3PnzgsyB1NTUziOw/DwRnr4+PHj/O7v/i4vvPACAwMDvOc97+GDH/wgzssdZbsS\nEAIz0IeJYnD60YMDyHIVkwqs6mHPIAkhIUhh+j2rK9ATAhrefQfD3LH1kM0KqBjWnpjD9tb3KzXc\nY6fAaGvFfMM1G2ON251iHNtte7phQsUbb5qt45l6xyjRzYcQ9Sbef/wMWa5AMY9Op1ATI8i5RUyx\ngMln0Y5jz3MgazMJYWSvq7dYm5INKqM3HLr4uVUbCNeDlI8IQ4wjreTzNsh6c91iuxN2IY5xHYHx\nPbr12oU7GINcLkPck5HOJJMRCQkJVw6veMBw9dVXMzk5yZe+9CV83+fBBx/k3nvv5eGHH+amm27a\nsu0DDzzA7OwsDzzwwEs69sLCAp///Of5vd/7PQYHBwHYsWMHzWaTj33sY+zcuZN///d/50/+5E8Q\nQvCHf/iHv/DruywQYsOMKJ9Fb7Z9FgJdyCEaLfu6mGOLuLEx9mtTz4ge3oPu34FcnQUEauwA/mP/\nDdHuEu+ftPtLAUZa86e5JfTkxPr+ztEXcFYqqF1jqF0TmEwaPTSAXF4BA/HeXRuf73vokUHkwrIV\nYdph3SSpN9cHDRACE8e2gXF2AQIfXSoS3Xbj1gbCl9mA2bsBALY0sriMLuY3rmVTdgHA5DKEq1Wa\nnS5SSNASBRhtiLYRZJLzS/a+C4FTb6ImJy4+RpqQkJBwmSGMuYSG7yvEu9/9bq699lq+8IUvAKCU\n4r777uORRx7h61//OjfffPOLHuPo0aP80R/9Ebfddhtf/OIXL5k9+OIXv8hjjz3Go48+esljLi3V\nX96FXKbImQVEvYnJZ9ATo9DuIup1m9YPUhv20N0uot4EbWyvwGbbaBXjzB5FZ0r4PzmNe/KsXbgd\nl/Dmg8jVKs7MAqgYtXcX4Z02S+E+fRT/iZ/aUU7XpfMbb0YPlnDmljDSQQ/1bRgvbSaOeyJKvZ9j\nFOH9+Gnr5VCuYAo5u00qBdjeg+j6q+31vQxEpYao1jGZtFVdbLaQjZ44lOva5sSLqUoaw9KJU7jn\nZjCeS9No5sIm9X0TvGnPAQJnazwuT0/Zhs3evnqofz3rkZCQkHA5MDS0fUYVLpMehl27drGwYDX9\nO50OH/3oR5menuZb3/oWu3fvftH9f/jDH/Lxj3+cD37wg9xzzz0v6/Ne68iFZZzZeTs1UWuAI9G5\nHHRjqNeRxTw67UMQ2PFFIWz9Pwox3e6GRoDjonZeD4BoPLe+iIrYpv3lSplWWCVyNM7CFO5qFdNX\nxJlfXjdgEnGMc/oc7olTdqLBQOTsR28XMJw/lqgN0RsOIRfLmHSAGRnE+/GRjWbGMMRobZsW10oR\nL1ZyqtVxTk9bZcdyBa0UenQI7fuglS2rbBcsdLpWFTLwaY8NI1VsGzINHPA8Cnt3bb9fOoB6a10S\n22ynVJmQkJBwmfKKDoBPTU3x2c9+llpta3331KlTTE5OopTi3nvvpd1uv+Rg4fHHH+djH/sYX/jC\nFy4IFpRSfPnLX+bIkSPbft7rAdHsjViCNTuqNpErFeRyGafeRM4uIafm7QLI+Ytc73WzhfvMcdyn\njyKWV1E7Np7idSFPfPUeplM1FtJNyn6ble4Cy61ZANRAab0twTgSI137lC0ESIEzt3TpC9Aa58Rp\n3OdO4J44g+4rYEZsuUkV8ojVCmJhCZNJISt1xJlpZLmCPDeLmF2wQdJFkLWmDRbAGmE1WvY+eC6i\n3sB96lmcp4/aAGSNZgvRbCG6EaJaZyKdwnFt+SctJcUguGhGQo8MofuLmFwGtXNswyUzISEh4Qrg\nFc0wDA4O8thjj1Gr1fjMZz5DEAT83d/9HadPn+b+++/nwQcf5OzZs3z3u98lexFr47vuuos777yT\