{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# XMM-LSS master catalogue: Flags" ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "collapsed": true }, "outputs": [], "source": [ "import numpy as np\n", "from astropy.table import Table, Column\n", "import itertools\n", "\n", "import glob\n", "\n", "from herschelhelp_internal.flagging import flag_outliers" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "collapsed": true }, "outputs": [], "source": [ "FIELD = 'XMM-LSS'\n", "SUFFIX = '20180504'\n", "# On Herschel-Stripe-82 we have a list of tiles due to the large size of the field. \n", "# Therefore, we here process each in turn\n", "file_list = glob.glob('../../dmu1/dmu1_ml_XMM-LSS/data/tiles/sub_catalogue_xmm-lss_{}_*.fits'.format(SUFFIX))" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "collapsed": true }, "outputs": [], "source": [ "g_bands = [\"Megacam g\", \"DECam g\", \"SUPRIME g\", \"GPC1 g\"]\n", "r_bands = [\"Megacam r\", \"DECam r\", \"SUPRIME r\", \"GPC1 r\"]\n", "i_bands = [\"Megacam i\", \"DECam i\", \"SUPRIME i\", \"GPC1 i\"]\n", "z_bands = [\"Megacam z\", \"DECam z\", \"SUPRIME z\", \"GPC1 z\", \"VISTA z\"]\n", "y_bands = [\"Megacam y\", \"DECam y\", \"SUPRIME y\", \"GPC1 y\", \"VISTA y\"]\n", "J_bands = [ \"VISTA J\", \"UKIDSS J\", \"WIRCAM J\"]\n", "H_bands = [ \"VISTA H\", \"UKIDSS H\", \"WIRCAM H\"]\n", "K_bands = [ \"VISTA Ks\", \"UKIDSS K\", \"WIRCAM Ks\"]\n", "\n", "all_bands = [g_bands, r_bands, i_bands, z_bands, y_bands, J_bands, H_bands, K_bands]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 1. Magnitudes and magnitude erros" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "collapsed": true }, "outputs": [], "source": [ "def flag_mag(master_catalogue, flagcol, mask):\n", " \n", " # Add flag columns if does not exist\n", " if flagcol not in master_catalogue.colnames:\n", " master_catalogue.add_column(Column(data=np.zeros(len(master_catalogue), dtype=bool), name=flagcol))\n", " \n", " # Flagged\n", " master_catalogue[flagcol][mask] = np.ones(len(mask), dtype=bool)\n", " print(' Number of flagged objects:', len(master_catalogue[flagcol][mask]))\n", " return master_catalogue" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 1.a Pan-STARRS Aperture and Total magnitude errors" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "collapsed": true }, "outputs": [], "source": [ "def panstars_loopable(master_catalogue):\n", " ## dmu0: Pan-STARRS stack cat \n", " gpc1_err = 0.0010860000038519502\n", " bands = [\"GPC1 g\", \"GPC1 r\", \"GPC1 i\", \"GPC1 z\", \"GPC1 y\"]\n", "\n", " for i, band in enumerate(bands):\n", " print(band)\n", " basecol = band.replace(\" \", \"_\").lower()\n", " \n", " ecol_ap, ecol_tot = \"merr_ap_{}\".format(basecol), \"merr_{}\".format(basecol)\n", " flagcol_ap, flagcol_tot = \"flag_ap_{}\".format(basecol), \"flag_{}\".format(basecol)\n", " \n", " mask_ap = np.where(master_catalogue[ecol_ap] == gpc1_err)[0]\n", " mask_tot = np.where(master_catalogue[ecol_tot] == gpc1_err)[0]\n", " \n", " print(' Aperture magnitude')\n", " master_catalogue = flag_mag(master_catalogue, flagcol_ap, mask_ap)\n", " print(' Total magnitude')\n", " master_catalogue = flag_mag(master_catalogue, flagcol_tot, mask_tot)\n", " \n", " return master_catalogue\n", " " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 2.c IRAC Aperture magnitudes" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "collapsed": true }, "outputs": [], "source": [ "def irac_loopable(master_catalogue):\n", " irac_mag = 3.9000000001085695\n", " bands = [\"IRAC i1\", \"IRAC i2\", \"IRAC i3\", \"IRAC i4\"]\n", "\n", " for i, band in enumerate(bands):\n", " print(band)\n", " basecol = band.replace(\" \", \"_\").lower()\n", " \n", " ecol_ap = \"merr_ap_{}\".format(basecol)\n", " flagcol_ap = \"flag_ap_{}\".format(basecol)\n", " \n", " mask_ap = np.where(master_catalogue[ecol_ap] == irac_mag)[0]\n", " \n", " print(' Aperture magnitude')\n", " master_catalogue = flag_mag(master_catalogue, flagcol_ap, mask_ap)\n", " return master_catalogue" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 2. Outliers" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "collapsed": true }, "outputs": [], "source": [ "def outliers_loopable(master_catalogue):\n", " for band_of_a_kind in all_bands:\n", " for band1, band2 in itertools.combinations(band_of_a_kind, 2):\n", " #print(band1, band2)\n", " \n", " basecol1, basecol2 = band1.replace(\" \", \"_\").lower(), band2.replace(\" \", \"_\").lower()\n", " \n", " # Aperture mag\n", " col1, col2 = \"m_ap_{}\".format(basecol1), \"m_ap_{}\".format(basecol2)\n", " ecol1, ecol2 = \"merr_ap_{}\".format(basecol1), \"merr_ap_{}\".format(basecol2)\n", " flagcol1, flagcol2 = \"flag_ap_{}\".format(basecol1), \"flag_ap_{}\".format(basecol2)\n", " \n", " try:\n", " master_catalogue = flag_outliers(master_catalogue, col1, col2,\n", " ecol1, ecol2,\n", " flagcol1, flagcol2,\n", " labels=(\"{} (aperture)\".format(band1), \"{} (aperture)\".format(band2)))\n", " except KeyError:\n", " print(\"One of {} and {} is not present in the catalogue.\".format(col1, col2))\n", " \n", " \n", " # Tot mag\n", " col1, col2 = \"m_{}\".format(basecol1), \"m_{}\".format(basecol2) \n", " ecol1, ecol2 = \"merr_{}\".format(basecol1), \"merr_{}\".format(basecol2) \n", " flagcol1, flagcol2 = \"flag_{}\".format(basecol1), \"flag_{}\".format(basecol2)\n", " \n", " try:\n", " master_catalogue = flag_outliers(master_catalogue, col1, col2, \n", " ecol1, ecol2,\n", " flagcol1, flagcol2,\n", " labels=(\"{} (total)\".format(band1), \"{} (total)\".format(band2))) \n", " except KeyError:\n", " print(\"One of {} and {} is not present in the catalogue.\".format(col1, col2)) \n", " return master_catalogue\n", " " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 3. Loop over table\n" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "collapsed": true }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "GPC1 g\n", " Aperture magnitude\n", " Number of flagged objects: 1\n", " Total magnitude\n", " Number of flagged objects: 1\n", "GPC1 r\n", " Aperture magnitude\n", " Number of flagged objects: 4\n", " Total magnitude\n", " Number of flagged objects: 5\n", "GPC1 i\n", " Aperture magnitude\n", " Number of flagged objects: 5\n", " Total magnitude\n", " Number of flagged objects: 8\n", "GPC1 z\n", " Aperture magnitude\n", " Number of flagged objects: 3\n", " Total magnitude\n", " Number of flagged objects: 3\n", "GPC1 y\n", " Aperture magnitude\n", " Number of flagged objects: 10\n", " Total magnitude\n", " Number of flagged objects: 9\n", "IRAC i1\n", " Aperture magnitude\n", " Number of flagged objects: 0\n", "IRAC i2\n", " Aperture magnitude\n", " Number of flagged objects: 0\n", "IRAC i3\n", " Aperture magnitude\n", " Number of flagged objects: 0\n", "IRAC i4\n", " Aperture magnitude\n", " Number of flagged objects: 0\n", "DECam g (aperture) - Megacam g (aperture):\n", " Number of outliers: 14\n", "DECam g (total) - Megacam g (total):\n", " Number of outliers: 17\n", "SUPRIME g (aperture) - Megacam g (aperture):\n", " Number of outliers: 2\n", "SUPRIME g (total) - Megacam g (total):\n", " Number of outliers: 2\n", "GPC1 g (aperture) - Megacam g (aperture):\n", " Number of outliers: 0\n", "GPC1 g (total) - Megacam g (total):\n", " Number of outliers: 0\n", "SUPRIME g (aperture) - DECam g (aperture):\n", " Number of outliers: 0\n", "SUPRIME g (total) - DECam g (total):\n", " Number of outliers: 4\n", "GPC1 g (aperture) - DECam g (aperture):\n", " Number of outliers: 0\n", "GPC1 g (total) - DECam g (total):\n", " Number of outliers: 14\n", "GPC1 g (aperture) - SUPRIME g (aperture):\n", " Number of outliers: 0\n", "GPC1 g (total) - SUPRIME g (total):\n", " Number of outliers: 0\n", "DECam r (aperture) - Megacam r (aperture):\n", " Number of outliers: 28\n", "DECam r (total) - Megacam r (total):\n", " Number of outliers: 31\n", "SUPRIME r (aperture) - Megacam r (aperture):\n", " Number of outliers: 2\n", "SUPRIME r (total) - Megacam r (total):\n", " Number of outliers: 2\n", "GPC1 r (aperture) - Megacam r (aperture):\n", " Number of outliers: 0\n", "GPC1 r (total) - Megacam r (total):\n", " Number of outliers: 0\n", "SUPRIME r (aperture) - DECam r (aperture):\n", " Number of outliers: 0\n", "SUPRIME r (total) - DECam r (total):\n", " Number of outliers: 1\n", "GPC1 r (aperture) - DECam r (aperture):\n", " Number of outliers: 0\n", "GPC1 r (total) - DECam r (total):\n", " Number of outliers: 34\n", "GPC1 r (aperture) - SUPRIME r (aperture):\n", " Number of outliers: 0\n", "GPC1 r (total) - SUPRIME r (total):\n", " Number of outliers: 0\n", "DECam i (aperture) - Megacam i (aperture):\n", " Number of outliers: 27\n", "DECam i (total) - Megacam i (total):\n", " Number of outliers: 39\n", "SUPRIME i (aperture) - Megacam i (aperture):\n", " Number of outliers: 7\n", "SUPRIME i (total) - Megacam i (total):\n", " Number of outliers: 1\n", "GPC1 i (aperture) - Megacam i (aperture):\n", " Number of outliers: 0\n", "GPC1 i (total) - Megacam i (total):\n", " Number of outliers: 0\n", "SUPRIME i (aperture) - DECam i (aperture):\n", " Number of outliers: 5\n", "SUPRIME i (total) - DECam i (total):\n", " Number of outliers: 9\n", "GPC1 i (aperture) - DECam i (aperture):\n", " Number of outliers: 0\n", "GPC1 i (total) - DECam i (total):\n", " Number of outliers: 51\n", "GPC1 i (aperture) - SUPRIME i (aperture):\n", " Number of outliers: 0\n", "GPC1 i (total) - SUPRIME i (total):\n", " Number of outliers: 0\n", "DECam z (aperture) - Megacam z (aperture):\n", " Number of outliers: 24\n", "DECam z (total) - Megacam z (total):\n", " Number of outliers: 30\n", "SUPRIME z (aperture) - Megacam z (aperture):\n", " Number of outliers: 0\n", "SUPRIME z (total) - Megacam z (total):\n", " Number of outliers: 0\n", "GPC1 z (aperture) - Megacam z (aperture):\n", " Number of outliers: 0\n", "GPC1 z (total) - Megacam z (total):\n", " Number of outliers: 1\n", "VISTA z (aperture) - Megacam z (aperture):\n", " Number of outliers: 6\n", "VISTA z (total) - Megacam z (total):\n", " Number of outliers: 1\n", "SUPRIME z (aperture) - DECam z (aperture):\n", " Number of outliers: 0\n", "SUPRIME z (total) - DECam z (total):\n", " Number of outliers: 2\n", "GPC1 z (aperture) - DECam z (aperture):\n", " Number of outliers: 2\n", "GPC1 z (total) - DECam z (total):\n", " Number of outliers: 4\n", "VISTA z (aperture) - DECam z (aperture):\n", " Number of outliers: 20\n", "VISTA z (total) - DECam z (total):\n", " Number of outliers: 23\n", "GPC1 z (aperture) - SUPRIME z (aperture):\n", " Number of outliers: 0\n", "GPC1 z (total) - SUPRIME z (total):\n", " Number of outliers: 0\n", "VISTA z (aperture) - SUPRIME z (aperture):\n", " Number of outliers: 3\n", "VISTA z (total) - SUPRIME z (total):\n", " Number of outliers: 2\n", "VISTA z (aperture) - GPC1 z (aperture):\n", " Number of outliers: 2\n", "VISTA z (total) - GPC1 z (total):\n", " Number of outliers: 0\n", "No sources have both Megacam y (aperture) and DECam y (aperture) values.\n", "\n", "DECam y (total) - Megacam y (total):\n", " Number of outliers: 0\n", "No sources have both Megacam y (aperture) and SUPRIME y (aperture) values.\n", "\n", "SUPRIME y (total) - Megacam y (total):\n", " Number of outliers: 0\n", "No sources have both Megacam y (aperture) and GPC1 y (aperture) values.\n", "\n", "GPC1 y (total) - Megacam y (total):\n", " Number of outliers: 0\n", "No sources have both Megacam y (aperture) and VISTA y (aperture) values.\n", "\n", "VISTA y (total) - Megacam y (total):\n", " Number of outliers: 0\n", "SUPRIME y (aperture) - DECam y (aperture):\n", " Number of outliers: 0\n", "SUPRIME y (total) - DECam y (total):\n", " Number of outliers: 0\n", "GPC1 y (aperture) - DECam y (aperture):\n", " Number of outliers: 0\n", "GPC1 y (total) - DECam y (total):\n", " Number of outliers: 0\n", "VISTA y (aperture) - DECam y (aperture):\n", " Number of outliers: 1\n", "VISTA y (total) - DECam y (total):\n", " Number of outliers: 1\n", "GPC1 y (aperture) - SUPRIME y (aperture):\n", " Number of outliers: 0\n", "GPC1 y (total) - SUPRIME y (total):\n", " Number of outliers: 0\n", "VISTA y (aperture) - SUPRIME y (aperture):\n", " Number of outliers: 0\n", "VISTA y (total) - SUPRIME y (total):\n", " Number of outliers: 0\n", "VISTA y (aperture) - GPC1 y (aperture):\n", " Number of outliers: 0\n", "VISTA y (total) - GPC1 y (total):\n", " Number of outliers: 0\n", "UKIDSS J (aperture) - VISTA J (aperture):\n", " Number of outliers: 0\n", "UKIDSS J (total) - VISTA J (total):\n", " Number of outliers: 0\n", "No sources have both VISTA J (aperture) and WIRCAM J (aperture) values.\n", "\n", "No sources have both VISTA J (total) and WIRCAM J (total) values.\n", "\n", "No sources have both UKIDSS J (aperture) and WIRCAM J (aperture) values.\n", "\n", "No sources have both UKIDSS J (total) and WIRCAM J (total) values.\n", "\n", "No sources have both VISTA H (aperture) and UKIDSS H (aperture) values.\n", "\n", "No sources have both VISTA H (total) and UKIDSS H (total) values.\n", "\n", "No sources have both VISTA H (aperture) and WIRCAM H (aperture) values.\n", "\n", "No sources have both VISTA H (total) and WIRCAM H (total) values.\n", "\n", "No sources have both UKIDSS H (aperture) and WIRCAM H (aperture) values.\n", "\n", "No sources have both UKIDSS H (total) and WIRCAM H (total) values.\n", "\n", "UKIDSS K (aperture) - VISTA Ks (aperture):\n", " Number of outliers: 1\n", "UKIDSS K (total) - VISTA Ks (total):\n", " Number of outliers: 0\n", "No sources have both VISTA Ks (aperture) and WIRCAM Ks (aperture) values.\n", "\n", "WIRCAM Ks (total) - VISTA Ks (total):\n", " Number of outliers: 0\n", "No sources have both UKIDSS K (aperture) and WIRCAM Ks (aperture) values.\n", "\n", "WIRCAM Ks (total) - UKIDSS K (total):\n", " Number of outliers: 0\n", "GPC1 g\n", " Aperture magnitude\n", " Number of flagged objects: 4\n", " Total magnitude\n", " Number of flagged objects: 5\n", "GPC1 r\n", " Aperture magnitude\n", " Number of flagged objects: 3\n", " Total magnitude\n", " Number of flagged objects: 3\n", "GPC1 i\n", " Aperture magnitude\n", " Number of flagged objects: 3\n", " Total magnitude\n", " Number of flagged objects: 2\n", "GPC1 z\n", " Aperture magnitude\n", " Number of flagged objects: 3\n", " Total magnitude\n", " Number of flagged objects: 3\n", "GPC1 y\n", " Aperture magnitude\n", " Number of flagged objects: 3\n", " Total magnitude\n", " Number of flagged objects: 2\n", "IRAC i1\n", " Aperture magnitude\n", " Number of flagged objects: 0\n", "IRAC i2\n", " Aperture magnitude\n", " Number of flagged objects: 0\n", "IRAC i3\n", " Aperture magnitude\n", " Number of flagged objects: 0\n", "IRAC i4\n", " Aperture magnitude\n", " Number of flagged objects: 0\n", "DECam g (aperture) - Megacam g (aperture):\n", " Number of outliers: 19\n", "DECam g (total) - Megacam g (total):\n", " Number of outliers: 27\n", "SUPRIME g (aperture) - Megacam g (aperture):\n", " Number of outliers: 0\n", "SUPRIME g (total) - Megacam g (total):\n", " Number of outliers: 0\n", "GPC1 g (aperture) - Megacam g (aperture):\n", " Number of outliers: 0\n", "GPC1 g (total) - Megacam g (total):\n", " Number of outliers: 4\n", "SUPRIME g (aperture) - DECam g (aperture):\n", " Number of outliers: 0\n", "SUPRIME g (total) - DECam g (total):\n", " Number of outliers: 5\n", "GPC1 g (aperture) - DECam g (aperture):\n", " Number of outliers: 0\n", "GPC1 g (total) - DECam g (total):\n", " Number of outliers: 11\n", "GPC1 g (aperture) - SUPRIME g (aperture):\n", " Number of outliers: 0\n", "GPC1 g (total) - SUPRIME g (total):\n", " Number of outliers: 0\n", "DECam r (aperture) - Megacam r (aperture):\n", " Number of outliers: 31\n", "DECam r (total) - Megacam r (total):\n", " Number of outliers: 35\n", "SUPRIME r (aperture) - Megacam r (aperture):\n", " Number of outliers: 0\n", "SUPRIME r (total) - Megacam r (total):\n", " Number of outliers: 0\n", "GPC1 r (aperture) - Megacam r (aperture):\n", " Number of outliers: 0\n", "GPC1 r (total) - Megacam r (total):\n", " Number of outliers: 10\n", "SUPRIME r (aperture) - DECam r (aperture):\n", " Number of outliers: 1\n", "SUPRIME r (total) - DECam r (total):\n", " Number of outliers: 8\n", "GPC1 r (aperture) - DECam r (aperture):\n", " Number of outliers: 0\n", "GPC1 r (total) - DECam r (total):\n", " Number of outliers: 0\n", "GPC1 r (aperture) - SUPRIME r (aperture):\n", " Number of outliers: 0\n", "GPC1 r (total) - SUPRIME r (total):\n", " Number of outliers: 0\n", "DECam i (aperture) - Megacam i (aperture):\n", " Number of outliers: 33\n", "DECam i (total) - Megacam i (total):\n", " Number of outliers: 37\n", "SUPRIME i (aperture) - Megacam i (aperture):\n", " Number of outliers: 3\n", "SUPRIME i (total) - Megacam i (total):\n", " Number of outliers: 1\n", "GPC1 i (aperture) - Megacam i (aperture):\n", " Number of outliers: 0\n", "GPC1 i (total) - Megacam i (total):\n", " Number of outliers: 0\n", "SUPRIME i (aperture) - DECam i (aperture):\n", " Number of outliers: 4\n", "SUPRIME i (total) - DECam i (total):\n", " Number of outliers: 5\n", "GPC1 i (aperture) - DECam i (aperture):\n", " Number of outliers: 0\n", "GPC1 i (total) - DECam i (total):\n", " Number of outliers: 29\n", "GPC1 i (aperture) - SUPRIME i (aperture):\n", " Number of outliers: 0\n", "GPC1 i (total) - SUPRIME i (total):\n", " Number of outliers: 0\n", "DECam z (aperture) - Megacam z (aperture):\n", " Number of outliers: 24\n", "DECam z (total) - Megacam z (total):\n", " Number of outliers: 41\n", "SUPRIME z (aperture) - Megacam z (aperture):\n", " Number of outliers: 0\n", "SUPRIME z (total) - Megacam z (total):\n", " Number of outliers: 0\n", "GPC1 z (aperture) - Megacam z (aperture):\n", " Number of outliers: 1\n", "GPC1 z (total) - Megacam z (total):\n", " Number of outliers: 1\n", "VISTA z (aperture) - Megacam z (aperture):\n", " Number of outliers: 1\n", "VISTA z (total) - Megacam z (total):\n", " Number of outliers: 0\n", "SUPRIME z (aperture) - DECam z (aperture):\n", " Number of outliers: 2\n", "SUPRIME z (total) - DECam z (total):\n", " Number of outliers: 8\n", "GPC1 z (aperture) - DECam z (aperture):\n", " Number of outliers: 0\n", "GPC1 z (total) - DECam z (total):\n", " Number of outliers: 0\n", "VISTA z (aperture) - DECam z (aperture):\n", " Number of outliers: 27\n", "VISTA z (total) - DECam z (total):\n", " Number of outliers: 31\n", "GPC1 z (aperture) - SUPRIME z (aperture):\n", " Number of outliers: 0\n", "GPC1 z (total) - SUPRIME z (total):\n", " Number of outliers: 0\n", "VISTA z (aperture) - SUPRIME z (aperture):\n", " Number of outliers: 2\n", "VISTA z (total) - SUPRIME z (total):\n", " Number of outliers: 0\n", "VISTA z (aperture) - GPC1 z (aperture):\n", " Number of outliers: 0\n", "VISTA z (total) - GPC1 z (total):\n", " Number of outliers: 0\n", "DECam y (aperture) - Megacam y (aperture):\n", " Number of outliers: 0\n", "DECam y (total) - Megacam y (total):\n", " Number of outliers: 0\n", "SUPRIME y (aperture) - Megacam y (aperture):\n", " Number of outliers: 0\n", "SUPRIME y (total) - Megacam y (total):\n", " Number of outliers: 0\n", "GPC1 y (aperture) - Megacam y (aperture):\n", " Number of outliers: 0\n", "GPC1 y (total) - Megacam y (total):\n", " Number of outliers: 0\n", "VISTA y (aperture) - Megacam y (aperture):\n", " Number of outliers: 0\n", "VISTA y (total) - Megacam y (total):\n", " Number of outliers: 0\n", "SUPRIME y (aperture) - DECam y (aperture):\n", " Number of outliers: 0\n", "SUPRIME y (total) - DECam y (total):\n", " Number of outliers: 2\n", "GPC1 y (aperture) - DECam y (aperture):\n", " Number of outliers: 4\n", "GPC1 y (total) - DECam y (total):\n", " Number of outliers: 2\n", "VISTA y (aperture) - DECam y (aperture):\n", " Number of outliers: 2\n", "VISTA y (total) - DECam y (total):\n", " Number of outliers: 3\n", "GPC1 y (aperture) - SUPRIME y (aperture):\n", " Number of outliers: 0\n", "GPC1 y (total) - SUPRIME y (total):\n", " Number of outliers: 0\n", "VISTA y (aperture) - SUPRIME y (aperture):\n", " Number of outliers: 1\n", "VISTA y (total) - SUPRIME y (total):\n", " Number of outliers: 0\n", "VISTA y (aperture) - GPC1 y (aperture):\n", " Number of outliers: 0\n", "VISTA y (total) - GPC1 y (total):\n", " Number of outliers: 0\n", "UKIDSS J (aperture) - VISTA J (aperture):\n", " Number of outliers: 0\n", "UKIDSS J (total) - VISTA J (total):\n", " Number of outliers: 0\n", "WIRCAM J (aperture) - VISTA J (aperture):\n", " Number of outliers: 3\n", "WIRCAM J (total) - VISTA J (total):\n", " Number of outliers: 9\n", "WIRCAM J (aperture) - UKIDSS J (aperture):\n", " Number of outliers: 3\n", "WIRCAM J (total) - UKIDSS J (total):\n", " Number of outliers: 0\n", "No sources have both VISTA H (aperture) and UKIDSS H (aperture) values.\n", "\n", "No sources have both VISTA H (total) and UKIDSS H (total) values.\n", "\n", "WIRCAM H (aperture) - VISTA H (aperture):\n", " Number of outliers: 3\n", "WIRCAM H (total) - VISTA H (total):\n", " Number of outliers: 6\n", "No sources have both UKIDSS H (aperture) and WIRCAM H (aperture) values.\n", "\n", "No sources have both UKIDSS H (total) and WIRCAM H (total) values.\n", "\n", "UKIDSS K (aperture) - VISTA Ks (aperture):\n", " Number of outliers: 1\n", "UKIDSS K (total) - VISTA Ks (total):\n", " Number of outliers: 0\n", "WIRCAM Ks (aperture) - VISTA Ks (aperture):\n", " Number of outliers: 3\n", "WIRCAM Ks (total) - VISTA Ks (total):\n", " Number of outliers: 4\n", "WIRCAM Ks (aperture) - UKIDSS K (aperture):\n", " Number of outliers: 1\n", "WIRCAM Ks (total) - UKIDSS K (total):\n", " Number of outliers: 0\n", "GPC1 g\n", " Aperture magnitude\n", " Number of flagged objects: 4\n", " Total magnitude\n", " Number of flagged objects: 4\n", "GPC1 r\n", " Aperture magnitude\n", " Number of flagged objects: 4\n", " Total magnitude\n", " Number of flagged objects: 4\n", "GPC1 i\n", " Aperture magnitude\n", " Number of flagged objects: 6\n", " Total magnitude\n", " Number of flagged objects: 7\n", "GPC1 z\n", " Aperture magnitude\n", " Number of flagged objects: 1\n", " Total magnitude\n", " Number of flagged objects: 3\n", "GPC1 y\n", " Aperture magnitude\n", " Number of flagged objects: 3\n", " Total magnitude\n", " Number of flagged objects: 4\n", "IRAC i1\n", " Aperture magnitude\n", " Number of flagged objects: 0\n", "IRAC i2\n", " Aperture magnitude\n", " Number of flagged objects: 0\n", "IRAC i3\n", " Aperture magnitude\n", " Number of flagged objects: 0\n", "IRAC i4\n", " Aperture magnitude\n", " Number of flagged objects: 0\n", "DECam g (aperture) - Megacam g (aperture):\n", " Number of outliers: 33\n", "DECam g (total) - Megacam g (total):\n", " Number of outliers: 41\n", "SUPRIME g (aperture) - Megacam g (aperture):\n", " Number of outliers: 1\n", "SUPRIME g (total) - Megacam g (total):\n", " Number of outliers: 0\n", "GPC1 g (aperture) - Megacam g (aperture):\n", " Number of outliers: 0\n", "GPC1 g (total) - Megacam g (total):\n", " Number of outliers: 1\n", "SUPRIME g (aperture) - DECam g (aperture):\n", " Number of outliers: 1\n", "SUPRIME g (total) - DECam g (total):\n", " Number of outliers: 5\n", "GPC1 g (aperture) - DECam g (aperture):\n", " Number of outliers: 0\n", "GPC1 g (total) - DECam g (total):\n", " Number of outliers: 23\n", "GPC1 g (aperture) - SUPRIME g (aperture):\n", " Number of outliers: 0\n", "GPC1 g (total) - SUPRIME g (total):\n", " Number of outliers: 0\n", "DECam r (aperture) - Megacam r (aperture):\n", " Number of outliers: 46\n", "DECam r (total) - Megacam r (total):\n", " Number of outliers: 49\n", "SUPRIME r (aperture) - Megacam r (aperture):\n", " Number of outliers: 0\n", "SUPRIME r (total) - Megacam r (total):\n", " Number of outliers: 0\n", "GPC1 r (aperture) - Megacam r (aperture):\n", " Number of outliers: 0\n", "GPC1 r (total) - Megacam r (total):\n", " Number of outliers: 13\n", "SUPRIME r (aperture) - DECam r (aperture):\n", " Number of outliers: 2\n", "SUPRIME r (total) - DECam r (total):\n", " Number of outliers: 3\n", "GPC1 r (aperture) - DECam r (aperture):\n", " Number of outliers: 0\n", "GPC1 r (total) - DECam r (total):\n", " Number of outliers: 37\n", "GPC1 r (aperture) - SUPRIME r (aperture):\n", " Number of outliers: 0\n", "GPC1 r (total) - SUPRIME r (total):\n", " Number of outliers: 0\n", "DECam i (aperture) - Megacam i (aperture):\n", " Number of outliers: 43\n", "DECam i (total) - Megacam i (total):\n", " Number of outliers: 48\n", "SUPRIME i (aperture) - Megacam i (aperture):\n", " Number of outliers: 10\n", "SUPRIME i (total) - Megacam i (total):\n", " Number of outliers: 0\n", "GPC1 i (aperture) - Megacam i (aperture):\n", " Number of outliers: 0\n", "GPC1 i (total) - Megacam i (total):\n", " Number of outliers: 0\n", "SUPRIME i (aperture) - DECam i (aperture):\n", " Number of outliers: 10\n", "SUPRIME i (total) - DECam i (total):\n", " Number of outliers: 10\n", "GPC1 i (aperture) - DECam i (aperture):\n", " Number of outliers: 0\n", "GPC1 i (total) - DECam i (total):\n", " Number of outliers: 37\n", "GPC1 i (aperture) - SUPRIME i (aperture):\n", " Number of outliers: 0\n", "GPC1 i (total) - SUPRIME i (total):\n", " Number of outliers: 0\n", "DECam z (aperture) - Megacam z (aperture):\n", " Number of outliers: 36\n", "DECam z (total) - Megacam z (total):\n", " Number of outliers: 53\n", "SUPRIME z (aperture) - Megacam z (aperture):\n", " Number of outliers: 0\n", "SUPRIME z (total) - Megacam z (total):\n", " Number of outliers: 0\n", "GPC1 z (aperture) - Megacam z (aperture):\n", " Number of outliers: 0\n", "GPC1 z (total) - Megacam z (total):\n", " Number of outliers: 4\n", "VISTA z (aperture) - Megacam z (aperture):\n", " Number of outliers: 2\n", "VISTA z (total) - Megacam z (total):\n", " Number of outliers: 0\n", "SUPRIME z (aperture) - DECam z (aperture):\n", " Number of outliers: 4\n", "SUPRIME z (total) - DECam z (total):\n", " Number of outliers: 5\n", "GPC1 z (aperture) - DECam z (aperture):\n", " Number of outliers: 0\n", "GPC1 z (total) - DECam z (total):\n", " Number of outliers: 8\n", "VISTA z (aperture) - DECam z (aperture):\n", " Number of outliers: 20\n", "VISTA z (total) - DECam z (total):\n", " Number of outliers: 26\n", "GPC1 z (aperture) - SUPRIME z (aperture):\n", " Number of outliers: 0\n", "GPC1 z (total) - SUPRIME z (total):\n", " Number of outliers: 0\n", "VISTA z (aperture) - SUPRIME z (aperture):\n", " Number of outliers: 0\n", "VISTA z (total) - SUPRIME z (total):\n", " Number of outliers: 0\n", "VISTA z (aperture) - GPC1 z (aperture):\n", " Number of outliers: 0\n", "VISTA z (total) - GPC1 z (total):\n", " Number of outliers: 0\n", "DECam y (aperture) - Megacam y (aperture):\n", " Number of outliers: 0\n", "DECam y (total) - Megacam y (total):\n", " Number of outliers: 0\n", "SUPRIME y (aperture) - Megacam y (aperture):\n", " Number of outliers: 0\n", "SUPRIME y (total) - Megacam y (total):\n", " Number of outliers: 0\n", "GPC1 y (aperture) - Megacam y (aperture):\n", " Number of outliers: 0\n", "GPC1 y (total) - Megacam y (total):\n", " Number of outliers: 0\n", "No sources have both Megacam y (aperture) and VISTA y (aperture) values.\n", "\n", "VISTA y (total) - Megacam y (total):\n", " Number of outliers: 0\n", "SUPRIME y (aperture) - DECam y (aperture):\n", " Number of outliers: 0\n", "SUPRIME y (total) - DECam y (total):\n", " Number of outliers: 1\n", "GPC1 y (aperture) - DECam y (aperture):\n", " Number of outliers: 6\n", "GPC1 y (total) - DECam y (total):\n", " Number of outliers: 4\n", "VISTA y (aperture) - DECam y (aperture):\n", " Number of outliers: 4\n", "VISTA y (total) - DECam y (total):\n", " Number of outliers: 4\n", "GPC1 y (aperture) - SUPRIME y (aperture):\n", " Number of outliers: 0\n", "GPC1 y (total) - SUPRIME y (total):\n", " Number of outliers: 0\n", "VISTA y (aperture) - SUPRIME y (aperture):\n", " Number of outliers: 0\n", "VISTA y (total) - SUPRIME y (total):\n", " Number of outliers: 0\n", "VISTA y (aperture) - GPC1 y (aperture):\n", " Number of outliers: 0\n", "VISTA y (total) - GPC1 y (total):\n", " Number of outliers: 0\n", "UKIDSS J (aperture) - VISTA J (aperture):\n", " Number of outliers: 0\n", "UKIDSS J (total) - VISTA J (total):\n", " Number of outliers: 0\n", "No sources have both VISTA J (aperture) and WIRCAM J (aperture) values.\n", "\n", "No sources have both VISTA J (total) and WIRCAM J (total) values.\n", "\n", "No sources have both UKIDSS J (aperture) and WIRCAM J (aperture) values.\n", "\n", "No sources have both UKIDSS J (total) and WIRCAM J (total) values.\n", "\n", "No sources have both VISTA H (aperture) and UKIDSS H (aperture) values.\n", "\n", "No sources have both VISTA H (total) and UKIDSS H (total) values.\n", "\n", "No sources have both VISTA H (aperture) and WIRCAM H (aperture) values.\n", "\n", "No sources have both VISTA H (total) and WIRCAM H (total) values.\n", "\n", "No sources have both UKIDSS H (aperture) and WIRCAM H (aperture) values.\n", "\n", "No sources have both UKIDSS H (total) and WIRCAM H (total) values.\n", "\n", "UKIDSS K (aperture) - VISTA Ks (aperture):\n", " Number of outliers: 0\n", "UKIDSS K (total) - VISTA Ks (total):\n", " Number of outliers: 0\n", "No sources have both VISTA Ks (aperture) and WIRCAM Ks (aperture) values.\n", "\n", "WIRCAM Ks (total) - VISTA Ks (total):\n", " Number of outliers: 0\n", "No sources have both UKIDSS K (aperture) and WIRCAM Ks (aperture) values.\n", "\n", "No sources have both UKIDSS K (total) and WIRCAM Ks (total) values.\n", "\n", "GPC1 g\n", " Aperture magnitude\n", " Number of flagged objects: 3\n", " Total magnitude\n", " Number of flagged objects: 3\n", "GPC1 r\n", " Aperture magnitude\n", " Number of flagged objects: 2\n", " Total magnitude\n", " Number of flagged objects: 3\n", "GPC1 i\n", " Aperture magnitude\n", " Number of flagged objects: 1\n", " Total magnitude\n", " Number of flagged objects: 2\n", "GPC1 z\n", " Aperture magnitude\n", " Number of flagged objects: 1\n", " Total magnitude\n", " Number of flagged objects: 3\n", "GPC1 y\n", " Aperture magnitude\n", " Number of flagged objects: 1\n", " Total magnitude\n", " Number of flagged objects: 1\n", "IRAC i1\n", " Aperture magnitude\n", " Number of flagged objects: 0\n", "IRAC i2\n", " Aperture magnitude\n", " Number of flagged objects: 0\n", "IRAC i3\n", " Aperture magnitude\n", " Number of flagged objects: 0\n", "IRAC i4\n", " Aperture magnitude\n", " Number of flagged objects: 0\n", "DECam g (aperture) - Megacam g (aperture):\n", " Number of outliers: 15\n", "DECam g (total) - Megacam g (total):\n", " Number of outliers: 23\n", "SUPRIME g (aperture) - Megacam g (aperture):\n", " Number of outliers: 0\n", "SUPRIME g (total) - Megacam g (total):\n", " Number of outliers: 1\n", "GPC1 g (aperture) - Megacam g (aperture):\n", " Number of outliers: 0\n", "GPC1 g (total) - Megacam g (total):\n", " Number of outliers: 1\n", "SUPRIME g (aperture) - DECam g (aperture):\n", " Number of outliers: 1\n", "SUPRIME g (total) - DECam g (total):\n", " Number of outliers: 3\n", "GPC1 g (aperture) - DECam g (aperture):\n", " Number of outliers: 0\n", "GPC1 g (total) - DECam g (total):\n", " Number of outliers: 9\n", "GPC1 g (aperture) - SUPRIME g (aperture):\n", " Number of outliers: 0\n", "GPC1 g (total) - SUPRIME g (total):\n", " Number of outliers: 0\n", "DECam r (aperture) - Megacam r (aperture):\n", " Number of outliers: 10\n", "DECam r (total) - Megacam r (total):\n", " Number of outliers: 23\n", "SUPRIME r (aperture) - Megacam r (aperture):\n", " Number of outliers: 0\n", "SUPRIME r (total) - Megacam r (total):\n", " Number of outliers: 0\n", "GPC1 r (aperture) - Megacam r (aperture):\n", " Number of outliers: 0\n", "GPC1 r (total) - Megacam r (total):\n", " Number of outliers: 1\n", "SUPRIME r (aperture) - DECam r (aperture):\n", " Number of outliers: 0\n", "SUPRIME r (total) - DECam r (total):\n", " Number of outliers: 0\n", "GPC1 r (aperture) - DECam r (aperture):\n", " Number of outliers: 0\n", "GPC1 r (total) - DECam r (total):\n", " Number of outliers: 17\n", "GPC1 r (aperture) - SUPRIME r (aperture):\n", " Number of outliers: 0\n", "GPC1 r (total) - SUPRIME r (total):\n", " Number of outliers: 0\n", "DECam i (aperture) - Megacam i (aperture):\n", " Number of outliers: 21\n", "DECam i (total) - Megacam i (total):\n", " Number of outliers: 28\n", "SUPRIME i (aperture) - Megacam i (aperture):\n", " Number of outliers: 3\n", "SUPRIME i (total) - Megacam i (total):\n", " Number of outliers: 1\n", "GPC1 i (aperture) - Megacam i (aperture):\n", " Number of outliers: 0\n", "GPC1 i (total) - Megacam i (total):\n", " Number of outliers: 0\n", "SUPRIME i (aperture) - DECam i (aperture):\n", " Number of outliers: 8\n", "SUPRIME i (total) - DECam i (total):\n", " Number of outliers: 11\n", "GPC1 i (aperture) - DECam i (aperture):\n", " Number of outliers: 0\n", "GPC1 i (total) - DECam i (total):\n", " Number of outliers: 30\n", "GPC1 i (aperture) - SUPRIME i (aperture):\n", " Number of outliers: 0\n", "GPC1 i (total) - SUPRIME i (total):\n", " Number of outliers: 0\n", "DECam z (aperture) - Megacam z (aperture):\n", " Number of outliers: 22\n", "DECam z (total) - Megacam z (total):\n", " Number of outliers: 29\n", "SUPRIME z (aperture) - Megacam z (aperture):\n", " Number of outliers: 0\n", "SUPRIME z (total) - Megacam z (total):\n", " Number of outliers: 0\n", "GPC1 z (aperture) - Megacam z (aperture):\n", " Number of outliers: 0\n", "GPC1 z (total) - Megacam z (total):\n", " Number of outliers: 0\n", "VISTA z (aperture) - Megacam z (aperture):\n", " Number of outliers: 0\n", "VISTA z (total) - Megacam z (total):\n", " Number of outliers: 0\n", "SUPRIME z (aperture) - DECam z (aperture):\n", " Number of outliers: 2\n", "SUPRIME z (total) - DECam z (total):\n", " Number of outliers: 4\n", "GPC1 z (aperture) - DECam z (aperture):\n", " Number of outliers: 0\n", "GPC1 z (total) - DECam z (total):\n", " Number of outliers: 12\n", "VISTA z (aperture) - DECam z (aperture):\n", " Number of outliers: 0\n", "VISTA z (total) - DECam z (total):\n", " Number of outliers: 0\n", "GPC1 z (aperture) - SUPRIME z (aperture):\n", " Number of outliers: 0\n", "GPC1 z (total) - SUPRIME z (total):\n", " Number of outliers: 0\n", "VISTA z (aperture) - SUPRIME z (aperture):\n", " Number of outliers: 0\n", "VISTA z (total) - SUPRIME z (total):\n", " Number of outliers: 0\n", "VISTA z (aperture) - GPC1 z (aperture):\n", " Number of outliers: 0\n", "VISTA z (total) - GPC1 z (total):\n", " Number of outliers: 0\n", "DECam y (aperture) - Megacam y (aperture):\n", " Number of outliers: 0\n", "DECam y (total) - Megacam y (total):\n", " Number of outliers: 0\n", "SUPRIME y (aperture) - Megacam y (aperture):\n", " Number of outliers: 0\n", "SUPRIME y (total) - Megacam y (total):\n", " Number of outliers: 0\n", "GPC1 y (aperture) - Megacam y (aperture):\n", " Number of outliers: 0\n", "GPC1 y (total) - Megacam y (total):\n", " Number of outliers: 0\n", "No sources have both Megacam y (aperture) and VISTA y (aperture) values.