{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# SA13 master catalogue\n", "## Preparation of UKIRT Hemisphere Survey (UHS) data\n", "\n", "The catalogue comes from `dmu0_UHS`. This is a J band only survey documented in https://arxiv.org/pdf/1707.09975.pdf\n", "\n", "In the catalogue, we keep:\n", "\n", "- The identifier (it's unique in the catalogue);\n", "- The position;\n", "- The stellarity;\n", "- The magnitude for each band in aperture 4 (2 arcsec aperture corrected).\n", "- The kron magnitude to be used as total magnitude (no “auto” magnitude is provided).\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" ] } ], "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": { "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 = \"uhs_ra\"\n", "DEC_COL = \"uhs_dec\"" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## I - Column selection" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "collapsed": true }, "outputs": [], "source": [ "imported_columns = OrderedDict({\n", " 'SOURCEID': \"uhs_id\",\n", " 'RA': \"uhs_ra\",\n", " 'DEC': \"uhs_dec\",\n", " 'PSTAR': \"uhs_stellarity\",\n", " 'JPETROMAG': \"m_ukidss_j\", \n", " 'JPETROMAGERR': \"merr_ukidss_j\", \n", " 'JAPERMAG4': \"m_ap_ukidss_j\", \n", " 'JAPERMAG4ERR': \"merr_ap_ukidss_j\", \n", "\n", " })\n", "\n", "\n", "catalogue = Table.read(\"../../dmu0/dmu0_UHS/data/UHS-DR1_SA13.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": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "0.925175419285\n" ] } ], "source": [ "#Vega to AB\n", "#Vega ZPT (1548.66 Jy) from http://svo2.cab.inta-csic.es/svo/theory/fps3/index.php?id=UKIRT/WFCAM.J\n", "\n", "vega_to_ab = {\n", " \"j\": -2.5*np.log10(1548.66 / 3631)\n", "}\n", "print(vega_to_ab[\"j\"])" ] }, { "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", " \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", " # Convert magnitude from Vega to AB\n", " catalogue[col] += vega_to_ab[col[-1]]\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", "# 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", "
idxuhs_iduhs_rauhs_decuhs_stellaritym_ukidss_jmerr_ukidss_jm_ap_ukidss_jmerr_ap_ukidss_jf_ukidss_jferr_ukidss_jflag_ukidss_jf_ap_ukidss_jferr_ap_ukidss_j