nu+66i2azyac//Wk++clP8o53vOOCbR3H4dy5c/zZn/0Z999/Pzt37uSHP/wh//RP/8Sf//mf/7Iv\n97JA9xURy6sIxwGt0IUsIooRYWRHBrW2+gNhiMllrKCQNlajYE1F8fhpZM+QSh4/RfjGG+1xaw3U\n1Xsgk+bErohdR8HVcG5E4aUqDADx4evAdZDlCmrnGDqfwznyc9sLYAzmRVQOxUrFqjP2Mg7O/BKq\nkENUa0itUBNj9n3fRcQKp9lCuy6yWsN4HiZWaK1hm9S/yWVhfskGDWGMbLetTDO9Mo4UVsuh8yzx\nbbYsJqJofWwVIXFixdjkBO7Rk5hWB1GMifuL2zc0drrIuSWEZmtfSUJCQsIVwCsaMKTTaf7+7/+e\nr3zlK7zzne+k3W5z8OBB/vEf/5G9e/fy4Q9/mJmZGW6//fYL9n3mmWcAm6Uol8sAPProo8zPz/OF\nL3xhvf9hjY985CPcc889fPGLX+Qv//Iv+cAHPkC5XGZ8fJy/+Iu/4N3vfvcv/4IvA0xfEXXNXqu5\nUMhiCnnE7CLGdxHtEJ1NWf2BILDjiYN95ykT9pwu11AaEYY2UNiEu3sv/5p7HA8H4zr8du6q3s6C\n+DwnxXj/buRyGZMKiK+76tIXsLms0GzhnTyLe24WlctAIYfxHETbbOgyGGN9G4S0AZEUiE6X7Rp1\njNEgezoL2mBGh6zlxGoV2WrbMU4BcpMFtZGOneoQojcV4togK/ARveDHWVxB7d5xwed5T/18/V56\n1RrRmw5fvD8iISEh4TLjsmh6vFx5rTQ9rtNoIleqNtPgukgDBC66VLikn4Hz/Bnk4jJCSHQ6RXzT\ntRcsdMYYjtWephotsz93HYOpl9d8eCnkqSm8Z44hF5bRxYLNFiiFGhmwmYd6w4oxBQEYhWh1bJ/B\n+AiADS76S5vuQwtZqSKWypDP2c+YW8L05W2ZIIyQZ2chbd04VX8J9Ybr1i4Umm3b4xD4ECmcU+eQ\nyyuYVNrqYOQzqKv2cGIOZlat3MShCc3Yj5+wQlkAjQ7xwb2YgRKmL2l8TEhIuDy47JseE14ZZLlq\nbZ5jhVNronaMQF/x0l4G7Q66kENn0nYqYnRw26diIQTXFm/a5gAvjphfsnbTuye2FThy5pdwViqI\nZhtZa6BrDfRACTU2jBnosz4UUiKnZnFPzoLWxCMDVnvC92CzjkKzhXvitM08LK6glcKUiui+vB0N\nVQryWcK33opzdhYTeOg9OzdfKOQyyOk53OfPQTdE7d2BQFo30LEAXchRbcGpJYErrdP3sXnJSCFn\np1A6XWS7hVOuwsoq8b5dNrOTkJCQcBmTBAyvJwyg4nWzKRnGmGoN01fafvt6A/f4KWvTbCC+Zs8v\n3CjJfeY47nMnEAb086fp/vqbL5hukKvVdXMoYUCEoVWyHBveCF6Mwfvpz3FWKlYtcmaRzm+OIqt1\nqDXQQ/2Q7jVG9uSyTalg70UxjxkdQg/228/pXaO67mp77EYLZ2EWIyV6xyhitUbwrz9Cdv//9u48\nyI7qPPz+95zuu8++a2aYQUhICAmBhEDYwfLrJYlZbAf4QeJfwJgQmSVkqddlggNJoGwrtsG4AIPB\nOC9hcYLZiypbBBdeMAZsgUEIYSEhgZbZ1ztz5y59b/d5/zh3Ns1Ig4Q0EtLzqZoqzVXfe7ubRv30\nOc95nhx4eVQxaKDg489txmhtm2FOOIaCD/lTF+O824Zu68avrii23NbowSF8CRiEEIc5CRiOZF7e\nPjGHbcOjoKIU3d4z9hSNo+2dbA+c3gFU8eaplP3dj8dw3t1lS0tHIvZG+QHKHjs72lEomyswMIRu\n67KVJycIaqtw2rtAa4J4CH9uM0FZ6ZSRDp1K2yd4wMlkCb3+FsHcFsCgu/sIWpswiRimM0A52jaM\naqwnOGbOhA/ZLSAq+IS2vDu+jDSXQ6Vz6Gy22LdDoZMpCo6CaNyOUsQiVLtQXWLoSSm0MsytBRwH\nf34LJhHD2WFXkeAHtleGEEIc5iRgOFJlsjbBTqniCoiELakcj9peCY4LJrDz7l7eBg+7PdmbkAtB\nsYpjsZiT7uy1qxK0RuXz6M5egub3l6/g/PEdQhveBsexKy2OmWP7NRRv8sbRtiDTbvKnLbU32a07\nbA5APIY/r2XyRkrZTpDFG7txXXQqy1jTat8GRqaiDL+1ET04hIlGCZrq97rPKpu1cwrF9tsq6+E3\n1WMUKN8HYyiUl+DPbYHo+JJKBZw6F1JZQ9gd6wYOQDCn1vb0GB6xJa0bp+9yKYQQhxMJGA4nvm9v\nTlpNfWrP53He24XKFwgqygga936js2PiY7WU7e+OA6EQpq7GtqxFzJBFAAAgAElEQVR2NKFN22wd\nBtchf9JC2/66KGhqsAmAIxmCeJSgoQbd2TP5yf795sxmc4Rffh2Vt30jwr99hdzZnyC//ER4fRPK\n8yjMbZm+8qFSFBYvoLB4gT0OraYtyuR95BQiz70MGExJgqCi1I4CmMnLKk1NFX7N1NLN0zHxmF1R\nEtjiUaYsgaksI79kAU5vP0E0SjC3aXIDq/HdpnQPgwczBSpCCHG4kYDhcOH79mYI4BtbvTAUGrsx\nOjvax7om6q4+eyPbW1lhrceeqgnM2BOy/TDbslolh9E7Ooo1Ggyh9Zvwwm6xU2SF7Tsx9xiCrP1e\nch5BVTl6KFWsphgiqJvhxjuSthUkPc/WMADbemIohW7vAgXe6UunLw89ndCeL9mgoQ5v5VL0wBCm\nJEFh8Xy7WkLrqTf04RHUQNK2ua6t3vPyRq0pnDAf3d0LrkNQb0cHgtoqmwAKsjRSCHFUkIDhcOGP\nDZ6ju/rs2v5wiKC+2vYzmJhr4Gh0ezdmIAkh1442jM69+z7O1h2ogk+hoRbCLkRD0+cZTLzRFZ/c\nFYCXxySH7VN5YcJIhVKAonDCPLt9yJ1cr2FwCDWSxkSjmOoKyGTR3f02XyA5jB+P4vYn7Wcc0zAW\nDOn+5PTloffF8IidZihNUKgst9UglZo+EEmncd55z+ZnBAF+Lo+ZmMewu3BovAkW2FyEpnqc3gFQ\nCn80cBBCiCOYBAyHC0eP9UFQySG7xt/R6N4B/MpygupKnO27bO6A59kCTH4AhZytTzDHzoOHXn3T\nrirALlcsLJqPTqUxYdcm903stlhWgj+vBWd7m32Sbm20oxKOgzLGFjvSxcTIiUHDxG6Yo5LD6K4+\nW356JEMAGK1ssDAwhNPWaQs1NTXg11baREdjisfsjQcg+0n19tvPi4TtCopMds/to/uHir0s8uC4\nqKFhTL7GHuv7bXleXoq/h7bXQghxJJKA4XAxeqPyA/vnQgEyWYjZm57KeRilUXkfv7JybGkgSo1P\nPRiDHhwGFGogiZsaQfcn8ZvrUbEYGDCxCO7b74JWFJYsoHDSAjt0PzSM7ulHJVOYaAhTVT6+X6pg\npzUcZUcspqGzufG+DFrb6oo1FZjkMM7QsM0CdEIQi6CiEYzj2MS/vkFURRn69bcwiRj+vNZ9bvms\n+gbQQyOoIMCEXUxZ2d5v/I62y0u1hpxnpyUKPhgfQoH0eBBCiGlIwHA4cRxIxDCRCM6OXSil8bWC\nVBo1OIwqDq8rvwDatXUVTGCrH4LNOSiJobv7bL6A69hOkgNDBPE4KpsltGETqmBzJdTv1+P92cfs\njRsgGsWEfIwuPv2PjgCEQ+PlovfUWKkkjpMcso2u/IAgEYNIhKC+BgaSOAXfBj8jaYJQCP+4FnQu\nh9LadtTc0W5v3q9sIP+R5fjHH/v+ztlIBtXVh0nEIZO2eRYl0