\n", "\n", "No sources have both Megacam y (total) and VISTA y (total) values.\n", "\n", "SUPRIME y (aperture) - DECam y (aperture):\n", " Number of outliers: 0\n", "SUPRIME y (total) - DECam y (total):\n", " Number of outliers: 0\n", "GPC1 y (aperture) - DECam y (aperture):\n", " Number of outliers: 4\n", "GPC1 y (total) - DECam y (total):\n", " Number of outliers: 4\n", "VISTA y (aperture) - DECam y (aperture):\n", " Number of outliers: 2\n", "VISTA y (total) - DECam y (total):\n", " Number of outliers: 2\n", "GPC1 y (aperture) - SUPRIME y (aperture):\n", " Number of outliers: 0\n", "GPC1 y (total) - SUPRIME y (total):\n", " Number of outliers: 0\n", "VISTA y (aperture) - SUPRIME y (aperture):\n", " Number of outliers: 0\n", "VISTA y (total) - SUPRIME y (total):\n", " Number of outliers: 0\n", "VISTA y (aperture) - GPC1 y (aperture):\n", " Number of outliers: 0\n", "VISTA y (total) - GPC1 y (total):\n", " Number of outliers: 0\n", "No sources have both VISTA J (aperture) and UKIDSS J (aperture) values.\n", "\n", "No sources have both VISTA J (total) and UKIDSS J (total) values.\n", "\n", "No sources have both VISTA J (aperture) and WIRCAM J (aperture) values.\n", "\n", "No sources have both VISTA J (total) and WIRCAM J (total) values.\n", "\n", "No sources have both UKIDSS J (aperture) and WIRCAM J (aperture) values.\n", "\n", "No sources have both UKIDSS J (total) and WIRCAM J (total) values.\n", "\n", "No sources have both VISTA H (aperture) and UKIDSS H (aperture) values.\n", "\n", "No sources have both VISTA H (total) and UKIDSS H (total) values.\n", "\n", "No sources have both VISTA H (aperture) and WIRCAM H (aperture) values.\n", "\n", "No sources have both VISTA H (total) and WIRCAM H (total) values.\n", "\n", "No sources have both UKIDSS H (aperture) and WIRCAM H (aperture) values.\n", "\n", "No sources have both UKIDSS H (total) and WIRCAM H (total) values.\n", "\n", "No sources have both VISTA Ks (aperture) and UKIDSS K (aperture) values.\n", "\n", "No sources have both VISTA Ks (total) and UKIDSS K (total) values.\n", "\n", "No sources have both VISTA Ks (aperture) and WIRCAM Ks (aperture) values.\n", "\n", "WIRCAM Ks (total) - VISTA Ks (total):\n", " Number of outliers: 1\n", "No sources have both UKIDSS K (aperture) and WIRCAM Ks (aperture) values.\n", "\n", "No sources have both UKIDSS K (total) and WIRCAM Ks (total) values.\n", "\n", "GPC1 g\n", " Aperture magnitude\n", " Number of flagged objects: 3\n", " Total magnitude\n", " Number of flagged objects: 3\n", "GPC1 r\n", " Aperture magnitude\n", " Number of flagged objects: 7\n", " Total magnitude\n", " Number of flagged objects: 7\n", "GPC1 i\n", " Aperture magnitude\n", " Number of flagged objects: 6\n", " Total magnitude\n", " Number of flagged objects: 9\n", "GPC1 z\n", " Aperture magnitude\n", " Number of flagged objects: 3\n", " Total magnitude\n", " Number of flagged objects: 4\n", "GPC1 y\n", " Aperture magnitude\n", " Number of flagged objects: 7\n", " Total magnitude\n", " Number of flagged objects: 7\n", "IRAC i1\n", " Aperture magnitude\n", " Number of flagged objects: 0\n", "IRAC i2\n", " Aperture magnitude\n", " Number of flagged objects: 0\n", "IRAC i3\n", " Aperture magnitude\n", " Number of flagged objects: 0\n", "IRAC i4\n", " Aperture magnitude\n", " Number of flagged objects: 0\n", "DECam g (aperture) - Megacam g (aperture):\n", " Number of outliers: 32\n", "DECam g (total) - Megacam g (total):\n", " Number of outliers: 35\n", "SUPRIME g (aperture) - Megacam g (aperture):\n", " Number of outliers: 5\n", "SUPRIME g (total) - Megacam g (total):\n", " Number of outliers: 3\n", "GPC1 g (aperture) - Megacam g (aperture):\n", " Number of outliers: 0\n", "GPC1 g (total) - Megacam g (total):\n", " Number of outliers: 1\n", "SUPRIME g (aperture) - DECam g (aperture):\n", " Number of outliers: 4\n", "SUPRIME g (total) - DECam g (total):\n", " Number of outliers: 6\n", "GPC1 g (aperture) - DECam g (aperture):\n", " Number of outliers: 0\n", "GPC1 g (total) - DECam g (total):\n", " Number of outliers: 20\n", "GPC1 g (aperture) - SUPRIME g (aperture):\n", " Number of outliers: 0\n", "GPC1 g (total) - SUPRIME g (total):\n", " Number of outliers: 0\n", "DECam r (aperture) - Megacam r (aperture):\n", " Number of outliers: 50\n", "DECam r (total) - Megacam r (total):\n", " Number of outliers: 48\n", "SUPRIME r (aperture) - Megacam r (aperture):\n", " Number of outliers: 5\n", "SUPRIME r (total) - Megacam r (total):\n", " Number of outliers: 1\n", "GPC1 r (aperture) - Megacam r (aperture):\n", " Number of outliers: 0\n", "GPC1 r (total) - Megacam r (total):\n", " Number of outliers: 1\n", "SUPRIME r (aperture) - DECam r (aperture):\n", " Number of outliers: 3\n", "SUPRIME r (total) - DECam r (total):\n", " Number of outliers: 3\n", "GPC1 r (aperture) - DECam r (aperture):\n", " Number of outliers: 0\n", "GPC1 r (total) - DECam r (total):\n", " Number of outliers: 7\n", "GPC1 r (aperture) - SUPRIME r (aperture):\n", " Number of outliers: 0\n", "GPC1 r (total) - SUPRIME r (total):\n", " Number of outliers: 0\n", "DECam i (aperture) - Megacam i (aperture):\n", " Number of outliers: 80\n", "DECam i (total) - Megacam i (total):\n", " Number of outliers: 83\n", "SUPRIME i (aperture) - Megacam i (aperture):\n", " Number of outliers: 11\n", "SUPRIME i (total) - Megacam i (total):\n", " Number of outliers: 4\n", "GPC1 i (aperture) - Megacam i (aperture):\n", " Number of outliers: 0\n", "GPC1 i (total) - Megacam i (total):\n", " Number of outliers: 0\n", "SUPRIME i (aperture) - DECam i (aperture):\n", " Number of outliers: 19\n", "SUPRIME i (total) - DECam i (total):\n", " Number of outliers: 18\n", "GPC1 i (aperture) - DECam i (aperture):\n", " Number of outliers: 0\n", "GPC1 i (total) - DECam i (total):\n", " Number of outliers: 54\n", "GPC1 i (aperture) - SUPRIME i (aperture):\n", " Number of outliers: 0\n", "GPC1 i (total) - SUPRIME i (total):\n", " Number of outliers: 1\n", "DECam z (aperture) - Megacam z (aperture):\n", " Number of outliers: 58\n", "DECam z (total) - Megacam z (total):\n", " Number of outliers: 75\n", "SUPRIME z (aperture) - Megacam z (aperture):\n", " Number of outliers: 0\n", "SUPRIME z (total) - Megacam z (total):\n", " Number of outliers: 0\n", "GPC1 z (aperture) - Megacam z (aperture):\n", " Number of outliers: 0\n", "GPC1 z (total) - Megacam z (total):\n", " Number of outliers: 0\n", "No sources have both Megacam z (aperture) and VISTA z (aperture) values.\n", "\n", "No sources have both Megacam z (total) and VISTA z (total) values.\n", "\n", "SUPRIME z (aperture) - DECam z (aperture):\n", " Number of outliers: 0\n", "SUPRIME z (total) - DECam z (total):\n", " Number of outliers: 9\n", "GPC1 z (aperture) - DECam z (aperture):\n", " Number of outliers: 0\n", "GPC1 z (total) - DECam z (total):\n", " Number of outliers: 3\n", "No sources have both DECam z (aperture) and VISTA z (aperture) values.\n", "\n", "No sources have both DECam z (total) and VISTA z (total) values.\n", "\n", "GPC1 z (aperture) - SUPRIME z (aperture):\n", " Number of outliers: 0\n", "GPC1 z (total) - SUPRIME z (total):\n", " Number of outliers: 0\n", "No sources have both SUPRIME z (aperture) and VISTA z (aperture) values.\n", "\n", "No sources have both SUPRIME z (total) and VISTA z (total) values.\n", "\n", "No sources have both GPC1 z (aperture) and VISTA z (aperture) values.\n", "\n", "No sources have both GPC1 z (total) and VISTA z (total) values.\n", "\n", "No sources have both Megacam y (aperture) and DECam y (aperture) values.\n", "\n", "No sources have both Megacam y (total) and DECam y (total) values.\n", "\n", "No sources have both Megacam y (aperture) and SUPRIME y (aperture) values.\n", "\n", "No sources have both Megacam y (total) and SUPRIME y (total) values.\n", "\n", "No sources have both Megacam y (aperture) and GPC1 y (aperture) values.\n", "\n", "No sources have both Megacam y (total) and GPC1 y (total) values.\n", "\n", "No sources have both Megacam y (aperture) and VISTA y (aperture) values.\n", "\n", "No sources have both Megacam y (total) and VISTA y (total) values.\n", "\n", "SUPRIME y (aperture) - DECam y (aperture):\n", " Number of outliers: 0\n", "SUPRIME y (total) - DECam y (total):\n", " Number of outliers: 1\n", "GPC1 y (aperture) - DECam y (aperture):\n", " Number of outliers: 6\n", "GPC1 y (total) - DECam y (total):\n", " Number of outliers: 2\n", "No sources have both DECam y (aperture) and VISTA y (aperture) values.\n", "\n", "No sources have both DECam y (total) and VISTA y (total) values.\n", "\n", "GPC1 y (aperture) - SUPRIME y (aperture):\n", " Number of outliers: 0\n", "GPC1 y (total) - SUPRIME y (total):\n", " Number of outliers: 0\n", "No sources have both SUPRIME y (aperture) and VISTA y (aperture) values.\n", "\n", "No sources have both SUPRIME y (total) and VISTA y (total) values.\n", "\n", "No sources have both GPC1 y (aperture) and VISTA y (aperture) values.\n", "\n", "No sources have both GPC1 y (total) and VISTA y (total) values.\n", "\n", "No sources have both VISTA J (aperture) and UKIDSS J (aperture) values.\n", "\n", "No sources have both VISTA J (total) and UKIDSS J (total) values.\n", "\n", "No sources have both VISTA J (aperture) and WIRCAM J (aperture) values.\n", "\n", "No sources have both VISTA J (total) and WIRCAM J (total) values.\n", "\n", "No sources have both UKIDSS J (aperture) and WIRCAM J (aperture) values.\n", "\n", "No sources have both UKIDSS J (total) and WIRCAM J (total) values.\n", "\n", "No sources have both VISTA H (aperture) and UKIDSS H (aperture) values.\n", "\n", "No sources have both VISTA H (total) and UKIDSS H (total) values.\n", "\n", "No sources have both VISTA H (aperture) and WIRCAM H (aperture) values.\n", "\n", "No sources have both VISTA H (total) and WIRCAM H (total) values.\n", "\n", "No sources have both UKIDSS H (aperture) and WIRCAM H (aperture) values.\n", "\n", "No sources have both UKIDSS H (total) and WIRCAM H (total) values.\n", "\n", "No sources have both VISTA Ks (aperture) and UKIDSS K (aperture) values.\n", "\n", "No sources have both VISTA Ks (total) and UKIDSS K (total) values.\n", "\n", "No sources have both VISTA Ks (aperture) and WIRCAM Ks (aperture) values.\n", "\n", "WIRCAM Ks (total) - VISTA Ks (total):\n", " Number of outliers: 0\n", "No sources have both UKIDSS K (aperture) and WIRCAM Ks (aperture) values.\n", "\n", "No sources have both UKIDSS K (total) and WIRCAM Ks (total) values.\n", "\n", "GPC1 g\n", " Aperture magnitude\n", " Number of flagged objects: 2\n", " Total magnitude\n", " Number of flagged objects: 1\n", "GPC1 r\n", " Aperture magnitude\n", " Number of flagged objects: 2\n", " Total magnitude\n", " Number of flagged objects: 2\n", "GPC1 i\n", " Aperture magnitude\n", " Number of flagged objects: 5\n", " Total magnitude\n", " Number of flagged objects: 6\n", "GPC1 z\n", " Aperture magnitude\n", " Number of flagged objects: 3\n", " Total magnitude\n", " Number of flagged objects: 3\n", "GPC1 y\n", " Aperture magnitude\n", " Number of flagged objects: 0\n", " Total magnitude\n", " Number of flagged objects: 0\n", "IRAC i1\n", " Aperture magnitude\n", " Number of flagged objects: 0\n", "IRAC i2\n", " Aperture magnitude\n", " Number of flagged objects: 0\n", "IRAC i3\n", " Aperture magnitude\n", " Number of flagged objects: 0\n", "IRAC i4\n", " Aperture magnitude\n", " Number of flagged objects: 0\n", "DECam g (aperture) - Megacam g (aperture):\n", " Number of outliers: 14\n", "DECam g (total) - Megacam g (total):\n", " Number of outliers: 18\n", "SUPRIME g (aperture) - Megacam g (aperture):\n", " Number of outliers: 3\n", "SUPRIME g (total) - Megacam g (total):\n", " Number of outliers: 0\n", "GPC1 g (aperture) - Megacam g (aperture):\n", " Number of outliers: 0\n", "GPC1 g (total) - Megacam g (total):\n", " Number of outliers: 0\n", "SUPRIME g (aperture) - DECam g (aperture):\n", " Number of outliers: 0\n", "SUPRIME g (total) - DECam g (total):\n", " Number of outliers: 3\n", "GPC1 g (aperture) - DECam g (aperture):\n", " Number of outliers: 0\n", "GPC1 g (total) - DECam g (total):\n", " Number of outliers: 13\n", "GPC1 g (aperture) - SUPRIME g (aperture):\n", " Number of outliers: 0\n", "GPC1 g (total) - SUPRIME g (total):\n", " Number of outliers: 0\n", "DECam r (aperture) - Megacam r (aperture):\n", " Number of outliers: 32\n", "DECam r (total) - Megacam r (total):\n", " Number of outliers: 33\n", "SUPRIME r (aperture) - Megacam r (aperture):\n", " Number of outliers: 6\n", "SUPRIME r (total) - Megacam r (total):\n", " Number of outliers: 1\n", "GPC1 r (aperture) - Megacam r (aperture):\n", " Number of outliers: 0\n", "GPC1 r (total) - Megacam r (total):\n", " Number of outliers: 0\n", "SUPRIME r (aperture) - DECam r (aperture):\n", " Number of outliers: 2\n", "SUPRIME r (total) - DECam r (total):\n", " Number of outliers: 0\n", "GPC1 r (aperture) - DECam r (aperture):\n", " Number of outliers: 0\n", "GPC1 r (total) - DECam r (total):\n", " Number of outliers: 13\n", "GPC1 r (aperture) - SUPRIME r (aperture):\n", " Number of outliers: 0\n", "GPC1 r (total) - SUPRIME r (total):\n", " Number of outliers: 0\n", "DECam i (aperture) - Megacam i (aperture):\n", " Number of outliers: 29\n", "DECam i (total) - Megacam i (total):\n", " Number of outliers: 35\n", "SUPRIME i (aperture) - Megacam i (aperture):\n", " Number of outliers: 13\n", "SUPRIME i (total) - Megacam i (total):\n", " Number of outliers: 1\n", "GPC1 i (aperture) - Megacam i (aperture):\n", " Number of outliers: 0\n", "GPC1 i (total) - Megacam i (total):\n", " Number of outliers: 0\n", "SUPRIME i (aperture) - DECam i (aperture):\n", " Number of outliers: 13\n", "SUPRIME i (total) - DECam i (total):\n", " Number of outliers: 19\n", "GPC1 i (aperture) - DECam i (aperture):\n", " Number of outliers: 0\n", "GPC1 i (total) - DECam i (total):\n", " Number of outliers: 13\n", "GPC1 i (aperture) - SUPRIME i (aperture):\n", " Number of outliers: 0\n", "GPC1 i (total) - SUPRIME i (total):\n", " Number of outliers: 0\n", "DECam z (aperture) - Megacam z (aperture):\n", " Number of outliers: 34\n", "DECam z (total) - Megacam z (total):\n", " Number of outliers: 36\n", "SUPRIME z (aperture) - Megacam z (aperture):\n", " Number of outliers: 0\n", "SUPRIME z (total) - Megacam z (total):\n", " Number of outliers: 0\n", "GPC1 z (aperture) - Megacam z (aperture):\n", " Number of outliers: 0\n", "GPC1 z (total) - Megacam z (total):\n", " Number of outliers: 0\n", "VISTA z (aperture) - Megacam z (aperture):\n", " Number of outliers: 6\n", "VISTA z (total) - Megacam z (total):\n", " Number of outliers: 1\n", "SUPRIME z (aperture) - DECam z (aperture):\n", " Number of outliers: 5\n", "SUPRIME z (total) - DECam z (total):\n", " Number of outliers: 4\n", "GPC1 z (aperture) - DECam z (aperture):\n", " Number of outliers: 0\n", "GPC1 z (total) - DECam z (total):\n", " Number of outliers: 2\n", "VISTA z (aperture) - DECam z (aperture):\n", " Number of outliers: 5\n", "VISTA z (total) - DECam z (total):\n", " Number of outliers: 5\n", "GPC1 z (aperture) - SUPRIME z (aperture):\n", " Number of outliers: 0\n", "GPC1 z (total) - SUPRIME z (total):\n", " Number of outliers: 0\n", "VISTA z (aperture) - SUPRIME z (aperture):\n", " Number of outliers: 0\n", "VISTA z (total) - SUPRIME z (total):\n", " Number of outliers: 0\n", "VISTA z (aperture) - GPC1 z (aperture):\n", " Number of outliers: 0\n", "VISTA z (total) - GPC1 z (total):\n", " Number of outliers: 1\n", "No sources have both Megacam y (aperture) and DECam y (aperture) values.\n", "\n", "DECam y (total) - Megacam y (total):\n", " Number of outliers: 0\n", "No sources have both Megacam y (aperture) and SUPRIME y (aperture) values.\n", "\n", "SUPRIME y (total) - Megacam y (total):\n", " Number of outliers: 0\n", "No sources have both Megacam y (aperture) and GPC1 y (aperture) values.\n", "\n", "GPC1 y (total) - Megacam y (total):\n", " Number of outliers: 0\n", "No sources have both Megacam y (aperture) and VISTA y (aperture) values.\n", "\n", "VISTA y (total) - Megacam y (total):\n", " Number of outliers: 0\n", "SUPRIME y (aperture) - DECam y (aperture):\n", " Number of outliers: 3\n", "SUPRIME y (total) - DECam y (total):\n", " Number of outliers: 1\n", "GPC1 y (aperture) - DECam y (aperture):\n", " Number of outliers: 3\n", "GPC1 y (total) - DECam y (total):\n", " Number of outliers: 3\n", "VISTA y (aperture) - DECam y (aperture):\n", " Number of outliers: 0\n", "VISTA y (total) - DECam y (total):\n", " Number of outliers: 0\n", "GPC1 y (aperture) - SUPRIME y (aperture):\n", " Number of outliers: 0\n", "GPC1 y (total) - SUPRIME y (total):\n", " Number of outliers: 0\n", "VISTA y (aperture) - SUPRIME y (aperture):\n", " Number of outliers: 0\n", "VISTA y (total) - SUPRIME y (total):\n", " Number of outliers: 0\n", "VISTA y (aperture) - GPC1 y (aperture):\n", " Number of outliers: 0\n", "VISTA y (total) - GPC1 y (total):\n", " Number of outliers: 0\n", "No sources have both VISTA J (aperture) and UKIDSS J (aperture) values.\n", "\n", "No sources have both VISTA J (total) and UKIDSS J (total) values.\n", "\n", "No sources have both VISTA J (aperture) and WIRCAM J (aperture) values.\n", "\n", "No sources have both VISTA J (total) and WIRCAM J (total) values.\n", "\n", "No sources have both UKIDSS J (aperture) and WIRCAM J (aperture) values.\n", "\n", "No sources have both UKIDSS J (total) and WIRCAM J (total) values.\n", "\n", "No sources have both VISTA H (aperture) and UKIDSS H (aperture) values.\n", "\n", "No sources have both VISTA H (total) and UKIDSS H (total) values.\n", "\n", "No sources have both VISTA H (aperture) and WIRCAM H (aperture) values.\n", "\n", "No sources have both VISTA H (total) and WIRCAM H (total) values.\n", "\n", "No sources have both UKIDSS H (aperture) and WIRCAM H (aperture) values.\n", "\n", "No sources have both UKIDSS H (total) and WIRCAM H (total) values.\n", "\n", "UKIDSS K (aperture) - VISTA Ks (aperture):\n", " Number of outliers: 0\n", "UKIDSS K (total) - VISTA Ks (total):\n", " Number of outliers: 0\n", "No sources have both VISTA Ks (aperture) and WIRCAM Ks (aperture) values.\n", "\n", "WIRCAM Ks (total) - VISTA Ks (total):\n", " Number of outliers: 0\n", "No sources have both UKIDSS K (aperture) and WIRCAM Ks (aperture) values.\n", "\n", "WIRCAM Ks (total) - UKIDSS K (total):\n", " Number of outliers: 0\n", "GPC1 g\n", " Aperture magnitude\n", " Number of flagged objects: 1\n", " Total magnitude\n", " Number of flagged objects: 1\n", "GPC1 r\n", " Aperture magnitude\n", " Number of flagged objects: 2\n", " Total magnitude\n", " Number of flagged objects: 2\n", "GPC1 i\n", " Aperture magnitude\n", " Number of flagged objects: 1\n", " Total magnitude\n", " Number of flagged objects: 1\n", "GPC1 z\n", " Aperture magnitude\n", " Number of flagged objects: 3\n", " Total magnitude\n", " Number of flagged objects: 3\n", "GPC1 y\n", " Aperture magnitude\n", " Number of flagged objects: 1\n", " Total magnitude\n", " Number of flagged objects: 1\n", "IRAC i1\n", " Aperture magnitude\n", " Number of flagged objects: 0\n", "IRAC i2\n", " Aperture magnitude\n", " Number of flagged objects: 0\n", "IRAC i3\n", " Aperture magnitude\n", " Number of flagged objects: 0\n", "IRAC i4\n", " Aperture magnitude\n", " Number of flagged objects: 0\n", "DECam g (aperture) - Megacam g (aperture):\n", " Number of outliers: 11\n", "DECam g (total) - Megacam g (total):\n", " Number of outliers: 23\n", "SUPRIME g (aperture) - Megacam g (aperture):\n", " Number of outliers: 6\n", "SUPRIME g (total) - Megacam g (total):\n", " Number of outliers: 1\n", "GPC1 g (aperture) - Megacam g (aperture):\n", " Number of outliers: 0\n", "GPC1 g (total) - Megacam g (total):\n", " Number of outliers: 4\n", "SUPRIME g (aperture) - DECam g (aperture):\n", " Number of outliers: 5\n", "SUPRIME g (total) - DECam g (total):\n", " Number of outliers: 4\n", "GPC1 g (aperture) - DECam g (aperture):\n", " Number of outliers: 1\n", "GPC1 g (total) - DECam g (total):\n", " Number of outliers: 9\n", "GPC1 g (aperture) - SUPRIME g (aperture):\n", " Number of outliers: 0\n", "GPC1 g (total) - SUPRIME g (total):\n", " Number of outliers: 0\n", "DECam r (aperture) - Megacam r (aperture):\n", " Number of outliers: 9\n", "DECam r (total) - Megacam r (total):\n", " Number of outliers: 21\n", "SUPRIME r (aperture) - Megacam r (aperture):\n", " Number of outliers: 7\n", "SUPRIME r (total) - Megacam r (total):\n", " Number of outliers: 1\n", "GPC1 r (aperture) - Megacam r (aperture):\n", " Number of outliers: 0\n", "GPC1 r (total) - Megacam r (total):\n", " Number of outliers: 4\n", "SUPRIME r (aperture) - DECam r (aperture):\n", " Number of outliers: 1\n", "SUPRIME r (total) - DECam r (total):\n", " Number of outliers: 4\n", "GPC1 r (aperture) - DECam r (aperture):\n", " Number of outliers: 0\n", "GPC1 r (total) - DECam r (total):\n", " Number of outliers: 23\n", "GPC1 r (aperture) - SUPRIME r (aperture):\n", " Number of outliers: 0\n", "GPC1 r (total) - SUPRIME r (total):\n", " Number of outliers: 1\n", "DECam i (aperture) - Megacam i (aperture):\n", " Number of outliers: 23\n", "DECam i (total) - Megacam i (total):\n", " Number of outliers: 26\n", "SUPRIME i (aperture) - Megacam i (aperture):\n", " Number of outliers: 10\n", "SUPRIME i (total) - Megacam i (total):\n", " Number of outliers: 4\n", "GPC1 i (aperture) - Megacam i (aperture):\n", " Number of outliers: 0\n", "GPC1 i (total) - Megacam i (total):\n", " Number of outliers: 0\n", "SUPRIME i (aperture) - DECam i (aperture):\n", " Number of outliers: 6\n", "SUPRIME i (total) - DECam i (total):\n", " Number of outliers: 11\n", "GPC1 i (aperture) - DECam i (aperture):\n", " Number of outliers: 0\n", "GPC1 i (total) - DECam i (total):\n", " Number of outliers: 32\n", "GPC1 i (aperture) - SUPRIME i (aperture):\n", " Number of outliers: 0\n", "GPC1 i (total) - SUPRIME i (total):\n", " Number of outliers: 0\n", "DECam z (aperture) - Megacam z (aperture):\n", " Number of outliers: 15\n", "DECam z (total) - Megacam z (total):\n", " Number of outliers: 39\n", "SUPRIME z (aperture) - Megacam z (aperture):\n", " Number of outliers: 0\n", "SUPRIME z (total) - Megacam z (total):\n", " Number of outliers: 0\n", "GPC1 z (aperture) - Megacam z (aperture):\n", " Number of outliers: 0\n", "GPC1 z (total) - Megacam z (total):\n", " Number of outliers: 2\n", "VISTA z (aperture) - Megacam z (aperture):\n", " Number of outliers: 3\n", "VISTA z (total) - Megacam z (total):\n", " Number of outliers: 0\n", "SUPRIME z (aperture) - DECam z (aperture):\n", " Number of outliers: 1\n", "SUPRIME z (total) - DECam z (total):\n", " Number of outliers: 4\n", "GPC1 z (aperture) - DECam z (aperture):\n", " Number of outliers: 0\n", "GPC1 z (total) - DECam z (total):\n", " Number of outliers: 1\n", "VISTA z (aperture) - DECam z (aperture):\n", " Number of outliers: 18\n", "VISTA z (total) - DECam z (total):\n", " Number of outliers: 23\n", "GPC1 z (aperture) - SUPRIME z (aperture):\n", " Number of outliers: 0\n", "GPC1 z (total) - SUPRIME z (total):\n", " Number of outliers: 0\n", "VISTA z (aperture) - SUPRIME z (aperture):\n", " Number of outliers: 5\n", "VISTA z (total) - SUPRIME z (total):\n", " Number of outliers: 0\n", "VISTA z (aperture) - GPC1 z (aperture):\n", " Number of outliers: 0\n", "VISTA z (total) - GPC1 z (total):\n", " Number of outliers: 0\n", "DECam y (aperture) - Megacam y (aperture):\n", " Number of outliers: 0\n", "DECam y (total) - Megacam y (total):\n", " Number of outliers: 0\n", "SUPRIME y (aperture) - Megacam y (aperture):\n", " Number of outliers: 0\n", "SUPRIME y (total) - Megacam y (total):\n", " Number of outliers: 0\n", "GPC1 y (aperture) - Megacam y (aperture):\n", " Number of outliers: 0\n", "GPC1 y (total) - Megacam y (total):\n", " Number of outliers: 0\n", "No sources have both Megacam y (aperture) and VISTA y (aperture) values.\n", "\n", "No sources have both Megacam y (total) and VISTA y (total) values.\n", "\n", "SUPRIME y (aperture) - DECam y (aperture):\n", " Number of outliers: 0\n", "SUPRIME y (total) - DECam y (total):\n", " Number of outliers: 1\n", "GPC1 y (aperture) - DECam y (aperture):\n", " Number of outliers: 2\n", "GPC1 y (total) - DECam y (total):\n", " Number of outliers: 2\n", "VISTA y (aperture) - DECam y (aperture):\n", " Number of outliers: 1\n", "VISTA y (total) - DECam y (total):\n", " Number of outliers: 1\n", "GPC1 y (aperture) - SUPRIME y (aperture):\n", " Number of outliers: 0\n", "GPC1 y (total) - SUPRIME y (total):\n", " Number of outliers: 0\n", "VISTA y (aperture) - SUPRIME y (aperture):\n", " Number of outliers: 1\n", "VISTA y (total) - SUPRIME y (total):\n", " Number of outliers: 0\n", "VISTA y (aperture) - GPC1 y (aperture):\n", " Number of outliers: 0\n", "VISTA y (total) - GPC1 y (total):\n", " Number of outliers: 0\n", "UKIDSS J (aperture) - VISTA J (aperture):\n", " Number of outliers: 0\n", "UKIDSS J (total) - VISTA J (total):\n", " Number of outliers: 9\n", "No sources have both VISTA J (aperture) and WIRCAM J (aperture) values.\n", "\n", "No sources have both VISTA J (total) and WIRCAM J (total) values.\n", "\n", "No sources have both UKIDSS J (aperture) and WIRCAM J (aperture) values.\n", "\n", "No sources have both UKIDSS J (total) and WIRCAM J (total) values.\n", "\n", "UKIDSS H (aperture) - VISTA H (aperture):\n", " Number of outliers: 0\n", "UKIDSS H (total) - VISTA H (total):\n", " Number of outliers: 9\n", "No sources have both VISTA H (aperture) and WIRCAM H (aperture) values.\n", "\n", "No sources have both VISTA H (total) and WIRCAM H (total) values.\n", "\n", "No sources have both UKIDSS H (aperture) and WIRCAM H (aperture) values.\n", "\n", "No sources have both UKIDSS H (total) and WIRCAM H (total) values.\n", "\n", "UKIDSS K (aperture) - VISTA Ks (aperture):\n", " Number of outliers: 0\n", "UKIDSS K (total) - VISTA Ks (total):\n", " Number of outliers: 4\n", "No sources have both VISTA Ks (aperture) and WIRCAM Ks (aperture) values.\n", "\n", "WIRCAM Ks (total) - VISTA Ks (total):\n", " Number of outliers: 0\n", "No sources have both UKIDSS K (aperture) and WIRCAM Ks (aperture) values.\n", "\n", "WIRCAM Ks (total) - UKIDSS K (total):\n", " Number of outliers: 0\n", "GPC1 g\n", " Aperture magnitude\n", " Number of flagged objects: 0\n", " Total magnitude\n", " Number of flagged objects: 0\n", "GPC1 r\n", " Aperture magnitude\n", " Number of flagged objects: 3\n", " Total magnitude\n", " Number of flagged objects: 3\n", "GPC1 i\n", " Aperture magnitude\n", " Number of flagged objects: 3\n", " Total magnitude\n", " Number of flagged objects: 3\n", "GPC1 z\n", " Aperture magnitude\n", " Number of flagged objects: 3\n", " Total magnitude\n", " Number of flagged objects: 3\n", "GPC1 y\n", " Aperture magnitude\n", " Number of flagged objects: 0\n", " Total magnitude\n", " Number of flagged objects: 0\n", "IRAC i1\n", " Aperture magnitude\n", " Number of flagged objects: 0\n", "IRAC i2\n", " Aperture magnitude\n", " Number of flagged objects: 0\n", "IRAC i3\n", " Aperture magnitude\n", " Number of flagged objects: 0\n", "IRAC i4\n", " Aperture magnitude\n", " Number of flagged objects: 0\n", "DECam g (aperture) - Megacam g (aperture):\n", " Number of outliers: 15\n", "DECam g (total) - Megacam g (total):\n", " Number of outliers: 26\n", "SUPRIME g (aperture) - Megacam g (aperture):\n", " Number of outliers: 1\n", "SUPRIME g (total) - Megacam g (total):\n", " Number of outliers: 0\n", "GPC1 g (aperture) - Megacam g (aperture):\n", " Number of outliers: 0\n", "GPC1 g (total) - Megacam g (total):\n", " Number of outliers: 5\n", "SUPRIME g (aperture) - DECam g (aperture):\n", " Number of outliers: 1\n", "SUPRIME g (total) - DECam g (total):\n", " Number of outliers: 3\n", "GPC1 g (aperture) - DECam g (aperture):\n", " Number of outliers: 0\n", "GPC1 g (total) - DECam g (total):\n", " Number of outliers: 7\n", "GPC1 g (aperture) - SUPRIME g (aperture):\n", " Number of outliers: 0\n", "GPC1 g (total) - SUPRIME g (total):\n", " Number of outliers: 0\n", "DECam r (aperture) - Megacam r (aperture):\n", " Number of outliers: 27\n", "DECam r (total) - Megacam r (total):\n", " Number of outliers: 31\n", "SUPRIME r (aperture) - Megacam r (aperture):\n", " Number of outliers: 0\n", "SUPRIME r (total) - Megacam r (total):\n", " Number of outliers: 0\n", "GPC1 r (aperture) - Megacam r (aperture):\n", " Number of outliers: 0\n", "GPC1 r (total) - Megacam r (total):\n", " Number of outliers: 8\n", "SUPRIME r (aperture) - DECam r (aperture):\n", " Number of outliers: 2\n", "SUPRIME r (total) - DECam r (total):\n", " Number of outliers: 3\n", "GPC1 r (aperture) - DECam r (aperture):\n", " Number of outliers: 0\n", "GPC1 r (total) - DECam r (total):\n", " Number of outliers: 22\n", "GPC1 r (aperture) - SUPRIME r (aperture):\n", " Number of outliers: 0\n", "GPC1 r (total) - SUPRIME r (total):\n", " Number of outliers: 0\n", "DECam i (aperture) - Megacam i (aperture):\n", " Number of outliers: 24\n", "DECam i (total) - Megacam i (total):\n", " Number of outliers: 28\n", "SUPRIME i (aperture) - Megacam i (aperture):\n", " Number of outliers: 0\n", "SUPRIME i (total) - Megacam i (total):\n", " Number of outliers: 0\n", "GPC1 i (aperture) - Megacam i (aperture):\n", " Number of outliers: 0\n", "GPC1 i (total) - Megacam i (total):\n", " Number of outliers: 1\n", "SUPRIME i (aperture) - DECam i (aperture):\n", " Number of outliers: 0\n", "SUPRIME i (total) - DECam i (total):\n", " Number of outliers: 2\n", "GPC1 i (aperture) - DECam i (aperture):\n", " Number of outliers: 0\n", "GPC1 i (total) - DECam i (total):\n", " Number of outliers: 26\n", "GPC1 i (aperture) - SUPRIME i (aperture):\n", " Number of outliers: 0\n", "GPC1 i (total) - SUPRIME i (total):\n", " Number of outliers: 0\n", "DECam z (aperture) - Megacam z (aperture):\n", " Number of outliers: 24\n", "DECam z (total) - Megacam z (total):\n", " Number of outliers: 37\n", "SUPRIME z (aperture) - Megacam z (aperture):\n", " Number of outliers: 0\n", "SUPRIME z (total) - Megacam z (total):\n", " Number of outliers: 0\n", "GPC1 z (aperture) - Megacam z (aperture):\n", " Number of outliers: 0\n", "GPC1 z (total) - Megacam z (total):\n", " Number of outliers: 2\n", "VISTA z (aperture) - Megacam z (aperture):\n", " Number of outliers: 1\n", "VISTA z (total) - Megacam z (total):\n", " Number of outliers: 0\n", "SUPRIME z (aperture) - DECam z (aperture):\n", " Number of outliers: 3\n", "SUPRIME z (total) - DECam z (total):\n", " Number of outliers: 3\n", "GPC1 z (aperture) - DECam z (aperture):\n", " Number of outliers: 0\n", "GPC1 z (total) - DECam z (total):\n", " Number of outliers: 2\n", "VISTA z (aperture) - DECam z (aperture):\n", " Number of outliers: 20\n", "VISTA z (total) - DECam z (total):\n", " Number of outliers: 24\n", "GPC1 z (aperture) - SUPRIME z (aperture):\n", " Number of outliers: 0\n", "GPC1 z (total) - SUPRIME z (total):\n", " Number of outliers: 0\n", "VISTA z (aperture) - SUPRIME z (aperture):\n", " Number of outliers: 2\n", "VISTA z (total) - SUPRIME z (total):\n", " Number of outliers: 0\n", "VISTA z (aperture) - GPC1 z (aperture):\n", " Number of outliers: 0\n", "VISTA z (total) - GPC1 z (total):\n", " Number of outliers: 0\n", "DECam y (aperture) - Megacam y (aperture):\n", " Number of outliers: 0\n", "DECam y (total) - Megacam y (total):\n", " Number of outliers: 0\n", "SUPRIME y (aperture) - Megacam y (aperture):\n", " Number of outliers: 0\n", "SUPRIME y (total) - Megacam y (total):\n", " Number of outliers: 0\n", "GPC1 y (aperture) - Megacam y (aperture):\n", " Number of outliers: 0\n", "GPC1 y (total) - Megacam y (total):\n", " Number of outliers: 0\n", "VISTA y (aperture) - Megacam y (aperture):\n", " Number of outliers: 0\n", "VISTA y (total) - Megacam y (total):\n", " Number of outliers: 0\n", "SUPRIME y (aperture) - DECam y (aperture):\n", " Number of outliers: 0\n", "SUPRIME y (total) - DECam y (total):\n", " Number of outliers: 1\n", "GPC1 y (aperture) - DECam y (aperture):\n", " Number of outliers: 3\n", "GPC1 y (total) - DECam y (total):\n", " Number of outliers: 0\n", "VISTA y (aperture) - DECam y (aperture):\n", " Number of outliers: 3\n", "VISTA y (total) - DECam y (total):\n", " Number of outliers: 3\n", "GPC1 y (aperture) - SUPRIME y (aperture):\n", " Number of outliers: 0\n", "GPC1 y (total) - SUPRIME y (total):\n", " Number of outliers: 0\n", "VISTA y (aperture) - SUPRIME y (aperture):\n", " Number of outliers: 2\n", "VISTA y (total) - SUPRIME y (total):\n", " Number of outliers: 0\n", "VISTA y (aperture) - GPC1 y (aperture):\n", " Number of outliers: 0\n", "VISTA y (total) - GPC1 y (total):\n", " Number of outliers: 0\n", "UKIDSS J (aperture) - VISTA J (aperture):\n", " Number of outliers: 0\n", "UKIDSS J (total) - VISTA J (total):\n", " Number of outliers: 0\n", "WIRCAM J (aperture) - VISTA J (aperture):\n", " Number of outliers: 2\n", "WIRCAM J (total) - VISTA J (total):\n", " Number of outliers: 5\n", "WIRCAM J (aperture) - UKIDSS J (aperture):\n", " Number of outliers: 2\n", "WIRCAM J (total) - UKIDSS J (total):\n", " Number of outliers: 0\n", "No sources have both VISTA H (aperture) and UKIDSS H (aperture) values.