degdeg
0459663644456198.25541269242.48242237370.0030674919.80650.16417419.78250.14447843.39036.56103False44.36275.9033
1459663644470198.25112008342.48309605690.0030674919.17190.20615119.67320.13080777.843314.7803False49.0585.91038
2459663644475198.2458960142.4805071920.0030674919.15510.17294419.5410.11585179.06112.5934False55.41015.91241
3459663644479198.24193657842.48365173330.0030674919.42740.20166219.86430.15537361.52111.4268False41.14155.8875
4459663644482198.23912891342.47976280270.0030674920.53220.41998820.34440.24004222.24028.60301False26.43885.84526
5459663644485198.23718802942.48130119910.99386518.48190.06662518.49720.0456044146.989.01927False144.9186.08704
6459663644498198.22621360542.50142110020.0030674917.99490.074221618.18540.0350844230.16315.7341False193.1186.24041
7459663644504198.2215268842.50025165410.0030674920.48970.45632320.0770.19018723.12629.71967False33.82285.9247
8459663644510198.21644997442.47900172160.0030674920.12210.32258520.07470.18804732.44729.64045False33.89495.87051
9459663644517198.21247101342.48475203340.0030674919.62510.25898519.64860.12812751.283512.2329False50.18465.92227
\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 2339 sources.\n", "The cleaned catalogue has 2095 sources (244 removed).\n", "The cleaned catalogue has 233 sources flagged as having been cleaned\n" ] } ], "source": [ "SORT_COLS = ['merr_ap_ukidss_j']\n", "FLAG_NAME = 'uhs_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_SA13.fits\")\n", "gaia_coords = SkyCoord(gaia['ra'], gaia['dec'])" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "image/png": 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124ymr/sWkhka2iXUtkmRQBaNT2SocYuG7VhttxmNlfvNqK9MtDsTxyRxkowM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\n9BGXLl1ia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2CPXaory3RwC1mmkp+qhWk+E9h41AGFC+lzEzEBpgjV6pbYF17yexWs1AnV+E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/K9dIc7iFQsAtVxSIU35IEfPkVkQSTAdwofEAxdXFYcdBqZbJBUbKW8IEcj0B8USDmtckx0QDDd\nOdkwi90Mk+pU1oWD/wCjNiTTuVscEX6uFZ0hDKoK1CthKgkhaIkfuuY6GS9372Vrxw4kMDtayQfn\nLC5JUOB70HkgTB4LfOhqgxof+ovu+R0jXEiFQB4/D3n8vMkfgBADW/zz1pPBSGbACxCOj7QMiEZR\nSUCEkxdmIbYejiJaBemOMDAwI2DrfkAjUnU1SMKSkaoiPq2WaHVAMO2NIyfUMlFVFeGeuoh1xG6Z\n0aaPP/e2YRomJtCWTbEz3V2SbYyeN/x6HAQMLgeUiKqIhdPKapR9/qMQfQ7Gvh5AoAygIoLRGEUq\nMDMQjUMQDcdiF6HHkl0BVnSwoac+jYyifzvqNKQDgunOtlFpJ1wyMEa5+0+mEYGPsqxDCnIUTRCE\n+5JtfebQDmUbJgSDn1eapZlWjcbAMAGVSweIgNcL+BCpBKMU5/FIBDWRnT++D+RKCisFXvgDNKqB\naijFT9Awcz+/iTjCGwMdCXRAMN2ZJlQlRi+ZmsqE5VWFQGRdlGEWP6Ewm0X0ZXKbgEXYx1yfCGa8\nv/T2sddxmB2N8bdN83m6/W3cwGdhTSONsZGXVrqzYAqoKtAql2FA02xIp4AAZBsEBgQKjAjY5Vwq\nIhFDegF4MtwOEz9MUFFOF1/XC3sioMIkymk0hT7T6IDgSDHaP34ZDH5NKkimwmygqH1owSLXC0tz\nQrh/doK5BiKTDbON+2Wyk8qk1qa/v/T28bv2DgxDsD2Z4m8aG/jw3KWH/Z6X2mFXKowrj6mCxaOV\nEM6TaUFVDWQ7INtfnc4G3y3M6xeLaqwCP0B4QZhUWDNC1qBSiH29iKyPMg1UczVEprYwmUjnmiWR\nuymJ2mGVQ63slMeGUa14otEwEICwmphlImSuLsFBRF9q8P+T6eFpxXlQQ5PDlBysCarNWG1OFiMX\nJJpCsN859O9vKDcIgwHbDK9nO5IT/nMclRknLH1ILlGu3HNtDYFqrUPOa0TNHqVyTq+D8MISwgIQ\nXelDnzOVwvKGU30UpdPTh/nWboyde8Ml1DKnz9RHOjuCqqlE2RGoTAxULRRKHbSPaIzP81EZDxu9\nACoaLciuBjeQvN2X4e2kgx/obZP5OJDt5cn9f+Cp/X+kz5+aPu4t8RgyF5hKqWiJHX7a2Ag3zgww\ni9A3yKqAeCuYFeFSQbylsK8/JcrwWqvi0TBhI5Bh7sR066viB2Fr697U2M8dysli7tqHyGYxUhnM\nXfuKc3wFNM1+M9qEWBZYFkqlR+/MJgQqaocFUyAMICZaRc00obaqYOcmpRR/7kkPvF6fF3BSXeG2\n82W7QXrhNiqzgMubGd9nW193bv9+nKMTRUj9HkOgJFv2vYArPQAOuL1ccdS7Sn4cC6rCPWr7Mg6z\n4zGOqzr8njXLgKX18JeeMDhYXJff+/lSESiImoePIiLV4ccRoyaGSmcR2QBlGajaMlivj9rh+QTK\nJ69hvKTEfGd3GGhJiXKyyFnj2w0jnCxi6DnU84tzjAWkA4KZJBEP2yHDyLsNqhKo/ipjdvnMn/pK\nkZVyoMFQJgiQShWkDa5zALywrTupJCRaoVAJ79v6ukn54Ulge7KPmohNjV3aIiXpIEvKzxDJdSns\n8TJT1oFxQVXlQGAwHkdVhR/5ervP448dLoFSHF0Z4fSm6VMYZtKEQLXWoqQsr6585XIc+Uqlcxmn\nIrxBSqWB8QUEqrKCgQ2tgQzbLpc5vWQwkwgRBgIZB9HRHbZtPZhtl1UwAGAJQXRIpB0zjYIEAwAy\nO3iuMgT4BVxydeXg0oYpBOmg9HcICTNGvV2FUgqlFM2xmilvx5z2fTxZvPXU17pdDEMQMQ12JH26\n3fJfuy24g2cAp7usi2jvDKfuS9mPLxod/n75LHdYFv5xRyPrawjmzAp7GpQ5PUMwEwRBWEpTAdks\nRhBuSRLpbNjso2KS04pZF5FMoyxzeGvYAhFCsKgmzu60iwDmVox9xydVQF9qFxErTkVs9GZHhh02\nbRG5TodWAWdYW2Jxtif7MIXAEoJZY6ybF4MhBJe2rOAPPW9hCoPldQtKfgxDPd22i3dSvViGwcqG\nZo6tHN8+P6UUz7U77HcCaiMGfzM7jmmMfMETQgyspQtUSe56lAS5N4u5fz9W1EU21CKbG0vwzjOA\nH2DsaQun35VCuR6yuUQXVztC0NyI0