b0HHSUJ/Dl1qOSwXV0xp248mbKA\nBAxCCDENCRgOQ8pRmOY5GEAZgxoutnA2xdEH18U/ttkWHYpFbBvmovypJ+H+YSPKgF9Vhh60SxYJ\nAkwshsp6tlYxoDNZGwg4DniF4tLK4ihBMalxcv7CXiTi+E0N6FSaIBaBsuJwfSxKcPIi1NYdkEnj\nN1XhpguENr+Ln4jZCo39gzbfITmMUgr989+Qcx380QqLhQLu+k2QLxA01BCM9mno7MHpG0AlU+MJ\niVpB+W7JoEEwPuWhtd0mkcCUJjAFOyWish5gbOAxzYoHIYQ42knAcDjxfTttoB0UdhTAGINxXbsi\nYnAI5Qf4TfXguphp59AN/sLjMLEwOp3Db4gRVFdiaiswZaUE27bbHAcD/pzxMs8mEYNe29SLaHj/\nMv8T8emTF7Wmp7yH97r+P+reilPNcZTXnII7MITfMocg5OLm8rZsNaBQOLs6bMAQBIR+sw6nx+Yo\nmB1tFIZS+Mc2o4eGUdqBkjhkMphcFtPcOLn4UjaH+9Y7Nu8jEqZw4ny7CmS0eZQb2LoSyoByUIGZ\ntlGVEEIc7SRgmGWqtx/l5e1Q/cR59nyh2FpZ2dbRA4Pg+wRllRCP2BvxaCfJ+B6egIPAPm3nPIKK\ncoJaF9M0uaiSt+p0nG07xkYpxkTCmHgcFfh2WafS9sZbLMmMMTCcRpnABhfhfcszaN/+JF6uD12I\nk/F2Es02EY3WQiyK96k/Qa39NerdnfZm7joE1bZUshocsiMhWqNG0nYKIzkMbR22YVbBs7UlQg6m\nec6Uc+O0d9v23aEQKjDo9h6CproJq0Y8cNyxkRUjSySFEGJaEjDMIr11O05XL0opgs4e2/Z59Gm4\nULA3aYCQa0cRRufSM7mxMsQoNf4ez4ORrE1ETMRtwmQmi8rmUMWy0H48ZhtM5Tw7hRGP4h8/uTU1\nwyOoVArlG4wx9gbbP2CftBMxyBdQfQN2GWEuh4lG8RfN28e+EvZGnIqNEPUqUdhqjH5dNUTC5D7/\nafz1f8Tp6cevq6awaD4AJhQiKCvFSaXBGAKlCIrdHf3KMpz+JKYQEFRVTTuVYBTj+RfGVq20DaDs\n1IyprrQjOjnP7mLJB1zeKYQQRyjnxhtvvPFQ78ThKp32DujnuVu2F0sZKFQubysR5jw7JB7Y5Yxk\nMjjdnZhwGKLFG2DItTczrWwyn7KVG3VHNzqfR4+k7c09HkUNpdDpDPg+xnVt4qPr4OzsQGVztlZB\nODyeFFgooEbSY3kMenjI3nhDLioIwA9QqTTOuztR/Ukbs4xkbBfI0qllnPckFC4nvrmTslQJsXgz\n0WOX4fQncbe32U6YZSUEDbX4rY2ongHCv30Vp63TTqdUV9ibemAoVFeg/AATiWCOacSUltj20CHX\nBl1BYEcLRqdaykrQg0OoXI4gEiGoq0EXCijXYTSWoCRuyzpHIwe8uZYQQnyYJBKRPf6djDDMIhNx\ni8l1dujb5PJoKC6NLEAqRfjNDQA427eTP3GJ7STpOlMz90cy40srtUals5iKMkxdFWY4BU7I9lYI\nDLqjG9U3aL+3JGFbRJcmJn+ediAawow4toeEa/tIqNHlksb2TrC1GRSqELzvuX73j1tp2NCF03si\nflkCnTXw/O/tsYdC6O5+Mv/3s4SfX4e7YRM662HCIUwsCr6P95mPE1RX4m9vx2nrQgU+CgOjxaW8\n/OQVHL4/PuXgOASxGKHtu9B+gPJy40mTStkAY3DIVtF0tF1O+gGaaQkhxJFKHqdmkV9VheroQXX1\n4TfU2joAo4l+2kH39NgnfcdB+QFOR5tdJZHz7NMz2FoLXb043b220mPxtbGiR1Hb88Ek4pCIYxJx\n1PCI/RwFamgYCnlUWxeqo9uunohGi22diysNHMcmX5YlxvYvqKvChFyMG8LEYwRVeylLPYHq6MZd\n/0ecjm70SBa3oxc1NIzO5mzwlMmhh4bRb20h/Ic30ZkcGIPKF1Be3k7h9CftdoUCqjQOJQmUH9ht\nZ2IMoc3bbE6j1jht3ZisZ487MLY4ViqDwqB8HzUwtE//TYUQ4mghj1KzJTViOzUWKyQ6bV3kqyts\nMKC1XUKZiEN3MJZsaMLFoaHR5EPfx9nRgRoZAde1RZyyOagsxxSTBAEoSWDixREEv4ApK7GFknI5\nCDlQ8NHFnALT3UfQPMcmMo4O40/YbUNxCqKinHxZCbrgE8Si6KERGE4T1FfbEY7BIZyd7RAYgvoa\ngoZau+upEVQ2a6cRfN/mR2RyEArbwCXwKSTKCL+1dVJ5bLD9NIJ4DHfbDvyKMoKwi0oFqOL5CuIT\npmxyefseNU1jKg2MVtbWGlNbZbteug70JcEr9psYrTchhBBiCgkYZokaStlSzk5x2DydhUSMIByy\nQ+ixKH5tFcrzUMkkJh4naG0FsE/CmRzhdetRPf0o16WwYC4kYig3RBCLjif2gV3B4OXta9GILeyk\nNZQmCGJRnJG0zV0YTtmbdEliUjfHSSIRTGR8TiswBmfdBnQyicp5BDWVFE4+EWdnB7pnAN03gNm2\nk9xZH4doBP+YRkx8I/T0g1YEqjiqUpbAFHxMyCVobUYPJAnKS9HJYYxWmEjYjmTU10Dew+npJX/i\nAnztQD6PqamC0WWlStmloNOeeEV+0fGENm62fSMWHmtzFQCyOZSj7KoQ37fdKOul3LMQQkxHAobZ\n4roE5SW206MBU11m8xIm5iYUCgQ1dZiaelt3wSl2nAx83HfeQ3kFe7NLZ9GdvfjVFXYpZNaDbG6s\nwyRKTa50WF1BUF5qAwjfx2Rz6IEhCIBYDJ3JEowm/c0kOYTb1Y1K26kDcnmcmio7wvDOe3YEwQ8I\nvbKB/MpTCL3+lm01HYlA1AYBxvdRoRAmHqWwcB66pw8KBUzIpVBXbRMqSxLozm7ct7cBCpOIgm/I\nrzzZnrNsDtIZm6A5ugKiUGzhvVviYtDSSK6qOJrjasjnbZ6CVxzdqS4Hz7OjMh+0CZYQQhyhJGCY\nJaamksLCuaiuXpvhv3C3pY1BgLOrCzA2ez+dsU/cPQP2Jpfz7I0uEsGgCEri9ul7tMFSMKEl9pQv\nN2ACnM3vodIZO0LhaFRpaXHZZB41MIiprprSgXJ3Kpcv5jgEoDTK93He2Q5DKdvQSdmlkCqdwX17\nK7p3ALTC1FXbXXFtjoYpL8UEAUFlOe7WHfbpPhqxdRAqymwAFIuhUylM3C4Zddo6MW/GCCrKcbft\nsMss59RSWDQf1dGD095lW0831BK0No3vdKFgy2GP5nlkcpDQtjbDe7tscy6t7VJRIYQQ05KAYbZo\njWmoxRTn9idJDtun3/6B4tLIEXRqBB2LYCorwUBQXYXO5FD5AqaizBZdyuXARMdv8HtquGQMqncQ\nnfPsk7VSaDQmGoF0Bt3TD2UlqLffQ2UyqHyBwvwW/EXHTwkeTGU5fm01Tr4AXgGVzaAHA7uE0xhM\nScJOPdRU4m7aitMzYAsx1VZTOK4FMLaeAzYJUQ8kMSUxTNgFlK24aJQ9HyHHFrHy8nZ0BdA9/eju\n3rElp7qjB5rn4HT3Fss+294UQX3N3kdMggC1qwvVM4hHyE4VvdeDPrFlX/6rCiHEUUMChtlW8IqJ\necWRgOJqABwHohFUzyBK26JGCoUZGoYqu7TSW3kKuA66qxdtbHJkkBrBVJRDacLeMHMeanDINlUq\ndpxUg8M2X8HLj09VRMMEc2rRbZ02FyCfx+nqQaXSEI0SWvcGKpencPKiyUP84RCFpQsJGutgJEto\n/Vv2xqwUfl0VQUsTQVW5