\n", "\n", "No sources have both VISTA H (total) and UKIDSS H (total) values.\n", "\n", "WIRCAM H (aperture) - VISTA H (aperture):\n", " Number of outliers: 3\n", "WIRCAM H (total) - VISTA H (total):\n", " Number of outliers: 6\n", "No sources have both UKIDSS H (aperture) and WIRCAM H (aperture) values.\n", "\n", "No sources have both UKIDSS H (total) and WIRCAM H (total) values.\n", "\n", "UKIDSS K (aperture) - VISTA Ks (aperture):\n", " Number of outliers: 0\n", "UKIDSS K (total) - VISTA Ks (total):\n", " Number of outliers: 0\n", "WIRCAM Ks (aperture) - VISTA Ks (aperture):\n", " Number of outliers: 1\n", "WIRCAM Ks (total) - VISTA Ks (total):\n", " Number of outliers: 4\n", "WIRCAM Ks (aperture) - UKIDSS K (aperture):\n", " Number of outliers: 1\n", "WIRCAM Ks (total) - UKIDSS K (total):\n", " Number of outliers: 0\n", "GPC1 g\n", " Aperture magnitude\n", " Number of flagged objects: 4\n", " Total magnitude\n", " Number of flagged objects: 4\n", "GPC1 r\n", " Aperture magnitude\n", " Number of flagged objects: 4\n", " Total magnitude\n", " Number of flagged objects: 3\n", "GPC1 i\n", " Aperture magnitude\n", " Number of flagged objects: 2\n", " Total magnitude\n", " Number of flagged objects: 3\n", "GPC1 z\n", " Aperture magnitude\n", " Number of flagged objects: 6\n", " Total magnitude\n", " Number of flagged objects: 3\n", "GPC1 y\n", " Aperture magnitude\n", " Number of flagged objects: 2\n", " Total magnitude\n", " Number of flagged objects: 0\n", "IRAC i1\n", " Aperture magnitude\n", " Number of flagged objects: 0\n", "IRAC i2\n", " Aperture magnitude\n", " Number of flagged objects: 0\n", "IRAC i3\n", " Aperture magnitude\n", " Number of flagged objects: 0\n", "IRAC i4\n", " Aperture magnitude\n", " Number of flagged objects: 0\n", "DECam g (aperture) - Megacam g (aperture):\n", " Number of outliers: 24\n", "DECam g (total) - Megacam g (total):\n", " Number of outliers: 29\n", "SUPRIME g (aperture) - Megacam g (aperture):\n", " Number of outliers: 0\n", "SUPRIME g (total) - Megacam g (total):\n", " Number of outliers: 1\n", "GPC1 g (aperture) - Megacam g (aperture):\n", " Number of outliers: 0\n", "GPC1 g (total) - Megacam g (total):\n", " Number of outliers: 3\n", "SUPRIME g (aperture) - DECam g (aperture):\n", " Number of outliers: 0\n", "SUPRIME g (total) - DECam g (total):\n", " Number of outliers: 6\n", "GPC1 g (aperture) - DECam g (aperture):\n", " Number of outliers: 0\n", "GPC1 g (total) - DECam g (total):\n", " Number of outliers: 10\n", "GPC1 g (aperture) - SUPRIME g (aperture):\n", " Number of outliers: 0\n", "GPC1 g (total) - SUPRIME g (total):\n", " Number of outliers: 0\n", "DECam r (aperture) - Megacam r (aperture):\n", " Number of outliers: 35\n", "DECam r (total) - Megacam r (total):\n", " Number of outliers: 41\n", "SUPRIME r (aperture) - Megacam r (aperture):\n", " Number of outliers: 1\n", "SUPRIME r (total) - Megacam r (total):\n", " Number of outliers: 0\n", "GPC1 r (aperture) - Megacam r (aperture):\n", " Number of outliers: 0\n", "GPC1 r (total) - Megacam r (total):\n", " Number of outliers: 9\n", "SUPRIME r (aperture) - DECam r (aperture):\n", " Number of outliers: 0\n", "SUPRIME r (total) - DECam r (total):\n", " Number of outliers: 7\n", "GPC1 r (aperture) - DECam r (aperture):\n", " Number of outliers: 0\n", "GPC1 r (total) - DECam r (total):\n", " Number of outliers: 3\n", "GPC1 r (aperture) - SUPRIME r (aperture):\n", " Number of outliers: 0\n", "GPC1 r (total) - SUPRIME r (total):\n", " Number of outliers: 0\n", "DECam i (aperture) - Megacam i (aperture):\n", " Number of outliers: 31\n", "DECam i (total) - Megacam i (total):\n", " Number of outliers: 34\n", "SUPRIME i (aperture) - Megacam i (aperture):\n", " Number of outliers: 2\n", "SUPRIME i (total) - Megacam i (total):\n", " Number of outliers: 0\n", "GPC1 i (aperture) - Megacam i (aperture):\n", " Number of outliers: 0\n", "GPC1 i (total) - Megacam i (total):\n", " Number of outliers: 0\n", "SUPRIME i (aperture) - DECam i (aperture):\n", " Number of outliers: 4\n", "SUPRIME i (total) - DECam i (total):\n", " Number of outliers: 10\n", "GPC1 i (aperture) - DECam i (aperture):\n", " Number of outliers: 0\n", "GPC1 i (total) - DECam i (total):\n", " Number of outliers: 16\n", "GPC1 i (aperture) - SUPRIME i (aperture):\n", " Number of outliers: 0\n", "GPC1 i (total) - SUPRIME i (total):\n", " Number of outliers: 0\n", "DECam z (aperture) - Megacam z (aperture):\n", " Number of outliers: 26\n", "DECam z (total) - Megacam z (total):\n", " Number of outliers: 38\n", "SUPRIME z (aperture) - Megacam z (aperture):\n", " Number of outliers: 0\n", "SUPRIME z (total) - Megacam z (total):\n", " Number of outliers: 0\n", "GPC1 z (aperture) - Megacam z (aperture):\n", " Number of outliers: 2\n", "GPC1 z (total) - Megacam z (total):\n", " Number of outliers: 0\n", "VISTA z (aperture) - Megacam z (aperture):\n", " Number of outliers: 1\n", "VISTA z (total) - Megacam z (total):\n", " Number of outliers: 0\n", "SUPRIME z (aperture) - DECam z (aperture):\n", " Number of outliers: 1\n", "SUPRIME z (total) - DECam z (total):\n", " Number of outliers: 5\n", "GPC1 z (aperture) - DECam z (aperture):\n", " Number of outliers: 0\n", "GPC1 z (total) - DECam z (total):\n", " Number of outliers: 0\n", "VISTA z (aperture) - DECam z (aperture):\n", " Number of outliers: 25\n", "VISTA z (total) - DECam z (total):\n", " Number of outliers: 35\n", "GPC1 z (aperture) - SUPRIME z (aperture):\n", " Number of outliers: 0\n", "GPC1 z (total) - SUPRIME z (total):\n", " Number of outliers: 0\n", "VISTA z (aperture) - SUPRIME z (aperture):\n", " Number of outliers: 0\n", "VISTA z (total) - SUPRIME z (total):\n", " Number of outliers: 0\n", "VISTA z (aperture) - GPC1 z (aperture):\n", " Number of outliers: 0\n", "VISTA z (total) - GPC1 z (total):\n", " Number of outliers: 0\n", "DECam y (aperture) - Megacam y (aperture):\n", " Number of outliers: 0\n", "DECam y (total) - Megacam y (total):\n", " Number of outliers: 0\n", "SUPRIME y (aperture) - Megacam y (aperture):\n", " Number of outliers: 0\n", "SUPRIME y (total) - Megacam y (total):\n", " Number of outliers: 0\n", "GPC1 y (aperture) - Megacam y (aperture):\n", " Number of outliers: 0\n", "GPC1 y (total) - Megacam y (total):\n", " Number of outliers: 0\n", "VISTA y (aperture) - Megacam y (aperture):\n", " Number of outliers: 0\n", "VISTA y (total) - Megacam y (total):\n", " Number of outliers: 0\n", "SUPRIME y (aperture) - DECam y (aperture):\n", " Number of outliers: 0\n", "SUPRIME y (total) - DECam y (total):\n", " Number of outliers: 1\n", "GPC1 y (aperture) - DECam y (aperture):\n", " Number of outliers: 2\n", "GPC1 y (total) - DECam y (total):\n", " Number of outliers: 1\n", "VISTA y (aperture) - DECam y (aperture):\n", " Number of outliers: 6\n", "VISTA y (total) - DECam y (total):\n", " Number of outliers: 7\n", "GPC1 y (aperture) - SUPRIME y (aperture):\n", " Number of outliers: 0\n", "GPC1 y (total) - SUPRIME y (total):\n", " Number of outliers: 0\n", "VISTA y (aperture) - SUPRIME y (aperture):\n", " Number of outliers: 1\n", "VISTA y (total) - SUPRIME y (total):\n", " Number of outliers: 0\n", "VISTA y (aperture) - GPC1 y (aperture):\n", " Number of outliers: 0\n", "VISTA y (total) - GPC1 y (total):\n", " Number of outliers: 0\n", "UKIDSS J (aperture) - VISTA J (aperture):\n", " Number of outliers: 0\n", "UKIDSS J (total) - VISTA J (total):\n", " Number of outliers: 0\n", "WIRCAM J (aperture) - VISTA J (aperture):\n", " Number of outliers: 1\n", "WIRCAM J (total) - VISTA J (total):\n", " Number of outliers: 5\n", "WIRCAM J (aperture) - UKIDSS J (aperture):\n", " Number of outliers: 1\n", "WIRCAM J (total) - UKIDSS J (total):\n", " Number of outliers: 0\n", "No sources have both VISTA H (aperture) and UKIDSS H (aperture) values.\n", "\n", "No sources have both VISTA H (total) and UKIDSS H (total) values.\n", "\n", "WIRCAM H (aperture) - VISTA H (aperture):\n", " Number of outliers: 2\n", "WIRCAM H (total) - VISTA H (total):\n", " Number of outliers: 5\n", "No sources have both UKIDSS H (aperture) and WIRCAM H (aperture) values.\n", "\n", "No sources have both UKIDSS H (total) and WIRCAM H (total) values.\n", "\n", "UKIDSS K (aperture) - VISTA Ks (aperture):\n", " Number of outliers: 0\n", "UKIDSS K (total) - VISTA Ks (total):\n", " Number of outliers: 0\n", "WIRCAM Ks (aperture) - VISTA Ks (aperture):\n", " Number of outliers: 4\n", "WIRCAM Ks (total) - VISTA Ks (total):\n", " Number of outliers: 4\n", "WIRCAM Ks (aperture) - UKIDSS K (aperture):\n", " Number of outliers: 4\n", "WIRCAM Ks (total) - UKIDSS K (total):\n", " Number of outliers: 0\n", "GPC1 g\n", " Aperture magnitude\n", " Number of flagged objects: 4\n", " Total magnitude\n", " Number of flagged objects: 4\n", "GPC1 r\n", " Aperture magnitude\n", " Number of flagged objects: 4\n", " Total magnitude\n", " Number of flagged objects: 4\n", "GPC1 i\n", " Aperture magnitude\n", " Number of flagged objects: 6\n", " Total magnitude\n", " Number of flagged objects: 7\n", "GPC1 z\n", " Aperture magnitude\n", " Number of flagged objects: 3\n", " Total magnitude\n", " Number of flagged objects: 4\n", "GPC1 y\n", " Aperture magnitude\n", " Number of flagged objects: 1\n", " Total magnitude\n", " Number of flagged objects: 1\n", "IRAC i1\n", " Aperture magnitude\n", " Number of flagged objects: 0\n", "IRAC i2\n", " Aperture magnitude\n", " Number of flagged objects: 0\n", "IRAC i3\n", " Aperture magnitude\n", " Number of flagged objects: 0\n", "IRAC i4\n", " Aperture magnitude\n", " Number of flagged objects: 0\n", "DECam g (aperture) - Megacam g (aperture):\n", " Number of outliers: 28\n", "DECam g (total) - Megacam g (total):\n", " Number of outliers: 34\n", "SUPRIME g (aperture) - Megacam g (aperture):\n", " Number of outliers: 2\n", "SUPRIME g (total) - Megacam g (total):\n", " Number of outliers: 2\n", "GPC1 g (aperture) - Megacam g (aperture):\n", " Number of outliers: 0\n", "GPC1 g (total) - Megacam g (total):\n", " Number of outliers: 1\n", "SUPRIME g (aperture) - DECam g (aperture):\n", " Number of outliers: 0\n", "SUPRIME g (total) - DECam g (total):\n", " Number of outliers: 3\n", "GPC1 g (aperture) - DECam g (aperture):\n", " Number of outliers: 0\n", "GPC1 g (total) - DECam g (total):\n", " Number of outliers: 16\n", "GPC1 g (aperture) - SUPRIME g (aperture):\n", " Number of outliers: 0\n", "GPC1 g (total) - SUPRIME g (total):\n", " Number of outliers: 0\n", "DECam r (aperture) - Megacam r (aperture):\n", " Number of outliers: 33\n", "DECam r (total) - Megacam r (total):\n", " Number of outliers: 32\n", "SUPRIME r (aperture) - Megacam r (aperture):\n", " Number of outliers: 0\n", "SUPRIME r (total) - Megacam r (total):\n", " Number of outliers: 0\n", "GPC1 r (aperture) - Megacam r (aperture):\n", " Number of outliers: 0\n", "GPC1 r (total) - Megacam r (total):\n", " Number of outliers: 4\n", "SUPRIME r (aperture) - DECam r (aperture):\n", " Number of outliers: 0\n", "SUPRIME r (total) - DECam r (total):\n", " Number of outliers: 0\n", "GPC1 r (aperture) - DECam r (aperture):\n", " Number of outliers: 0\n", "GPC1 r (total) - DECam r (total):\n", " Number of outliers: 18\n", "GPC1 r (aperture) - SUPRIME r (aperture):\n", " Number of outliers: 0\n", "GPC1 r (total) - SUPRIME r (total):\n", " Number of outliers: 0\n", "DECam i (aperture) - Megacam i (aperture):\n", " Number of outliers: 39\n", "DECam i (total) - Megacam i (total):\n", " Number of outliers: 42\n", "SUPRIME i (aperture) - Megacam i (aperture):\n", " Number of outliers: 5\n", "SUPRIME i (total) - Megacam i (total):\n", " Number of outliers: 1\n", "GPC1 i (aperture) - Megacam i (aperture):\n", " Number of outliers: 0\n", "GPC1 i (total) - Megacam i (total):\n", " Number of outliers: 0\n", "SUPRIME i (aperture) - DECam i (aperture):\n", " Number of outliers: 8\n", "SUPRIME i (total) - DECam i (total):\n", " Number of outliers: 9\n", "GPC1 i (aperture) - DECam i (aperture):\n", " Number of outliers: 0\n", "GPC1 i (total) - DECam i (total):\n", " Number of outliers: 49\n", "GPC1 i (aperture) - SUPRIME i (aperture):\n", " Number of outliers: 0\n", "GPC1 i (total) - SUPRIME i (total):\n", " Number of outliers: 2\n", "DECam z (aperture) - Megacam z (aperture):\n", " Number of outliers: 21\n", "DECam z (total) - Megacam z (total):\n", " Number of outliers: 39\n", "SUPRIME z (aperture) - Megacam z (aperture):\n", " Number of outliers: 0\n", "SUPRIME z (total) - Megacam z (total):\n", " Number of outliers: 0\n", "GPC1 z (aperture) - Megacam z (aperture):\n", " Number of outliers: 0\n", "GPC1 z (total) - Megacam z (total):\n", " Number of outliers: 3\n", "VISTA z (aperture) - Megacam z (aperture):\n", " Number of outliers: 0\n", "VISTA z (total) - Megacam z (total):\n", " Number of outliers: 0\n", "SUPRIME z (aperture) - DECam z (aperture):\n", " Number of outliers: 0\n", "SUPRIME z (total) - DECam z (total):\n", " Number of outliers: 0\n", "GPC1 z (aperture) - DECam z (aperture):\n", " Number of outliers: 0\n", "GPC1 z (total) - DECam z (total):\n", " Number of outliers: 0\n", "VISTA z (aperture) - DECam z (aperture):\n", " Number of outliers: 13\n", "VISTA z (total) - DECam z (total):\n", " Number of outliers: 21\n", "GPC1 z (aperture) - SUPRIME z (aperture):\n", " Number of outliers: 0\n", "GPC1 z (total) - SUPRIME z (total):\n", " Number of outliers: 0\n", "VISTA z (aperture) - SUPRIME z (aperture):\n", " Number of outliers: 0\n", "VISTA z (total) - SUPRIME z (total):\n", " Number of outliers: 0\n", "VISTA z (aperture) - GPC1 z (aperture):\n", " Number of outliers: 0\n", "VISTA z (total) - GPC1 z (total):\n", " Number of outliers: 0\n", "DECam y (aperture) - Megacam y (aperture):\n", " Number of outliers: 0\n", "DECam y (total) - Megacam y (total):\n", " Number of outliers: 0\n", "SUPRIME y (aperture) - Megacam y (aperture):\n", " Number of outliers: 0\n", "SUPRIME y (total) - Megacam y (total):\n", " Number of outliers: 0\n", "GPC1 y (aperture) - Megacam y (aperture):\n", " Number of outliers: 1\n", "GPC1 y (total) - Megacam y (total):\n", " Number of outliers: 1\n", "No sources have both Megacam y (aperture) and VISTA y (aperture) values.\n", "\n", "VISTA y (total) - Megacam y (total):\n", " Number of outliers: 0\n", "SUPRIME y (aperture) - DECam y (aperture):\n", " Number of outliers: 1\n", "SUPRIME y (total) - DECam y (total):\n", " Number of outliers: 1\n", "GPC1 y (aperture) - DECam y (aperture):\n", " Number of outliers: 0\n", "GPC1 y (total) - DECam y (total):\n", " Number of outliers: 0\n", "VISTA y (aperture) - DECam y (aperture):\n", " Number of outliers: 5\n", "VISTA y (total) - DECam y (total):\n", " Number of outliers: 2\n", "GPC1 y (aperture) - SUPRIME y (aperture):\n", " Number of outliers: 0\n", "GPC1 y (total) - SUPRIME y (total):\n", " Number of outliers: 0\n", "VISTA y (aperture) - SUPRIME y (aperture):\n", " Number of outliers: 0\n", "VISTA y (total) - SUPRIME y (total):\n", " Number of outliers: 0\n", "VISTA y (aperture) - GPC1 y (aperture):\n", " Number of outliers: 0\n", "VISTA y (total) - GPC1 y (total):\n", " Number of outliers: 0\n", "UKIDSS J (aperture) - VISTA J (aperture):\n", " Number of outliers: 0\n", "UKIDSS J (total) - VISTA J (total):\n", " Number of outliers: 0\n", "No sources have both VISTA J (aperture) and WIRCAM J (aperture) values.\n", "\n", "No sources have both VISTA J (total) and WIRCAM J (total) values.\n", "\n", "No sources have both UKIDSS J (aperture) and WIRCAM J (aperture) values.\n", "\n", "No sources have both UKIDSS J (total) and WIRCAM J (total) values.\n", "\n", "No sources have both VISTA H (aperture) and UKIDSS H (aperture) values.\n", "\n", "No sources have both VISTA H (total) and UKIDSS H (total) values.\n", "\n", "No sources have both VISTA H (aperture) and WIRCAM H (aperture) values.\n", "\n", "No sources have both VISTA H (total) and WIRCAM H (total) values.\n", "\n", "No sources have both UKIDSS H (aperture) and WIRCAM H (aperture) values.\n", "\n", "No sources have both UKIDSS H (total) and WIRCAM H (total) values.\n", "\n", "UKIDSS K (aperture) - VISTA Ks (aperture):\n", " Number of outliers: 1\n", "UKIDSS K (total) - VISTA Ks (total):\n", " Number of outliers: 0\n", "No sources have both VISTA Ks (aperture) and WIRCAM Ks (aperture) values.\n", "\n", "WIRCAM Ks (total) - VISTA Ks (total):\n", " Number of outliers: 0\n", "No sources have both UKIDSS K (aperture) and WIRCAM Ks (aperture) values.\n", "\n", "WIRCAM Ks (total) - UKIDSS K (total):\n", " Number of outliers: 0\n", "GPC1 g\n", " Aperture magnitude\n", " Number of flagged objects: 3\n", " Total magnitude\n", " Number of flagged objects: 2\n", "GPC1 r\n", " Aperture magnitude\n", " Number of flagged objects: 3\n", " Total magnitude\n", " Number of flagged objects: 5\n", "GPC1 i\n", " Aperture magnitude\n", " Number of flagged objects: 4\n", " Total magnitude\n", " Number of flagged objects: 5\n", "GPC1 z\n", " Aperture magnitude\n", " Number of flagged objects: 1\n", " Total magnitude\n", " Number of flagged objects: 1\n", "GPC1 y\n", " Aperture magnitude\n", " Number of flagged objects: 1\n", " Total magnitude\n", " Number of flagged objects: 0\n", "IRAC i1\n", " Aperture magnitude\n", " Number of flagged objects: 0\n", "IRAC i2\n", " Aperture magnitude\n", " Number of flagged objects: 0\n", "IRAC i3\n", " Aperture magnitude\n", " Number of flagged objects: 0\n", "IRAC i4\n", " Aperture magnitude\n", " Number of flagged objects: 0\n", "DECam g (aperture) - Megacam g (aperture):\n", " Number of outliers: 12\n", "DECam g (total) - Megacam g (total):\n", " Number of outliers: 25\n", "SUPRIME g (aperture) - Megacam g (aperture):\n", " Number of outliers: 1\n", "SUPRIME g (total) - Megacam g (total):\n", " Number of outliers: 1\n", "GPC1 g (aperture) - Megacam g (aperture):\n", " Number of outliers: 0\n", "GPC1 g (total) - Megacam g (total):\n", " Number of outliers: 0\n", "SUPRIME g (aperture) - DECam g (aperture):\n", " Number of outliers: 4\n", "SUPRIME g (total) - DECam g (total):\n", " Number of outliers: 10\n", "GPC1 g (aperture) - DECam g (aperture):\n", " Number of outliers: 0\n", "GPC1 g (total) - DECam g (total):\n", " Number of outliers: 13\n", "GPC1 g (aperture) - SUPRIME g (aperture):\n", " Number of outliers: 0\n", "GPC1 g (total) - SUPRIME g (total):\n", " Number of outliers: 0\n", "DECam r (aperture) - Megacam r (aperture):\n", " Number of outliers: 28\n", "DECam r (total) - Megacam r (total):\n", " Number of outliers: 31\n", "SUPRIME r (aperture) - Megacam r (aperture):\n", " Number of outliers: 6\n", "SUPRIME r (total) - Megacam r (total):\n", " Number of outliers: 1\n", "GPC1 r (aperture) - Megacam r (aperture):\n", " Number of outliers: 0\n", "GPC1 r (total) - Megacam r (total):\n", " Number of outliers: 1\n", "SUPRIME r (aperture) - DECam r (aperture):\n", " Number of outliers: 1\n", "SUPRIME r (total) - DECam r (total):\n", " Number of outliers: 3\n", "GPC1 r (aperture) - DECam r (aperture):\n", " Number of outliers: 0\n", "GPC1 r (total) - DECam r (total):\n", " Number of outliers: 13\n", "GPC1 r (aperture) - SUPRIME r (aperture):\n", " Number of outliers: 0\n", "GPC1 r (total) - SUPRIME r (total):\n", " Number of outliers: 0\n", "DECam i (aperture) - Megacam i (aperture):\n", " Number of outliers: 24\n", "DECam i (total) - Megacam i (total):\n", " Number of outliers: 43\n", "SUPRIME i (aperture) - Megacam i (aperture):\n", " Number of outliers: 5\n", "SUPRIME i (total) - Megacam i (total):\n", " Number of outliers: 0\n", "GPC1 i (aperture) - Megacam i (aperture):\n", " Number of outliers: 0\n", "GPC1 i (total) - Megacam i (total):\n", " Number of outliers: 0\n", "SUPRIME i (aperture) - DECam i (aperture):\n", " Number of outliers: 2\n", "SUPRIME i (total) - DECam i (total):\n", " Number of outliers: 9\n", "GPC1 i (aperture) - DECam i (aperture):\n", " Number of outliers: 0\n", "GPC1 i (total) - DECam i (total):\n", " Number of outliers: 39\n", "GPC1 i (aperture) - SUPRIME i (aperture):\n", " Number of outliers: 0\n", "GPC1 i (total) - SUPRIME i (total):\n", " Number of outliers: 0\n", "DECam z (aperture) - Megacam z (aperture):\n", " Number of outliers: 20\n", "DECam z (total) - Megacam z (total):\n", " Number of outliers: 33\n", "SUPRIME z (aperture) - Megacam z (aperture):\n", " Number of outliers: 2\n", "SUPRIME z (total) - Megacam z (total):\n", " Number of outliers: 0\n", "GPC1 z (aperture) - Megacam z (aperture):\n", " Number of outliers: 0\n", "GPC1 z (total) - Megacam z (total):\n", " Number of outliers: 0\n", "No sources have both Megacam z (aperture) and VISTA z (aperture) values.\n", "\n", "No sources have both Megacam z (total) and VISTA z (total) values.\n", "\n", "SUPRIME z (aperture) - DECam z (aperture):\n", " Number of outliers: 2\n", "SUPRIME z (total) - DECam z (total):\n", " Number of outliers: 3\n", "GPC1 z (aperture) - DECam z (aperture):\n", " Number of outliers: 0\n", "GPC1 z (total) - DECam z (total):\n", " Number of outliers: 8\n", "No sources have both DECam z (aperture) and VISTA z (aperture) values.\n", "\n", "No sources have both DECam z (total) and VISTA z (total) values.\n", "\n", "GPC1 z (aperture) - SUPRIME z (aperture):\n", " Number of outliers: 0\n", "GPC1 z (total) - SUPRIME z (total):\n", " Number of outliers: 0\n", "No sources have both SUPRIME z (aperture) and VISTA z (aperture) values.\n", "\n", "No sources have both SUPRIME z (total) and VISTA z (total) values.\n", "\n", "No sources have both GPC1 z (aperture) and VISTA z (aperture) values.\n", "\n", "No sources have both GPC1 z (total) and VISTA z (total) values.\n", "\n", "No sources have both Megacam y (aperture) and DECam y (aperture) values.\n", "\n", "DECam y (total) - Megacam y (total):\n", " Number of outliers: 0\n", "No sources have both Megacam y (aperture) and SUPRIME y (aperture) values.\n", "\n", "SUPRIME y (total) - Megacam y (total):\n", " Number of outliers: 0\n", "No sources have both Megacam y (aperture) and GPC1 y (aperture) values.\n", "\n", "GPC1 y (total) - Megacam y (total):\n", " Number of outliers: 0\n", "No sources have both Megacam y (aperture) and VISTA y (aperture) values.\n", "\n", "No sources have both Megacam y (total) and VISTA y (total) values.\n", "\n", "SUPRIME y (aperture) - DECam y (aperture):\n", " Number of outliers: 1\n", "SUPRIME y (total) - DECam y (total):\n", " Number of outliers: 3\n", "GPC1 y (aperture) - DECam y (aperture):\n", " Number of outliers: 1\n", "GPC1 y (total) - DECam y (total):\n", " Number of outliers: 1\n", "No sources have both DECam y (aperture) and VISTA y (aperture) values.\n", "\n", "No sources have both DECam y (total) and VISTA y (total) values.\n", "\n", "GPC1 y (aperture) - SUPRIME y (aperture):\n", " Number of outliers: 0\n", "GPC1 y (total) - SUPRIME y (total):\n", " Number of outliers: 0\n", "No sources have both SUPRIME y (aperture) and VISTA y (aperture) values.\n", "\n", "No sources have both SUPRIME y (total) and VISTA y (total) values.\n", "\n", "No sources have both GPC1 y (aperture) and VISTA y (aperture) values.\n", "\n", "No sources have both GPC1 y (total) and VISTA y (total) values.\n", "\n", "No sources have both VISTA J (aperture) and UKIDSS J (aperture) values.\n", "\n", "No sources have both VISTA J (total) and UKIDSS J (total) values.\n", "\n", "No sources have both VISTA J (aperture) and WIRCAM J (aperture) values.\n", "\n", "No sources have both VISTA J (total) and WIRCAM J (total) values.\n", "\n", "No sources have both UKIDSS J (aperture) and WIRCAM J (aperture) values.\n", "\n", "No sources have both UKIDSS J (total) and WIRCAM J (total) values.\n", "\n", "No sources have both VISTA H (aperture) and UKIDSS H (aperture) values.\n", "\n", "No sources have both VISTA H (total) and UKIDSS H (total) values.\n", "\n", "No sources have both VISTA H (aperture) and WIRCAM H (aperture) values.\n", "\n", "No sources have both VISTA H (total) and WIRCAM H (total) values.\n", "\n", "No sources have both UKIDSS H (aperture) and WIRCAM H (aperture) values.\n", "\n", "No sources have both UKIDSS H (total) and WIRCAM H (total) values.\n", "\n", "No sources have both VISTA Ks (aperture) and UKIDSS K (aperture) values.\n", "\n", "No sources have both VISTA Ks (total) and UKIDSS K (total) values.\n", "\n", "No sources have both VISTA Ks (aperture) and WIRCAM Ks (aperture) values.\n", "\n", "WIRCAM Ks (total) - VISTA Ks (total):\n", " Number of outliers: 0\n", "No sources have both UKIDSS K (aperture) and WIRCAM Ks (aperture) values.\n", "\n", "No sources have both UKIDSS K (total) and WIRCAM Ks (total) values.\n", "\n", "GPC1 g\n", " Aperture magnitude\n", " Number of flagged objects: 0\n", " Total magnitude\n", " Number of flagged objects: 0\n", "GPC1 r\n", " Aperture magnitude\n", " Number of flagged objects: 3\n", " Total magnitude\n", " Number of flagged objects: 4\n", "GPC1 i\n", " Aperture magnitude\n", " Number of flagged objects: 2\n", " Total magnitude\n", " Number of flagged objects: 2\n", "GPC1 z\n", " Aperture magnitude\n", " Number of flagged objects: 2\n", " Total magnitude\n", " Number of flagged objects: 1\n", "GPC1 y\n", " Aperture magnitude\n", " Number of flagged objects: 0\n", " Total magnitude\n", " Number of flagged objects: 0\n", "IRAC i1\n", " Aperture magnitude\n", " Number of flagged objects: 0\n", "IRAC i2\n", " Aperture magnitude\n", " Number of flagged objects: 0\n", "IRAC i3\n", " Aperture magnitude\n", " Number of flagged objects: 0\n", "IRAC i4\n", " Aperture magnitude\n", " Number of flagged objects: 0\n", "DECam g (aperture) - Megacam g (aperture):\n", " Number of outliers: 15\n", "DECam g (total) - Megacam g (total):\n", " Number of outliers: 21\n", "SUPRIME g (aperture) - Megacam g (aperture):\n", " Number of outliers: 0\n", "SUPRIME g (total) - Megacam g (total):\n", " Number of outliers: 0\n", "GPC1 g (aperture) - Megacam g (aperture):\n", " Number of outliers: 0\n", "GPC1 g (total) - Megacam g (total):\n", " Number of outliers: 0\n", "SUPRIME g (aperture) - DECam g (aperture):\n", " Number of outliers: 0\n", "SUPRIME g (total) - DECam g (total):\n", " Number of outliers: 1\n", "GPC1 g (aperture) - DECam g (aperture):\n", " Number of outliers: 0\n", "GPC1 g (total) - DECam g (total):\n", " Number of outliers: 6\n", "GPC1 g (aperture) - SUPRIME g (aperture):\n", " Number of outliers: 0\n", "GPC1 g (total) - SUPRIME g (total):\n", " Number of outliers: 0\n", "DECam r (aperture) - Megacam r (aperture):\n", " Number of outliers: 9\n", "DECam r (total) - Megacam r (total):\n", " Number of outliers: 16\n", "SUPRIME r (aperture) - Megacam r (aperture):\n", " Number of outliers: 0\n", "SUPRIME r (total) - Megacam r (total):\n", " Number of outliers: 0\n", "GPC1 r (aperture) - Megacam r (aperture):\n", " Number of outliers: 0\n", "GPC1 r (total) - Megacam r (total):\n", " Number of outliers: 1\n", "SUPRIME r (aperture) - DECam r (aperture):\n", " Number of outliers: 0\n", "SUPRIME r (total) - DECam r (total):\n", " Number of outliers: 0\n", "GPC1 r (aperture) - DECam r (aperture):\n", " Number of outliers: 0\n", "GPC1 r (total) - DECam r (total):\n", " Number of outliers: 14\n", "GPC1 r (aperture) - SUPRIME r (aperture):\n", " Number of outliers: 0\n", "GPC1 r (total) - SUPRIME r (total):\n", " Number of outliers: 0\n", "DECam i (aperture) - Megacam i (aperture):\n", " Number of outliers: 17\n", "DECam i (total) - Megacam i (total):\n", " Number of outliers: 27\n", "SUPRIME i (aperture) - Megacam i (aperture):\n", " Number of outliers: 4\n", "SUPRIME i (total) - Megacam i (total):\n", " Number of outliers: 3\n", "GPC1 i (aperture) - Megacam i (aperture):\n", " Number of outliers: 1\n", "GPC1 i (total) - Megacam i (total):\n", " Number of outliers: 1\n", "SUPRIME i (aperture) - DECam i (aperture):\n", " Number of outliers: 5\n", "SUPRIME i (total) - DECam i (total):\n", " Number of outliers: 7\n", "GPC1 i (aperture) - DECam i (aperture):\n", " Number of outliers: 0\n", "GPC1 i (total) - DECam i (total):\n", " Number of outliers: 32\n", "GPC1 i (aperture) - SUPRIME i (aperture):\n", " Number of outliers: 0\n", "GPC1 i (total) - SUPRIME i (total):\n", " Number of outliers: 1\n", "DECam z (aperture) - Megacam z (aperture):\n", " Number of outliers: 11\n", "DECam z (total) - Megacam z (total):\n", " Number of outliers: 28\n", "SUPRIME z (aperture) - Megacam z (aperture):\n", " Number of outliers: 0\n", "SUPRIME z (total) - Megacam z (total):\n", " Number of outliers: 0\n", "GPC1 z (aperture) - Megacam z (aperture):\n", " Number of outliers: 0\n", "GPC1 z (total) - Megacam z (total):\n", " Number of outliers: 0\n", "VISTA z (aperture) - Megacam z (aperture):\n", " Number of outliers: 3\n", "VISTA z (total) - Megacam z (total):\n", " Number of outliers: 0\n", "SUPRIME z (aperture) - DECam z (aperture):\n", " Number of outliers: 0\n", "SUPRIME z (total) - DECam z (total):\n", " Number of outliers: 2\n", "GPC1 z (aperture) - DECam z (aperture):\n", " Number of outliers: 0\n", "GPC1 z (total) - DECam z (total):\n", " Number of outliers: 2\n", "VISTA z (aperture) - DECam z (aperture):\n", " Number of outliers: 10\n", "VISTA z (total) - DECam z (total):\n", " Number of outliers: 14\n", "GPC1 z (aperture) - SUPRIME z (aperture):\n", " Number of outliers: 0\n", "GPC1 z (total) - SUPRIME z (total):\n", " Number of outliers: 0\n", "VISTA z (aperture) - SUPRIME z (aperture):\n", " Number of outliers: 0\n", "VISTA z (total) - SUPRIME z (total):\n", " Number of outliers: 0\n", "VISTA z (aperture) - GPC1 z (aperture):\n", " Number of outliers: 0\n", "VISTA z (total) - GPC1 z (total):\n", " Number of outliers: 0\n", "DECam y (aperture) - Megacam y (aperture):\n", " Number of outliers: 0\n", "DECam y (total) - Megacam y (total):\n", " Number of outliers: 0\n", "SUPRIME y (aperture) - Megacam y (aperture):\n", " Number of outliers: 0\n", "SUPRIME y (total) - Megacam y (total):\n", " Number of outliers: 0\n", "GPC1 y (aperture) - Megacam y (aperture):\n", " Number of outliers: 0\n", "GPC1 y (total) - Megacam y (total):\n", " Number of outliers: 0\n", "No sources have both Megacam y (aperture) and VISTA y (aperture) values.\n", "\n", "No sources have both Megacam y (total) and VISTA y (total) values.\n", "\n", "SUPRIME y (aperture) - DECam y (aperture):\n", " Number of outliers: 0\n", "SUPRIME y (total) - DECam y (total):\n", " Number of outliers: 0\n", "GPC1 y (aperture) - DECam y (aperture):\n", " Number of outliers: 0\n", "GPC1 y (total) - DECam y (total):\n", " Number of outliers: 0\n", "VISTA y (aperture) - DECam y (aperture):\n", " Number of outliers: 2\n", "VISTA y (total) - DECam y (total):\n", " Number of outliers: 1\n", "GPC1 y (aperture) - SUPRIME y (aperture):\n", " Number of outliers: 0\n", "GPC1 y (total) - SUPRIME y (total):\n", " Number of outliers: 0\n", "VISTA y (aperture) - SUPRIME y (aperture):\n", " Number of outliers: 0\n", "VISTA y (total) - SUPRIME y (total):\n", " Number of outliers: 0\n", "VISTA y (aperture) - GPC1 y (aperture):\n", " Number of outliers: 0\n", "VISTA y (total) - GPC1 y (total):\n", " Number of outliers: 0\n", "UKIDSS J (aperture) - VISTA J (aperture):\n", " Number of outliers: 0\n", "UKIDSS J (total) - VISTA J (total):\n", " Number of outliers: 1\n", "No sources have both VISTA J (aperture) and WIRCAM J (aperture) values.\n", "\n", "No sources have both VISTA J (total) and WIRCAM J (total) values.\n", "\n", "No sources have both UKIDSS J (aperture) and WIRCAM J (aperture) values.\n", "\n", "No sources have both UKIDSS J (total) and WIRCAM J (total) values.\n", "\n", "UKIDSS H (aperture) - VISTA H (aperture):\n", " Number of outliers: 0\n", "UKIDSS H (total) - VISTA H (total):\n", " Number of outliers: 0\n", "No sources have both VISTA H (aperture) and WIRCAM H (aperture) values.\n", "\n", "No sources have both VISTA H (total) and WIRCAM H (total) values.\n", "\n", "No sources have both UKIDSS H (aperture) and WIRCAM H (aperture) values.\n", "\n", "No sources have both UKIDSS H (total) and WIRCAM H (total) values.\n", "\n", "UKIDSS K (aperture) - VISTA Ks (aperture):\n", " Number of outliers: 0\n", "UKIDSS K (total) - VISTA Ks (total):\n", " Number of outliers: 0\n", "No sources have both VISTA Ks (aperture) and WIRCAM Ks (aperture) values.\n", "\n", "WIRCAM Ks (total) - VISTA Ks (total):\n", " Number of outliers: 0\n", "No sources have both UKIDSS K (aperture) and WIRCAM Ks (aperture) values.