dMHhomcnWfxrIiFnFWg7TEloAOCmaAvjcidIUVfejAAMERY\nvXAyfB+jrSMMMKRC+gE0FH4zd9Q0ObZqfBdUpSRv732KrNcDStJQs4RZdSeP/LqNIKwwKIhUglnA\n3ZFHJ6qojthkAp9ZsXhJ6/UPFbNszmpYOCXvPdT+TIqd6T5sMzztvNzdMe6AYFuPyxt9HqYQpDyf\nFzsczmga+e/h5DqbFzuy+BKOq45QbRd3i5tS4L8G4p0kgReFarC8dmRVBSRK0yL6iOa6g5UkhYD+\nZc9Sqa5EVs+MOs06IJgBhJQDdQFUzAbPR9gRlJKTL1KUGT7nLlxvWDKh40AytzJRWXVom4ViSDsH\ncNxOTMMGYdLTt33UgEAIiOaZsJaPWjtK7SRqyPlS8mznOyS9LLV2nDPrjyrYcsmEZGS4pprIf0ra\nFMawv418xpHyJGbu+UIInMOsArQmLFoTVsHyTMaiUqAyYCoJBgQpG6suHf5bmP6tLCZPKehLIfwA\nVRHL/yRg2yj6dyyqsu3FItq7EK6LrKue/KzrFNE5BDOAiliD62CxGGp2PTIRRzXWTX4LUMwe7O2u\nVNgrgcFPu3vCL0sJPd2Te6uh2g68wPZ3HmPH7p/iOB3DvhaxKoZtvzJLVBa3GF7p3UuXm8ZH0pZN\n8pe+9qk7mE4fo93H6AoQ+/y813IbY3FOrKpDKYUlBKfXzR739y6otsPmXUohFSyoGvvvtiDBgJPF\n2NOGsb998O/8YHZ4sVJVFSAlggAVtadFEtlhKYXoTiG6JlkEoqsPI+0gPB+jqzdXgjkPlolsnYWs\niCKrEsjZ5bcUY+xtw9zfjtHdh/nmLsiWeZWrUegZgpmgsgLluOE/6v5mKhOppT6SSATZVI9IZVC5\n7Yb9BkoZiOGfT/Y8nUzupTe5A9O0kNLnQPfLzG0+b+DrdqSS5oYz6Or9C4YRoaXxjENfJBsWb8Eq\n78QrTwYDSYCGEGSLmIw3FpEcnGkSrkJ5Cuz8fn5nNjRzRv3svBMb66ImFx9Vwe50QHPMpDpagkp3\nUmK+s2cgwcRwPOS81kOeZtjAfJD7E8gaG2tWlmB2Ynon9UmJ+fJ2RF8aVVGBqqtGHjt6Ls7hiMAf\nMotoQNbL/0YkaqOaynctXvSlwz7UgDAEojeJaip+s65C0wHBTCBEcfsXxGOoEfqNG0bYhjybzT0t\nPvlzpJOE1AEIeusgnsWMuQc1Zg/VVx9PffXxh76AUhjvZBHJACUEsjUCtSVq+DQBx1c2ss9JIpXE\nMkwWVE7hScZisLKfYHjloDxMdJdDImJyQk0YCOzLeLzR61BhmZxSHx9YTigox831FDYHeoGMxmgM\nPyCS+5jejD1tGO3dYJmInh6kYYDfMKGSwypiIZwwc1dJWbZT/pOh4lGE64UnOClzWw6nHx0QaEVV\nWzsYEEQnGZMoCW4aEpWzybh7Sac7iUUdamsWjf9F0hKRkhAJS7sa7R6ySAFBpxPwh04HXynmJyIs\nrM3/B1BnV3Bh8wl0uw51dpzIhFvNTZ5qtKAzAKlQteaEA4LJ6s36/HpvX1grRrmkfck5s4uQ9BWz\nB4tzKYWKzaB+HJ4fVocCQIQ7lSZagry2GplMhQnM8Vj4Olk3DC4O7qcyBtHZg+hNQsQMdxrk+f3j\nohSkM4N3NOMg5zaD1Y5wPYK66nF/X7nRAYFWdJMNBIYKW6QYNNYvI/AcqmZHMIw8/owNUChEbh1D\nFXFa949dDtlcud7Xe11aKqwJZbzbhsWsWOmynNucHl5P7kMqmJ9oZF5FQ/+BoJqnPu1ob8ZH5oor\nGULQ6RapvoNhEMybg9HZA6aJbCpi9mm5qYgjm6owujMgFcGClslN71XmsiuVQuxtC/stCJANtePf\niZHOYLR3hP2XPR9jb3t4IS4wY9f+sCETElVbg5w9jqUKIZAtE1tSKSc6INDyp1Q4dTyeO0SlwiQi\nRbj+PIkkRmFAtALcDKAEFbXx/Ksrx01kfQSjxw+bxcyKhM2fRtnTPhn+kJUMBQPBQbnblgxrrgsB\nbyT30xqrGah0WA5aKiIYHeFG2kApGu3Rj607t+ulbqTKnOMRtadFQZlCk7Mbwp1Is31kTdXIlU