zZYslllWXgE1lKJwXDN6YAjd3YvSDsYEBDWVKM9D9ydBQRCPUVh6As6u\nDltQyvNwN78HYcf2fihNoHZ12iJXkbCtTeE6xYqUo30vQPUP2j/EIpjKclR3H2rnLtLBELnjj6E8\n3oT2CxRygPIhEcXPBBgPnH0rYimEEEcFCRhmS2qE6HOP42x/GSJDeKf9H/LL/6J4j7OZ+UFdNTqb\ntZMSkbBNjHQ0xhhb5CkRs0P/ow2iisP7VJTCQBLVk0H3DkJ5iQ0YOuywvgoCm/A4OIz2A0w0jN9c\nb0c9olFIpW3yYy5fbE2dRRV8nJ0dEHIpLF4weaQhEiFoarAjCu1dNhgxBlNbTf70k0EpnLffhXCI\noKEG8gX8xnooSRCUJOx0yFCKoLoCU1tFoboC9/fr0R3dEI2g2zoxjkOoqxc1NIIfDdHONvpDaVq3\nVFMebUS3dxHUVJFfeoJtfDWnHmdXu10NkRohNLSFoKQEU1OFn/XQnT305XaiCwZ/Y5Ke45PUVS3C\ndKbsSMlIGoay6HUb0cfVEcyZZiRICCGOYhIwzIacR+T53+G+8w4qXwbZAuFXHid/ymftFEE6R2jj\n27aUc/McG0Okbf8Ef26LDQBGn/LjMUxyGKUVxjeYkigkh3Hau0GDHk5htLY1FPIFiAQ2KHEdTOsc\n8pUVY0s7weZWBJ6HSmfx59TgdvTa8s+xKMQiqEzW5k9EwjZHwp2Q46AU3keX4255D4yxKzeKf+fP\nb8Hp7LZP+mUlFBYfP/adQWM9NNaP/R569U3cjVvQ2Rymb5BCTRWmvBQ1MITSimSuDZVP0R/vJFmy\nkzNy1YTqawliUYJj5tjjaKyj0FCD3rYDJz2Cygc4/YP44RBag+cN4+R8lNaEAkN2uBeqNEFtFfnu\nEZxMFiJhwmRRW3fg1VZKASchhJhA/kWcBbqnz87B+wpMKfglkBkcK5bk7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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "nb_astcor_diag_plot(catalogue[RA_COL], catalogue[DEC_COL], \n", " gaia_coords.ra, gaia_coords.dec)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## IV - Flagging Gaia objects" ] }, { "cell_type": "code", "execution_count": 14, "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": 15, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "1680 sources flagged.\n" ] } ], "source": [ "GAIA_FLAG_NAME = \"aegis_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": 16, "metadata": { "collapsed": true }, "outputs": [], "source": [ "catalogue.write(\"{}/AEGIS.fits\".format(OUT_DIR), overwrite=True)" ] } ], "metadata": { "anaconda-cloud": {}, "kernelspec": { "display_name": "Python (herschelhelp_internal)", "language": "python", "name": "helpint" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.6.1" } }, "nbformat": 4, "nbformat_minor": 1 }