\n", "\n", "WIRCAM Ks (total) - UKIDSS K (total):\n", " Number of outliers: 0\n", "GPC1 g\n", " Aperture magnitude\n", " Number of flagged objects: 1\n", " Total magnitude\n", " Number of flagged objects: 1\n", "GPC1 r\n", " Aperture magnitude\n", " Number of flagged objects: 9\n", " Total magnitude\n", " Number of flagged objects: 8\n", "GPC1 i\n", " Aperture magnitude\n", " Number of flagged objects: 5\n", " Total magnitude\n", " Number of flagged objects: 4\n", "GPC1 z\n", " Aperture magnitude\n", " Number of flagged objects: 1\n", " Total magnitude\n", " Number of flagged objects: 1\n", "GPC1 y\n", " Aperture magnitude\n", " Number of flagged objects: 2\n", " Total magnitude\n", " Number of flagged objects: 1\n", "IRAC i1\n", " Aperture magnitude\n", " Number of flagged objects: 0\n", "IRAC i2\n", " Aperture magnitude\n", " Number of flagged objects: 0\n", "IRAC i3\n", " Aperture magnitude\n", " Number of flagged objects: 0\n", "IRAC i4\n", " Aperture magnitude\n", " Number of flagged objects: 0\n", "DECam g (aperture) - Megacam g (aperture):\n", " Number of outliers: 17\n", "DECam g (total) - Megacam g (total):\n", " Number of outliers: 25\n", "SUPRIME g (aperture) - Megacam g (aperture):\n", " Number of outliers: 0\n", "SUPRIME g (total) - Megacam g (total):\n", " Number of outliers: 0\n", "GPC1 g (aperture) - Megacam g (aperture):\n", " Number of outliers: 0\n", "GPC1 g (total) - Megacam g (total):\n", " Number of outliers: 1\n", "SUPRIME g (aperture) - DECam g (aperture):\n", " Number of outliers: 0\n", "SUPRIME g (total) - DECam g (total):\n", " Number of outliers: 1\n", "GPC1 g (aperture) - DECam g (aperture):\n", " Number of outliers: 0\n", "GPC1 g (total) - DECam g (total):\n", " Number of outliers: 10\n", "GPC1 g (aperture) - SUPRIME g (aperture):\n", " Number of outliers: 0\n", "GPC1 g (total) - SUPRIME g (total):\n", " Number of outliers: 0\n", "DECam r (aperture) - Megacam r (aperture):\n", " Number of outliers: 14\n", "DECam r (total) - Megacam r (total):\n", " Number of outliers: 28\n", "SUPRIME r (aperture) - Megacam r (aperture):\n", " Number of outliers: 0\n", "SUPRIME r (total) - Megacam r (total):\n", " Number of outliers: 0\n", "GPC1 r (aperture) - Megacam r (aperture):\n", " Number of outliers: 0\n", "GPC1 r (total) - Megacam r (total):\n", " Number of outliers: 7\n", "SUPRIME r (aperture) - DECam r (aperture):\n", " Number of outliers: 0\n", "SUPRIME r (total) - DECam r (total):\n", " Number of outliers: 0\n", "GPC1 r (aperture) - DECam r (aperture):\n", " Number of outliers: 0\n", "GPC1 r (total) - DECam r (total):\n", " Number of outliers: 25\n", "GPC1 r (aperture) - SUPRIME r (aperture):\n", " Number of outliers: 0\n", "GPC1 r (total) - SUPRIME r (total):\n", " Number of outliers: 0\n", "DECam i (aperture) - Megacam i (aperture):\n", " Number of outliers: 24\n", "DECam i (total) - Megacam i (total):\n", " Number of outliers: 37\n", "SUPRIME i (aperture) - Megacam i (aperture):\n", " Number of outliers: 1\n", "SUPRIME i (total) - Megacam i (total):\n", " Number of outliers: 2\n", "GPC1 i (aperture) - Megacam i (aperture):\n", " Number of outliers: 0\n", "GPC1 i (total) - Megacam i (total):\n", " Number of outliers: 1\n", "SUPRIME i (aperture) - DECam i (aperture):\n", " Number of outliers: 2\n", "SUPRIME i (total) - DECam i (total):\n", " Number of outliers: 5\n", "GPC1 i (aperture) - DECam i (aperture):\n", " Number of outliers: 0\n", "GPC1 i (total) - DECam i (total):\n", " Number of outliers: 38\n", "GPC1 i (aperture) - SUPRIME i (aperture):\n", " Number of outliers: 0\n", "GPC1 i (total) - SUPRIME i (total):\n", " Number of outliers: 0\n", "DECam z (aperture) - Megacam z (aperture):\n", " Number of outliers: 15\n", "DECam z (total) - Megacam z (total):\n", " Number of outliers: 34\n", "SUPRIME z (aperture) - Megacam z (aperture):\n", " Number of outliers: 0\n", "SUPRIME z (total) - Megacam z (total):\n", " Number of outliers: 0\n", "GPC1 z (aperture) - Megacam z (aperture):\n", " Number of outliers: 0\n", "GPC1 z (total) - Megacam z (total):\n", " Number of outliers: 0\n", "VISTA z (aperture) - Megacam z (aperture):\n", " Number of outliers: 6\n", "VISTA z (total) - Megacam z (total):\n", " Number of outliers: 0\n", "SUPRIME z (aperture) - DECam z (aperture):\n", " Number of outliers: 0\n", "SUPRIME z (total) - DECam z (total):\n", " Number of outliers: 1\n", "GPC1 z (aperture) - DECam z (aperture):\n", " Number of outliers: 0\n", "GPC1 z (total) - DECam z (total):\n", " Number of outliers: 1\n", "VISTA z (aperture) - DECam z (aperture):\n", " Number of outliers: 16\n", "VISTA z (total) - DECam z (total):\n", " Number of outliers: 25\n", "GPC1 z (aperture) - SUPRIME z (aperture):\n", " Number of outliers: 0\n", "GPC1 z (total) - SUPRIME z (total):\n", " Number of outliers: 0\n", "VISTA z (aperture) - SUPRIME z (aperture):\n", " Number of outliers: 0\n", "VISTA z (total) - SUPRIME z (total):\n", " Number of outliers: 0\n", "VISTA z (aperture) - GPC1 z (aperture):\n", " Number of outliers: 1\n", "VISTA z (total) - GPC1 z (total):\n", " Number of outliers: 1\n", "DECam y (aperture) - Megacam y (aperture):\n", " Number of outliers: 0\n", "DECam y (total) - Megacam y (total):\n", " Number of outliers: 0\n", "SUPRIME y (aperture) - Megacam y (aperture):\n", " Number of outliers: 0\n", "SUPRIME y (total) - Megacam y (total):\n", " Number of outliers: 0\n", "GPC1 y (aperture) - Megacam y (aperture):\n", " Number of outliers: 0\n", "GPC1 y (total) - Megacam y (total):\n", " Number of outliers: 0\n", "No sources have both Megacam y (aperture) and VISTA y (aperture) values.\n", "\n", "No sources have both Megacam y (total) and VISTA y (total) values.\n", "\n", "SUPRIME y (aperture) - DECam y (aperture):\n", " Number of outliers: 0\n", "SUPRIME y (total) - DECam y (total):\n", " Number of outliers: 0\n", "GPC1 y (aperture) - DECam y (aperture):\n", " Number of outliers: 1\n", "GPC1 y (total) - DECam y (total):\n", " Number of outliers: 1\n", "VISTA y (aperture) - DECam y (aperture):\n", " Number of outliers: 3\n", "VISTA y (total) - DECam y (total):\n", " Number of outliers: 1\n", "GPC1 y (aperture) - SUPRIME y (aperture):\n", " Number of outliers: 0\n", "GPC1 y (total) - SUPRIME y (total):\n", " Number of outliers: 0\n", "VISTA y (aperture) - SUPRIME y (aperture):\n", " Number of outliers: 0\n", "VISTA y (total) - SUPRIME y (total):\n", " Number of outliers: 0\n", "VISTA y (aperture) - GPC1 y (aperture):\n", " Number of outliers: 0\n", "VISTA y (total) - GPC1 y (total):\n", " Number of outliers: 0\n", "UKIDSS J (aperture) - VISTA J (aperture):\n", " Number of outliers: 0\n", "UKIDSS J (total) - VISTA J (total):\n", " Number of outliers: 4\n", "No sources have both VISTA J (aperture) and WIRCAM J (aperture) values.\n", "\n", "No sources have both VISTA J (total) and WIRCAM J (total) values.\n", "\n", "No sources have both UKIDSS J (aperture) and WIRCAM J (aperture) values.\n", "\n", "No sources have both UKIDSS J (total) and WIRCAM J (total) values.\n", "\n", "UKIDSS H (aperture) - VISTA H (aperture):\n", " Number of outliers: 0\n", "UKIDSS H (total) - VISTA H (total):\n", " Number of outliers: 5\n", "No sources have both VISTA H (aperture) and WIRCAM H (aperture) values.\n", "\n", "No sources have both VISTA H (total) and WIRCAM H (total) values.\n", "\n", "No sources have both UKIDSS H (aperture) and WIRCAM H (aperture) values.\n", "\n", "No sources have both UKIDSS H (total) and WIRCAM H (total) values.\n", "\n", "UKIDSS K (aperture) - VISTA Ks (aperture):\n", " Number of outliers: 0\n", "UKIDSS K (total) - VISTA Ks (total):\n", " Number of outliers: 2\n", "No sources have both VISTA Ks (aperture) and WIRCAM Ks (aperture) values.\n", "\n", "WIRCAM Ks (total) - VISTA Ks (total):\n", " Number of outliers: 0\n", "No sources have both UKIDSS K (aperture) and WIRCAM Ks (aperture) values.\n", "\n", "WIRCAM Ks (total) - UKIDSS K (total):\n", " Number of outliers: 0\n", "GPC1 g\n", " Aperture magnitude\n", " Number of flagged objects: 2\n", " Total magnitude\n", " Number of flagged objects: 2\n", "GPC1 r\n", " Aperture magnitude\n", " Number of flagged objects: 5\n", " Total magnitude\n", " Number of flagged objects: 5\n", "GPC1 i\n", " Aperture magnitude\n", " Number of flagged objects: 3\n", " Total magnitude\n", " Number of flagged objects: 4\n", "GPC1 z\n", " Aperture magnitude\n", " Number of flagged objects: 2\n", " Total magnitude\n", " Number of flagged objects: 2\n", "GPC1 y\n", " Aperture magnitude\n", " Number of flagged objects: 2\n", " Total magnitude\n", " Number of flagged objects: 2\n", "IRAC i1\n", " Aperture magnitude\n", " Number of flagged objects: 0\n", "IRAC i2\n", " Aperture magnitude\n", " Number of flagged objects: 0\n", "IRAC i3\n", " Aperture magnitude\n", " Number of flagged objects: 0\n", "IRAC i4\n", " Aperture magnitude\n", " Number of flagged objects: 0\n", "DECam g (aperture) - Megacam g (aperture):\n", " Number of outliers: 17\n", "DECam g (total) - Megacam g (total):\n", " Number of outliers: 27\n", "SUPRIME g (aperture) - Megacam g (aperture):\n", " Number of outliers: 3\n", "SUPRIME g (total) - Megacam g (total):\n", " Number of outliers: 1\n", "GPC1 g (aperture) - Megacam g (aperture):\n", " Number of outliers: 0\n", "GPC1 g (total) - Megacam g (total):\n", " Number of outliers: 0\n", "SUPRIME g (aperture) - DECam g (aperture):\n", " Number of outliers: 1\n", "SUPRIME g (total) - DECam g (total):\n", " Number of outliers: 5\n", "GPC1 g (aperture) - DECam g (aperture):\n", " Number of outliers: 0\n", "GPC1 g (total) - DECam g (total):\n", " Number of outliers: 16\n", "GPC1 g (aperture) - SUPRIME g (aperture):\n", " Number of outliers: 0\n", "GPC1 g (total) - SUPRIME g (total):\n", " Number of outliers: 0\n", "DECam r (aperture) - Megacam r (aperture):\n", " Number of outliers: 31\n", "DECam r (total) - Megacam r (total):\n", " Number of outliers: 33\n", "SUPRIME r (aperture) - Megacam r (aperture):\n", " Number of outliers: 4\n", "SUPRIME r (total) - Megacam r (total):\n", " Number of outliers: 1\n", "GPC1 r (aperture) - Megacam r (aperture):\n", " Number of outliers: 0\n", "GPC1 r (total) - Megacam r (total):\n", " Number of outliers: 1\n", "SUPRIME r (aperture) - DECam r (aperture):\n", " Number of outliers: 0\n", "SUPRIME r (total) - DECam r (total):\n", " Number of outliers: 2\n", "GPC1 r (aperture) - DECam r (aperture):\n", " Number of outliers: 0\n", "GPC1 r (total) - DECam r (total):\n", " Number of outliers: 26\n", "GPC1 r (aperture) - SUPRIME r (aperture):\n", " Number of outliers: 0\n", "GPC1 r (total) - SUPRIME r (total):\n", " Number of outliers: 0\n", "DECam i (aperture) - Megacam i (aperture):\n", " Number of outliers: 44\n", "DECam i (total) - Megacam i (total):\n", " Number of outliers: 54\n", "SUPRIME i (aperture) - Megacam i (aperture):\n", " Number of outliers: 7\n", "SUPRIME i (total) - Megacam i (total):\n", " Number of outliers: 4\n", "GPC1 i (aperture) - Megacam i (aperture):\n", " Number of outliers: 0\n", "GPC1 i (total) - Megacam i (total):\n", " Number of outliers: 0\n", "SUPRIME i (aperture) - DECam i (aperture):\n", " Number of outliers: 7\n", "SUPRIME i (total) - DECam i (total):\n", " Number of outliers: 16\n", "GPC1 i (aperture) - DECam i (aperture):\n", " Number of outliers: 0\n", "GPC1 i (total) - DECam i (total):\n", " Number of outliers: 45\n", "GPC1 i (aperture) - SUPRIME i (aperture):\n", " Number of outliers: 0\n", "GPC1 i (total) - SUPRIME i (total):\n", " Number of outliers: 2\n", "DECam z (aperture) - Megacam z (aperture):\n", " Number of outliers: 30\n", "DECam z (total) - Megacam z (total):\n", " Number of outliers: 36\n", "SUPRIME z (aperture) - Megacam z (aperture):\n", " Number of outliers: 0\n", "SUPRIME z (total) - Megacam z (total):\n", " Number of outliers: 0\n", "GPC1 z (aperture) - Megacam z (aperture):\n", " Number of outliers: 0\n", "GPC1 z (total) - Megacam z (total):\n", " Number of outliers: 0\n", "No sources have both Megacam z (aperture) and VISTA z (aperture) values.\n", "\n", "No sources have both Megacam z (total) and VISTA z (total) values.\n", "\n", "SUPRIME z (aperture) - DECam z (aperture):\n", " Number of outliers: 1\n", "SUPRIME z (total) - DECam z (total):\n", " Number of outliers: 8\n", "GPC1 z (aperture) - DECam z (aperture):\n", " Number of outliers: 1\n", "GPC1 z (total) - DECam z (total):\n", " Number of outliers: 2\n", "No sources have both DECam z (aperture) and VISTA z (aperture) values.\n", "\n", "No sources have both DECam z (total) and VISTA z (total) values.\n", "\n", "GPC1 z (aperture) - SUPRIME z (aperture):\n", " Number of outliers: 0\n", "GPC1 z (total) - SUPRIME z (total):\n", " Number of outliers: 0\n", "No sources have both SUPRIME z (aperture) and VISTA z (aperture) values.\n", "\n", "No sources have both SUPRIME z (total) and VISTA z (total) values.\n", "\n", "No sources have both GPC1 z (aperture) and VISTA z (aperture) values.\n", "\n", "No sources have both GPC1 z (total) and VISTA z (total) values.\n", "\n", "No sources have both Megacam y (aperture) and DECam y (aperture) values.\n", "\n", "No sources have both Megacam y (total) and DECam y (total) values.\n", "\n", "No sources have both Megacam y (aperture) and SUPRIME y (aperture) values.\n", "\n", "No sources have both Megacam y (total) and SUPRIME y (total) values.\n", "\n", "No sources have both Megacam y (aperture) and GPC1 y (aperture) values.\n", "\n", "No sources have both Megacam y (total) and GPC1 y (total) values.\n", "\n", "No sources have both Megacam y (aperture) and VISTA y (aperture) values.\n", "\n", "No sources have both Megacam y (total) and VISTA y (total) values.\n", "\n", "SUPRIME y (aperture) - DECam y (aperture):\n", " Number of outliers: 1\n", "SUPRIME y (total) - DECam y (total):\n", " Number of outliers: 0\n", "GPC1 y (aperture) - DECam y (aperture):\n", " Number of outliers: 1\n", "GPC1 y (total) - DECam y (total):\n", " Number of outliers: 4\n", "No sources have both DECam y (aperture) and VISTA y (aperture) values.\n", "\n", "No sources have both DECam y (total) and VISTA y (total) values.\n", "\n", "GPC1 y (aperture) - SUPRIME y (aperture):\n", " Number of outliers: 0\n", "GPC1 y (total) - SUPRIME y (total):\n", " Number of outliers: 0\n", "No sources have both SUPRIME y (aperture) and VISTA y (aperture) values.\n", "\n", "No sources have both SUPRIME y (total) and VISTA y (total) values.\n", "\n", "No sources have both GPC1 y (aperture) and VISTA y (aperture) values.\n", "\n", "No sources have both GPC1 y (total) and VISTA y (total) values.\n", "\n", "No sources have both VISTA J (aperture) and UKIDSS J (aperture) values.\n", "\n", "No sources have both VISTA J (total) and UKIDSS J (total) values.\n", "\n", "No sources have both VISTA J (aperture) and WIRCAM J (aperture) values.\n", "\n", "No sources have both VISTA J (total) and WIRCAM J (total) values.\n", "\n", "No sources have both UKIDSS J (aperture) and WIRCAM J (aperture) values.\n", "\n", "No sources have both UKIDSS J (total) and WIRCAM J (total) values.\n", "\n", "No sources have both VISTA H (aperture) and UKIDSS H (aperture) values.\n", "\n", "No sources have both VISTA H (total) and UKIDSS H (total) values.\n", "\n", "No sources have both VISTA H (aperture) and WIRCAM H (aperture) values.\n", "\n", "No sources have both VISTA H (total) and WIRCAM H (total) values.\n", "\n", "No sources have both UKIDSS H (aperture) and WIRCAM H (aperture) values.\n", "\n", "No sources have both UKIDSS H (total) and WIRCAM H (total) values.\n", "\n", "No sources have both VISTA Ks (aperture) and UKIDSS K (aperture) values.\n", "\n", "No sources have both VISTA Ks (total) and UKIDSS K (total) values.\n", "\n", "No sources have both VISTA Ks (aperture) and WIRCAM Ks (aperture) values.\n", "\n", "WIRCAM Ks (total) - VISTA Ks (total):\n", " Number of outliers: 0\n", "No sources have both UKIDSS K (aperture) and WIRCAM Ks (aperture) values.\n", "\n", "No sources have both UKIDSS K (total) and WIRCAM Ks (total) values.\n", "\n", "GPC1 g\n", " Aperture magnitude\n", " Number of flagged objects: 3\n", " Total magnitude\n", " Number of flagged objects: 2\n", "GPC1 r\n", " Aperture magnitude\n", " Number of flagged objects: 6\n", " Total magnitude\n", " Number of flagged objects: 7\n", "GPC1 i\n", " Aperture magnitude\n", " Number of flagged objects: 4\n", " Total magnitude\n", " Number of flagged objects: 4\n", "GPC1 z\n", " Aperture magnitude\n", " Number of flagged objects: 3\n", " Total magnitude\n", " Number of flagged objects: 2\n", "GPC1 y\n", " Aperture magnitude\n", " Number of flagged objects: 1\n", " Total magnitude\n", " Number of flagged objects: 1\n", "IRAC i1\n", " Aperture magnitude\n", " Number of flagged objects: 0\n", "IRAC i2\n", " Aperture magnitude\n", " Number of flagged objects: 0\n", "IRAC i3\n", " Aperture magnitude\n", " Number of flagged objects: 0\n", "IRAC i4\n", " Aperture magnitude\n", " Number of flagged objects: 0\n", "DECam g (aperture) - Megacam g (aperture):\n", " Number of outliers: 29\n", "DECam g (total) - Megacam g (total):\n", " Number of outliers: 38\n", "SUPRIME g (aperture) - Megacam g (aperture):\n", " Number of outliers: 1\n", "SUPRIME g (total) - Megacam g (total):\n", " Number of outliers: 0\n", "GPC1 g (aperture) - Megacam g (aperture):\n", " Number of outliers: 0\n", "GPC1 g (total) - Megacam g (total):\n", " Number of outliers: 0\n", "SUPRIME g (aperture) - DECam g (aperture):\n", " Number of outliers: 1\n", "SUPRIME g (total) - DECam g (total):\n", " Number of outliers: 3\n", "GPC1 g (aperture) - DECam g (aperture):\n", " Number of outliers: 0\n", "GPC1 g (total) - DECam g (total):\n", " Number of outliers: 12\n", "GPC1 g (aperture) - SUPRIME g (aperture):\n", " Number of outliers: 0\n", "GPC1 g (total) - SUPRIME g (total):\n", " Number of outliers: 0\n", "DECam r (aperture) - Megacam r (aperture):\n", " Number of outliers: 36\n", "DECam r (total) - Megacam r (total):\n", " Number of outliers: 42\n", "SUPRIME r (aperture) - Megacam r (aperture):\n", " Number of outliers: 0\n", "SUPRIME r (total) - Megacam r (total):\n", " Number of outliers: 0\n", "GPC1 r (aperture) - Megacam r (aperture):\n", " Number of outliers: 0\n", "GPC1 r (total) - Megacam r (total):\n", " Number of outliers: 3\n", "SUPRIME r (aperture) - DECam r (aperture):\n", " Number of outliers: 0\n", "SUPRIME r (total) - DECam r (total):\n", " Number of outliers: 0\n", "GPC1 r (aperture) - DECam r (aperture):\n", " Number of outliers: 0\n", "GPC1 r (total) - DECam r (total):\n", " Number of outliers: 39\n", "GPC1 r (aperture) - SUPRIME r (aperture):\n", " Number of outliers: 0\n", "GPC1 r (total) - SUPRIME r (total):\n", " Number of outliers: 0\n", "DECam i (aperture) - Megacam i (aperture):\n", " Number of outliers: 27\n", "DECam i (total) - Megacam i (total):\n", " Number of outliers: 45\n", "SUPRIME i (aperture) - Megacam i (aperture):\n", " Number of outliers: 4\n", "SUPRIME i (total) - Megacam i (total):\n", " Number of outliers: 0\n", "GPC1 i (aperture) - Megacam i (aperture):\n", " Number of outliers: 0\n", "GPC1 i (total) - Megacam i (total):\n", " Number of outliers: 1\n", "SUPRIME i (aperture) - DECam i (aperture):\n", " Number of outliers: 6\n", "SUPRIME i (total) - DECam i (total):\n", " Number of outliers: 3\n", "GPC1 i (aperture) - DECam i (aperture):\n", " Number of outliers: 0\n", "GPC1 i (total) - DECam i (total):\n", " Number of outliers: 44\n", "GPC1 i (aperture) - SUPRIME i (aperture):\n", " Number of outliers: 0\n", "GPC1 i (total) - SUPRIME i (total):\n", " Number of outliers: 0\n", "DECam z (aperture) - Megacam z (aperture):\n", " Number of outliers: 38\n", "DECam z (total) - Megacam z (total):\n", " Number of outliers: 49\n", "SUPRIME z (aperture) - Megacam z (aperture):\n", " Number of outliers: 0\n", "SUPRIME z (total) - Megacam z (total):\n", " Number of outliers: 0\n", "GPC1 z (aperture) - Megacam z (aperture):\n", " Number of outliers: 0\n", "GPC1 z (total) - Megacam z (total):\n", " Number of outliers: 1\n", "VISTA z (aperture) - Megacam z (aperture):\n", " Number of outliers: 0\n", "VISTA z (total) - Megacam z (total):\n", " Number of outliers: 0\n", "SUPRIME z (aperture) - DECam z (aperture):\n", " Number of outliers: 1\n", "SUPRIME z (total) - DECam z (total):\n", " Number of outliers: 2\n", "GPC1 z (aperture) - DECam z (aperture):\n", " Number of outliers: 0\n", "GPC1 z (total) - DECam z (total):\n", " Number of outliers: 1\n", "VISTA z (aperture) - DECam z (aperture):\n", " Number of outliers: 24\n", "VISTA z (total) - DECam z (total):\n", " Number of outliers: 23\n", "GPC1 z (aperture) - SUPRIME z (aperture):\n", " Number of outliers: 0\n", "GPC1 z (total) - SUPRIME z (total):\n", " Number of outliers: 0\n", "VISTA z (aperture) - SUPRIME z (aperture):\n", " Number of outliers: 0\n", "VISTA z (total) - SUPRIME z (total):\n", " Number of outliers: 0\n", "VISTA z (aperture) - GPC1 z (aperture):\n", " Number of outliers: 0\n", "VISTA z (total) - GPC1 z (total):\n", " Number of outliers: 0\n", "DECam y (aperture) - Megacam y (aperture):\n", " Number of outliers: 0\n", "DECam y (total) - Megacam y (total):\n", " Number of outliers: 0\n", "SUPRIME y (aperture) - Megacam y (aperture):\n", " Number of outliers: 0\n", "SUPRIME y (total) - Megacam y (total):\n", " Number of outliers: 0\n", "GPC1 y (aperture) - Megacam y (aperture):\n", " Number of outliers: 0\n", "GPC1 y (total) - Megacam y (total):\n", " Number of outliers: 0\n", "No sources have both Megacam y (aperture) and VISTA y (aperture) values.\n", "\n", "VISTA y (total) - Megacam y (total):\n", " Number of outliers: 0\n", "SUPRIME y (aperture) - DECam y (aperture):\n", " Number of outliers: 0\n", "SUPRIME y (total) - DECam y (total):\n", " Number of outliers: 0\n", "GPC1 y (aperture) - DECam y (aperture):\n", " Number of outliers: 4\n", "GPC1 y (total) - DECam y (total):\n", " Number of outliers: 2\n", "VISTA y (aperture) - DECam y (aperture):\n", " Number of outliers: 7\n", "VISTA y (total) - DECam y (total):\n", " Number of outliers: 3\n", "GPC1 y (aperture) - SUPRIME y (aperture):\n", " Number of outliers: 0\n", "GPC1 y (total) - SUPRIME y (total):\n", " Number of outliers: 0\n", "VISTA y (aperture) - SUPRIME y (aperture):\n", " Number of outliers: 0\n", "VISTA y (total) - SUPRIME y (total):\n", " Number of outliers: 0\n", "VISTA y (aperture) - GPC1 y (aperture):\n", " Number of outliers: 1\n", "VISTA y (total) - GPC1 y (total):\n", " Number of outliers: 0\n", "UKIDSS J (aperture) - VISTA J (aperture):\n", " Number of outliers: 0\n", "UKIDSS J (total) - VISTA J (total):\n", " Number of outliers: 0\n", "No sources have both VISTA J (aperture) and WIRCAM J (aperture) values.\n", "\n", "No sources have both VISTA J (total) and WIRCAM J (total) values.\n", "\n", "No sources have both UKIDSS J (aperture) and WIRCAM J (aperture) values.\n", "\n", "No sources have both UKIDSS J (total) and WIRCAM J (total) values.\n", "\n", "No sources have both VISTA H (aperture) and UKIDSS H (aperture) values.\n", "\n", "No sources have both VISTA H (total) and UKIDSS H (total) values.\n", "\n", "No sources have both VISTA H (aperture) and WIRCAM H (aperture) values.\n", "\n", "No sources have both VISTA H (total) and WIRCAM H (total) values.\n", "\n", "No sources have both UKIDSS H (aperture) and WIRCAM H (aperture) values.\n", "\n", "No sources have both UKIDSS H (total) and WIRCAM H (total) values.\n", "\n", "UKIDSS K (aperture) - VISTA Ks (aperture):\n", " Number of outliers: 0\n", "UKIDSS K (total) - VISTA Ks (total):\n", " Number of outliers: 0\n", "No sources have both VISTA Ks (aperture) and WIRCAM Ks (aperture) values.\n", "\n", "WIRCAM Ks (total) - VISTA Ks (total):\n", " Number of outliers: 0\n", "No sources have both UKIDSS K (aperture) and WIRCAM Ks (aperture) values.\n", "\n", "No sources have both UKIDSS K (total) and WIRCAM Ks (total) values.\n", "\n", "GPC1 g\n", " Aperture magnitude\n", " Number of flagged objects: 2\n", " Total magnitude\n", " Number of flagged objects: 2\n", "GPC1 r\n", " Aperture magnitude\n", " Number of flagged objects: 3\n", " Total magnitude\n", " Number of flagged objects: 4\n", "GPC1 i\n", " Aperture magnitude\n", " Number of flagged objects: 1\n", " Total magnitude\n", " Number of flagged objects: 2\n", "GPC1 z\n", " Aperture magnitude\n", " Number of flagged objects: 0\n", " Total magnitude\n", " Number of flagged objects: 0\n", "GPC1 y\n", " Aperture magnitude\n", " Number of flagged objects: 1\n", " Total magnitude\n", " Number of flagged objects: 1\n", "IRAC i1\n", " Aperture magnitude\n", " Number of flagged objects: 0\n", "IRAC i2\n", " Aperture magnitude\n", " Number of flagged objects: 0\n", "IRAC i3\n", " Aperture magnitude\n", " Number of flagged objects: 0\n", "IRAC i4\n", " Aperture magnitude\n", " Number of flagged objects: 0\n", "DECam g (aperture) - Megacam g (aperture):\n", " Number of outliers: 14\n", "DECam g (total) - Megacam g (total):\n", " Number of outliers: 23\n", "SUPRIME g (aperture) - Megacam g (aperture):\n", " Number of outliers: 5\n", "SUPRIME g (total) - Megacam g (total):\n", " Number of outliers: 3\n", "GPC1 g (aperture) - Megacam g (aperture):\n", " Number of outliers: 0\n", "GPC1 g (total) - Megacam g (total):\n", " Number of outliers: 0\n", "SUPRIME g (aperture) - DECam g (aperture):\n", " Number of outliers: 4\n", "SUPRIME g (total) - DECam g (total):\n", " Number of outliers: 10\n", "GPC1 g (aperture) - DECam g (aperture):\n", " Number of outliers: 0\n", "GPC1 g (total) - DECam g (total):\n", " Number of outliers: 15\n", "GPC1 g (aperture) - SUPRIME g (aperture):\n", " Number of outliers: 0\n", "GPC1 g (total) - SUPRIME g (total):\n", " Number of outliers: 0\n", "DECam r (aperture) - Megacam r (aperture):\n", " Number of outliers: 33\n", "DECam r (total) - Megacam r (total):\n", " Number of outliers: 38\n", "SUPRIME r (aperture) - Megacam r (aperture):\n", " Number of outliers: 4\n", "SUPRIME r (total) - Megacam r (total):\n", " Number of outliers: 2\n", "GPC1 r (aperture) - Megacam r (aperture):\n", " Number of outliers: 0\n", "GPC1 r (total) - Megacam r (total):\n", " Number of outliers: 0\n", "SUPRIME r (aperture) - DECam r (aperture):\n", " Number of outliers: 1\n", "SUPRIME r (total) - DECam r (total):\n", " Number of outliers: 7\n", "GPC1 r (aperture) - DECam r (aperture):\n", " Number of outliers: 0\n", "GPC1 r (total) - DECam r (total):\n", " Number of outliers: 40\n", "GPC1 r (aperture) - SUPRIME r (aperture):\n", " Number of outliers: 0\n", "GPC1 r (total) - SUPRIME r (total):\n", " Number of outliers: 0\n", "DECam i (aperture) - Megacam i (aperture):\n", " Number of outliers: 44\n", "DECam i (total) - Megacam i (total):\n", " Number of outliers: 57\n", "SUPRIME i (aperture) - Megacam i (aperture):\n", " Number of outliers: 8\n", "SUPRIME i (total) - Megacam i (total):\n", " Number of outliers: 5\n", "GPC1 i (aperture) - Megacam i (aperture):\n", " Number of outliers: 0\n", "GPC1 i (total) - Megacam i (total):\n", " Number of outliers: 1\n", "SUPRIME i (aperture) - DECam i (aperture):\n", " Number of outliers: 5\n", "SUPRIME i (total) - DECam i (total):\n", " Number of outliers: 13\n", "GPC1 i (aperture) - DECam i (aperture):\n", " Number of outliers: 0\n", "GPC1 i (total) - DECam i (total):\n", " Number of outliers: 70\n", "GPC1 i (aperture) - SUPRIME i (aperture):\n", " Number of outliers: 0\n", "GPC1 i (total) - SUPRIME i (total):\n", " Number of outliers: 1\n", "DECam z (aperture) - Megacam z (aperture):\n", " Number of outliers: 31\n", "DECam z (total) - Megacam z (total):\n", " Number of outliers: 44\n", "SUPRIME z (aperture) - Megacam z (aperture):\n", " Number of outliers: 0\n", "SUPRIME z (total) - Megacam z (total):\n", " Number of outliers: 0\n", "GPC1 z (aperture) - Megacam z (aperture):\n", " Number of outliers: 0\n", "GPC1 z (total) - Megacam z (total):\n", " Number of outliers: 0\n", "No sources have both Megacam z (aperture) and VISTA z (aperture) values.\n", "\n", "No sources have both Megacam z (total) and VISTA z (total) values.\n", "\n", "SUPRIME z (aperture) - DECam z (aperture):\n", " Number of outliers: 3\n", "SUPRIME z (total) - DECam z (total):\n", " Number of outliers: 12\n", "GPC1 z (aperture) - DECam z (aperture):\n", " Number of outliers: 0\n", "GPC1 z (total) - DECam z (total):\n", " Number of outliers: 19\n", "No sources have both DECam z (aperture) and VISTA z (aperture) values.\n", "\n", "No sources have both DECam z (total) and VISTA z (total) values.\n", "\n", "GPC1 z (aperture) - SUPRIME z (aperture):\n", " Number of outliers: 0\n", "GPC1 z (total) - SUPRIME z (total):\n", " Number of outliers: 0\n", "No sources have both SUPRIME z (aperture) and VISTA z (aperture) values.\n", "\n", "No sources have both SUPRIME z (total) and VISTA z (total) values.\n", "\n", "No sources have both GPC1 z (aperture) and VISTA z (aperture) values.\n", "\n", "No sources have both GPC1 z (total) and VISTA z (total) values.\n", "\n", "No sources have both Megacam y (aperture) and DECam y (aperture) values.\n", "\n", "No sources have both Megacam y (total) and DECam y (total) values.\n", "\n", "No sources have both Megacam y (aperture) and SUPRIME y (aperture) values.\n", "\n", "No sources have both Megacam y (total) and SUPRIME y (total) values.\n", "\n", "No sources have both Megacam y (aperture) and GPC1 y (aperture) values.\n", "\n", "No sources have both Megacam y (total) and GPC1 y (total) values.\n", "\n", "No sources have both Megacam y (aperture) and VISTA y (aperture) values.\n", "\n", "No sources have both Megacam y (total) and VISTA y (total) values.\n", "\n", "SUPRIME y (aperture) - DECam y (aperture):\n", " Number of outliers: 0\n", "SUPRIME y (total) - DECam y (total):\n", " Number of outliers: 2\n", "GPC1 y (aperture) - DECam y (aperture):\n", " Number of outliers: 5\n", "GPC1 y (total) - DECam y (total):\n", " Number of outliers: 4\n", "No sources have both DECam y (aperture) and VISTA y (aperture) values.\n", "\n", "No sources have both DECam y (total) and VISTA y (total) values.\n", "\n", "GPC1 y (aperture) - SUPRIME y (aperture):\n", " Number of outliers: 0\n", "GPC1 y (total) - SUPRIME y (total):\n", " Number of outliers: 0\n", "No sources have both SUPRIME y (aperture) and VISTA y (aperture) values.\n", "\n", "No sources have both SUPRIME y (total) and VISTA y (total) values.\n", "\n", "No sources have both GPC1 y (aperture) and VISTA y (aperture) values.\n", "\n", "No sources have both GPC1 y (total) and VISTA y (total) values.\n", "\n", "No sources have both VISTA J (aperture) and UKIDSS J (aperture) values.\n", "\n", "No sources have both VISTA J (total) and UKIDSS J (total) values.\n", "\n", "No sources have both VISTA J (aperture) and WIRCAM J (aperture) values.\n", "\n", "No sources have both VISTA J (total) and WIRCAM J (total) values.\n", "\n", "No sources have both UKIDSS J (aperture) and WIRCAM J (aperture) values.\n", "\n", "No sources have both UKIDSS J (total) and WIRCAM J (total) values.\n", "\n", "No sources have both VISTA H (aperture) and UKIDSS H (aperture) values.\n", "\n", "No sources have both VISTA H (total) and UKIDSS H (total) values.\n", "\n", "No sources have both VISTA H (aperture) and WIRCAM H (aperture) values.\n", "\n", "No sources have both VISTA H (total) and WIRCAM H (total) values.\n", "\n", "No sources have both UKIDSS H (aperture) and WIRCAM H (aperture) values.\n", "\n", "No sources have both UKIDSS H (total) and WIRCAM H (total) values.\n", "\n", "No sources have both VISTA Ks (aperture) and UKIDSS K (aperture) values.\n", "\n", "No sources have both VISTA Ks (total) and UKIDSS K (total) values.\n", "\n", "No sources have both VISTA Ks (aperture) and WIRCAM Ks (aperture) values.\n", "\n", "WIRCAM Ks (total) - VISTA Ks (total):\n", " Number of outliers: 0\n", "No sources have both UKIDSS K (aperture) and WIRCAM Ks (aperture) values.\n", "\n", "No sources have both UKIDSS K (total) and WIRCAM Ks (total) values.