0n\nIplCBIMNz0RfCjVWQKAURlsHYn8HIu2E7dQNozjNgjwPkUrnzlMGoqcPxhMQHCHK51+5Nj24EnHA\nC7eeRQRqln34i2mQ+0crGNxuMNEeCYT9BiK5m40J37A028hmG2NPBmNvOozum2NQXdilgwXVEV7p\nyqIUNMZMGieQCOfLAF9JYmbhju2d9G5e7n0NIWBZzVJaY8PvsoZu11MoAqXKalW82jY5v7WKN/qy\nVFgGJ9WNvMXr+QM9/LUviQKOq0pwZmPh62McyVRddWF7JUk5kHg3YBy1OUR3HyKZgYoYorsPepOo\n6kpUHmWwx80wgCEnlhnWqVUHBFp+eoLwQmyJcC05GUD1Yf6Mhm5X6i8HOEkFmeXP+Ig+b2Cd1Gh3\nkAUOCI6tsmmOmWSlotY2x5VMpyS4LlgRaHO7ebH7HXwpmR2rZkX9MZMuOxyogK1dLwwsmfyu8wU+\n3HrxsOfMr2jgjVQbCsWcWF1Bg5FCaYpHaIqPflyBVLyZTA/kXLzZl2ZZfTWRSQSj2iT0pRBeWFBI\nWSYikCjDRDXUjP29QZC76TCRLU0o30fOmQ3FSNwzTYKWJsyOrnDJaJyNjI4UOiDQ8pPv9cgwwmQi\nQW7ZoIxOyEPHUqRcgoqIyXhPW74Pu98BzwvPf9tj7Ri2gW0atGf72O/00RyfXGs+XwV40sM2wkxv\nT3pIJTGG3KnNTzTRGq9DKjWpYMDL5aEVYTVmTGH75ME3tgwxtQWdZjLfR7j+YAJgLBYW7xknVVOF\n6ksipEIZAnl0KySKWPinppKgZmZUJjyYDgi0/FSbqI6wWp2yDagaYxo8t2ULpcqr4UrcQtbYiG4X\nDIFsKXxWcG9veLefSIRbLsfS0zW4yw1AJSugPtyioVAFmb2MGjZHV8xlV2Y3CsGxFUcPCwb62ZPI\nGZAK/rgLuh2wTVjaAjVjjL9rP3S3h/lis46C+CTPx0IIVjTU8IeuXhSKk+tqxtyaqBSkdkKQDmsL\nVBwFZTg5Mg0JEGrYp3mJWMh5c8J+LLY9rPiZVlhCqVK2jiof7e19U30I01shKgyVA6lyWxcKO5au\nLugMZx1RElpbYaxda92d0NkxeCiulebt2Fu4yueoeD2n1h5VsOPb6+zHwGB2rPAJczu74K0h46iO\nwilzR3++m4UdfwqDAQiXS+YtLvhhjck5ANkhx20loGJO6Y/jiJR2EE4WRK4tcKEKo5WI6OhGpB1k\nffW070/R1DR6BU0damn568/unUCRkrIzyfnsHa/eS9e+32JFqjl66bVUN5wEQCYzuDoiDEinxw4I\naurC3g+ZFERsOKq1goWRJajcFrtCaomNv2xwvgxgSIHKMWOtwB9WaZopK8Z4UH0rscvHPBCgak3k\nPH2qnJSKWNjHYBoy9rZj7m4DU2C0deAvOnba9ioYi/4r1/KTyuSSgwTKjsA0/UdeCD1tL7D/rcdQ\nyifLXna//gOq/+ZOILwBcnJ9n5QcOxiA8LnNh1bGLXgwUGwttXAgBV0ZiJhwzBi7tmIVkKiCdB8g\n4OAWB5kuSOYqCFfNhWgeaRRKQe874CfBqoTqo0cPUKIN4PaBzILR6RPLeghPILo9lA2qZXqdLkV3\nL8LJhtsGp2mhnHIgepMDW6yFITC6epE6INBmPCnDYCB36ytcd9pG/YXg+0mU9AauMEoOtmVtbMzV\nT8nlEFRM71nGvBgiXCIYst38sISA1uPASYFpgT3kT0oF0PPW4GxD93aYfer4j5b1G+8AACAASURB\nVCW1FzL7w1kaLxXmZ1SOsHxxoBtSGYjXQWMlWK9LjJ7cu5oCkVSF3YJXZEZbB0ZbJxgGoqObYMHR\nE241Krp6MXqSqKgVVgecZgHqZKlYFFLpgdLL07Us8XjogEAbPxHWCRz++cxV33IOdS3vonv/Viy7\nllnzPzjwNSGgYQI7lrJBgAJixSjJWmL5JEEKMXIioZRhUCD6Ey2D/NJXguzgVndhgJ899Dkd3bCn\nPYxze1Lhf5uaDOiQuf4NCjnroMGkJcY7AUJBcLQZtoMuIyKZHgzchYHRm0ROJCBIpjF37wPDRKRU\n+LOYU7zlpnIkj24Z6GUha6umfxfLw9ABgTZ+QoRNPLJZFOKIXUcbLyFMjj/jn3FSe4nY1Vj25E4U\nb/Ql2Z5MopTi6EQFi2rGsUf7IEop3kjtJRO4HB1votZOTOqYppoZgWgNuL1hnkG8Mb84NN4QJgvS\nv3QzwvJFKjuY72EISGdBNVv4tsDoUchGcchuGvPPPiJXMdl61cM/Y4wCXSWm7Agikx1otjPRKW4j\nnRnM9hyjwVNesi5GZzcIAzmrvry2Ix9MiDAomAF0QKDlJ2qjjsBuZRMlhEG8cvKp6Eop3k6lsHMn\nxl3pDMdVVY27kM7udB+vJzvY43SQMD1iVoSdmQOc27iUhDW9l3XqjgenO7y2xfIsNmhXQ91icLvB\nroWR4qPqCujqDWc0AglV/dfOehM50iyPVOCowdbZHhAQZlOWCTlndrhckPWQtVUTLuIjqysR7Z0I\nYYRd/AqRYS8lxs69YW6MUhiuG9YW0KbclAYEL7zwAldeeSXXXnstn/3sZwFYv34969evZ+/evdTV\n1XHJJZdw3XXXYYxyYly4cCGRSOSQxKsXXngB29YXLq00lFLsSrkEwFEVNuYE7haNIcsxAsZdSCft\nu/y/AzswhcGudA8RAxbX1CCAtmwvx1gxlFIEuRbK040Q4dr+RNmJkQOBfrW5iZ1kBirjg5+PyhBQ\nbUAq3JagEgIi5TM7AIR3ta0FaLYTixIcMzfMIYjZqLr8Z60O4XphPwMrV6Mk6439PVpJTFlA4DgO\nN910E4nE4L/UH//4x9x1113ce++9LF++nJdeeolPfepT1NTUcPXVV4/6Wt///vdZsWJFKQ5b00a0\nYcdudqSTWMJgUXUDF7TW57U7QAjBopoqtvX0AoITqqvGLKTTr8t1worQAmzDJhNkAJAoGqNV7HW6\n+H8H/kw28Dgq3sh5TUum3c6FYqutGkcgMESw1MLYHYAEOXf6BVl5qYgXNqvejgxuWVYqbDOtlYUp\nCwjWrVvHMcccw6xZg1Gs67p86Utf4swzzwRg+fLlrFy5kmefffawAYGmTaX9Tpod6SSmYaCA1/u6\nebesIzaebpBDtMTjtIynpOFBZsUSxE0LT0maY7VERCWzo1XMjTVSZcZ4pu1PA7MDu5wO3kq3c2xi\nhLtHKSGTDefOJ5iRXnBBAK4f3klGI+WTyGoI5FF6xXXcepIYqRQqGkM11BAc3YrR1YMSBmqsplPp\nDEZnL8qOoJrqyudv4Ag0JX/Rzz//PJs3b+bxxx/ni1/84sDjH/vYx4Y9TynF7t27Wb58+WFf77//\n+7+55ZZb6Orq4vjjj+cLX/gCp59+elGOXZvZMn4SgSBmDc5s+VJhCWNgW5opIJLHSSvwUqT3PAsq\nIN58BlYsv/nxiGFyYfMC/prsJG5aHF+Zm51wsoi97WELV8OHeO4iP1JxUqUQXT2ETeolyvOhaooT\nEpWCdBaRW35RmeDITGTt/30cqRe6viTm/rAutUhmkEhUQx1y1jjaCjtZzDd3hn8DUiI9b8btciil\nkqfBZDIZbrrpJm688UZmzz78L/Y73/kOe/bs4Zprrhn1OUuWLGHJkiVs2rSJp556ioULF/KJT3yC\nXbt2FfrQtRlub+ptdqe2syv1Ju2Z3QOPt8YrOKWuiohQRAWsmt2YVw5B7xubcTpfJ9v9Jr1/3YSS\nAfgSnCDMchuHCivCKbWzOaGqYWA5QPQmEYbB8sp5GH1tZPdvo6VnL/PECPcBrjdYLtAwCpdNPhlS\nIobu/g+mUyWAg4xWIT7thGVxO7sh7ZT2mErEyGQHdyoYBsIZ/9+W6E0NBIQYBiKVKcIRav1KPkOw\nbt065s+fz6WXXjrqc4Ig4Pbbb+fxxx/nvvvuY+7c0Quhb9y4cdjnt9xyC7/4xS/YvHkzn/nMZwp2\n3NrMFkifpN+NlesS2ON20BhrRQiBEILzmls4q2kWlhBYeWyhUkoRON0DF/HA7UOmk1jZijBc7/XD\nMnsCVDwKtbkyfUEAng8cZipdhC0mZwcBf+9KgkQjkUgU9r0MC84b/lzLHL7Bvxz6wBsGSojBVEtr\nGt5BSzn4c+1v8NVPKUQ6M/CzFulM+Ds+wmYKZCKO2d0bBgVBkFcxM1UZh325CldKhUWCtKIpaUDQ\nv1SwZcuWUZ/jOA6f+9zn2LVrF4888gjz58/P6z0sy6K1tZX9+/dP8mg1bZAQAkMMJo8ZwjgkMW+k\nYkJS+igVYJojn8iEEFgVs/DSbQCYsQYMGR+YuxN9fWAEELMQqQwyaofr+5nswPuPNpWuqiuhswe8\nLCJiE4mGx6BGahZgmqiqBCKTRRlGmG5fQlkvvF5GzMFuj+H2gijpjIOrFFg2CSnzCrjKwtC/EynL\ne899MSQqCObMxkimkbEY5NNauCKOP38OZmcPyo4gWwrfjEsbVNKA4NFHHyWdTvOBD3xg4LFkMsnL\nL7/Mr3/9azZs2MB1111HNpvlkUceoarq8Gm/f/rTn9i0aRM33XTTwLZE13XZuXMnF110UVHHos0s\nhjCZFZ9Lp7MfhKApNnbnwVRmP13J7aAk8VgjDdULR3xezfGXkNr7e5A+8ebTEa4xOD0eBAN11BEi\nXEJQCjH0bl6OMh0dtVEtTShZj3i7C5U+EBaXmX3SyM+PRafkDsxxw8kOIcDzoML0MJEQtfGFIGsP\nbitOBwHV0/mCOjQ4EAKViCNySwUqES+72QE3kLzclSXtKyojBqfURSe0pZZEBXKiNQyqKwmqJ9kP\nWxuXkrY/7unpIZMZvgZ0/fXXc+qpp/LJT36SJ554gvXr1/PYY48N24441NVXX82qVau4+uqr2bdv\nH6tXr+YjH/kI1113HUEQcOedd/Lkk0/ys5/9jPr60WvH6vbHWrHt7Xie/oV5KX0aa5cQjYyjM49S\nkAzCoMBzMLIpEAbKFKhZDeFFI5UZnCEQjJls5wY+wk1iReIIq7ymXZNDTwlOFttziEbDKWKvKkFf\nEAzUZBBKUT3d6osMXTYYKZgp46TCv/RkOZDN1VtQiua4xYLqafbz14Ypm/bHNTU11BxUjtW2bSor\nK2lqamL9+vXs3r2blStXHvK9r7zyCgA7d+6ks7MTgObmZh544AHWrVvHqlWr8DyP5cuX8/DDDx82\nGNC0UhAYKMLpeaXUsCWHw3+jgKr+f5oRpBcPb53jscGLRkUM5fphBSP78L3lX+lp4+1UN4YwWFrd\nxNGmDTJAmOWxbc40wo7aQoDKelj24EXT8gNMQxAohZ9VRLFwArDtwTy1gggCyDjhz7LQAcdYMxpl\nGAj0G3q3KIQYdTJKOzKUdIagnOgZgslRSuEpF0tEMERpp3Bl4NLV9QpRu57K6mNK+t75cNxuuvre\nQEmfingztZXzS34Mm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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: -0.015172659647078035 arcsec\n", "Dec correction: -0.1216899151941675 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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r+zLSWe1bOjXJ7DbrG9+J/gzb4dPnW2fayjQNQL5ZcZ3oq2RcMGtoaAAAFBYW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\nJ3///TcrV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4ceLEvu996KGHcOHCBfz2b/92x7/ffPPNWFtbw8c//nFsbW2hWq3i/vvvRxzH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\n2bPYunUr+vXr1+p9d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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": [ "649 sources flagged.\n" ] } ], "source": [ "GAIA_FLAG_NAME = \"uhs_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(\"{}/UHS.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 }