\n", "\n", "GPC1 g\n", " Aperture magnitude\n", " Number of flagged objects: 4\n", " Total magnitude\n", " Number of flagged objects: 4\n", "GPC1 r\n", " Aperture magnitude\n", " Number of flagged objects: 2\n", " Total magnitude\n", " Number of flagged objects: 1\n", "GPC1 i\n", " Aperture magnitude\n", " Number of flagged objects: 2\n", " Total magnitude\n", " Number of flagged objects: 3\n", "GPC1 z\n", " Aperture magnitude\n", " Number of flagged objects: 1\n", " Total magnitude\n", " Number of flagged objects: 2\n", "GPC1 y\n", " Aperture magnitude\n", " Number of flagged objects: 0\n", " Total magnitude\n", " Number of flagged objects: 0\n", "IRAC i1\n", " Aperture magnitude\n", " Number of flagged objects: 0\n", "IRAC i2\n", " Aperture magnitude\n", " Number of flagged objects: 0\n", "IRAC i3\n", " Aperture magnitude\n", " Number of flagged objects: 0\n", "IRAC i4\n", " Aperture magnitude\n", " Number of flagged objects: 0\n", "DECam g (aperture) - Megacam g (aperture):\n", " Number of outliers: 24\n", "DECam g (total) - Megacam g (total):\n", " Number of outliers: 30\n", "SUPRIME g (aperture) - Megacam g (aperture):\n", " Number of outliers: 5\n", "SUPRIME g (total) - Megacam g (total):\n", " Number of outliers: 4\n", "GPC1 g (aperture) - Megacam g (aperture):\n", " Number of outliers: 0\n", "GPC1 g (total) - Megacam g (total):\n", " Number of outliers: 1\n", "SUPRIME g (aperture) - DECam g (aperture):\n", " Number of outliers: 9\n", "SUPRIME g (total) - DECam g (total):\n", " Number of outliers: 8\n", "GPC1 g (aperture) - DECam g (aperture):\n", " Number of outliers: 0\n", "GPC1 g (total) - DECam g (total):\n", " Number of outliers: 14\n", "GPC1 g (aperture) - SUPRIME g (aperture):\n", " Number of outliers: 0\n", "GPC1 g (total) - SUPRIME g (total):\n", " Number of outliers: 1\n", "DECam r (aperture) - Megacam r (aperture):\n", " Number of outliers: 39\n", "DECam r (total) - Megacam r (total):\n", " Number of outliers: 43\n", "SUPRIME r (aperture) - Megacam r (aperture):\n", " Number of outliers: 4\n", "SUPRIME r (total) - Megacam r (total):\n", " Number of outliers: 2\n", "GPC1 r (aperture) - Megacam r (aperture):\n", " Number of outliers: 0\n", "GPC1 r (total) - Megacam r (total):\n", " Number of outliers: 6\n", "SUPRIME r (aperture) - DECam r (aperture):\n", " Number of outliers: 7\n", "SUPRIME r (total) - DECam r (total):\n", " Number of outliers: 7\n", "GPC1 r (aperture) - DECam r (aperture):\n", " Number of outliers: 0\n", "GPC1 r (total) - DECam r (total):\n", " Number of outliers: 22\n", "GPC1 r (aperture) - SUPRIME r (aperture):\n", " Number of outliers: 0\n", "GPC1 r (total) - SUPRIME r (total):\n", " Number of outliers: 1\n", "DECam i (aperture) - Megacam i (aperture):\n", " Number of outliers: 33\n", "DECam i (total) - Megacam i (total):\n", " Number of outliers: 38\n", "SUPRIME i (aperture) - Megacam i (aperture):\n", " Number of outliers: 7\n", "SUPRIME i (total) - Megacam i (total):\n", " Number of outliers: 2\n", "GPC1 i (aperture) - Megacam i (aperture):\n", " Number of outliers: 0\n", "GPC1 i (total) - Megacam i (total):\n", " Number of outliers: 0\n", "SUPRIME i (aperture) - DECam i (aperture):\n", " Number of outliers: 7\n", "SUPRIME i (total) - DECam i (total):\n", " Number of outliers: 10\n", "GPC1 i (aperture) - DECam i (aperture):\n", " Number of outliers: 0\n", "GPC1 i (total) - DECam i (total):\n", " Number of outliers: 35\n", "GPC1 i (aperture) - SUPRIME i (aperture):\n", " Number of outliers: 0\n", "GPC1 i (total) - SUPRIME i (total):\n", " Number of outliers: 2\n", "DECam z (aperture) - Megacam z (aperture):\n", " Number of outliers: 33\n", "DECam z (total) - Megacam z (total):\n", " Number of outliers: 45\n", "SUPRIME z (aperture) - Megacam z (aperture):\n", " Number of outliers: 0\n", "SUPRIME z (total) - Megacam z (total):\n", " Number of outliers: 1\n", "GPC1 z (aperture) - Megacam z (aperture):\n", " Number of outliers: 0\n", "GPC1 z (total) - Megacam z (total):\n", " Number of outliers: 0\n", "VISTA z (aperture) - Megacam z (aperture):\n", " Number of outliers: 7\n", "VISTA z (total) - Megacam z (total):\n", " Number of outliers: 4\n", "SUPRIME z (aperture) - DECam z (aperture):\n", " Number of outliers: 8\n", "SUPRIME z (total) - DECam z (total):\n", " Number of outliers: 6\n", "GPC1 z (aperture) - DECam z (aperture):\n", " Number of outliers: 0\n", "GPC1 z (total) - DECam z (total):\n", " Number of outliers: 20\n", "VISTA z (aperture) - DECam z (aperture):\n", " Number of outliers: 25\n", "VISTA z (total) - DECam z (total):\n", " Number of outliers: 29\n", "GPC1 z (aperture) - SUPRIME z (aperture):\n", " Number of outliers: 0\n", "GPC1 z (total) - SUPRIME z (total):\n", " Number of outliers: 1\n", "VISTA z (aperture) - SUPRIME z (aperture):\n", " Number of outliers: 7\n", "VISTA z (total) - SUPRIME z (total):\n", " Number of outliers: 3\n", "VISTA z (aperture) - GPC1 z (aperture):\n", " Number of outliers: 0\n", "VISTA z (total) - GPC1 z (total):\n", " Number of outliers: 0\n", "DECam y (aperture) - Megacam y (aperture):\n", " Number of outliers: 0\n", "DECam y (total) - Megacam y (total):\n", " Number of outliers: 0\n", "SUPRIME y (aperture) - Megacam y (aperture):\n", " Number of outliers: 0\n", "SUPRIME y (total) - Megacam y (total):\n", " Number of outliers: 0\n", "GPC1 y (aperture) - Megacam y (aperture):\n", " Number of outliers: 0\n", "GPC1 y (total) - Megacam y (total):\n", " Number of outliers: 0\n", "VISTA y (aperture) - Megacam y (aperture):\n", " Number of outliers: 0\n", "VISTA y (total) - Megacam y (total):\n", " Number of outliers: 0\n", "SUPRIME y (aperture) - DECam y (aperture):\n", " Number of outliers: 2\n", "SUPRIME y (total) - DECam y (total):\n", " Number of outliers: 5\n", "GPC1 y (aperture) - DECam y (aperture):\n", " Number of outliers: 0\n", "GPC1 y (total) - DECam y (total):\n", " Number of outliers: 0\n", "VISTA y (aperture) - DECam y (aperture):\n", " Number of outliers: 2\n", "VISTA y (total) - DECam y (total):\n", " Number of outliers: 1\n", "GPC1 y (aperture) - SUPRIME y (aperture):\n", " Number of outliers: 0\n", "GPC1 y (total) - SUPRIME y (total):\n", " Number of outliers: 0\n", "VISTA y (aperture) - SUPRIME y (aperture):\n", " Number of outliers: 5\n", "VISTA y (total) - SUPRIME y (total):\n", " Number of outliers: 3\n", "VISTA y (aperture) - GPC1 y (aperture):\n", " Number of outliers: 0\n", "VISTA y (total) - GPC1 y (total):\n", " Number of outliers: 0\n", "UKIDSS J (aperture) - VISTA J (aperture):\n", " Number of outliers: 0\n", "UKIDSS J (total) - VISTA J (total):\n", " Number of outliers: 0\n", "WIRCAM J (aperture) - VISTA J (aperture):\n", " Number of outliers: 0\n", "WIRCAM J (total) - VISTA J (total):\n", " Number of outliers: 3\n", "WIRCAM J (aperture) - UKIDSS J (aperture):\n", " Number of outliers: 1\n", "WIRCAM J (total) - UKIDSS J (total):\n", " Number of outliers: 0\n", "No sources have both VISTA H (aperture) and UKIDSS H (aperture) values.\n", "\n", "No sources have both VISTA H (total) and UKIDSS H (total) values.\n", "\n", "WIRCAM H (aperture) - VISTA H (aperture):\n", " Number of outliers: 1\n", "WIRCAM H (total) - VISTA H (total):\n", " Number of outliers: 4\n", "No sources have both UKIDSS H (aperture) and WIRCAM H (aperture) values.\n", "\n", "No sources have both UKIDSS H (total) and WIRCAM H (total) values.\n", "\n", "UKIDSS K (aperture) - VISTA Ks (aperture):\n", " Number of outliers: 0\n", "UKIDSS K (total) - VISTA Ks (total):\n", " Number of outliers: 0\n", "WIRCAM Ks (aperture) - VISTA Ks (aperture):\n", " Number of outliers: 0\n", "WIRCAM Ks (total) - VISTA Ks (total):\n", " Number of outliers: 0\n", "WIRCAM Ks (aperture) - UKIDSS K (aperture):\n", " Number of outliers: 0\n", "WIRCAM Ks (total) - UKIDSS K (total):\n", " Number of outliers: 0\n", "GPC1 g\n", " Aperture magnitude\n", " Number of flagged objects: 0\n", " Total magnitude\n", " Number of flagged objects: 1\n", "GPC1 r\n", " Aperture magnitude\n", " Number of flagged objects: 5\n", " Total magnitude\n", " Number of flagged objects: 5\n", "GPC1 i\n", " Aperture magnitude\n", " Number of flagged objects: 4\n", " Total magnitude\n", " Number of flagged objects: 6\n", "GPC1 z\n", " Aperture magnitude\n", " Number of flagged objects: 4\n", " Total magnitude\n", " Number of flagged objects: 4\n", "GPC1 y\n", " Aperture magnitude\n", " Number of flagged objects: 3\n", " Total magnitude\n", " Number of flagged objects: 3\n", "IRAC i1\n", " Aperture magnitude\n", " Number of flagged objects: 0\n", "IRAC i2\n", " Aperture magnitude\n", " Number of flagged objects: 0\n", "IRAC i3\n", " Aperture magnitude\n", " Number of flagged objects: 0\n", "IRAC i4\n", " Aperture magnitude\n", " Number of flagged objects: 0\n", "DECam g (aperture) - Megacam g (aperture):\n", " Number of outliers: 22\n", "DECam g (total) - Megacam g (total):\n", " Number of outliers: 30\n", "SUPRIME g (aperture) - Megacam g (aperture):\n", " Number of outliers: 3\n", "SUPRIME g (total) - Megacam g (total):\n", " Number of outliers: 1\n", "GPC1 g (aperture) - Megacam g (aperture):\n", " Number of outliers: 0\n", "GPC1 g (total) - Megacam g (total):\n", " Number of outliers: 0\n", "SUPRIME g (aperture) - DECam g (aperture):\n", " Number of outliers: 3\n", "SUPRIME g (total) - DECam g (total):\n", " Number of outliers: 7\n", "GPC1 g (aperture) - DECam g (aperture):\n", " Number of outliers: 0\n", "GPC1 g (total) - DECam g (total):\n", " Number of outliers: 10\n", "GPC1 g (aperture) - SUPRIME g (aperture):\n", " Number of outliers: 0\n", "GPC1 g (total) - SUPRIME g (total):\n", " Number of outliers: 0\n", "DECam r (aperture) - Megacam r (aperture):\n", " Number of outliers: 34\n", "DECam r (total) - Megacam r (total):\n", " Number of outliers: 36\n", "SUPRIME r (aperture) - Megacam r (aperture):\n", " Number of outliers: 0\n", "SUPRIME r (total) - Megacam r (total):\n", " Number of outliers: 0\n", "GPC1 r (aperture) - Megacam r (aperture):\n", " Number of outliers: 0\n", "GPC1 r (total) - Megacam r (total):\n", " Number of outliers: 3\n", "SUPRIME r (aperture) - DECam r (aperture):\n", " Number of outliers: 0\n", "SUPRIME r (total) - DECam r (total):\n", " Number of outliers: 2\n", "GPC1 r (aperture) - DECam r (aperture):\n", " Number of outliers: 0\n", "GPC1 r (total) - DECam r (total):\n", " Number of outliers: 24\n", "GPC1 r (aperture) - SUPRIME r (aperture):\n", " Number of outliers: 0\n", "GPC1 r (total) - SUPRIME r (total):\n", " Number of outliers: 0\n", "DECam i (aperture) - Megacam i (aperture):\n", " Number of outliers: 35\n", "DECam i (total) - Megacam i (total):\n", " Number of outliers: 38\n", "SUPRIME i (aperture) - Megacam i (aperture):\n", " Number of outliers: 7\n", "SUPRIME i (total) - Megacam i (total):\n", " Number of outliers: 1\n", "GPC1 i (aperture) - Megacam i (aperture):\n", " Number of outliers: 0\n", "GPC1 i (total) - Megacam i (total):\n", " Number of outliers: 0\n", "SUPRIME i (aperture) - DECam i (aperture):\n", " Number of outliers: 4\n", "SUPRIME i (total) - DECam i (total):\n", " Number of outliers: 15\n", "GPC1 i (aperture) - DECam i (aperture):\n", " Number of outliers: 0\n", "GPC1 i (total) - DECam i (total):\n", " Number of outliers: 41\n", "GPC1 i (aperture) - SUPRIME i (aperture):\n", " Number of outliers: 0\n", "GPC1 i (total) - SUPRIME i (total):\n", " Number of outliers: 0\n", "DECam z (aperture) - Megacam z (aperture):\n", " Number of outliers: 21\n", "DECam z (total) - Megacam z (total):\n", " Number of outliers: 40\n", "SUPRIME z (aperture) - Megacam z (aperture):\n", " Number of outliers: 0\n", "SUPRIME z (total) - Megacam z (total):\n", " Number of outliers: 0\n", "GPC1 z (aperture) - Megacam z (aperture):\n", " Number of outliers: 0\n", "GPC1 z (total) - Megacam z (total):\n", " Number of outliers: 3\n", "VISTA z (aperture) - Megacam z (aperture):\n", " Number of outliers: 0\n", "VISTA z (total) - Megacam z (total):\n", " Number of outliers: 0\n", "SUPRIME z (aperture) - DECam z (aperture):\n", " Number of outliers: 0\n", "SUPRIME z (total) - DECam z (total):\n", " Number of outliers: 3\n", "GPC1 z (aperture) - DECam z (aperture):\n", " Number of outliers: 0\n", "GPC1 z (total) - DECam z (total):\n", " Number of outliers: 17\n", "VISTA z (aperture) - DECam z (aperture):\n", " Number of outliers: 12\n", "VISTA z (total) - DECam z (total):\n", " Number of outliers: 24\n", "GPC1 z (aperture) - SUPRIME z (aperture):\n", " Number of outliers: 0\n", "GPC1 z (total) - SUPRIME z (total):\n", " Number of outliers: 0\n", "VISTA z (aperture) - SUPRIME z (aperture):\n", " Number of outliers: 0\n", "VISTA z (total) - SUPRIME z (total):\n", " Number of outliers: 0\n", "VISTA z (aperture) - GPC1 z (aperture):\n", " Number of outliers: 0\n", "VISTA z (total) - GPC1 z (total):\n", " Number of outliers: 0\n", "DECam y (aperture) - Megacam y (aperture):\n", " Number of outliers: 0\n", "DECam y (total) - Megacam y (total):\n", " Number of outliers: 0\n", "SUPRIME y (aperture) - Megacam y (aperture):\n", " Number of outliers: 0\n", "SUPRIME y (total) - Megacam y (total):\n", " Number of outliers: 0\n", "GPC1 y (aperture) - Megacam y (aperture):\n", " Number of outliers: 0\n", "GPC1 y (total) - Megacam y (total):\n", " Number of outliers: 0\n", "No sources have both Megacam y (aperture) and VISTA y (aperture) values.\n", "\n", "VISTA y (total) - Megacam y (total):\n", " Number of outliers: 0\n", "SUPRIME y (aperture) - DECam y (aperture):\n", " Number of outliers: 0\n", "SUPRIME y (total) - DECam y (total):\n", " Number of outliers: 1\n", "GPC1 y (aperture) - DECam y (aperture):\n", " Number of outliers: 3\n", "GPC1 y (total) - DECam y (total):\n", " Number of outliers: 2\n", "VISTA y (aperture) - DECam y (aperture):\n", " Number of outliers: 6\n", "VISTA y (total) - DECam y (total):\n", " Number of outliers: 4\n", "GPC1 y (aperture) - SUPRIME y (aperture):\n", " Number of outliers: 0\n", "GPC1 y (total) - SUPRIME y (total):\n", " Number of outliers: 0\n", "VISTA y (aperture) - SUPRIME y (aperture):\n", " Number of outliers: 0\n", "VISTA y (total) - SUPRIME y (total):\n", " Number of outliers: 0\n", "VISTA y (aperture) - GPC1 y (aperture):\n", " Number of outliers: 0\n", "VISTA y (total) - GPC1 y (total):\n", " Number of outliers: 0\n", "UKIDSS J (aperture) - VISTA J (aperture):\n", " Number of outliers: 0\n", "UKIDSS J (total) - VISTA J (total):\n", " Number of outliers: 0\n", "No sources have both VISTA J (aperture) and WIRCAM J (aperture) values.\n", "\n", "No sources have both VISTA J (total) and WIRCAM J (total) values.\n", "\n", "No sources have both UKIDSS J (aperture) and WIRCAM J (aperture) values.\n", "\n", "No sources have both UKIDSS J (total) and WIRCAM J (total) values.\n", "\n", "No sources have both VISTA H (aperture) and UKIDSS H (aperture) values.\n", "\n", "No sources have both VISTA H (total) and UKIDSS H (total) values.\n", "\n", "No sources have both VISTA H (aperture) and WIRCAM H (aperture) values.\n", "\n", "No sources have both VISTA H (total) and WIRCAM H (total) values.\n", "\n", "No sources have both UKIDSS H (aperture) and WIRCAM H (aperture) values.\n", "\n", "No sources have both UKIDSS H (total) and WIRCAM H (total) values.\n", "\n", "UKIDSS K (aperture) - VISTA Ks (aperture):\n", " Number of outliers: 0\n", "UKIDSS K (total) - VISTA Ks (total):\n", " Number of outliers: 0\n", "No sources have both VISTA Ks (aperture) and WIRCAM Ks (aperture) values.\n", "\n", "WIRCAM Ks (total) - VISTA Ks (total):\n", " Number of outliers: 1\n", "No sources have both UKIDSS K (aperture) and WIRCAM Ks (aperture) values.\n", "\n", "No sources have both UKIDSS K (total) and WIRCAM Ks (total) values.\n", "\n", "GPC1 g\n", " Aperture magnitude\n", " Number of flagged objects: 4\n", " Total magnitude\n", " Number of flagged objects: 5\n", "GPC1 r\n", " Aperture magnitude\n", " Number of flagged objects: 3\n", " Total magnitude\n", " Number of flagged objects: 2\n", "GPC1 i\n", " Aperture magnitude\n", " Number of flagged objects: 0\n", " Total magnitude\n", " Number of flagged objects: 0\n", "GPC1 z\n", " Aperture magnitude\n", " Number of flagged objects: 5\n", " Total magnitude\n", " Number of flagged objects: 4\n", "GPC1 y\n", " Aperture magnitude\n", " Number of flagged objects: 2\n", " Total magnitude\n", " Number of flagged objects: 2\n", "IRAC i1\n", " Aperture magnitude\n", " Number of flagged objects: 0\n", "IRAC i2\n", " Aperture magnitude\n", " Number of flagged objects: 0\n", "IRAC i3\n", " Aperture magnitude\n", " Number of flagged objects: 0\n", "IRAC i4\n", " Aperture magnitude\n", " Number of flagged objects: 0\n", "DECam g (aperture) - Megacam g (aperture):\n", " Number of outliers: 28\n", "DECam g (total) - Megacam g (total):\n", " Number of outliers: 38\n", "SUPRIME g (aperture) - Megacam g (aperture):\n", " Number of outliers: 0\n", "SUPRIME g (total) - Megacam g (total):\n", " Number of outliers: 0\n", "GPC1 g (aperture) - Megacam g (aperture):\n", " Number of outliers: 0\n", "GPC1 g (total) - Megacam g (total):\n", " Number of outliers: 0\n", "SUPRIME g (aperture) - DECam g (aperture):\n", " Number of outliers: 4\n", "SUPRIME g (total) - DECam g (total):\n", " Number of outliers: 4\n", "GPC1 g (aperture) - DECam g (aperture):\n", " Number of outliers: 0\n", "GPC1 g (total) - DECam g (total):\n", " Number of outliers: 11\n", "GPC1 g (aperture) - SUPRIME g (aperture):\n", " Number of outliers: 0\n", "GPC1 g (total) - SUPRIME g (total):\n", " Number of outliers: 0\n", "DECam r (aperture) - Megacam r (aperture):\n", " Number of outliers: 35\n", "DECam r (total) - Megacam r (total):\n", " Number of outliers: 46\n", "SUPRIME r (aperture) - Megacam r (aperture):\n", " Number of outliers: 0\n", "SUPRIME r (total) - Megacam r (total):\n", " Number of outliers: 0\n", "GPC1 r (aperture) - Megacam r (aperture):\n", " Number of outliers: 0\n", "GPC1 r (total) - Megacam r (total):\n", " Number of outliers: 9\n", "SUPRIME r (aperture) - DECam r (aperture):\n", " Number of outliers: 3\n", "SUPRIME r (total) - DECam r (total):\n", " Number of outliers: 3\n", "GPC1 r (aperture) - DECam r (aperture):\n", " Number of outliers: 0\n", "GPC1 r (total) - DECam r (total):\n", " Number of outliers: 24\n", "GPC1 r (aperture) - SUPRIME r (aperture):\n", " Number of outliers: 0\n", "GPC1 r (total) - SUPRIME r (total):\n", " Number of outliers: 0\n", "DECam i (aperture) - Megacam i (aperture):\n", " Number of outliers: 32\n", "DECam i (total) - Megacam i (total):\n", " Number of outliers: 38\n", "SUPRIME i (aperture) - Megacam i (aperture):\n", " Number of outliers: 1\n", "SUPRIME i (total) - Megacam i (total):\n", " Number of outliers: 0\n", "GPC1 i (aperture) - Megacam i (aperture):\n", " Number of outliers: 0\n", "GPC1 i (total) - Megacam i (total):\n", " Number of outliers: 1\n", "SUPRIME i (aperture) - DECam i (aperture):\n", " Number of outliers: 2\n", "SUPRIME i (total) - DECam i (total):\n", " Number of outliers: 7\n", "GPC1 i (aperture) - DECam i (aperture):\n", " Number of outliers: 0\n", "GPC1 i (total) - DECam i (total):\n", " Number of outliers: 26\n", "GPC1 i (aperture) - SUPRIME i (aperture):\n", " Number of outliers: 0\n", "GPC1 i (total) - SUPRIME i (total):\n", " Number of outliers: 1\n", "DECam z (aperture) - Megacam z (aperture):\n", " Number of outliers: 33\n", "DECam z (total) - Megacam z (total):\n", " Number of outliers: 47\n", "SUPRIME z (aperture) - Megacam z (aperture):\n", " Number of outliers: 0\n", "SUPRIME z (total) - Megacam z (total):\n", " Number of outliers: 0\n", "GPC1 z (aperture) - Megacam z (aperture):\n", " Number of outliers: 0\n", "GPC1 z (total) - Megacam z (total):\n", " Number of outliers: 0\n", "VISTA z (aperture) - Megacam z (aperture):\n", " Number of outliers: 6\n", "VISTA z (total) - Megacam z (total):\n", " Number of outliers: 0\n", "SUPRIME z (aperture) - DECam z (aperture):\n", " Number of outliers: 4\n", "SUPRIME z (total) - DECam z (total):\n", " Number of outliers: 7\n", "GPC1 z (aperture) - DECam z (aperture):\n", " Number of outliers: 0\n", "GPC1 z (total) - DECam z (total):\n", " Number of outliers: 0\n", "VISTA z (aperture) - DECam z (aperture):\n", " Number of outliers: 23\n", "VISTA z (total) - DECam z (total):\n", " Number of outliers: 26\n", "GPC1 z (aperture) - SUPRIME z (aperture):\n", " Number of outliers: 0\n", "GPC1 z (total) - SUPRIME z (total):\n", " Number of outliers: 0\n", "VISTA z (aperture) - SUPRIME z (aperture):\n", " Number of outliers: 1\n", "VISTA z (total) - SUPRIME z (total):\n", " Number of outliers: 0\n", "VISTA z (aperture) - GPC1 z (aperture):\n", " Number of outliers: 0\n", "VISTA z (total) - GPC1 z (total):\n", " Number of outliers: 0\n", "DECam y (aperture) - Megacam y (aperture):\n", " Number of outliers: 0\n", "DECam y (total) - Megacam y (total):\n", " Number of outliers: 0\n", "SUPRIME y (aperture) - Megacam y (aperture):\n", " Number of outliers: 0\n", "SUPRIME y (total) - Megacam y (total):\n", " Number of outliers: 0\n", "GPC1 y (aperture) - Megacam y (aperture):\n", " Number of outliers: 0\n", "GPC1 y (total) - Megacam y (total):\n", " Number of outliers: 0\n", "VISTA y (aperture) - Megacam y (aperture):\n", " Number of outliers: 0\n", "VISTA y (total) - Megacam y (total):\n", " Number of outliers: 0\n", "SUPRIME y (aperture) - DECam y (aperture):\n", " Number of outliers: 1\n", "SUPRIME y (total) - DECam y (total):\n", " Number of outliers: 1\n", "GPC1 y (aperture) - DECam y (aperture):\n", " Number of outliers: 5\n", "GPC1 y (total) - DECam y (total):\n", " Number of outliers: 2\n", "VISTA y (aperture) - DECam y (aperture):\n", " Number of outliers: 7\n", "VISTA y (total) - DECam y (total):\n", " Number of outliers: 5\n", "GPC1 y (aperture) - SUPRIME y (aperture):\n", " Number of outliers: 0\n", "GPC1 y (total) - SUPRIME y (total):\n", " Number of outliers: 0\n", "VISTA y (aperture) - SUPRIME y (aperture):\n", " Number of outliers: 2\n", "VISTA y (total) - SUPRIME y (total):\n", " Number of outliers: 0\n", "VISTA y (aperture) - GPC1 y (aperture):\n", " Number of outliers: 0\n", "VISTA y (total) - GPC1 y (total):\n", " Number of outliers: 0\n", "UKIDSS J (aperture) - VISTA J (aperture):\n", " Number of outliers: 0\n", "UKIDSS J (total) - VISTA J (total):\n", " Number of outliers: 2\n", "WIRCAM J (aperture) - VISTA J (aperture):\n", " Number of outliers: 0\n", "WIRCAM J (total) - VISTA J (total):\n", " Number of outliers: 0\n", "WIRCAM J (aperture) - UKIDSS J (aperture):\n", " Number of outliers: 0\n", "WIRCAM J (total) - UKIDSS J (total):\n", " Number of outliers: 0\n", "No sources have both VISTA H (aperture) and UKIDSS H (aperture) values.\n", "\n", "No sources have both VISTA H (total) and UKIDSS H (total) values.\n", "\n", "WIRCAM H (aperture) - VISTA H (aperture):\n", " Number of outliers: 0\n", "WIRCAM H (total) - VISTA H (total):\n", " Number of outliers: 0\n", "No sources have both UKIDSS H (aperture) and WIRCAM H (aperture) values.\n", "\n", "No sources have both UKIDSS H (total) and WIRCAM H (total) values.\n", "\n", "UKIDSS K (aperture) - VISTA Ks (aperture):\n", " Number of outliers: 0\n", "UKIDSS K (total) - VISTA Ks (total):\n", " Number of outliers: 0\n", "WIRCAM Ks (aperture) - VISTA Ks (aperture):\n", " Number of outliers: 0\n", "WIRCAM Ks (total) - VISTA Ks (total):\n", " Number of outliers: 0\n", "WIRCAM Ks (aperture) - UKIDSS K (aperture):\n", " Number of outliers: 0\n", "WIRCAM Ks (total) - UKIDSS K (total):\n", " Number of outliers: 0\n", "GPC1 g\n", " Aperture magnitude\n", " Number of flagged objects: 0\n", " Total magnitude\n", " Number of flagged objects: 1\n", "GPC1 r\n", " Aperture magnitude\n", " Number of flagged objects: 5\n", " Total magnitude\n", " Number of flagged objects: 5\n", "GPC1 i\n", " Aperture magnitude\n", " Number of flagged objects: 2\n", " Total magnitude\n", " Number of flagged objects: 2\n", "GPC1 z\n", " Aperture magnitude\n", " Number of flagged objects: 1\n", " Total magnitude\n", " Number of flagged objects: 0\n", "GPC1 y\n", " Aperture magnitude\n", " Number of flagged objects: 3\n", " Total magnitude\n", " Number of flagged objects: 2\n", "IRAC i1\n", " Aperture magnitude\n", " Number of flagged objects: 0\n", "IRAC i2\n", " Aperture magnitude\n", " Number of flagged objects: 0\n", "IRAC i3\n", " Aperture magnitude\n", " Number of flagged objects: 0\n", "IRAC i4\n", " Aperture magnitude\n", " Number of flagged objects: 0\n", "DECam g (aperture) - Megacam g (aperture):\n", " Number of outliers: 11\n", "DECam g (total) - Megacam g (total):\n", " Number of outliers: 15\n", "SUPRIME g (aperture) - Megacam g (aperture):\n", " Number of outliers: 2\n", "SUPRIME g (total) - Megacam g (total):\n", " Number of outliers: 0\n", "GPC1 g (aperture) - Megacam g (aperture):\n", " Number of outliers: 0\n", "GPC1 g (total) - Megacam g (total):\n", " Number of outliers: 0\n", "SUPRIME g (aperture) - DECam g (aperture):\n", " Number of outliers: 0\n", "SUPRIME g (total) - DECam g (total):\n", " Number of outliers: 2\n", "GPC1 g (aperture) - DECam g (aperture):\n", " Number of outliers: 0\n", "GPC1 g (total) - DECam g (total):\n", " Number of outliers: 8\n", "GPC1 g (aperture) - SUPRIME g (aperture):\n", " Number of outliers: 0\n", "GPC1 g (total) - SUPRIME g (total):\n", " Number of outliers: 0\n", "DECam r (aperture) - Megacam r (aperture):\n", " Number of outliers: 18\n", "DECam r (total) - Megacam r (total):\n", " Number of outliers: 17\n", "SUPRIME r (aperture) - Megacam r (aperture):\n", " Number of outliers: 0\n", "SUPRIME r (total) - Megacam r (total):\n", " Number of outliers: 0\n", "GPC1 r (aperture) - Megacam r (aperture):\n", " Number of outliers: 0\n", "GPC1 r (total) - Megacam r (total):\n", " Number of outliers: 0\n", "SUPRIME r (aperture) - DECam r (aperture):\n", " Number of outliers: 0\n", "SUPRIME r (total) - DECam r (total):\n", " Number of outliers: 0\n", "GPC1 r (aperture) - DECam r (aperture):\n", " Number of outliers: 0\n", "GPC1 r (total) - DECam r (total):\n", " Number of outliers: 6\n", "GPC1 r (aperture) - SUPRIME r (aperture):\n", " Number of outliers: 0\n", "GPC1 r (total) - SUPRIME r (total):\n", " Number of outliers: 0\n", "DECam i (aperture) - Megacam i (aperture):\n", " Number of outliers: 18\n", "DECam i (total) - Megacam i (total):\n", " Number of outliers: 24\n", "SUPRIME i (aperture) - Megacam i (aperture):\n", " Number of outliers: 1\n", "SUPRIME i (total) - Megacam i (total):\n", " Number of outliers: 0\n", "GPC1 i (aperture) - Megacam i (aperture):\n", " Number of outliers: 0\n", "GPC1 i (total) - Megacam i (total):\n", " Number of outliers: 0\n", "SUPRIME i (aperture) - DECam i (aperture):\n", " Number of outliers: 1\n", "SUPRIME i (total) - DECam i (total):\n", " Number of outliers: 3\n", "GPC1 i (aperture) - DECam i (aperture):\n", " Number of outliers: 0\n", "GPC1 i (total) - DECam i (total):\n", " Number of outliers: 25\n", "GPC1 i (aperture) - SUPRIME i (aperture):\n", " Number of outliers: 0\n", "GPC1 i (total) - SUPRIME i (total):\n", " Number of outliers: 0\n", "DECam z (aperture) - Megacam z (aperture):\n", " Number of outliers: 18\n", "DECam z (total) - Megacam z (total):\n", " Number of outliers: 22\n", "SUPRIME z (aperture) - Megacam z (aperture):\n", " Number of outliers: 0\n", "SUPRIME z (total) - Megacam z (total):\n", " Number of outliers: 0\n", "GPC1 z (aperture) - Megacam z (aperture):\n", " Number of outliers: 0\n", "GPC1 z (total) - Megacam z (total):\n", " Number of outliers: 0\n", "VISTA z (aperture) - Megacam z (aperture):\n", " Number of outliers: 2\n", "VISTA z (total) - Megacam z (total):\n", " Number of outliers: 0\n", "SUPRIME z (aperture) - DECam z (aperture):\n", " Number of outliers: 0\n", "SUPRIME z (total) - DECam z (total):\n", " Number of outliers: 1\n", "GPC1 z (aperture) - DECam z (aperture):\n", " Number of outliers: 0\n", "GPC1 z (total) - DECam z (total):\n", " Number of outliers: 8\n", "VISTA z (aperture) - DECam z (aperture):\n", " Number of outliers: 11\n", "VISTA z (total) - DECam z (total):\n", " Number of outliers: 12\n", "GPC1 z (aperture) - SUPRIME z (aperture):\n", " Number of outliers: 0\n", "GPC1 z (total) - SUPRIME z (total):\n", " Number of outliers: 0\n", "VISTA z (aperture) - SUPRIME z (aperture):\n", " Number of outliers: 0\n", "VISTA z (total) - SUPRIME z (total):\n", " Number of outliers: 0\n", "VISTA z (aperture) - GPC1 z (aperture):\n", " Number of outliers: 0\n", "VISTA z (total) - GPC1 z (total):\n", " Number of outliers: 0\n", "No sources have both Megacam y (aperture) and DECam y (aperture) values.\n", "\n", "No sources have both Megacam y (total) and DECam y (total) values.\n", "\n", "No sources have both Megacam y (aperture) and SUPRIME y (aperture) values.\n", "\n", "No sources have both Megacam y (total) and SUPRIME y (total) values.\n", "\n", "No sources have both Megacam y (aperture) and GPC1 y (aperture) values.\n", "\n", "No sources have both Megacam y (total) and GPC1 y (total) values.\n", "\n", "No sources have both Megacam y (aperture) and VISTA y (aperture) values.\n", "\n", "No sources have both Megacam y (total) and VISTA y (total) values.\n", "\n", "SUPRIME y (aperture) - DECam y (aperture):\n", " Number of outliers: 0\n", "SUPRIME y (total) - DECam y (total):\n", " Number of outliers: 0\n", "GPC1 y (aperture) - DECam y (aperture):\n", " Number of outliers: 0\n", "GPC1 y (total) - DECam y (total):\n", " Number of outliers: 1\n", "VISTA y (aperture) - DECam y (aperture):\n", " Number of outliers: 1\n", "VISTA y (total) - DECam y (total):\n", " Number of outliers: 2\n", "GPC1 y (aperture) - SUPRIME y (aperture):\n", " Number of outliers: 0\n", "GPC1 y (total) - SUPRIME y (total):\n", " Number of outliers: 0\n", "VISTA y (aperture) - SUPRIME y (aperture):\n", " Number of outliers: 0\n", "VISTA y (total) - SUPRIME y (total):\n", " Number of outliers: 0\n", "VISTA y (aperture) - GPC1 y (aperture):\n", " Number of outliers: 0\n", "VISTA y (total) - GPC1 y (total):\n", " Number of outliers: 0\n", "UKIDSS J (aperture) - VISTA J (aperture):\n", " Number of outliers: 0\n", "UKIDSS J (total) - VISTA J (total):\n", " Number of outliers: 2\n", "No sources have both VISTA J (aperture) and WIRCAM J (aperture) values.\n", "\n", "No sources have both VISTA J (total) and WIRCAM J (total) values.\n", "\n", "No sources have both UKIDSS J (aperture) and WIRCAM J (aperture) values.\n", "\n", "No sources have both UKIDSS J (total) and WIRCAM J (total) values.\n", "\n", "UKIDSS H (aperture) - VISTA H (aperture):\n", " Number of outliers: 0\n", "UKIDSS H (total) - VISTA H (total):\n", " Number of outliers: 1\n", "No sources have both VISTA H (aperture) and WIRCAM H (aperture) values.\n", "\n", "No sources have both VISTA H (total) and WIRCAM H (total) values.\n", "\n", "No sources have both UKIDSS H (aperture) and WIRCAM H (aperture) values.\n", "\n", "No sources have both UKIDSS H (total) and WIRCAM H (total) values.\n", "\n", "UKIDSS K (aperture) - VISTA Ks (aperture):\n", " Number of outliers: 1\n", "UKIDSS K (total) - VISTA Ks (total):\n", " Number of outliers: 1\n", "No sources have both VISTA Ks (aperture) and WIRCAM Ks (aperture) values.\n", "\n", "WIRCAM Ks (total) - VISTA Ks (total):\n", " Number of outliers: 0\n", "No sources have both UKIDSS K (aperture) and WIRCAM Ks (aperture) values.\n", "\n", "WIRCAM Ks (total) - UKIDSS K (total):\n", " Number of outliers: 0\n", "GPC1 g\n", " Aperture magnitude\n", " Number of flagged objects: 0\n", " Total magnitude\n", " Number of flagged objects: 0\n", "GPC1 r\n", " Aperture magnitude\n", " Number of flagged objects: 4\n", " Total magnitude\n", " Number of flagged objects: 3\n", "GPC1 i\n", " Aperture magnitude\n", " Number of flagged objects: 0\n", " Total magnitude\n", " Number of flagged objects: 1\n", "GPC1 z\n", " Aperture magnitude\n", " Number of flagged objects: 2\n", " Total magnitude\n", " Number of flagged objects: 1\n", "GPC1 y\n", " Aperture magnitude\n", " Number of flagged objects: 1\n", " Total magnitude\n", " Number of flagged objects: 2\n", "IRAC i1\n", " Aperture magnitude\n", " Number of flagged objects: 0\n", "IRAC i2\n", " Aperture magnitude\n", " Number of flagged objects: 0\n", "IRAC i3\n", " Aperture magnitude\n", " Number of flagged objects: 0\n", "IRAC i4\n", " Aperture magnitude\n", " Number of flagged objects: 0\n", "DECam g (aperture) - Megacam g (aperture):\n", " Number of outliers: 14\n", "DECam g (total) - Megacam g (total):\n", " Number of outliers: 24\n", "SUPRIME g (aperture) - Megacam g (aperture):\n", " Number of outliers: 1\n", "SUPRIME g (total) - Megacam g (total):\n", " Number of outliers: 0\n", "GPC1 g (aperture) - Megacam g (aperture):\n", " Number of outliers: 0\n", "GPC1 g (total) - Megacam g (total):\n", " Number of outliers: 4\n", "SUPRIME g (aperture) - DECam g (aperture):\n", " Number of outliers: 4\n", "SUPRIME g (total) - DECam g (total):\n", " Number of outliers: 4\n", "GPC1 g (aperture) - DECam g (aperture):\n", " Number of outliers: 0\n", "GPC1 g (total) - DECam g (total):\n", " Number of outliers: 5\n", "GPC1 g (aperture) - SUPRIME g (aperture):\n", " Number of outliers: 0\n", "GPC1 g (total) - SUPRIME g (total):\n", " Number of outliers: 0\n", "DECam r (aperture) - Megacam r (aperture):\n", " Number of outliers: 21\n", "DECam r (total) - Megacam r (total):\n", " Number of outliers: 20\n", "SUPRIME r (aperture) - Megacam r (aperture):\n", " Number of outliers: 0\n", "SUPRIME r (total) - Megacam r (total):\n", " Number of outliers: 0\n", "GPC1 r (aperture) - Megacam r (aperture):\n", " Number of outliers: 0\n", "GPC1 r (total) - Megacam r (total):\n", " Number of outliers: 9\n", "SUPRIME r (aperture) - DECam r (aperture):\n", " Number of outliers: 4\n", "SUPRIME r (total) - DECam r (total):\n", " Number of outliers: 5\n", "GPC1 r (aperture) - DECam r (aperture):\n", " Number of outliers: 0\n", "GPC1 r (total) - DECam r (total):\n", " Number of outliers: 21\n", "GPC1 r (aperture) - SUPRIME r (aperture):\n", " Number of outliers: 0\n", "GPC1 r (total) - SUPRIME r (total):\n", " Number of outliers: 0\n", "DECam i (aperture) - Megacam i (aperture):\n", " Number of outliers: 20\n", "DECam i (total) - Megacam i (total):\n", " Number of outliers: 19\n", "SUPRIME i (aperture) - Megacam i (aperture):\n", " Number of outliers: 1\n", "SUPRIME i (total) - Megacam i (total):\n", " Number of outliers: 0\n", "GPC1 i (aperture) - Megacam i (aperture):\n", " Number of outliers: 0\n", "GPC1 i (total) - Megacam i (total):\n", " Number of outliers: 1\n", "SUPRIME i (aperture) - DECam i (aperture):\n", " Number of outliers: 2\n", "SUPRIME i (total) - DECam i (total):\n", " Number of outliers: 6\n", "GPC1 i (aperture) - DECam i (aperture):\n", " Number of outliers: 0\n", "GPC1 i (total) - DECam i (total):\n", " Number of outliers: 23\n", "GPC1 i (aperture) - SUPRIME i (aperture):\n", " Number of outliers: 0\n", "GPC1 i (total) - SUPRIME i (total):\n", " Number of outliers: 1\n", "DECam z (aperture) - Megacam z (aperture):\n", " Number of outliers: 23\n", "DECam z (total) - Megacam z (total):\n", " Number of outliers: 32\n", "SUPRIME z (aperture) - Megacam z (aperture):\n", " Number of outliers: 0\n", "SUPRIME z (total) - Megacam z (total):\n", " Number of outliers: 0\n", "GPC1 z (aperture) - Megacam z (aperture):\n", " Number of outliers: 0\n", "GPC1 z (total) - Megacam z (total):\n", " Number of outliers: 1\n", "VISTA z (aperture) - Megacam z (aperture):\n", " Number of outliers: 1\n", "VISTA z (total) - Megacam z (total):\n", " Number of outliers: 0\n", "SUPRIME z (aperture) - DECam z (aperture):\n", " Number of outliers: 3\n", "SUPRIME z (total) - DECam z (total):\n", " Number of outliers: 3\n", "GPC1 z (aperture) - DECam z (aperture):\n", " Number of outliers: 0\n", "GPC1 z (total) - DECam z (total):\n", " Number of outliers: 0\n", "VISTA z (aperture) - DECam z (aperture):\n", " Number of outliers: 18\n", "VISTA z (total) - DECam z (total):\n", " Number of outliers: 17\n", "GPC1 z (aperture) - SUPRIME z (aperture):\n", " Number of outliers: 0\n", "GPC1 z (total) - SUPRIME z (total):\n", " Number of outliers: 0\n", "VISTA z (aperture) - SUPRIME z (aperture):\n", " Number of outliers: 1\n", "VISTA z (total) - SUPRIME z (total):\n", " Number of outliers: 0\n", "VISTA z (aperture) - GPC1 z (aperture):\n", " Number of outliers: 0\n", "VISTA z (total) - GPC1 z (total):\n", " Number of outliers: 0\n", "DECam y (aperture) - Megacam y (aperture):\n", " Number of outliers: 0\n", "DECam y (total) - Megacam y (total):\n", " Number of outliers: 0\n", "SUPRIME y (aperture) - Megacam y (aperture):\n", " Number of outliers: 0\n", "SUPRIME y (total) - Megacam y (total):\n", " Number of outliers: 0\n", "GPC1 y (aperture) - Megacam y (aperture):\n", " Number of outliers: 0\n", "GPC1 y (total) - Megacam y (total):\n", " Number of outliers: 0\n", "VISTA y (aperture) - Megacam y (aperture):\n", " Number of outliers: 0\n", "VISTA y (total) - Megacam y (total):\n", " Number of outliers: 0\n", "SUPRIME y (aperture) - DECam y (aperture):\n", " Number of outliers: 0\n", "SUPRIME y (total) - DECam y (total):\n", " Number of outliers: 3\n", "GPC1 y (aperture) - DECam y (aperture):\n", " Number of outliers: 1\n", "GPC1 y (total) - DECam y (total):\n", " Number of outliers: 2\n", "VISTA y (aperture) - DECam y (aperture):\n", " Number of outliers: 2\n", "VISTA y (total) - DECam y (total):\n", " Number of outliers: 5\n", "GPC1 y (aperture) - SUPRIME y (aperture):\n", " Number of outliers: 0\n", "GPC1 y (total) - SUPRIME y (total):\n", " Number of outliers: 0\n", "VISTA y (aperture) - SUPRIME y (aperture):\n", " Number of outliers: 2\n", "VISTA y (total) - SUPRIME y (total):\n", " Number of outliers: 0\n", "VISTA y (aperture) - GPC1 y (aperture):\n", " Number of outliers: 0\n", "VISTA y (total) - GPC1 y (total):\n", " Number of outliers: 0\n", "UKIDSS J (aperture) - VISTA J (aperture):\n", " Number of outliers: 0\n", "UKIDSS J (total) - VISTA J (total):\n", " Number of outliers: 0\n", "WIRCAM J (aperture) - VISTA J (aperture):\n", " Number of outliers: 1\n", "WIRCAM J (total) - VISTA J (total):\n", " Number of outliers: 4\n", "WIRCAM J (aperture) - UKIDSS J (aperture):\n", " Number of outliers: 2\n", "WIRCAM J (total) - UKIDSS J (total):\n", " Number of outliers: 0\n", "No sources have both VISTA H (aperture) and UKIDSS H (aperture) values.\n", "\n", "No sources have both VISTA H (total) and UKIDSS H (total) values.\n", "\n", "WIRCAM H (aperture) - VISTA H (aperture):\n", " Number of outliers: 1\n", "WIRCAM H (total) - VISTA H (total):\n", " Number of outliers: 2\n", "No sources have both UKIDSS H (aperture) and WIRCAM H (aperture) values.\n", "\n", "No sources have both UKIDSS H (total) and WIRCAM H (total) values.\n", "\n", "UKIDSS K (aperture) - VISTA Ks (aperture):\n", " Number of outliers: 0\n", "UKIDSS K (total) - VISTA Ks (total):\n", " Number of outliers: 0\n", "WIRCAM Ks (aperture) - VISTA Ks (aperture):\n", " Number of outliers: 2\n", "WIRCAM Ks (total) - VISTA Ks (total):\n", " Number of outliers: 2\n", "WIRCAM Ks (aperture) - UKIDSS K (aperture):\n", " Number of outliers: 2\n", "WIRCAM Ks (total) - UKIDSS K (total):\n", " Number of outliers: 0\n", "GPC1 g\n", " Aperture magnitude\n", " Number of flagged objects: 6\n", " Total magnitude\n", " Number of flagged objects: 3\n", "GPC1 r\n", " Aperture magnitude\n", " Number of flagged objects: 7\n", " Total magnitude\n", " Number of flagged objects: 6\n", "GPC1 i\n", " Aperture magnitude\n", " Number of flagged objects: 3\n", " Total magnitude\n", " Number of flagged objects: 3\n", "GPC1 z\n", " Aperture magnitude\n", " Number of flagged objects: 2\n", " Total magnitude\n", " Number of flagged objects: 4\n", "GPC1 y\n", " Aperture magnitude\n", " Number of flagged objects: 1\n", " Total magnitude\n", " Number of flagged objects: 1\n", "IRAC i1\n", " Aperture magnitude\n", " Number of flagged objects: 0\n", "IRAC i2\n", " Aperture magnitude\n", " Number of flagged objects: 0\n", "IRAC i3\n", " Aperture magnitude\n", " Number of flagged objects: 0\n", "IRAC i4\n", " Aperture magnitude\n", " Number of flagged objects: 0\n", "DECam g (aperture) - Megacam g (aperture):\n", " Number of outliers: 21\n", "DECam g (total) - Megacam g (total):\n", " Number of outliers: 38\n", "SUPRIME g (aperture) - Megacam g (aperture):\n", " Number of outliers: 0\n", "SUPRIME g (total) - Megacam g (total):\n", " Number of outliers: 0\n", "GPC1 g (aperture) - Megacam g (aperture):\n", " Number of outliers: 0\n", "GPC1 g (total) - Megacam g (total):\n", " Number of outliers: 2\n", "SUPRIME g (aperture) - DECam g (aperture):\n", " Number of outliers: 1\n", "SUPRIME g (total) - DECam g (total):\n", " Number of outliers: 2\n", "GPC1 g (aperture) - DECam g (aperture):\n", " Number of outliers: 0\n", "GPC1 g (total) - DECam g (total):\n", " Number of outliers: 19\n", "GPC1 g (aperture) - SUPRIME g (aperture):\n", " Number of outliers: 0\n", "GPC1 g (total) - SUPRIME g (total):\n", " Number of outliers: 0\n", "DECam r (aperture) - Megacam r (aperture):\n", " Number of outliers: 39\n", "DECam r (total) - Megacam r (total):\n", " Number of outliers: 41\n", "SUPRIME r (aperture) - Megacam r (aperture):\n", " Number of outliers: 1\n", "SUPRIME r (total) - Megacam r (total):\n", " Number of outliers: 0\n", "GPC1 r (aperture) - Megacam r (aperture):\n", " Number of outliers: 0\n", "GPC1 r (total) - Megacam r (total):\n", " Number of outliers: 10\n", "SUPRIME r (aperture) - DECam r (aperture):\n", " Number of outliers: 0\n", "SUPRIME r (total) - DECam r (total):\n", " Number of outliers: 4\n", "GPC1 r (aperture) - DECam r (aperture):\n", " Number of outliers: 0\n", "GPC1 r (total) - DECam r (total):\n", " Number of outliers: 18\n", "GPC1 r (aperture) - SUPRIME r (aperture):\n", " Number of outliers: 0\n", "GPC1 r (total) - SUPRIME r (total):\n", " Number of outliers: 0\n", "DECam i (aperture) - Megacam i (aperture):\n", " Number of outliers: 35\n", "DECam i (total) - Megacam i (total):\n", " Number of outliers: 46\n", "SUPRIME i (aperture) - Megacam i (aperture):\n", " Number of outliers: 3\n", "SUPRIME i (total) - Megacam i (total):\n", " Number of outliers: 0\n", "GPC1 i (aperture) - Megacam i (aperture):\n", " Number of outliers: 0\n", "GPC1 i (total) - Megacam i (total):\n", " Number of outliers: 0\n", "SUPRIME i (aperture) - DECam i (aperture):\n", " Number of outliers: 5\n", "SUPRIME i (total) - DECam i (total):\n", " Number of outliers: 5\n", "GPC1 i (aperture) - DECam i (aperture):\n", " Number of outliers: 0\n", "GPC1 i (total) - DECam i (total):\n", " Number of outliers: 42\n", "GPC1 i (aperture) - SUPRIME i (aperture):\n", " Number of outliers: 0\n", "GPC1 i (total) - SUPRIME i (total):\n", " Number of outliers: 0\n", "DECam z (aperture) - Megacam z (aperture):\n", " Number of outliers: 42\n", "DECam z (total) - Megacam z (total):\n", " Number of outliers: 51\n", "SUPRIME z (aperture) - Megacam z (aperture):\n", " Number of outliers: 0\n", "SUPRIME z (total) - Megacam z (total):\n", " Number of outliers: 0\n", "GPC1 z (aperture) - Megacam z (aperture):\n", " Number of outliers: 0\n", "GPC1 z (total) - Megacam z (total):\n", " Number of outliers: 1\n", "VISTA z (aperture) - Megacam z (aperture):\n", " Number of outliers: 0\n", "VISTA z (total) - Megacam z (total):\n", " Number of outliers: 0\n", "SUPRIME z (aperture) - DECam z (aperture):\n", " Number of outliers: 1\n", "SUPRIME z (total) - DECam z (total):\n", " Number of outliers: 1\n", "GPC1 z (aperture) - DECam z (aperture):\n", " Number of outliers: 0\n", "GPC1 z (total) - DECam z (total):\n", " Number of outliers: 1\n", "VISTA z (aperture) - DECam z (aperture):\n", " Number of outliers: 6\n", "VISTA z (total) - DECam z (total):\n", " Number of outliers: 11\n", "GPC1 z (aperture) - SUPRIME z (aperture):\n", " Number of outliers: 0\n", "GPC1 z (total) - SUPRIME z (total):\n", " Number of outliers: 0\n", "VISTA z (aperture) - SUPRIME z (aperture):\n", " Number of outliers: 0\n", "VISTA z (total) - SUPRIME z (total):\n", " Number of outliers: 0\n", "VISTA z (aperture) - GPC1 z (aperture):\n", " Number of outliers: 0\n", "VISTA z (total) - GPC1 z (total):\n", " Number of outliers: 0\n", "DECam y (aperture) - Megacam y (aperture):\n", " Number of outliers: 0\n", "DECam y (total) - Megacam y (total):\n", " Number of outliers: 0\n", "SUPRIME y (aperture) - Megacam y (aperture):\n", " Number of outliers: 0\n", "SUPRIME y (total) - Megacam y (total):\n", " Number of outliers: 0\n", "GPC1 y (aperture) - Megacam y (aperture):\n", " Number of outliers: 0\n", "GPC1 y (total) - Megacam y (total):\n", " Number of outliers: 0\n", "No sources have both Megacam y (aperture) and VISTA y (aperture) values.\n", "\n", "VISTA y (total) - Megacam y (total):\n", " Number of outliers: 0\n", "SUPRIME y (aperture) - DECam y (aperture):\n", " Number of outliers: 1\n", "SUPRIME y (total) - DECam y (total):\n", " Number of outliers: 2\n", "GPC1 y (aperture) - DECam y (aperture):\n", " Number of outliers: 0\n", "GPC1 y (total) - DECam y (total):\n", " Number of outliers: 1\n", "VISTA y (aperture) - DECam y (aperture):\n", " Number of outliers: 4\n", "VISTA y (total) - DECam y (total):\n", " Number of outliers: 5\n", "GPC1 y (aperture) - SUPRIME y (aperture):\n", " Number of outliers: 0\n", "GPC1 y (total) - SUPRIME y (total):\n", " Number of outliers: 0\n", "VISTA y (aperture) - SUPRIME y (aperture):\n", " Number of outliers: 2\n", "VISTA y (total) - SUPRIME y (total):\n", " Number of outliers: 1\n", "VISTA y (aperture) - GPC1 y (aperture):\n", " Number of outliers: 0\n", "VISTA y (total) - GPC1 y (total):\n", " Number of outliers: 0\n", "UKIDSS J (aperture) - VISTA J (aperture):\n", " Number of outliers: 0\n", "UKIDSS J (total) - VISTA J (total):\n", " Number of outliers: 0\n", "No sources have both VISTA J (aperture) and WIRCAM J (aperture) values.\n", "\n", "No sources have both VISTA J (total) and WIRCAM J (total) values.\n", "\n", "No sources have both UKIDSS J (aperture) and WIRCAM J (aperture) values.\n", "\n", "No sources have both UKIDSS J (total) and WIRCAM J (total) values.\n", "\n", "No sources have both VISTA H (aperture) and UKIDSS H (aperture) values.\n", "\n", "No sources have both VISTA H (total) and UKIDSS H (total) values.\n", "\n", "No sources have both VISTA H (aperture) and WIRCAM H (aperture) values.\n", "\n", "No sources have both VISTA H (total) and WIRCAM H (total) values.\n", "\n", "No sources have both UKIDSS H (aperture) and WIRCAM H (aperture) values.\n", "\n", "No sources have both UKIDSS H (total) and WIRCAM H (total) values.\n", "\n", "UKIDSS K (aperture) - VISTA Ks (aperture):\n", " Number of outliers: 0\n", "UKIDSS K (total) - VISTA Ks (total):\n", " Number of outliers: 0\n", "No sources have both VISTA Ks (aperture) and WIRCAM Ks (aperture) values.\n", "\n", "WIRCAM Ks (total) - VISTA Ks (total):\n", " Number of outliers: 0\n", "No sources have both UKIDSS K (aperture) and WIRCAM Ks (aperture) values.\n", "\n", "No sources have both UKIDSS K (total) and WIRCAM Ks (total) values.\n", "\n", "GPC1 g\n", " Aperture magnitude\n", " Number of flagged objects: 8\n", " Total magnitude\n", " Number of flagged objects: 6\n", "GPC1 r\n", " Aperture magnitude\n", " Number of flagged objects: 3\n", " Total magnitude\n", " Number of flagged objects: 6\n", "GPC1 i\n", " Aperture magnitude\n", " Number of flagged objects: 4\n", " Total magnitude\n", " Number of flagged objects: 4\n", "GPC1 z\n", " Aperture magnitude\n", " Number of flagged objects: 6\n", " Total magnitude\n", " Number of flagged objects: 8\n", "GPC1 y\n", " Aperture magnitude\n", " Number of flagged objects: 66\n", " Total magnitude\n", " Number of flagged objects: 62\n", "IRAC i1\n", " Aperture magnitude\n", " Number of flagged objects: 0\n", "IRAC i2\n", " Aperture magnitude\n", " Number of flagged objects: 0\n", "IRAC i3\n", " Aperture magnitude\n", " Number of flagged objects: 0\n", "IRAC i4\n", " Aperture magnitude\n", " Number of flagged objects: 0\n", "DECam g (aperture) - Megacam g (aperture):\n", " Number of outliers: 14\n", "DECam g (total) - Megacam g (total):\n", " Number of outliers: 21\n", "SUPRIME g (aperture) - Megacam g (aperture):\n", " Number of outliers: 1\n", "SUPRIME g (total) - Megacam g (total):\n", " Number of outliers: 2\n", "GPC1 g (aperture) - Megacam g (aperture):\n", " Number of outliers: 0\n", "GPC1 g (total) - Megacam g (total):\n", " Number of outliers: 0\n", "SUPRIME g (aperture) - DECam g (aperture):\n", " Number of outliers: 2\n", "SUPRIME g (total) - DECam g (total):\n", " Number of outliers: 3\n", "GPC1 g (aperture) - DECam g (aperture):\n", " Number of outliers: 1\n", "GPC1 g (total) - DECam g (total):\n", " Number of outliers: 12\n", "GPC1 g (aperture) - SUPRIME g (aperture):\n", " Number of outliers: 0\n", "GPC1 g (total) - SUPRIME g (total):\n", " Number of outliers: 0\n", "DECam r (aperture) - Megacam r (aperture):\n", " Number of outliers: 24\n", "DECam r (total) - Megacam r (total):\n", " Number of outliers: 25\n", "SUPRIME r (aperture) - Megacam r (aperture):\n", " Number of outliers: 1\n", "SUPRIME r (total) - Megacam r (total):\n", " Number of outliers: 1\n", "GPC1 r (aperture) - Megacam r (aperture):\n", " Number of outliers: 0\n", "GPC1 r (total) - Megacam r (total):\n", " Number of outliers: 0\n", "SUPRIME r (aperture) - DECam r (aperture):\n", " Number of outliers: 0\n", "SUPRIME r (total) - DECam r (total):\n", " Number of outliers: 1\n", "GPC1 r (aperture) - DECam r (aperture):\n", " Number of outliers: 0\n", "GPC1 r (total) - DECam r (total):\n", " Number of outliers: 1\n", "GPC1 r (aperture) - SUPRIME r (aperture):\n", " Number of outliers: 0\n", "GPC1 r (total) - SUPRIME r (total):\n", " Number of outliers: 0\n", "DECam i (aperture) - Megacam i (aperture):\n", " Number of outliers: 25\n", "DECam i (total) - Megacam i (total):\n", " Number of outliers: 34\n", "SUPRIME i (aperture) - Megacam i (aperture):\n", " Number of outliers: 1\n", "SUPRIME i (total) - Megacam i (total):\n", " Number of outliers: 4\n", "GPC1 i (aperture) - Megacam i (aperture):\n", " Number of outliers: 0\n", "GPC1 i (total) - Megacam i (total):\n", " Number of outliers: 0\n", "SUPRIME i (aperture) - DECam i (aperture):\n", " Number of outliers: 4\n", "SUPRIME i (total) - DECam i (total):\n", " Number of outliers: 6\n", "GPC1 i (aperture) - DECam i (aperture):\n", " Number of outliers: 0\n", "GPC1 i (total) - DECam i (total):\n", " Number of outliers: 28\n", "GPC1 i (aperture) - SUPRIME i (aperture):\n", " Number of outliers: 0\n", "GPC1 i (total) - SUPRIME i (total):\n", " Number of outliers: 0\n", "DECam z (aperture) - Megacam z (aperture):\n", " Number of outliers: 21\n", "DECam z (total) - Megacam z (total):\n", " Number of outliers: 29\n", "SUPRIME z (aperture) - Megacam z (aperture):\n", " Number of outliers: 0\n", "SUPRIME z (total) - Megacam z (total):\n", " Number of outliers: 0\n", "GPC1 z (aperture) - Megacam z (aperture):\n", " Number of outliers: 0\n", "GPC1 z (total) - Megacam z (total):\n", " Number of outliers: 0\n", "VISTA z (aperture) - Megacam z (aperture):\n", " Number of outliers: 1\n", "VISTA z (total) - Megacam z (total):\n", " Number of outliers: 1\n", "SUPRIME z (aperture) - DECam z (aperture):\n", " Number of outliers: 0\n", "SUPRIME z (total) - DECam z (total):\n", " Number of outliers: 0\n", "GPC1 z (aperture) - DECam z (aperture):\n", " Number of outliers: 0\n", "GPC1 z (total) - DECam z (total):\n", " Number of outliers: 2\n", "VISTA z (aperture) - DECam z (aperture):\n", " Number of outliers: 13\n", "VISTA z (total) - DECam z (total):\n", " Number of outliers: 21\n", "GPC1 z (aperture) - SUPRIME z (aperture):\n", " Number of outliers: 0\n", "GPC1 z (total) - SUPRIME z (total):\n", " Number of outliers: 0\n", "VISTA z (aperture) - SUPRIME z (aperture):\n", " Number of outliers: 0\n", "VISTA z (total) - SUPRIME z (total):\n", " Number of outliers: 0\n", "VISTA z (aperture) - GPC1 z (aperture):\n", " Number of outliers: 0\n", "VISTA z (total) - GPC1 z (total):\n", " Number of outliers: 0\n", "No sources have both Megacam y (aperture) and DECam y (aperture) values.\n", "\n", "No sources have both Megacam y (total) and DECam y (total) values.\n", "\n", "No sources have both Megacam y (aperture) and SUPRIME y (aperture) values.\n", "\n", "No sources have both Megacam y (total) and SUPRIME y (total) values.\n", "\n", "No sources have both Megacam y (aperture) and GPC1 y (aperture) values.\n", "\n", "No sources have both Megacam y (total) and GPC1 y (total) values.\n", "\n", "No sources have both Megacam y (aperture) and VISTA y (aperture) values.\n", "\n", "No sources have both Megacam y (total) and VISTA y (total) values.\n", "\n", "SUPRIME y (aperture) - DECam y (aperture):\n", " Number of outliers: 0\n", "SUPRIME y (total) - DECam y (total):\n", " Number of outliers: 0\n", "GPC1 y (aperture) - DECam y (aperture):\n", " Number of outliers: 2\n", "GPC1 y (total) - DECam y (total):\n", " Number of outliers: 4\n", "VISTA y (aperture) - DECam y (aperture):\n", " Number of outliers: 2\n", "VISTA y (total) - DECam y (total):\n", " Number of outliers: 2\n", "GPC1 y (aperture) - SUPRIME y (aperture):\n", " Number of outliers: 0\n", "GPC1 y (total) - SUPRIME y (total):\n", " Number of outliers: 0\n", "VISTA y (aperture) - SUPRIME y (aperture):\n", " Number of outliers: 0\n", "VISTA y (total) - SUPRIME y (total):\n", " Number of outliers: 0\n", "VISTA y (aperture) - GPC1 y (aperture):\n", " Number of outliers: 0\n", "VISTA y (total) - GPC1 y (total):\n", " Number of outliers: 0\n", "UKIDSS J (aperture) - VISTA J (aperture):\n", " Number of outliers: 0\n", "UKIDSS J (total) - VISTA J (total):\n", " Number of outliers: 5\n", "No sources have both VISTA J (aperture) and WIRCAM J (aperture) values.\n", "\n", "No sources have both VISTA J (total) and WIRCAM J (total) values.\n", "\n", "No sources have both UKIDSS J (aperture) and WIRCAM J (aperture) values.\n", "\n", "No sources have both UKIDSS J (total) and WIRCAM J (total) values.\n", "\n", "UKIDSS H (aperture) - VISTA H (aperture):\n", " Number of outliers: 0\n", "UKIDSS H (total) - VISTA H (total):\n", " Number of outliers: 3\n", "No sources have both VISTA H (aperture) and WIRCAM H (aperture) values.\n", "\n", "No sources have both VISTA H (total) and WIRCAM H (total) values.\n", "\n", "No sources have both UKIDSS H (aperture) and WIRCAM H (aperture) values.\n", "\n", "No sources have both UKIDSS H (total) and WIRCAM H (total) values.\n", "\n", "UKIDSS K (aperture) - VISTA Ks (aperture):\n", " Number of outliers: 0\n", "UKIDSS K (total) - VISTA Ks (total):\n", " Number of outliers: 3\n", "No sources have both VISTA Ks (aperture) and WIRCAM Ks (aperture) values.\n", "\n", "WIRCAM Ks (total) - VISTA Ks (total):\n", " Number of outliers: 1\n", "No sources have both UKIDSS K (aperture) and WIRCAM Ks (aperture) values.\n", "\n", "WIRCAM Ks (total) - UKIDSS K (total):\n", " Number of outliers: 0\n", "GPC1 g\n", " Aperture magnitude\n", " Number of flagged objects: 3\n", " Total magnitude\n", " Number of flagged objects: 5\n", "GPC1 r\n", " Aperture magnitude\n", " Number of flagged objects: 7\n", " Total magnitude\n", " Number of flagged objects: 6\n", "GPC1 i\n", " Aperture magnitude\n", " Number of flagged objects: 3\n", " Total magnitude\n", " Number of flagged objects: 3\n", "GPC1 z\n", " Aperture magnitude\n", " Number of flagged objects: 5\n", " Total magnitude\n", " Number of flagged objects: 5\n", "GPC1 y\n", " Aperture magnitude\n", " Number of flagged objects: 2\n", " Total magnitude\n", " Number of flagged objects: 3\n", "IRAC i1\n", " Aperture magnitude\n", " Number of flagged objects: 0\n", "IRAC i2\n", " Aperture magnitude\n", " Number of flagged objects: 0\n", "IRAC i3\n", " Aperture magnitude\n", " Number of flagged objects: 0\n", "IRAC i4\n", " Aperture magnitude\n", " Number of flagged objects: 0\n", "DECam g (aperture) - Megacam g (aperture):\n", " Number of outliers: 23\n", "DECam g (total) - Megacam g (total):\n", " Number of outliers: 30\n", "SUPRIME g (aperture) - Megacam g (aperture):\n", " Number of outliers: 1\n", "SUPRIME g (total) - Megacam g (total):\n", " Number of outliers: 0\n", "GPC1 g (aperture) - Megacam g (aperture):\n", " Number of outliers: 0\n", "GPC1 g (total) - Megacam g (total):\n", " Number of outliers: 1\n", "SUPRIME g (aperture) - DECam g (aperture):\n", " Number of outliers: 4\n", "SUPRIME g (total) - DECam g (total):\n", " Number of outliers: 3\n", "GPC1 g (aperture) - DECam g (aperture):\n", " Number of outliers: 0\n", "GPC1 g (total) - DECam g (total):\n", " Number of outliers: 15\n", "GPC1 g (aperture) - SUPRIME g (aperture):\n", " Number of outliers: 0\n", "GPC1 g (total) - SUPRIME g (total):\n", " Number of outliers: 0\n", "DECam r (aperture) - Megacam r (aperture):\n", " Number of outliers: 33\n", "DECam r (total) - Megacam r (total):\n", " Number of outliers: 33\n", "SUPRIME r (aperture) - Megacam r (aperture):\n", " Number of outliers: 0\n", "SUPRIME r (total) - Megacam r (total):\n", " Number of outliers: 0\n", "GPC1 r (aperture) - Megacam r (aperture):\n", " Number of outliers: 0\n", "GPC1 r (total) - Megacam r (total):\n", " Number of outliers: 5\n", "SUPRIME r (aperture) - DECam r (aperture):\n", " Number of outliers: 0\n", "SUPRIME r (total) - DECam r (total):\n", " Number of outliers: 1\n", "GPC1 r (aperture) - DECam r (aperture):\n", " Number of outliers: 0\n", "GPC1 r (total) - DECam r (total):\n", " Number of outliers: 23\n", "GPC1 r (aperture) - SUPRIME r (aperture):\n", " Number of outliers: 0\n", "GPC1 r (total) - SUPRIME r (total):\n", " Number of outliers: 0\n", "DECam i (aperture) - Megacam i (aperture):\n", " Number of outliers: 28\n", "DECam i (total) - Megacam i (total):\n", " Number of outliers: 43\n", "SUPRIME i (aperture) - Megacam i (aperture):\n", " Number of outliers: 5\n", "SUPRIME i (total) - Megacam i (total):\n", " Number of outliers: 0\n", "GPC1 i (aperture) - Megacam i (aperture):\n", " Number of outliers: 0\n", "GPC1 i (total) - Megacam i (total):\n", " Number of outliers: 0\n", "SUPRIME i (aperture) - DECam i (aperture):\n", " Number of outliers: 9\n", "SUPRIME i (total) - DECam i (total):\n", " Number of outliers: 8\n", "GPC1 i (aperture) - DECam i (aperture):\n", " Number of outliers: 0\n", "GPC1 i (total) - DECam i (total):\n", " Number of outliers: 52\n", "GPC1 i (aperture) - SUPRIME i (aperture):\n", " Number of outliers: 0\n", "GPC1 i (total) - SUPRIME i (total):\n", " Number of outliers: 1\n", "DECam z (aperture) - Megacam z (aperture):\n", " Number of outliers: 24\n", "DECam z (total) - Megacam z (total):\n", " Number of outliers: 41\n", "SUPRIME z (aperture) - Megacam z (aperture):\n", " Number of outliers: 0\n", "SUPRIME z (total) - Megacam z (total):\n", " Number of outliers: 0\n", "GPC1 z (aperture) - Megacam z (aperture):\n", " Number of outliers: 0\n", "GPC1 z (total) - Megacam z (total):\n", " Number of outliers: 1\n", "VISTA z (aperture) - Megacam z (aperture):\n", " Number of outliers: 1\n", "VISTA z (total) - Megacam z (total):\n", " Number of outliers: 1\n", "SUPRIME z (aperture) - DECam z (aperture):\n", " Number of outliers: 0\n", "SUPRIME z (total) - DECam z (total):\n", " Number of outliers: 1\n", "GPC1 z (aperture) - DECam z (aperture):\n", " Number of outliers: 0\n", "GPC1 z (total) - DECam z (total):\n", " Number of outliers: 2\n", "VISTA z (aperture) - DECam z (aperture):\n", " Number of outliers: 29\n", "VISTA z (total) - DECam z (total):\n", " Number of outliers: 29\n", "GPC1 z (aperture) - SUPRIME z (aperture):\n", " Number of outliers: 0\n", "GPC1 z (total) - SUPRIME z (total):\n", " Number of outliers: 0\n", "VISTA z (aperture) - SUPRIME z (aperture):\n", " Number of outliers: 1\n", "VISTA z (total) - SUPRIME z (total):\n", " Number of outliers: 1\n", "VISTA z (aperture) - GPC1 z (aperture):\n", " Number of outliers: 1\n", "VISTA z (total) - GPC1 z (total):\n", " Number of outliers: 1\n", "DECam y (aperture) - Megacam y (aperture):\n", " Number of outliers: 0\n", "DECam y (total) - Megacam y (total):\n", " Number of outliers: 0\n", "SUPRIME y (aperture) - Megacam y (aperture):\n", " Number of outliers: 0\n", "SUPRIME y (total) - Megacam y (total):\n", " Number of outliers: 0\n", "GPC1 y (aperture) - Megacam y (aperture):\n", " Number of outliers: 0\n", "GPC1 y (total) - Megacam y (total):\n", " Number of outliers: 0\n", "No sources have both Megacam y (aperture) and VISTA y (aperture) values.\n", "\n", "VISTA y (total) - Megacam y (total):\n", " Number of outliers: 0\n", "SUPRIME y (aperture) - DECam y (aperture):\n", " Number of outliers: 0\n", "SUPRIME y (total) - DECam y (total):\n", " Number of outliers: 1\n", "GPC1 y (aperture) - DECam y (aperture):\n", " Number of outliers: 4\n", "GPC1 y (total) - DECam y (total):\n", " Number of outliers: 1\n", "VISTA y (aperture) - DECam y (aperture):\n", " Number of outliers: 5\n", "VISTA y (total) - DECam y (total):\n", " Number of outliers: 2\n", "GPC1 y (aperture) - SUPRIME y (aperture):\n", " Number of outliers: 0\n", "GPC1 y (total) - SUPRIME y (total):\n", " Number of outliers: 0\n", "VISTA y (aperture) - SUPRIME y (aperture):\n", " Number of outliers: 0\n", "VISTA y (total) - SUPRIME y (total):\n", " Number of outliers: 0\n", "VISTA y (aperture) - GPC1 y (aperture):\n", " Number of outliers: 0\n", "VISTA y (total) - GPC1 y (total):\n", " Number of outliers: 0\n", "UKIDSS J (aperture) - VISTA J (aperture):\n", " Number of outliers: 0\n", "UKIDSS J (total) - VISTA J (total):\n", " Number of outliers: 0\n", "No sources have both VISTA J (aperture) and WIRCAM J (aperture) values.\n", "\n", "No sources have both VISTA J (total) and WIRCAM J (total) values.\n", "\n", "No sources have both UKIDSS J (aperture) and WIRCAM J (aperture) values.\n", "\n", "No sources have both UKIDSS J (total) and WIRCAM J (total) values.\n", "\n", "No sources have both VISTA H (aperture) and UKIDSS H (aperture) values.\n", "\n", "No sources have both VISTA H (total) and UKIDSS H (total) values.\n", "\n", "No sources have both VISTA H (aperture) and WIRCAM H (aperture) values.\n", "\n", "No sources have both VISTA H (total) and WIRCAM H (total) values.\n", "\n", "No sources have both UKIDSS H (aperture) and WIRCAM H (aperture) values.\n", "\n", "No sources have both UKIDSS H (total) and WIRCAM H (total) values.\n", "\n", "UKIDSS K (aperture) - VISTA Ks (aperture):\n", " Number of outliers: 0\n", "UKIDSS K (total) - VISTA Ks (total):\n", " Number of outliers: 0\n", "No sources have both VISTA Ks (aperture) and WIRCAM Ks (aperture) values.\n", "\n", "WIRCAM Ks (total) - VISTA Ks (total):\n", " Number of outliers: 0\n", "No sources have both UKIDSS K (aperture) and WIRCAM Ks (aperture) values.\n", "\n", "No sources have both UKIDSS K (total) and WIRCAM Ks (total) values.\n", "\n", "GPC1 g\n", " Aperture magnitude\n", " Number of flagged objects: 0\n", " Total magnitude\n", " Number of flagged objects: 1\n", "GPC1 r\n", " Aperture magnitude\n", " Number of flagged objects: 5\n", " Total magnitude\n", " Number of flagged objects: 4\n", "GPC1 i\n", " Aperture magnitude\n", " Number of flagged objects: 5\n", " Total magnitude\n", " Number of flagged objects: 5\n", "GPC1 z\n", " Aperture magnitude\n", " Number of flagged objects: 7\n", " Total magnitude\n", " Number of flagged objects: 5\n", "GPC1 y\n", " Aperture magnitude\n", " Number of flagged objects: 5\n", " Total magnitude\n", " Number of flagged objects: 3\n", "IRAC i1\n", " Aperture magnitude\n", " Number of flagged objects: 0\n", "IRAC i2\n", " Aperture magnitude\n", " Number of flagged objects: 0\n", "IRAC i3\n", " Aperture magnitude\n", " Number of flagged objects: 0\n", "IRAC i4\n", " Aperture magnitude\n", " Number of flagged objects: 0\n", "DECam g (aperture) - Megacam g (aperture):\n", " Number of outliers: 16\n", "DECam g (total) - Megacam g (total):\n", " Number of outliers: 25\n", "SUPRIME g (aperture) - Megacam g (aperture):\n", " Number of outliers: 0\n", "SUPRIME g (total) - Megacam g (total):\n", " Number of outliers: 1\n", "GPC1 g (aperture) - Megacam g (aperture):\n", " Number of outliers: 0\n", "GPC1 g (total) - Megacam g (total):\n", " Number of outliers: 1\n", "SUPRIME g (aperture) - DECam g (aperture):\n", " Number of outliers: 0\n", "SUPRIME g (total) - DECam g (total):\n", " Number of outliers: 1\n", "GPC1 g (aperture) - DECam g (aperture):\n", " Number of outliers: 0\n", "GPC1 g (total) - DECam g (total):\n", " Number of outliers: 8\n", "GPC1 g (aperture) - SUPRIME g (aperture):\n", " Number of outliers: 0\n", "GPC1 g (total) - SUPRIME g (total):\n", " Number of outliers: 0\n", "DECam r (aperture) - Megacam r (aperture):\n", " Number of outliers: 15\n", "DECam r (total) - Megacam r (total):\n", " Number of outliers: 26\n", "SUPRIME r (aperture) - Megacam r (aperture):\n", " Number of outliers: 5\n", "SUPRIME r (total) - Megacam r (total):\n", " Number of outliers: 3\n", "GPC1 r (aperture) - Megacam r (aperture):\n", " Number of outliers: 0\n", "GPC1 r (total) - Megacam r (total):\n", " Number of outliers: 0\n", "SUPRIME r (aperture) - DECam r (aperture):\n", " Number of outliers: 0\n", "SUPRIME r (total) - DECam r (total):\n", " Number of outliers: 0\n", "GPC1 r (aperture) - DECam r (aperture):\n", " Number of outliers: 0\n", "GPC1 r (total) - DECam r (total):\n", " Number of outliers: 26\n", "GPC1 r (aperture) - SUPRIME r (aperture):\n", " Number of outliers: 0\n", "GPC1 r (total) - SUPRIME r (total):\n", " Number of outliers: 0\n", "DECam i (aperture) - Megacam i (aperture):\n", " Number of outliers: 35\n", "DECam i (total) - Megacam i (total):\n", " Number of outliers: 41\n", "SUPRIME i (aperture) - Megacam i (aperture):\n", " Number of outliers: 4\n", "SUPRIME i (total) - Megacam i (total):\n", " Number of outliers: 0\n", "GPC1 i (aperture) - Megacam i (aperture):\n", " Number of outliers: 0\n", "GPC1 i (total) - Megacam i (total):\n", " Number of outliers: 0\n", "SUPRIME i (aperture) - DECam i (aperture):\n", " Number of outliers: 8\n", "SUPRIME i (total) - DECam i (total):\n", " Number of outliers: 10\n", "GPC1 i (aperture) - DECam i (aperture):\n", " Number of outliers: 0\n", "GPC1 i (total) - DECam i (total):\n", " Number of outliers: 55\n", "GPC1 i (aperture) - SUPRIME i (aperture):\n", " Number of outliers: 0\n", "GPC1 i (total) - SUPRIME i (total):\n", " Number of outliers: 0\n", "DECam z (aperture) - Megacam z (aperture):\n", " Number of outliers: 25\n", "DECam z (total) - Megacam z (total):\n", " Number of outliers: 46\n", "SUPRIME z (aperture) - Megacam z (aperture):\n", " Number of outliers: 0\n", "SUPRIME z (total) - Megacam z (total):\n", " Number of outliers: 0\n", "GPC1 z (aperture) - Megacam z (aperture):\n", " Number of outliers: 0\n", "GPC1 z (total) - Megacam z (total):\n", " Number of outliers: 2\n", "No sources have both Megacam z (aperture) and VISTA z (aperture) values.\n", "\n", "No sources have both Megacam z (total) and VISTA z (total) values.\n", "\n", "SUPRIME z (aperture) - DECam z (aperture):\n", " Number of outliers: 0\n", "SUPRIME z (total) - DECam z (total):\n", " Number of outliers: 2\n", "GPC1 z (aperture) - DECam z (aperture):\n", " Number of outliers: 0\n", "GPC1 z (total) - DECam z (total):\n", " Number of outliers: 14\n", "No sources have both DECam z (aperture) and VISTA z (aperture) values.\n", "\n", "No sources have both DECam z (total) and VISTA z (total) values.\n", "\n", "GPC1 z (aperture) - SUPRIME z (aperture):\n", " Number of outliers: 0\n", "GPC1 z (total) - SUPRIME z (total):\n", " Number of outliers: 0\n", "No sources have both SUPRIME z (aperture) and VISTA z (aperture) values.\n", "\n", "No sources have both SUPRIME z (total) and VISTA z (total) values.\n", "\n", "No sources have both GPC1 z (aperture) and VISTA z (aperture) values.\n", "\n", "No sources have both GPC1 z (total) and VISTA z (total) values.\n", "\n", "DECam y (aperture) - Megacam y (aperture):\n", " Number of outliers: 0\n", "DECam y (total) - Megacam y (total):\n", " Number of outliers: 0\n", "SUPRIME y (aperture) - Megacam y (aperture):\n", " Number of outliers: 0\n", "SUPRIME y (total) - Megacam y (total):\n", " Number of outliers: 0\n", "GPC1 y (aperture) - Megacam y (aperture):\n", " Number of outliers: 0\n", "GPC1 y (total) - Megacam y (total):\n", " Number of outliers: 0\n", "No sources have both Megacam y (aperture) and VISTA y (aperture) values.\n", "\n", "No sources have both Megacam y (total) and VISTA y (total) values.\n", "\n", "SUPRIME y (aperture) - DECam y (aperture):\n", " Number of outliers: 0\n", "SUPRIME y (total) - DECam y (total):\n", " Number of outliers: 0\n", "GPC1 y (aperture) - DECam y (aperture):\n", " Number of outliers: 5\n", "GPC1 y (total) - DECam y (total):\n", " Number of outliers: 3\n", "No sources have both DECam y (aperture) and VISTA y (aperture) values.\n", "\n", "No sources have both DECam y (total) and VISTA y (total) values.\n", "\n", "GPC1 y (aperture) - SUPRIME y (aperture):\n", " Number of outliers: 0\n", "GPC1 y (total) - SUPRIME y (total):\n", " Number of outliers: 0\n", "No sources have both SUPRIME y (aperture) and VISTA y (aperture) values.\n", "\n", "No sources have both SUPRIME y (total) and VISTA y (total) values.\n", "\n", "No sources have both GPC1 y (aperture) and VISTA y (aperture) values.\n", "\n", "No sources have both GPC1 y (total) and VISTA y (total) values.\n", "\n", "No sources have both VISTA J (aperture) and UKIDSS J (aperture) values.\n", "\n", "No sources have both VISTA J (total) and UKIDSS J (total) values.\n", "\n", "No sources have both VISTA J (aperture) and WIRCAM J (aperture) values.\n", "\n", "No sources have both VISTA J (total) and WIRCAM J (total) values.\n", "\n", "No sources have both UKIDSS J (aperture) and WIRCAM J (aperture) values.\n", "\n", "No sources have both UKIDSS J (total) and WIRCAM J (total) values.\n", "\n", "No sources have both VISTA H (aperture) and UKIDSS H (aperture) values.\n", "\n", "No sources have both VISTA H (total) and UKIDSS H (total) values.\n", "\n", "No sources have both VISTA H (aperture) and WIRCAM H (aperture) values.\n", "\n", "No sources have both VISTA H (total) and WIRCAM H (total) values.\n", "\n", "No sources have both UKIDSS H (aperture) and WIRCAM H (aperture) values.\n", "\n", "No sources have both UKIDSS H (total) and WIRCAM H (total) values.\n", "\n", "No sources have both VISTA Ks (aperture) and UKIDSS K (aperture) values.\n", "\n", "No sources have both VISTA Ks (total) and UKIDSS K (total) values.\n", "\n", "No sources have both VISTA Ks (aperture) and WIRCAM Ks (aperture) values.\n", "\n", "WIRCAM Ks (total) - VISTA Ks (total):\n", " Number of outliers: 0\n", "No sources have both UKIDSS K (aperture) and WIRCAM Ks (aperture) values.\n", "\n", "No sources have both UKIDSS K (total) and WIRCAM Ks (total) values.\n", "\n", "GPC1 g\n", " Aperture magnitude\n", " Number of flagged objects: 2\n", " Total magnitude\n", " Number of flagged objects: 2\n", "GPC1 r\n", " Aperture magnitude\n", " Number of flagged objects: 0\n", " Total magnitude\n", " Number of flagged objects: 1\n", "GPC1 i\n", " Aperture magnitude\n", " Number of flagged objects: 8\n", " Total magnitude\n", " Number of flagged objects: 8\n", "GPC1 z\n", " Aperture magnitude\n", " Number of flagged objects: 2\n", " Total magnitude\n", " Number of flagged objects: 4\n", "GPC1 y\n", " Aperture magnitude\n", " Number of flagged objects: 4\n", " Total magnitude\n", " Number of flagged objects: 3\n", "IRAC i1\n", " Aperture magnitude\n", " Number of flagged objects: 0\n", "IRAC i2\n", " Aperture magnitude\n", " Number of flagged objects: 0\n", "IRAC i3\n", " Aperture magnitude\n", " Number of flagged objects: 0\n", "IRAC i4\n", " Aperture magnitude\n", " Number of flagged objects: 0\n", "DECam g (aperture) - Megacam g (aperture):\n", " Number of outliers: 25\n", "DECam g (total) - Megacam g (total):\n", " Number of outliers: 29\n", "SUPRIME g (aperture) - Megacam g (aperture):\n", " Number of outliers: 1\n", "SUPRIME g (total) - Megacam g (total):\n", " Number of outliers: 0\n", "GPC1 g (aperture) - Megacam g (aperture):\n", " Number of outliers: 0\n", "GPC1 g (total) - Megacam g (total):\n", " Number of outliers: 4\n", "SUPRIME g (aperture) - DECam g (aperture):\n", " Number of outliers: 2\n", "SUPRIME g (total) - DECam g (total):\n", " Number of outliers: 5\n", "GPC1 g (aperture) - DECam g (aperture):\n", " Number of outliers: 0\n", "GPC1 g (total) - DECam g (total):\n", " Number of outliers: 10\n", "GPC1 g (aperture) - SUPRIME g (aperture):\n", " Number of outliers: 0\n", "GPC1 g (total) - SUPRIME g (total):\n", " Number of outliers: 0\n", "DECam r (aperture) - Megacam r (aperture):\n", " Number of outliers: 42\n", "DECam r (total) - Megacam r (total):\n", " Number of outliers: 36\n", "SUPRIME r (aperture) - Megacam r (aperture):\n", " Number of outliers: 0\n", "SUPRIME r (total) - Megacam r (total):\n", " Number of outliers: 0\n", "GPC1 r (aperture) - Megacam r (aperture):\n", " Number of outliers: 0\n", "GPC1 r (total) - Megacam r (total):\n", " Number of outliers: 10\n", "SUPRIME r (aperture) - DECam r (aperture):\n", " Number of outliers: 0\n", "SUPRIME r (total) - DECam r (total):\n", " Number of outliers: 5\n", "GPC1 r (aperture) - DECam r (aperture):\n", " Number of outliers: 0\n", "GPC1 r (total) - DECam r (total):\n", " Number of outliers: 23\n", "GPC1 r (aperture) - SUPRIME r (aperture):\n", " Number of outliers: 0\n", "GPC1 r (total) - SUPRIME r (total):\n", " Number of outliers: 0\n", "DECam i (aperture) - Megacam i (aperture):\n", " Number of outliers: 37\n", "DECam i (total) - Megacam i (total):\n", " Number of outliers: 39\n", "SUPRIME i (aperture) - Megacam i (aperture):\n", " Number of outliers: 3\n", "SUPRIME i (total) - Megacam i (total):\n", " Number of outliers: 0\n", "GPC1 i (aperture) - Megacam i (aperture):\n", " Number of outliers: 0\n", "GPC1 i (total) - Megacam i (total):\n", " Number of outliers: 0\n", "SUPRIME i (aperture) - DECam i (aperture):\n", " Number of outliers: 5\n", "SUPRIME i (total) - DECam i (total):\n", " Number of outliers: 9\n", "GPC1 i (aperture) - DECam i (aperture):\n", " Number of outliers: 0\n", "GPC1 i (total) - DECam i (total):\n", " Number of outliers: 43\n", "GPC1 i (aperture) - SUPRIME i (aperture):\n", " Number of outliers: 0\n", "GPC1 i (total) - SUPRIME i (total):\n", " Number of outliers: 1\n", "DECam z (aperture) - Megacam z (aperture):\n", " Number of outliers: 34\n", "DECam z (total) - Megacam z (total):\n", " Number of outliers: 47\n", "SUPRIME z (aperture) - Megacam z (aperture):\n", " Number of outliers: 0\n", "SUPRIME z (total) - Megacam z (total):\n", " Number of outliers: 0\n", "GPC1 z (aperture) - Megacam z (aperture):\n", " Number of outliers: 0\n", "GPC1 z (total) - Megacam z (total):\n", " Number of outliers: 2\n", "VISTA z (aperture) - Megacam z (aperture):\n", " Number of outliers: 6\n", "VISTA z (total) - Megacam z (total):\n", " Number of outliers: 1\n", "SUPRIME z (aperture) - DECam z (aperture):\n", " Number of outliers: 0\n", "SUPRIME z (total) - DECam z (total):\n", " Number of outliers: 5\n", "GPC1 z (aperture) - DECam z (aperture):\n", " Number of outliers: 0\n", "GPC1 z (total) - DECam z (total):\n", " Number of outliers: 10\n", "VISTA z (aperture) - DECam z (aperture):\n", " Number of outliers: 36\n", "VISTA z (total) - DECam z (total):\n", " Number of outliers: 37\n", "GPC1 z (aperture) - SUPRIME z (aperture):\n", " Number of outliers: 0\n", "GPC1 z (total) - SUPRIME z (total):\n", " Number of outliers: 0\n", "VISTA z (aperture) - SUPRIME z (aperture):\n", " Number of outliers: 3\n", "VISTA z (total) - SUPRIME z (total):\n", " Number of outliers: 0\n", "VISTA z (aperture) - GPC1 z (aperture):\n", " Number of outliers: 0\n", "VISTA z (total) - GPC1 z (total):\n", " Number of outliers: 0\n", "DECam y (aperture) - Megacam y (aperture):\n", " Number of outliers: 0\n", "DECam y (total) - Megacam y (total):\n", " Number of outliers: 0\n", "SUPRIME y (aperture) - Megacam y (aperture):\n", " Number of outliers: 0\n", "SUPRIME y (total) - Megacam y (total):\n", " Number of outliers: 0\n", "GPC1 y (aperture) - Megacam y (aperture):\n", " Number of outliers: 0\n", "GPC1 y (total) - Megacam y (total):\n", " Number of outliers: 0\n", "VISTA y (aperture) - Megacam y (aperture):\n", " Number of outliers: 0\n", "VISTA y (total) - Megacam y (total):\n", " Number of outliers: 0\n", "SUPRIME y (aperture) - DECam y (aperture):\n", " Number of outliers: 1\n", "SUPRIME y (total) - DECam y (total):\n", " Number of outliers: 2\n", "GPC1 y (aperture) - DECam y (aperture):\n", " Number of outliers: 2\n", "GPC1 y (total) - DECam y (total):\n", " Number of outliers: 2\n", "VISTA y (aperture) - DECam y (aperture):\n", " Number of outliers: 5\n", "VISTA y (total) - DECam y (total):\n", " Number of outliers: 3\n", "GPC1 y (aperture) - SUPRIME y (aperture):\n", " Number of outliers: 0\n", "GPC1 y (total) - SUPRIME y (total):\n", " Number of outliers: 0\n", "VISTA y (aperture) - SUPRIME y (aperture):\n", " Number of outliers: 4\n", "VISTA y (total) - SUPRIME y (total):\n", " Number of outliers: 0\n", "VISTA y (aperture) - GPC1 y (aperture):\n", " Number of outliers: 0\n", "VISTA y (total) - GPC1 y (total):\n", " Number of outliers: 0\n", "UKIDSS J (aperture) - VISTA J (aperture):\n", " Number of outliers: 0\n", "UKIDSS J (total) - VISTA J (total):\n", " Number of outliers: 0\n", "WIRCAM J (aperture) - VISTA J (aperture):\n", " Number of outliers: 1\n", "WIRCAM J (total) - VISTA J (total):\n", " Number of outliers: 4\n", "WIRCAM J (aperture) - UKIDSS J (aperture):\n", " Number of outliers: 1\n", "WIRCAM J (total) - UKIDSS J (total):\n", " Number of outliers: 1\n", "No sources have both VISTA H (aperture) and UKIDSS H (aperture) values.\n", "\n", "No sources have both VISTA H (total) and UKIDSS H (total) values.\n", "\n", "WIRCAM H (aperture) - VISTA H (aperture):\n", " Number of outliers: 2\n", "WIRCAM H (total) - VISTA H (total):\n", " Number of outliers: 4\n", "No sources have both UKIDSS H (aperture) and WIRCAM H (aperture) values.\n", "\n", "No sources have both UKIDSS H (total) and WIRCAM H (total) values.\n", "\n", "UKIDSS K (aperture) - VISTA Ks (aperture):\n", " Number of outliers: 1\n", "UKIDSS K (total) - VISTA Ks (total):\n", " Number of outliers: 0\n", "WIRCAM Ks (aperture) - VISTA Ks (aperture):\n", " Number of outliers: 0\n", "WIRCAM Ks (total) - VISTA Ks (total):\n", " Number of outliers: 2\n", "WIRCAM Ks (aperture) - UKIDSS K (aperture):\n", " Number of outliers: 1\n", "WIRCAM Ks (total) - UKIDSS K (total):\n", " Number of outliers: 0\n", "GPC1 g\n", " Aperture magnitude\n", " Number of flagged objects: 4\n", " Total magnitude\n", " Number of flagged objects: 4\n", "GPC1 r\n", " Aperture magnitude\n", " Number of flagged objects: 2\n", " Total magnitude\n", " Number of flagged objects: 2\n", "GPC1 i\n", " Aperture magnitude\n", " Number of flagged objects: 5\n", " Total magnitude\n", " Number of flagged objects: 5\n", "GPC1 z\n", " Aperture magnitude\n", " Number of flagged objects: 2\n", " Total magnitude\n", " Number of flagged objects: 4\n", "GPC1 y\n", " Aperture magnitude\n", " Number of flagged objects: 1\n", " Total magnitude\n", " Number of flagged objects: 1\n", "IRAC i1\n", " Aperture magnitude\n", " Number of flagged objects: 0\n", "IRAC i2\n", " Aperture magnitude\n", " Number of flagged objects: 0\n", "IRAC i3\n", " Aperture magnitude\n", " Number of flagged objects: 0\n", "IRAC i4\n", " Aperture magnitude\n", " Number of flagged objects: 0\n", "DECam g (aperture) - Megacam g (aperture):\n", " Number of outliers: 21\n", "DECam g (total) - Megacam g (total):\n", " Number of outliers: 31\n", "SUPRIME g (aperture) - Megacam g (aperture):\n", " Number of outliers: 7\n", "SUPRIME g (total) - Megacam g (total):\n", " Number of outliers: 1\n", "GPC1 g (aperture) - Megacam g (aperture):\n", " Number of outliers: 0\n", "GPC1 g (total) - Megacam g (total):\n", " Number of outliers: 0\n", "SUPRIME g (aperture) - DECam g (aperture):\n", " Number of outliers: 5\n", "SUPRIME g (total) - DECam g (total):\n", " Number of outliers: 9\n", "GPC1 g (aperture) - DECam g (aperture):\n", " Number of outliers: 0\n", "GPC1 g (total) - DECam g (total):\n", " Number of outliers: 15\n", "GPC1 g (aperture) - SUPRIME g (aperture):\n", " Number of outliers: 0\n", "GPC1 g (total) - SUPRIME g (total):\n", " Number of outliers: 0\n", "DECam r (aperture) - Megacam r (aperture):\n", " Number of outliers: 33\n", "DECam r (total) - Megacam r (total):\n", " Number of outliers: 38\n", "SUPRIME r (aperture) - Megacam r (aperture):\n", " Number of outliers: 2\n", "SUPRIME r (total) - Megacam r (total):\n", " Number of outliers: 0\n", "GPC1 r (aperture) - Megacam r (aperture):\n", " Number of outliers: 0\n", "GPC1 r (total) - Megacam r (total):\n", " Number of outliers: 4\n", "SUPRIME r (aperture) - DECam r (aperture):\n", " Number of outliers: 0\n", "SUPRIME r (total) - DECam r (total):\n", " Number of outliers: 3\n", "GPC1 r (aperture) - DECam r (aperture):\n", " Number of outliers: 0\n", "GPC1 r (total) - DECam r (total):\n", " Number of outliers: 0\n", "GPC1 r (aperture) - SUPRIME r (aperture):\n", " Number of outliers: 0\n", "GPC1 r (total) - SUPRIME r (total):\n", " Number of outliers: 0\n", "DECam i (aperture) - Megacam i (aperture):\n", " Number of outliers: 33\n", "DECam i (total) - Megacam i (total):\n", " Number of outliers: 45\n", "SUPRIME i (aperture) - Megacam i (aperture):\n", " Number of outliers: 8\n", "SUPRIME i (total) - Megacam i (total):\n", " Number of outliers: 1\n", "GPC1 i (aperture) - Megacam i (aperture):\n", " Number of outliers: 0\n", "GPC1 i (total) - Megacam i (total):\n", " Number of outliers: 0\n", "SUPRIME i (aperture) - DECam i (aperture):\n", " Number of outliers: 4\n", "SUPRIME i (total) - DECam i (total):\n", " Number of outliers: 15\n", "GPC1 i (aperture) - DECam i (aperture):\n", " Number of outliers: 0\n", "GPC1 i (total) - DECam i (total):\n", " Number of outliers: 50\n", "GPC1 i (aperture) - SUPRIME i (aperture):\n", " Number of outliers: 0\n", "GPC1 i (total) - SUPRIME i (total):\n", " Number of outliers: 0\n", "DECam z (aperture) - Megacam z (aperture):\n", " Number of outliers: 26\n", "DECam z (total) - Megacam z (total):\n", " Number of outliers: 42\n", "SUPRIME z (aperture) - Megacam z (aperture):\n", " Number of outliers: 0\n", "SUPRIME z (total) - Megacam z (total):\n", " Number of outliers: 0\n", "GPC1 z (aperture) - Megacam z (aperture):\n", " Number of outliers: 0\n", "GPC1 z (total) - Megacam z (total):\n", " Number of outliers: 2\n", "VISTA z (aperture) - Megacam z (aperture):\n", " Number of outliers: 0\n", "VISTA z (total) - Megacam z (total):\n", " Number of outliers: 1\n", "SUPRIME z (aperture) - DECam z (aperture):\n", " Number of outliers: 1\n", "SUPRIME z (total) - DECam z (total):\n", " Number of outliers: 3\n", "GPC1 z (aperture) - DECam z (aperture):\n", " Number of outliers: 0\n", "GPC1 z (total) - DECam z (total):\n", " Number of outliers: 0\n", "VISTA z (aperture) - DECam z (aperture):\n", " Number of outliers: 7\n", "VISTA z (total) - DECam z (total):\n", " Number of outliers: 27\n", "GPC1 z (aperture) - SUPRIME z (aperture):\n", " Number of outliers: 0\n", "GPC1 z (total) - SUPRIME z (total):\n", " Number of outliers: 0\n", "VISTA z (aperture) - SUPRIME z (aperture):\n", " Number of outliers: 0\n", "VISTA z (total) - SUPRIME z (total):\n", " Number of outliers: 0\n", "VISTA z (aperture) - GPC1 z (aperture):\n", " Number of outliers: 0\n", "VISTA z (total) - GPC1 z (total):\n", " Number of outliers: 1\n", "DECam y (aperture) - Megacam y (aperture):\n", " Number of outliers: 0\n", "DECam y (total) - Megacam y (total):\n", " Number of outliers: 0\n", "SUPRIME y (aperture) - Megacam y (aperture):\n", " Number of outliers: 0\n", "SUPRIME y (total) - Megacam y (total):\n", " Number of outliers: 0\n", "GPC1 y (aperture) - Megacam y (aperture):\n", " Number of outliers: 0\n", "GPC1 y (total) - Megacam y (total):\n", " Number of outliers: 0\n", "No sources have both Megacam y (aperture) and VISTA y (aperture) values.\n", "\n", "VISTA y (total) - Megacam y (total):\n", " Number of outliers: 0\n", "SUPRIME y (aperture) - DECam y (aperture):\n", " Number of outliers: 0\n", "SUPRIME y (total) - DECam y (total):\n", " Number of outliers: 0\n", "GPC1 y (aperture) - DECam y (aperture):\n", " Number of outliers: 2\n", "GPC1 y (total) - DECam y (total):\n", " Number of outliers: 3\n", "VISTA y (aperture) - DECam y (aperture):\n", " Number of outliers: 3\n", "VISTA y (total) - DECam y (total):\n", " Number of outliers: 1\n", "GPC1 y (aperture) - SUPRIME y (aperture):\n", " Number of outliers: 0\n", "GPC1 y (total) - SUPRIME y (total):\n", " Number of outliers: 0\n", "VISTA y (aperture) - SUPRIME y (aperture):\n", " Number of outliers: 0\n", "VISTA y (total) - SUPRIME y (total):\n", " Number of outliers: 0\n", "VISTA y (aperture) - GPC1 y (aperture):\n", " Number of outliers: 0\n", "VISTA y (total) - GPC1 y (total):\n", " Number of outliers: 0\n", "UKIDSS J (aperture) - VISTA J (aperture):\n", " Number of outliers: 0\n", "UKIDSS J (total) - VISTA J (total):\n", " Number of outliers: 0\n", "No sources have both VISTA J (aperture) and WIRCAM J (aperture) values.\n", "\n", "No sources have both VISTA J (total) and WIRCAM J (total) values.\n", "\n", "No sources have both UKIDSS J (aperture) and WIRCAM J (aperture) values.\n", "\n", "No sources have both UKIDSS J (total) and WIRCAM J (total) values.\n", "\n", "No sources have both VISTA H (aperture) and UKIDSS H (aperture) values.\n", "\n", "No sources have both VISTA H (total) and UKIDSS H (total) values.\n", "\n", "No sources have both VISTA H (aperture) and WIRCAM H (aperture) values.\n", "\n", "No sources have both VISTA H (total) and WIRCAM H (total) values.\n", "\n", "No sources have both UKIDSS H (aperture) and WIRCAM H (aperture) values.\n", "\n", "No sources have both UKIDSS H (total) and WIRCAM H (total) values.\n", "\n", "UKIDSS K (aperture) - VISTA Ks (aperture):\n", " Number of outliers: 0\n", "UKIDSS K (total) - VISTA Ks (total):\n", " Number of outliers: 0\n", "No sources have both VISTA Ks (aperture) and WIRCAM Ks (aperture) values.\n", "\n", "WIRCAM Ks (total) - VISTA Ks (total):\n", " Number of outliers: 0\n", "No sources have both UKIDSS K (aperture) and WIRCAM Ks (aperture) values.\n", "\n", "WIRCAM Ks (total) - UKIDSS K (total):\n", " Number of outliers: 0\n", "GPC1 g\n", " Aperture magnitude\n", " Number of flagged objects: 3\n", " Total magnitude\n", " Number of flagged objects: 4\n", "GPC1 r\n", " Aperture magnitude\n", " Number of flagged objects: 5\n", " Total magnitude\n", " Number of flagged objects: 4\n", "GPC1 i\n", " Aperture magnitude\n", " Number of flagged objects: 3\n", " Total magnitude\n", " Number of flagged objects: 3\n", "GPC1 z\n", " Aperture magnitude\n", " Number of flagged objects: 6\n", " Total magnitude\n", " Number of flagged objects: 5\n", "GPC1 y\n", " Aperture magnitude\n", " Number of flagged objects: 8\n", " Total magnitude\n", " Number of flagged objects: 6\n", "IRAC i1\n", " Aperture magnitude\n", " Number of flagged objects: 0\n", "IRAC i2\n", " Aperture magnitude\n", " Number of flagged objects: 0\n", "IRAC i3\n", " Aperture magnitude\n", " Number of flagged objects: 0\n", "IRAC i4\n", " Aperture magnitude\n", " Number of flagged objects: 0\n", "DECam g (aperture) - Megacam g (aperture):\n", " Number of outliers: 15\n", "DECam g (total) - Megacam g (total):\n", " Number of outliers: 18\n", "SUPRIME g (aperture) - Megacam g (aperture):\n", " Number of outliers: 0\n", "SUPRIME g (total) - Megacam g (total):\n", " Number of outliers: 1\n", "GPC1 g (aperture) - Megacam g (aperture):\n", " Number of outliers: 0\n", "GPC1 g (total) - Megacam g (total):\n", " Number of outliers: 0\n", "SUPRIME g (aperture) - DECam g (aperture):\n", " Number of outliers: 0\n", "SUPRIME g (total) - DECam g (total):\n", " Number of outliers: 3\n", "GPC1 g (aperture) - DECam g (aperture):\n", " Number of outliers: 0\n", "GPC1 g (total) - DECam g (total):\n", " Number of outliers: 6\n", "GPC1 g (aperture) - SUPRIME g (aperture):\n", " Number of outliers: 0\n", "GPC1 g (total) - SUPRIME g (total):\n", " Number of outliers: 0\n", "DECam r (aperture) - Megacam r (aperture):\n", " Number of outliers: 19\n", "DECam r (total) - Megacam r (total):\n", " Number of outliers: 18\n", "SUPRIME r (aperture) - Megacam r (aperture):\n", " Number of outliers: 7\n", "SUPRIME r (total) - Megacam r (total):\n", " Number of outliers: 1\n", "GPC1 r (aperture) - Megacam r (aperture):\n", " Number of outliers: 0\n", "GPC1 r (total) - Megacam r (total):\n", " Number of outliers: 0\n", "SUPRIME r (aperture) - DECam r (aperture):\n", " Number of outliers: 0\n", "SUPRIME r (total) - DECam r (total):\n", " Number of outliers: 0\n", "GPC1 r (aperture) - DECam r (aperture):\n", " Number of outliers: 0\n", "GPC1 r (total) - DECam r (total):\n", " Number of outliers: 4\n", "GPC1 r (aperture) - SUPRIME r (aperture):\n", " Number of outliers: 0\n", "GPC1 r (total) - SUPRIME r (total):\n", " Number of outliers: 0\n", "DECam i (aperture) - Megacam i (aperture):\n", " Number of outliers: 27\n", "DECam i (total) - Megacam i (total):\n", " Number of outliers: 34\n", "SUPRIME i (aperture) - Megacam i (aperture):\n", " Number of outliers: 3\n", "SUPRIME i (total) - Megacam i (total):\n", " Number of outliers: 0\n", "GPC1 i (aperture) - Megacam i (aperture):\n", " Number of outliers: 0\n", "GPC1 i (total) - Megacam i (total):\n", " Number of outliers: 0\n", "SUPRIME i (aperture) - DECam i (aperture):\n", " Number of outliers: 5\n", "SUPRIME i (total) - DECam i (total):\n", " Number of outliers: 9\n", "GPC1 i (aperture) - DECam i (aperture):\n", " Number of outliers: 0\n", "GPC1 i (total) - DECam i (total):\n", " Number of outliers: 26\n", "GPC1 i (aperture) - SUPRIME i (aperture):\n", " Number of outliers: 0\n", "GPC1 i (total) - SUPRIME i (total):\n", " Number of outliers: 0\n", "DECam z (aperture) - Megacam z (aperture):\n", " Number of outliers: 22\n", "DECam z (total) - Megacam z (total):\n", " Number of outliers: 27\n", "SUPRIME z (aperture) - Megacam z (aperture):\n", " Number of outliers: 0\n", "SUPRIME z (total) - Megacam z (total):\n", " Number of outliers: 0\n", "GPC1 z (aperture) - Megacam z (aperture):\n", " Number of outliers: 0\n", "GPC1 z (total) - Megacam z (total):\n", " Number of outliers: 0\n", "VISTA z (aperture) - Megacam z (aperture):\n", " Number of outliers: 8\n", "VISTA z (total) - Megacam z (total):\n", " Number of outliers: 0\n", "SUPRIME z (aperture) - DECam z (aperture):\n", " Number of outliers: 0\n", "SUPRIME z (total) - DECam z (total):\n", " Number of outliers: 1\n", "GPC1 z (aperture) - DECam z (aperture):\n", " Number of outliers: 0\n", "GPC1 z (total) - DECam z (total):\n", " Number of outliers: 0\n", "VISTA z (aperture) - DECam z (aperture):\n", " Number of outliers: 19\n", "VISTA z (total) - DECam z (total):\n", " Number of outliers: 23\n", "GPC1 z (aperture) - SUPRIME z (aperture):\n", " Number of outliers: 0\n", "GPC1 z (total) - SUPRIME z (total):\n", " Number of outliers: 0\n", "VISTA z (aperture) - SUPRIME z (aperture):\n", " Number of outliers: 0\n", "VISTA z (total) - SUPRIME z (total):\n", " Number of outliers: 0\n", "VISTA z (aperture) - GPC1 z (aperture):\n", " Number of outliers: 0\n", "VISTA z (total) - GPC1 z (total):\n", " Number of outliers: 0\n", "No sources have both Megacam y (aperture) and DECam y (aperture) values.\n", "\n", "No sources have both Megacam y (total) and DECam y (total) values.\n", "\n", "No sources have both Megacam y (aperture) and SUPRIME y (aperture) values.\n", "\n", "No sources have both Megacam y (total) and SUPRIME y (total) values.\n", "\n", "No sources have both Megacam y (aperture) and GPC1 y (aperture) values.\n", "\n", "No sources have both Megacam y (total) and GPC1 y (total) values.\n", "\n", "No sources have both Megacam y (aperture) and VISTA y (aperture) values.\n", "\n", "No sources have both Megacam y (total) and VISTA y (total) values.\n", "\n", "SUPRIME y (aperture) - DECam y (aperture):\n", " Number of outliers: 0\n", "SUPRIME y (total) - DECam y (total):\n", " Number of outliers: 1\n", "GPC1 y (aperture) - DECam y (aperture):\n", " Number of outliers: 1\n", "GPC1 y (total) - DECam y (total):\n", " Number of outliers: 1\n", "VISTA y (aperture) - DECam y (aperture):\n", " Number of outliers: 6\n", "VISTA y (total) - DECam y (total):\n", " Number of outliers: 2\n", "GPC1 y (aperture) - SUPRIME y (aperture):\n", " Number of outliers: 0\n", "GPC1 y (total) - SUPRIME y (total):\n", " Number of outliers: 0\n", "VISTA y (aperture) - SUPRIME y (aperture):\n", " Number of outliers: 0\n", "VISTA y (total) - SUPRIME y (total):\n", " Number of outliers: 0\n", "VISTA y (aperture) - GPC1 y (aperture):\n", " Number of outliers: 0\n", "VISTA y (total) - GPC1 y (total):\n", " Number of outliers: 0\n", "UKIDSS J (aperture) - VISTA J (aperture):\n", " Number of outliers: 0\n", "UKIDSS J (total) - VISTA J (total):\n", " Number of outliers: 8\n", "No sources have both VISTA J (aperture) and WIRCAM J (aperture) values.\n", "\n", "No sources have both VISTA J (total) and WIRCAM J (total) values.\n", "\n", "No sources have both UKIDSS J (aperture) and WIRCAM J (aperture) values.\n", "\n", "No sources have both UKIDSS J (total) and WIRCAM J (total) values.\n", "\n", "UKIDSS H (aperture) - VISTA H (aperture):\n", " Number of outliers: 0\n", "UKIDSS H (total) - VISTA H (total):\n", " Number of outliers: 4\n", "No sources have both VISTA H (aperture) and WIRCAM H (aperture) values.\n", "\n", "No sources have both VISTA H (total) and WIRCAM H (total) values.\n", "\n", "No sources have both UKIDSS H (aperture) and WIRCAM H (aperture) values.\n", "\n", "No sources have both UKIDSS H (total) and WIRCAM H (total) values.\n", "\n", "UKIDSS K (aperture) - VISTA Ks (aperture):\n", " Number of outliers: 1\n", "UKIDSS K (total) - VISTA Ks (total):\n", " Number of outliers: 2\n", "No sources have both VISTA Ks (aperture) and WIRCAM Ks (aperture) values.\n", "\n", "WIRCAM Ks (total) - VISTA Ks (total):\n", " Number of outliers: 0\n", "No sources have both UKIDSS K (aperture) and WIRCAM Ks (aperture) values.\n", "\n", "WIRCAM Ks (total) - UKIDSS K (total):\n", " Number of outliers: 0\n", "GPC1 g\n", " Aperture magnitude\n", " Number of flagged objects: 0\n", " Total magnitude\n", " Number of flagged objects: 2\n", "GPC1 r\n", " Aperture magnitude\n", " Number of flagged objects: 5\n", " Total magnitude\n", " Number of flagged objects: 5\n", "GPC1 i\n", " Aperture magnitude\n", " Number of flagged objects: 4\n", " Total magnitude\n", " Number of flagged objects: 4\n", "GPC1 z\n", " Aperture magnitude\n", " Number of flagged objects: 2\n", " Total magnitude\n", " Number of flagged objects: 3\n", "GPC1 y\n", " Aperture magnitude\n", " Number of flagged objects: 2\n", " Total magnitude\n", " Number of flagged objects: 2\n", "IRAC i1\n", " Aperture magnitude\n", " Number of flagged objects: 0\n", "IRAC i2\n", " Aperture magnitude\n", " Number of flagged objects: 0\n", "IRAC i3\n", " Aperture magnitude\n", " Number of flagged objects: 0\n", "IRAC i4\n", " Aperture magnitude\n", " Number of flagged objects: 0\n", "DECam g (aperture) - Megacam g (aperture):\n", " Number of outliers: 23\n", "DECam g (total) - Megacam g (total):\n", " Number of outliers: 29\n", "SUPRIME g (aperture) - Megacam g (aperture):\n", " Number of outliers: 3\n", "SUPRIME g (total) - Megacam g (total):\n", " Number of outliers: 0\n", "GPC1 g (aperture) - Megacam g (aperture):\n", " Number of outliers: 0\n", "GPC1 g (total) - Megacam g (total):\n", " Number of outliers: 1\n", "SUPRIME g (aperture) - DECam g (aperture):\n", " Number of outliers: 3\n", "SUPRIME g (total) - DECam g (total):\n", " Number of outliers: 6\n", "GPC1 g (aperture) - DECam g (aperture):\n", " Number of outliers: 0\n", "GPC1 g (total) - DECam g (total):\n", " Number of outliers: 9\n", "GPC1 g (aperture) - SUPRIME g (aperture):\n", " Number of outliers: 0\n", "GPC1 g (total) - SUPRIME g (total):\n", " Number of outliers: 0\n", "DECam r (aperture) - Megacam r (aperture):\n", " Number of outliers: 43\n", "DECam r (total) - Megacam r (total):\n", " Number of outliers: 47\n", "SUPRIME r (aperture) - Megacam r (aperture):\n", " Number of outliers: 3\n", "SUPRIME r (total) - Megacam r (total):\n", " Number of outliers: 0\n", "GPC1 r (aperture) - Megacam r (aperture):\n", " Number of outliers: 0\n", "GPC1 r (total) - Megacam r (total):\n", " Number of outliers: 5\n", "SUPRIME r (aperture) - DECam r (aperture):\n", " Number of outliers: 7\n", "SUPRIME r (total) - DECam r (total):\n", " Number of outliers: 5\n", "GPC1 r (aperture) - DECam r (aperture):\n", " Number of outliers: 0\n", "GPC1 r (total) - DECam r (total):\n", " Number of outliers: 0\n", "GPC1 r (aperture) - SUPRIME r (aperture):\n", " Number of outliers: 0\n", "GPC1 r (total) - SUPRIME r (total):\n", " Number of outliers: 0\n", "DECam i (aperture) - Megacam i (aperture):\n", " Number of outliers: 38\n", "DECam i (total) - Megacam i (total):\n", " Number of outliers: 46\n", "SUPRIME i (aperture) - Megacam i (aperture):\n", " Number of outliers: 10\n", "SUPRIME i (total) - Megacam i (total):\n", " Number of outliers: 2\n", "GPC1 i (aperture) - Megacam i (aperture):\n", " Number of outliers: 0\n", "GPC1 i (total) - Megacam i (total):\n", " Number of outliers: 0\n", "SUPRIME i (aperture) - DECam i (aperture):\n", " Number of outliers: 8\n", "SUPRIME i (total) - DECam i (total):\n", " Number of outliers: 13\n", "GPC1 i (aperture) - DECam i (aperture):\n", " Number of outliers: 0\n", "GPC1 i (total) - DECam i (total):\n", " Number of outliers: 12\n", "GPC1 i (aperture) - SUPRIME i (aperture):\n", " Number of outliers: 0\n", "GPC1 i (total) - SUPRIME i (total):\n", " Number of outliers: 2\n", "DECam z (aperture) - Megacam z (aperture):\n", " Number of outliers: 37\n", "DECam z (total) - Megacam z (total):\n", " Number of outliers: 52\n", "SUPRIME z (aperture) - Megacam z (aperture):\n", " Number of outliers: 0\n", "SUPRIME z (total) - Megacam z (total):\n", " Number of outliers: 1\n", "GPC1 z (aperture) - Megacam z (aperture):\n", " Number of outliers: 0\n", "GPC1 z (total) - Megacam z (total):\n", " Number of outliers: 0\n", "VISTA z (aperture) - Megacam z (aperture):\n", " Number of outliers: 22\n", "VISTA z (total) - Megacam z (total):\n", " Number of outliers: 0\n", "SUPRIME z (aperture) - DECam z (aperture):\n", " Number of outliers: 7\n", "SUPRIME z (total) - DECam z (total):\n", " Number of outliers: 6\n", "GPC1 z (aperture) - DECam z (aperture):\n", " Number of outliers: 0\n", "GPC1 z (total) - DECam z (total):\n", " Number of outliers: 1\n", "VISTA z (aperture) - DECam z (aperture):\n", " Number of outliers: 23\n", "VISTA z (total) - DECam z (total):\n", " Number of outliers: 33\n", "GPC1 z (aperture) - SUPRIME z (aperture):\n", " Number of outliers: 0\n", "GPC1 z (total) - SUPRIME z (total):\n", " Number of outliers: 0\n", "VISTA z (aperture) - SUPRIME z (aperture):\n", " Number of outliers: 1\n", "VISTA z (total) - SUPRIME z (total):\n", " Number of outliers: 0\n", "VISTA z (aperture) - GPC1 z (aperture):\n", " Number of outliers: 0\n", "VISTA z (total) - GPC1 z (total):\n", " Number of outliers: 0\n", "DECam y (aperture) - Megacam y (aperture):\n", " Number of outliers: 0\n", "DECam y (total) - Megacam y (total):\n", " Number of outliers: 0\n", "SUPRIME y (aperture) - Megacam y (aperture):\n", " Number of outliers: 0\n", "SUPRIME y (total) - Megacam y (total):\n", " Number of outliers: 0\n", "GPC1 y (aperture) - Megacam y (aperture):\n", " Number of outliers: 0\n", "GPC1 y (total) - Megacam y (total):\n", " Number of outliers: 0\n", "No sources have both Megacam y (aperture) and VISTA y (aperture) values.\n", "\n", "VISTA y (total) - Megacam y (total):\n", " Number of outliers: 0\n", "SUPRIME y (aperture) - DECam y (aperture):\n", " Number of outliers: 1\n", "SUPRIME y (total) - DECam y (total):\n", " Number of outliers: 2\n", "GPC1 y (aperture) - DECam y (aperture):\n", " Number of outliers: 1\n", "GPC1 y (total) - DECam y (total):\n", " Number of outliers: 4\n", "VISTA y (aperture) - DECam y (aperture):\n", " Number of outliers: 2\n", "VISTA y (total) - DECam y (total):\n", " Number of outliers: 0\n", "GPC1 y (aperture) - SUPRIME y (aperture):\n", " Number of outliers: 0\n", "GPC1 y (total) - SUPRIME y (total):\n", " Number of outliers: 0\n", "VISTA y (aperture) - SUPRIME y (aperture):\n", " Number of outliers: 1\n", "VISTA y (total) - SUPRIME y (total):\n", " Number of outliers: 1\n", "VISTA y (aperture) - GPC1 y (aperture):\n", " Number of outliers: 0\n", "VISTA y (total) - GPC1 y (total):\n", " Number of outliers: 0\n", "UKIDSS J (aperture) - VISTA J (aperture):\n", " Number of outliers: 0\n", "UKIDSS J (total) - VISTA J (total):\n", " Number of outliers: 0\n", "No sources have both VISTA J (aperture) and WIRCAM J (aperture) values.\n", "\n", "No sources have both VISTA J (total) and WIRCAM J (total) values.\n", "\n", "No sources have both UKIDSS J (aperture) and WIRCAM J (aperture) values.\n", "\n", "No sources have both UKIDSS J (total) and WIRCAM J (total) values.\n", "\n", "No sources have both VISTA H (aperture) and UKIDSS H (aperture) values.\n", "\n", "No sources have both VISTA H (total) and UKIDSS H (total) values.\n", "\n", "No sources have both VISTA H (aperture) and WIRCAM H (aperture) values.\n", "\n", "No sources have both VISTA H (total) and WIRCAM H (total) values.\n", "\n", "No sources have both UKIDSS H (aperture) and WIRCAM H (aperture) values.\n", "\n", "No sources have both UKIDSS H (total) and WIRCAM H (total) values.\n", "\n", "UKIDSS K (aperture) - VISTA Ks (aperture):\n", " Number of outliers: 0\n", "UKIDSS K (total) - VISTA Ks (total):\n", " Number of outliers: 0\n", "No sources have both VISTA Ks (aperture) and WIRCAM Ks (aperture) values.\n", "\n", "WIRCAM Ks (total) - VISTA Ks (total):\n", " Number of outliers: 0\n", "No sources have both UKIDSS K (aperture) and WIRCAM Ks (aperture) values.\n", "\n", "WIRCAM Ks (total) - UKIDSS K (total):\n", " Number of outliers: 0\n", "GPC1 g\n", " Aperture magnitude\n", " Number of flagged objects: 2\n", " Total magnitude\n", " Number of flagged objects: 3\n", "GPC1 r\n", " Aperture magnitude\n", " Number of flagged objects: 3\n", " Total magnitude\n", " Number of flagged objects: 3\n", "GPC1 i\n", " Aperture magnitude\n", " Number of flagged objects: 4\n", " Total magnitude\n", " Number of flagged objects: 5\n", "GPC1 z\n", " Aperture magnitude\n", " Number of flagged objects: 3\n", " Total magnitude\n", " Number of flagged objects: 2\n", "GPC1 y\n", " Aperture magnitude\n", " Number of flagged objects: 3\n", " Total magnitude\n", " Number of flagged objects: 2\n", "IRAC i1\n", " Aperture magnitude\n", " Number of flagged objects: 0\n", "IRAC i2\n", " Aperture magnitude\n", " Number of flagged objects: 0\n", "IRAC i3\n", " Aperture magnitude\n", " Number of flagged objects: 0\n", "IRAC i4\n", " Aperture magnitude\n", " Number of flagged objects: 0\n", "DECam g (aperture) - Megacam g (aperture):\n", " Number of outliers: 26\n", "DECam g (total) - Megacam g (total):\n", " Number of outliers: 31\n", "SUPRIME g (aperture) - Megacam g (aperture):\n", " Number of outliers: 1\n", "SUPRIME g (total) - Megacam g (total):\n", " Number of outliers: 0\n", "GPC1 g (aperture) - Megacam g (aperture):\n", " Number of outliers: 0\n", "GPC1 g (total) - Megacam g (total):\n", " Number of outliers: 2\n", "SUPRIME g (aperture) - DECam g (aperture):\n", " Number of outliers: 3\n", "SUPRIME g (total) - DECam g (total):\n", " Number of outliers: 6\n", "GPC1 g (aperture) - DECam g (aperture):\n", " Number of outliers: 0\n", "GPC1 g (total) - DECam g (total):\n", " Number of outliers: 13\n", "GPC1 g (aperture) - SUPRIME g (aperture):\n", " Number of outliers: 0\n", "GPC1 g (total) - SUPRIME g (total):\n", " Number of outliers: 0\n", "DECam r (aperture) - Megacam r (aperture):\n", " Number of outliers: 34\n", "DECam r (total) - Megacam r (total):\n", " Number of outliers: 37\n", "SUPRIME r (aperture) - Megacam r (aperture):\n", " Number of outliers: 0\n", "SUPRIME r (total) - Megacam r (total):\n", " Number of outliers: 0\n", "GPC1 r (aperture) - Megacam r (aperture):\n", " Number of outliers: 0\n", "GPC1 r (total) - Megacam r (total):\n", " Number of outliers: 10\n", "SUPRIME r (aperture) - DECam r (aperture):\n", " Number of outliers: 2\n", "SUPRIME r (total) - DECam r (total):\n", " Number of outliers: 7\n", "GPC1 r (aperture) - DECam r (aperture):\n", " Number of outliers: 0\n", "GPC1 r (total) - DECam r (total):\n", " Number of outliers: 13\n", "GPC1 r (aperture) - SUPRIME r (aperture):\n", " Number of outliers: 0\n", "GPC1 r (total) - SUPRIME r (total):\n", " Number of outliers: 0\n", "DECam i (aperture) - Megacam i (aperture):\n", " Number of outliers: 27\n", "DECam i (total) - Megacam i (total):\n", " Number of outliers: 36\n", "SUPRIME i (aperture) - Megacam i (aperture):\n", " Number of outliers: 3\n", "SUPRIME i (total) - Megacam i (total):\n", " Number of outliers: 0\n", "GPC1 i (aperture) - Megacam i (aperture):\n", " Number of outliers: 0\n", "GPC1 i (total) - Megacam i (total):\n", " Number of outliers: 0\n", "SUPRIME i (aperture) - DECam i (aperture):\n", " Number of outliers: 4\n", "SUPRIME i (total) - DECam i (total):\n", " Number of outliers: 10\n", "GPC1 i (aperture) - DECam i (aperture):\n", " Number of outliers: 0\n", "GPC1 i (total) - DECam i (total):\n", " Number of outliers: 29\n", "GPC1 i (aperture) - SUPRIME i (aperture):\n", " Number of outliers: 0\n", "GPC1 i (total) - SUPRIME i (total):\n", " Number of outliers: 0\n", "DECam z (aperture) - Megacam z (aperture):\n", " Number of outliers: 33\n", "DECam z (total) - Megacam z (total):\n", " Number of outliers: 52\n", "SUPRIME z (aperture) - Megacam z (aperture):\n", " Number of outliers: 0\n", "SUPRIME z (total) - Megacam z (total):\n", " Number of outliers: 0\n", "GPC1 z (aperture) - Megacam z (aperture):\n", " Number of outliers: 0\n", "GPC1 z (total) - Megacam z (total):\n", " Number of outliers: 0\n", "VISTA z (aperture) - Megacam z (aperture):\n", " Number of outliers: 2\n", "VISTA z (total) - Megacam z (total):\n", " Number of outliers: 2\n", "SUPRIME z (aperture) - DECam z (aperture):\n", " Number of outliers: 3\n", "SUPRIME z (total) - DECam z (total):\n", " Number of outliers: 6\n", "GPC1 z (aperture) - DECam z (aperture):\n", " Number of outliers: 0\n", "GPC1 z (total) - DECam z (total):\n", " Number of outliers: 1\n", "VISTA z (aperture) - DECam z (aperture):\n", " Number of outliers: 39\n", "VISTA z (total) - DECam z (total):\n", " Number of outliers: 38\n", "GPC1 z (aperture) - SUPRIME z (aperture):\n", " Number of outliers: 0\n", "GPC1 z (total) - SUPRIME z (total):\n", " Number of outliers: 0\n", "VISTA z (aperture) - SUPRIME z (aperture):\n", " Number of outliers: 1\n", "VISTA z (total) - SUPRIME z (total):\n", " Number of outliers: 0\n", "VISTA z (aperture) - GPC1 z (aperture):\n", " Number of outliers: 0\n", "VISTA z (total) - GPC1 z (total):\n", " Number of outliers: 0\n", "DECam y (aperture) - Megacam y (aperture):\n", " Number of outliers: 0\n", "DECam y (total) - Megacam y (total):\n", " Number of outliers: 0\n", "SUPRIME y (aperture) - Megacam y (aperture):\n", " Number of outliers: 0\n", "SUPRIME y (total) - Megacam y (total):\n", " Number of outliers: 0\n", "GPC1 y (aperture) - Megacam y (aperture):\n", " Number of outliers: 0\n", "GPC1 y (total) - Megacam y (total):\n", " Number of outliers: 0\n", "VISTA y (aperture) - Megacam y (aperture):\n", " Number of outliers: 0\n", "VISTA y (total) - Megacam y (total):\n", " Number of outliers: 0\n", "SUPRIME y (aperture) - DECam y (aperture):\n", " Number of outliers: 1\n", "SUPRIME y (total) - DECam y (total):\n", " Number of outliers: 2\n", "GPC1 y (aperture) - DECam y (aperture):\n", " Number of outliers: 4\n", "GPC1 y (total) - DECam y (total):\n", " Number of outliers: 1\n", "VISTA y (aperture) - DECam y (aperture):\n", " Number of outliers: 5\n", "VISTA y (total) - DECam y (total):\n", " Number of outliers: 1\n", "GPC1 y (aperture) - SUPRIME y (aperture):\n", " Number of outliers: 0\n", "GPC1 y (total) - SUPRIME y (total):\n", " Number of outliers: 0\n", "VISTA y (aperture) - SUPRIME y (aperture):\n", " Number of outliers: 2\n", "VISTA y (total) - SUPRIME y (total):\n", " Number of outliers: 0\n", "VISTA y (aperture) - GPC1 y (aperture):\n", " Number of outliers: 0\n", "VISTA y (total) - GPC1 y (total):\n", " Number of outliers: 0\n", "UKIDSS J (aperture) - VISTA J (aperture):\n", " Number of outliers: 0\n", "UKIDSS J (total) - VISTA J (total):\n", " Number of outliers: 0\n", "WIRCAM J (aperture) - VISTA J (aperture):\n", " Number of outliers: 2\n", "WIRCAM J (total) - VISTA J (total):\n", " Number of outliers: 8\n", "WIRCAM J (aperture) - UKIDSS J (aperture):\n", " Number of outliers: 2\n", "WIRCAM J (total) - UKIDSS J (total):\n", " Number of outliers: 0\n", "No sources have both VISTA H (aperture) and UKIDSS H (aperture) values.\n", "\n", "No sources have both VISTA H (total) and UKIDSS H (total) values.\n", "\n", "WIRCAM H (aperture) - VISTA H (aperture):\n", " Number of outliers: 4\n", "WIRCAM H (total) - VISTA H (total):\n", " Number of outliers: 8\n", "No sources have both UKIDSS H (aperture) and WIRCAM H (aperture) values.\n", "\n", "No sources have both UKIDSS H (total) and WIRCAM H (total) values.\n", "\n", "UKIDSS K (aperture) - VISTA Ks (aperture):\n", " Number of outliers: 0\n", "UKIDSS K (total) - VISTA Ks (total):\n", " Number of outliers: 0\n", "WIRCAM Ks (aperture) - VISTA Ks (aperture):\n", " Number of outliers: 2\n", "WIRCAM Ks (total) - VISTA Ks (total):\n", " Number of outliers: 3\n", "WIRCAM Ks (aperture) - UKIDSS K (aperture):\n", " Number of outliers: 2\n", "WIRCAM Ks (total) - UKIDSS K (total):\n", " Number of outliers: 0\n", "GPC1 g\n", " Aperture magnitude\n", " Number of flagged objects: 4\n", " Total magnitude\n", " Number of flagged objects: 7\n", "GPC1 r\n", " Aperture magnitude\n", " Number of flagged objects: 8\n", " Total magnitude\n", " Number of flagged objects: 6\n", "GPC1 i\n", " Aperture magnitude\n", " Number of flagged objects: 6\n", " Total magnitude\n", " Number of flagged objects: 7\n", "GPC1 z\n", " Aperture magnitude\n", " Number of flagged objects: 5\n", " Total magnitude\n", " Number of flagged objects: 6\n", "GPC1 y\n", " Aperture magnitude\n", " Number of flagged objects: 4\n", " Total magnitude\n", " Number of flagged objects: 4\n", "IRAC i1\n", " Aperture magnitude\n", " Number of flagged objects: 0\n", "IRAC i2\n", " Aperture magnitude\n", " Number of flagged objects: 0\n", "IRAC i3\n", " Aperture magnitude\n", " Number of flagged objects: 0\n", "IRAC i4\n", " Aperture magnitude\n", " Number of flagged objects: 0\n", "DECam g (aperture) - Megacam g (aperture):\n", " Number of outliers: 38\n", "DECam g (total) - Megacam g (total):\n", " Number of outliers: 41\n", "SUPRIME g (aperture) - Megacam g (aperture):\n", " Number of outliers: 5\n", "SUPRIME g (total) - Megacam g (total):\n", " Number of outliers: 1\n", "GPC1 g (aperture) - Megacam g (aperture):\n", " Number of outliers: 0\n", "GPC1 g (total) - Megacam g (total):\n", " Number of outliers: 2\n", "SUPRIME g (aperture) - DECam g (aperture):\n", " Number of outliers: 7\n", "SUPRIME g (total) - DECam g (total):\n", " Number of outliers: 5\n", "GPC1 g (aperture) - DECam g (aperture):\n", " Number of outliers: 0\n", "GPC1 g (total) - DECam g (total):\n", " Number of outliers: 25\n", "GPC1 g (aperture) - SUPRIME g (aperture):\n", " Number of outliers: 0\n", "GPC1 g (total) - SUPRIME g (total):\n", " Number of outliers: 0\n", "DECam r (aperture) - Megacam r (aperture):\n", " Number of outliers: 41\n", "DECam r (total) - Megacam r (total):\n", " Number of outliers: 39\n", "SUPRIME r (aperture) - Megacam r (aperture):\n", " Number of outliers: 3\n", "SUPRIME r (total) - Megacam r (total):\n", " Number of outliers: 0\n", "GPC1 r (aperture) - Megacam r (aperture):\n", " Number of outliers: 0\n", "GPC1 r (total) - Megacam r (total):\n", " Number of outliers: 9\n", "SUPRIME r (aperture) - DECam r (aperture):\n", " Number of outliers: 0\n", "SUPRIME r (total) - DECam r (total):\n", " Number of outliers: 3\n", "GPC1 r (aperture) - DECam r (aperture):\n", " Number of outliers: 0\n", "GPC1 r (total) - DECam r (total):\n", " Number of outliers: 32\n", "GPC1 r (aperture) - SUPRIME r (aperture):\n", " Number of outliers: 0\n", "GPC1 r (total) - SUPRIME r (total):\n", " Number of outliers: 0\n", "DECam i (aperture) - Megacam i (aperture):\n", " Number of outliers: 34\n", "DECam i (total) - Megacam i (total):\n", " Number of outliers: 43\n", "SUPRIME i (aperture) - Megacam i (aperture):\n", " Number of outliers: 8\n", "SUPRIME i (total) - Megacam i (total):\n", " Number of outliers: 1\n", "GPC1 i (aperture) - Megacam i (aperture):\n", " Number of outliers: 0\n", "GPC1 i (total) - Megacam i (total):\n", " Number of outliers: 1\n", "SUPRIME i (aperture) - DECam i (aperture):\n", " Number of outliers: 6\n", "SUPRIME i (total) - DECam i (total):\n", " Number of outliers: 11\n", "GPC1 i (aperture) - DECam i (aperture):\n", " Number of outliers: 0\n", "GPC1 i (total) - DECam i (total):\n", " Number of outliers: 45\n", "GPC1 i (aperture) - SUPRIME i (aperture):\n", " Number of outliers: 0\n", "GPC1 i (total) - SUPRIME i (total):\n", " Number of outliers: 0\n", "DECam z (aperture) - Megacam z (aperture):\n", " Number of outliers: 30\n", "DECam z (total) - Megacam z (total):\n", " Number of outliers: 42\n", "SUPRIME z (aperture) - Megacam z (aperture):\n", " Number of outliers: 0\n", "SUPRIME z (total) - Megacam z (total):\n", " Number of outliers: 0\n", "GPC1 z (aperture) - Megacam z (aperture):\n", " Number of outliers: 0\n", "GPC1 z (total) - Megacam z (total):\n", " Number of outliers: 2\n", "VISTA z (aperture) - Megacam z (aperture):\n", " Number of outliers: 1\n", "VISTA z (total) - Megacam z (total):\n", " Number of outliers: 0\n", "SUPRIME z (aperture) - DECam z (aperture):\n", " Number of outliers: 0\n", "SUPRIME z (total) - DECam z (total):\n", " Number of outliers: 0\n", "GPC1 z (aperture) - DECam z (aperture):\n", " Number of outliers: 0\n", "GPC1 z (total) - DECam z (total):\n", " Number of outliers: 12\n", "VISTA z (aperture) - DECam z (aperture):\n", " Number of outliers: 7\n", "VISTA z (total) - DECam z (total):\n", " Number of outliers: 11\n", "GPC1 z (aperture) - SUPRIME z (aperture):\n", " Number of outliers: 0\n", "GPC1 z (total) - SUPRIME z (total):\n", " Number of outliers: 0\n", "VISTA z (aperture) - SUPRIME z (aperture):\n", " Number of outliers: 0\n", "VISTA z (total) - SUPRIME z (total):\n", " Number of outliers: 1\n", "VISTA z (aperture) - GPC1 z (aperture):\n", " Number of outliers: 0\n", "VISTA z (total) - GPC1 z (total):\n", " Number of outliers: 0\n", "DECam y (aperture) - Megacam y (aperture):\n", " Number of outliers: 0\n", "DECam y (total) - Megacam y (total):\n", " Number of outliers: 0\n", "SUPRIME y (aperture) - Megacam y (aperture):\n", " Number of outliers: 0\n", "SUPRIME y (total) - Megacam y (total):\n", " Number of outliers: 0\n", "GPC1 y (aperture) - Megacam y (aperture):\n", " Number of outliers: 0\n", "GPC1 y (total) - Megacam y (total):\n", " Number of outliers: 0\n", "No sources have both Megacam y (aperture) and VISTA y (aperture) values.\n", "\n", "VISTA y (total) - Megacam y (total):\n", " Number of outliers: 0\n", "SUPRIME y (aperture) - DECam y (aperture):\n", " Number of outliers: 0\n", "SUPRIME y (total) - DECam y (total):\n", " Number of outliers: 1\n", "GPC1 y (aperture) - DECam y (aperture):\n", " Number of outliers: 4\n", "GPC1 y (total) - DECam y (total):\n", " Number of outliers: 3\n", "VISTA y (aperture) - DECam y (aperture):\n", " Number of outliers: 5\n", "VISTA y (total) - DECam y (total):\n", " Number of outliers: 5\n", "GPC1 y (aperture) - SUPRIME y (aperture):\n", " Number of outliers: 0\n", "GPC1 y (total) - SUPRIME y (total):\n", " Number of outliers: 0\n", "VISTA y (aperture) - SUPRIME y (aperture):\n", " Number of outliers: 0\n", "VISTA y (total) - SUPRIME y (total):\n", " Number of outliers: 0\n", "VISTA y (aperture) - GPC1 y (aperture):\n", " Number of outliers: 0\n", "VISTA y (total) - GPC1 y (total):\n", " Number of outliers: 0\n", "UKIDSS J (aperture) - VISTA J (aperture):\n", " Number of outliers: 0\n", "UKIDSS J (total) - VISTA J (total):\n", " Number of outliers: 0\n", "No sources have both VISTA J (aperture) and WIRCAM J (aperture) values.\n", "\n", "No sources have both VISTA J (total) and WIRCAM J (total) values.\n", "\n", "No sources have both UKIDSS J (aperture) and WIRCAM J (aperture) values.\n", "\n", "No sources have both UKIDSS J (total) and WIRCAM J (total) values.\n", "\n", "No sources have both VISTA H (aperture) and UKIDSS H (aperture) values.\n", "\n", "No sources have both VISTA H (total) and UKIDSS H (total) values.\n", "\n", "No sources have both VISTA H (aperture) and WIRCAM H (aperture) values.\n", "\n", "No sources have both VISTA H (total) and WIRCAM H (total) values.\n", "\n", "No sources have both UKIDSS H (aperture) and WIRCAM H (aperture) values.\n", "\n", "No sources have both UKIDSS H (total) and WIRCAM H (total) values.\n", "\n", "UKIDSS K (aperture) - VISTA Ks (aperture):\n", " Number of outliers: 0\n", "UKIDSS K (total) - VISTA Ks (total):\n", " Number of outliers: 1\n", "No sources have both VISTA Ks (aperture) and WIRCAM Ks (aperture) values.\n", "\n", "WIRCAM Ks (total) - VISTA Ks (total):\n", " Number of outliers: 0\n", "No sources have both UKIDSS K (aperture) and WIRCAM Ks (aperture) values.\n", "\n", "No sources have both UKIDSS K (total) and WIRCAM Ks (total) values.\n", "\n", "GPC1 g\n", " Aperture magnitude\n", " Number of flagged objects: 0\n", " Total magnitude\n", " Number of flagged objects: 0\n", "GPC1 r\n", " Aperture magnitude\n", " Number of flagged objects: 1\n", " Total magnitude\n", " Number of flagged objects: 1\n", "GPC1 i\n", " Aperture magnitude\n", " Number of flagged objects: 2\n", " Total magnitude\n", " Number of flagged objects: 2\n", "GPC1 z\n", " Aperture magnitude\n", " Number of flagged objects: 2\n", " Total magnitude\n", " Number of flagged objects: 2\n", "GPC1 y\n", " Aperture magnitude\n", " Number of flagged objects: 14\n", " Total magnitude\n", " Number of flagged objects: 13\n", "IRAC i1\n", " Aperture magnitude\n", " Number of flagged objects: 0\n", "IRAC i2\n", " Aperture magnitude\n", " Number of flagged objects: 0\n", "IRAC i3\n", " Aperture magnitude\n", " Number of flagged objects: 0\n", "IRAC i4\n", " Aperture magnitude\n", " Number of flagged objects: 0\n", "DECam g (aperture) - Megacam g (aperture):\n", " Number of outliers: 4\n", "DECam g (total) - Megacam g (total):\n", " Number of outliers: 5\n", "SUPRIME g (aperture) - Megacam g (aperture):\n", " Number of outliers: 2\n", "SUPRIME g (total) - Megacam g (total):\n", " Number of outliers: 0\n", "GPC1 g (aperture) - Megacam g (aperture):\n", " Number of outliers: 0\n", "GPC1 g (total) - Megacam g (total):\n", " Number of outliers: 0\n", "SUPRIME g (aperture) - DECam g (aperture):\n", " Number of outliers: 0\n", "SUPRIME g (total) - DECam g (total):\n", " Number of outliers: 0\n", "GPC1 g (aperture) - DECam g (aperture):\n", " Number of outliers: 0\n", "GPC1 g (total) - DECam g (total):\n", " Number of outliers: 2\n", "GPC1 g (aperture) - SUPRIME g (aperture):\n", " Number of outliers: 0\n", "GPC1 g (total) - SUPRIME g (total):\n", " Number of outliers: 0\n", "DECam r (aperture) - Megacam r (aperture):\n", " Number of outliers: 9\n", "DECam r (total) - Megacam r (total):\n", " Number of outliers: 9\n", "SUPRIME r (aperture) - Megacam r (aperture):\n", " Number of outliers: 1\n", "SUPRIME r (total) - Megacam r (total):\n", " Number of outliers: 0\n", "GPC1 r (aperture) - Megacam r (aperture):\n", " Number of outliers: 0\n", "GPC1 r (total) - Megacam r (total):\n", " Number of outliers: 0\n", "SUPRIME r (aperture) - DECam r (aperture):\n", " Number of outliers: 0\n", "SUPRIME r (total) - DECam r (total):\n", " Number of outliers: 0\n", "GPC1 r (aperture) - DECam r (aperture):\n", " Number of outliers: 0\n", "GPC1 r (total) - DECam r (total):\n", " Number of outliers: 9\n", "GPC1 r (aperture) - SUPRIME r (aperture):\n", " Number of outliers: 0\n", "GPC1 r (total) - SUPRIME r (total):\n", " Number of outliers: 0\n", "DECam i (aperture) - Megacam i (aperture):\n", " Number of outliers: 10\n", "DECam i (total) - Megacam i (total):\n", " Number of outliers: 13\n", "SUPRIME i (aperture) - Megacam i (aperture):\n", " Number of outliers: 2\n", "SUPRIME i (total) - Megacam i (total):\n", " Number of outliers: 1\n", "GPC1 i (aperture) - Megacam i (aperture):\n", " Number of outliers: 0\n", "GPC1 i (total) - Megacam i (total):\n", " Number of outliers: 0\n", "SUPRIME i (aperture) - DECam i (aperture):\n", " Number of outliers: 2\n", "SUPRIME i (total) - DECam i (total):\n", " Number of outliers: 2\n", "GPC1 i (aperture) - DECam i (aperture):\n", " Number of outliers: 0\n", "GPC1 i (total) - DECam i (total):\n", " Number of outliers: 16\n", "GPC1 i (aperture) - SUPRIME i (aperture):\n", " Number of outliers: 0\n", "GPC1 i (total) - SUPRIME i (total):\n", " Number of outliers: 0\n", "DECam z (aperture) - Megacam z (aperture):\n", " Number of outliers: 8\n", "DECam z (total) - Megacam z (total):\n", " Number of outliers: 12\n", "SUPRIME z (aperture) - Megacam z (aperture):\n", " Number of outliers: 0\n", "SUPRIME z (total) - Megacam z (total):\n", " Number of outliers: 0\n", "GPC1 z (aperture) - Megacam z (aperture):\n", " Number of outliers: 0\n", "GPC1 z (total) - Megacam z (total):\n", " Number of outliers: 0\n", "VISTA z (aperture) - Megacam z (aperture):\n", " Number of outliers: 2\n", "VISTA z (total) - Megacam z (total):\n", " Number of outliers: 0\n", "SUPRIME z (aperture) - DECam z (aperture):\n", " Number of outliers: 0\n", "SUPRIME z (total) - DECam z (total):\n", " Number of outliers: 1\n", "GPC1 z (aperture) - DECam z (aperture):\n", " Number of outliers: 0\n", "GPC1 z (total) - DECam z (total):\n", " Number of outliers: 0\n", "VISTA z (aperture) - DECam z (aperture):\n", " Number of outliers: 11\n", "VISTA z (total) - DECam z (total):\n", " Number of outliers: 12\n", "GPC1 z (aperture) - SUPRIME z (aperture):\n", " Number of outliers: 0\n", "GPC1 z (total) - SUPRIME z (total):\n", " Number of outliers: 0\n", "VISTA z (aperture) - SUPRIME z (aperture):\n", " Number of outliers: 2\n", "VISTA z (total) - SUPRIME z (total):\n", " Number of outliers: 0\n", "VISTA z (aperture) - GPC1 z (aperture):\n", " Number of outliers: 0\n", "VISTA z (total) - GPC1 z (total):\n", " Number of outliers: 0\n", "No sources have both Megacam y (aperture) and DECam y (aperture) values.\n", "\n", "No sources have both Megacam y (total) and DECam y (total) values.\n", "\n", "No sources have both Megacam y (aperture) and SUPRIME y (aperture) values.\n", "\n", "No sources have both Megacam y (total) and SUPRIME y (total) values.\n", "\n", "No sources have both Megacam y (aperture) and GPC1 y (aperture) values.\n", "\n", "No sources have both Megacam y (total) and GPC1 y (total) values.\n", "\n", "No sources have both Megacam y (aperture) and VISTA y (aperture) values.\n", "\n", "No sources have both Megacam y (total) and VISTA y (total) values.\n", "\n", "SUPRIME y (aperture) - DECam y (aperture):\n", " Number of outliers: 0\n", "SUPRIME y (total) - DECam y (total):\n", " Number of outliers: 0\n", "GPC1 y (aperture) - DECam y (aperture):\n", " Number of outliers: 0\n", "GPC1 y (total) - DECam y (total):\n", " Number of outliers: 0\n", "VISTA y (aperture) - DECam y (aperture):\n", " Number of outliers: 1\n", "VISTA y (total) - DECam y (total):\n", " Number of outliers: 1\n", "GPC1 y (aperture) - SUPRIME y (aperture):\n", " Number of outliers: 0\n", "GPC1 y (total) - SUPRIME y (total):\n", " Number of outliers: 0\n", "VISTA y (aperture) - SUPRIME y (aperture):\n", " Number of outliers: 0\n", "VISTA y (total) - SUPRIME y (total):\n", " Number of outliers: 0\n", "VISTA y (aperture) - GPC1 y (aperture):\n", " Number of outliers: 0\n", "VISTA y (total) - GPC1 y (total):\n", " Number of outliers: 0\n", "UKIDSS J (aperture) - VISTA J (aperture):\n", " Number of outliers: 0\n", "UKIDSS J (total) - VISTA J (total):\n", " Number of outliers: 2\n", "No sources have both VISTA J (aperture) and WIRCAM J (aperture) values.\n", "\n", "No sources have both VISTA J (total) and WIRCAM J (total) values.\n", "\n", "No sources have both UKIDSS J (aperture) and WIRCAM J (aperture) values.\n", "\n", "No sources have both UKIDSS J (total) and WIRCAM J (total) values.\n", "\n", "UKIDSS H (aperture) - VISTA H (aperture):\n", " Number of outliers: 0\n", "UKIDSS H (total) - VISTA H (total):\n", " Number of outliers: 1\n", "No sources have both VISTA H (aperture) and WIRCAM H (aperture) values.\n", "\n", "No sources have both VISTA H (total) and WIRCAM H (total) values.\n", "\n", "No sources have both UKIDSS H (aperture) and WIRCAM H (aperture) values.\n", "\n", "No sources have both UKIDSS H (total) and WIRCAM H (total) values.\n", "\n", "UKIDSS K (aperture) - VISTA Ks (aperture):\n", " Number of outliers: 0\n", "UKIDSS K (total) - VISTA Ks (total):\n", " Number of outliers: 0\n", "No sources have both VISTA Ks (aperture) and WIRCAM Ks (aperture) values.\n", "\n", "WIRCAM Ks (total) - VISTA Ks (total):\n", " Number of outliers: 0\n", "No sources have both UKIDSS K (aperture) and WIRCAM Ks (aperture) values.\n", "\n", "WIRCAM Ks (total) - UKIDSS K (total):\n", " Number of outliers: 0\n", "GPC1 g\n", " Aperture magnitude\n", " Number of flagged objects: 4\n", " Total magnitude\n", " Number of flagged objects: 3\n", "GPC1 r\n", " Aperture magnitude\n", " Number of flagged objects: 4\n", " Total magnitude\n", " Number of flagged objects: 3\n", "GPC1 i\n", " Aperture magnitude\n", " Number of flagged objects: 2\n", " Total magnitude\n", " Number of flagged objects: 3\n", "GPC1 z\n", " Aperture magnitude\n", " Number of flagged objects: 3\n", " Total magnitude\n", " Number of flagged objects: 4\n", "GPC1 y\n", " Aperture magnitude\n", " Number of flagged objects: 22\n", " Total magnitude\n", " Number of flagged objects: 22\n", "IRAC i1\n", " Aperture magnitude\n", " Number of flagged objects: 0\n", "IRAC i2\n", " Aperture magnitude\n", " Number of flagged objects: 0\n", "IRAC i3\n", " Aperture magnitude\n", " Number of flagged objects: 0\n", "IRAC i4\n", " Aperture magnitude\n", " Number of flagged objects: 0\n", "DECam g (aperture) - Megacam g (aperture):\n", " Number of outliers: 12\n", "DECam g (total) - Megacam g (total):\n", " Number of outliers: 15\n", "SUPRIME g (aperture) - Megacam g (aperture):\n", " Number of outliers: 2\n", "SUPRIME g (total) - Megacam g (total):\n", " Number of outliers: 1\n", "GPC1 g (aperture) - Megacam g (aperture):\n", " Number of outliers: 0\n", "GPC1 g (total) - Megacam g (total):\n", " Number of outliers: 2\n", "SUPRIME g (aperture) - DECam g (aperture):\n", " Number of outliers: 1\n", "SUPRIME g (total) - DECam g (total):\n", " Number of outliers: 2\n", "GPC1 g (aperture) - DECam g (aperture):\n", " Number of outliers: 0\n", "GPC1 g (total) - DECam g (total):\n", " Number of outliers: 7\n", "GPC1 g (aperture) - SUPRIME g (aperture):\n", " Number of outliers: 0\n", "GPC1 g (total) - SUPRIME g (total):\n", " Number of outliers: 0\n", "DECam r (aperture) - Megacam r (aperture):\n", " Number of outliers: 26\n", "DECam r (total) - Megacam r (total):\n", " Number of outliers: 26\n", "SUPRIME r (aperture) - Megacam r (aperture):\n", " Number of outliers: 2\n", "SUPRIME r (total) - Megacam r (total):\n", " Number of outliers: 2\n", "GPC1 r (aperture) - Megacam r (aperture):\n", " Number of outliers: 0\n", "GPC1 r (total) - Megacam r (total):\n", " Number of outliers: 1\n", "SUPRIME r (aperture) - DECam r (aperture):\n", " Number of outliers: 0\n", "SUPRIME r (total) - DECam r (total):\n", " Number of outliers: 2\n", "GPC1 r (aperture) - DECam r (aperture):\n", " Number of outliers: 0\n", "GPC1 r (total) - DECam r (total):\n", " Number of outliers: 27\n", "GPC1 r (aperture) - SUPRIME r (aperture):\n", " Number of outliers: 0\n", "GPC1 r (total) - SUPRIME r (total):\n", " Number of outliers: 0\n", "DECam i (aperture) - Megacam i (aperture):\n", " Number of outliers: 27\n", "DECam i (total) - Megacam i (total):\n", " Number of outliers: 32\n", "SUPRIME i (aperture) - Megacam i (aperture):\n", " Number of outliers: 3\n", "SUPRIME i (total) - Megacam i (total):\n", " Number of outliers: 0\n", "GPC1 i (aperture) - Megacam i (aperture):\n", " Number of outliers: 0\n", "GPC1 i (total) - Megacam i (total):\n", " Number of outliers: 1\n", "SUPRIME i (aperture) - DECam i (aperture):\n", " Number of outliers: 5\n", "SUPRIME i (total) - DECam i (total):\n", " Number of outliers: 6\n", "GPC1 i (aperture) - DECam i (aperture):\n", " Number of outliers: 0\n", "GPC1 i (total) - DECam i (total):\n", " Number of outliers: 35\n", "GPC1 i (aperture) - SUPRIME i (aperture):\n", " Number of outliers: 0\n", "GPC1 i (total) - SUPRIME i (total):\n", " Number of outliers: 0\n", "DECam z (aperture) - Megacam z (aperture):\n", " Number of outliers: 22\n", "DECam z (total) - Megacam z (total):\n", " Number of outliers: 30\n", "SUPRIME z (aperture) - Megacam z (aperture):\n", " Number of outliers: 0\n", "SUPRIME z (total) - Megacam z (total):\n", " Number of outliers: 0\n", "GPC1 z (aperture) - Megacam z (aperture):\n", " Number of outliers: 0\n", "GPC1 z (total) - Megacam z (total):\n", " Number of outliers: 2\n", "VISTA z (aperture) - Megacam z (aperture):\n", " Number of outliers: 7\n", "VISTA z (total) - Megacam z (total):\n", " Number of outliers: 0\n", "SUPRIME z (aperture) - DECam z (aperture):\n", " Number of outliers: 0\n", "SUPRIME z (total) - DECam z (total):\n", " Number of outliers: 3\n", "GPC1 z (aperture) - DECam z (aperture):\n", " Number of outliers: 1\n", "GPC1 z (total) - DECam z (total):\n", " Number of outliers: 2\n", "VISTA z (aperture) - DECam z (aperture):\n", " Number of outliers: 18\n", "VISTA z (total) - DECam z (total):\n", " Number of outliers: 26\n", "GPC1 z (aperture) - SUPRIME z (aperture):\n", " Number of outliers: 0\n", "GPC1 z (total) - SUPRIME z (total):\n", " Number of outliers: 0\n", "VISTA z (aperture) - SUPRIME z (aperture):\n", " Number of outliers: 0\n", "VISTA z (total) - SUPRIME z (total):\n", " Number of outliers: 1\n", "VISTA z (aperture) - GPC1 z (aperture):\n", " Number of outliers: 0\n", "VISTA z (total) - GPC1 z (total):\n", " Number of outliers: 2\n", "No sources have both Megacam y (aperture) and DECam y (aperture) values.\n", "\n", "DECam y (total) - Megacam y (total):\n", " Number of outliers: 0\n", "No sources have both Megacam y (aperture) and SUPRIME y (aperture) values.\n", "\n", "SUPRIME y (total) - Megacam y (total):\n", " Number of outliers: 0\n", "No sources have both Megacam y (aperture) and GPC1 y (aperture) values.\n", "\n", "GPC1 y (total) - Megacam y (total):\n", " Number of outliers: 0\n", "No sources have both Megacam y (aperture) and VISTA y (aperture) values.\n", "\n", "VISTA y (total) - Megacam y (total):\n", " Number of outliers: 0\n", "SUPRIME y (aperture) - DECam y (aperture):\n", " Number of outliers: 2\n", "SUPRIME y (total) - DECam y (total):\n", " Number of outliers: 1\n", "GPC1 y (aperture) - DECam y (aperture):\n", " Number of outliers: 0\n", "GPC1 y (total) - DECam y (total):\n", " Number of outliers: 0\n", "VISTA y (aperture) - DECam y (aperture):\n", " Number of outliers: 2\n", "VISTA y (total) - DECam y (total):\n", " Number of outliers: 2\n", "GPC1 y (aperture) - SUPRIME y (aperture):\n", " Number of outliers: 0\n", "GPC1 y (total) - SUPRIME y (total):\n", " Number of outliers: 0\n", "VISTA y (aperture) - SUPRIME y (aperture):\n", " Number of outliers: 1\n", "VISTA y (total) - SUPRIME y (total):\n", " Number of outliers: 0\n", "VISTA y (aperture) - GPC1 y (aperture):\n", " Number of outliers: 0\n", "VISTA y (total) - GPC1 y (total):\n", " Number of outliers: 0\n", "UKIDSS J (aperture) - VISTA J (aperture):\n", " Number of outliers: 0\n", "UKIDSS J (total) - VISTA J (total):\n", " Number of outliers: 0\n", "No sources have both VISTA J (aperture) and WIRCAM J (aperture) values.\n", "\n", "No sources have both VISTA J (total) and WIRCAM J (total) values.\n", "\n", "No sources have both UKIDSS J (aperture) and WIRCAM J (aperture) values.\n", "\n", "No sources have both UKIDSS J (total) and WIRCAM J (total) values.\n", "\n", "No sources have both VISTA H (aperture) and UKIDSS H (aperture) values.\n", "\n", "No sources have both VISTA H (total) and UKIDSS H (total) values.\n", "\n", "No sources have both VISTA H (aperture) and WIRCAM H (aperture) values.\n", "\n", "No sources have both VISTA H (total) and WIRCAM H (total) values.\n", "\n", "No sources have both UKIDSS H (aperture) and WIRCAM H (aperture) values.\n", "\n", "No sources have both UKIDSS H (total) and WIRCAM H (total) values.\n", "\n", "UKIDSS K (aperture) - VISTA Ks (aperture):\n", " Number of outliers: 0\n", "UKIDSS K (total) - VISTA Ks (total):\n", " Number of outliers: 0\n", "No sources have both VISTA Ks (aperture) and WIRCAM Ks (aperture) values.\n", "\n", "WIRCAM Ks (total) - VISTA Ks (total):\n", " Number of outliers: 1\n", "No sources have both UKIDSS K (aperture) and WIRCAM Ks (aperture) values.\n", "\n", "WIRCAM Ks (total) - UKIDSS K (total):\n", " Number of outliers: 0\n", "GPC1 g\n", " Aperture magnitude\n", " Number of flagged objects: 5\n", " Total magnitude\n", " Number of flagged objects: 4\n", "GPC1 r\n", " Aperture magnitude\n", " Number of flagged objects: 5\n", " Total magnitude\n", " Number of flagged objects: 5\n", "GPC1 i\n", " Aperture magnitude\n", " Number of flagged objects: 3\n", " Total magnitude\n", " Number of flagged objects: 2\n", "GPC1 z\n", " Aperture magnitude\n", " Number of flagged objects: 4\n", " Total magnitude\n", " Number of flagged objects: 4\n", "GPC1 y\n", " Aperture magnitude\n", " Number of flagged objects: 1\n", " Total magnitude\n", " Number of flagged objects: 1\n", "IRAC i1\n", " Aperture magnitude\n", " Number of flagged objects: 0\n", "IRAC i2\n", " Aperture magnitude\n", " Number of flagged objects: 0\n", "IRAC i3\n", " Aperture magnitude\n", " Number of flagged objects: 0\n", "IRAC i4\n", " Aperture magnitude\n", " Number of flagged objects: 0\n", "DECam g (aperture) - Megacam g (aperture):\n", " Number of outliers: 27\n", "DECam g (total) - Megacam g (total):\n", " Number of outliers: 38\n", "SUPRIME g (aperture) - Megacam g (aperture):\n", " Number of outliers: 0\n", "SUPRIME g (total) - Megacam g (total):\n", " Number of outliers: 1\n", "GPC1 g (aperture) - Megacam g (aperture):\n", " Number of outliers: 0\n", "GPC1 g (total) - Megacam g (total):\n", " Number of outliers: 2\n", "SUPRIME g (aperture) - DECam g (aperture):\n", " Number of outliers: 3\n", "SUPRIME g (total) - DECam g (total):\n", " Number of outliers: 2\n", "GPC1 g (aperture) - DECam g (aperture):\n", " Number of outliers: 0\n", "GPC1 g (total) - DECam g (total):\n", " Number of outliers: 11\n", "GPC1 g (aperture) - SUPRIME g (aperture):\n", " Number of outliers: 0\n", "GPC1 g (total) - SUPRIME g (total):\n", " Number of outliers: 0\n", "DECam r (aperture) - Megacam r (aperture):\n", " Number of outliers: 40\n", "DECam r (total) - Megacam r (total):\n", " Number of outliers: 41\n", "SUPRIME r (aperture) - Megacam r (aperture):\n", " Number of outliers: 0\n", "SUPRIME r (total) - Megacam r (total):\n", " Number of outliers: 0\n", "GPC1 r (aperture) - Megacam r (aperture):\n", " Number of outliers: 0\n", "GPC1 r (total) - Megacam r (total):\n", " Number of outliers: 7\n", "SUPRIME r (aperture) - DECam r (aperture):\n", " Number of outliers: 2\n", "SUPRIME r (total) - DECam r (total):\n", " Number of outliers: 4\n", "GPC1 r (aperture) - DECam r (aperture):\n", " Number of outliers: 0\n", "GPC1 r (total) - DECam r (total):\n", " Number of outliers: 3\n", "GPC1 r (aperture) - SUPRIME r (aperture):\n", " Number of outliers: 0\n", "GPC1 r (total) - SUPRIME r (total):\n", " Number of outliers: 0\n", "DECam i (aperture) - Megacam i (aperture):\n", " Number of outliers: 24\n", "DECam i (total) - Megacam i (total):\n", " Number of outliers: 32\n", "SUPRIME i (aperture) - Megacam i (aperture):\n", " Number of outliers: 4\n", "SUPRIME i (total) - Megacam i (total):\n", " Number of outliers: 1\n", "GPC1 i (aperture) - Megacam i (aperture):\n", " Number of outliers: 0\n", "GPC1 i (total) - Megacam i (total):\n", " Number of outliers: 0\n", "SUPRIME i (aperture) - DECam i (aperture):\n", " Number of outliers: 4\n", "SUPRIME i (total) - DECam i (total):\n", " Number of outliers: 8\n", "GPC1 i (aperture) - DECam i (aperture):\n", " Number of outliers: 0\n", "GPC1 i (total) - DECam i (total):\n", " Number of outliers: 25\n", "GPC1 i (aperture) - SUPRIME i (aperture):\n", " Number of outliers: 0\n", "GPC1 i (total) - SUPRIME i (total):\n", " Number of outliers: 0\n", "DECam z (aperture) - Megacam z (aperture):\n", " Number of outliers: 25\n", "DECam z (total) - Megacam z (total):\n", " Number of outliers: 41\n", "SUPRIME z (aperture) - Megacam z (aperture):\n", " Number of outliers: 0\n", "SUPRIME z (total) - Megacam z (total):\n", " Number of outliers: 0\n", "GPC1 z (aperture) - Megacam z (aperture):\n", " Number of outliers: 0\n", "GPC1 z (total) - Megacam z (total):\n", " Number of outliers: 0\n", "VISTA z (aperture) - Megacam z (aperture):\n", " Number of outliers: 5\n", "VISTA z (total) - Megacam z (total):\n", " Number of outliers: 1\n", "SUPRIME z (aperture) - DECam z (aperture):\n", " Number of outliers: 3\n", "SUPRIME z (total) - DECam z (total):\n", " Number of outliers: 3\n", "GPC1 z (aperture) - DECam z (aperture):\n", " Number of outliers: 0\n", "GPC1 z (total) - DECam z (total):\n", " Number of outliers: 0\n", "VISTA z (aperture) - DECam z (aperture):\n", " Number of outliers: 23\n", "VISTA z (total) - DECam z (total):\n", " Number of outliers: 27\n", "GPC1 z (aperture) - SUPRIME z (aperture):\n", " Number of outliers: 0\n", "GPC1 z (total) - SUPRIME z (total):\n", " Number of outliers: 0\n", "VISTA z (aperture) - SUPRIME z (aperture):\n", " Number of outliers: 3\n", "VISTA z (total) - SUPRIME z (total):\n", " Number of outliers: 0\n", "VISTA z (aperture) - GPC1 z (aperture):\n", " Number of outliers: 0\n", "VISTA z (total) - GPC1 z (total):\n", " Number of outliers: 0\n", "DECam y (aperture) - Megacam y (aperture):\n", " Number of outliers: 0\n", "DECam y (total) - Megacam y (total):\n", " Number of outliers: 0\n", "SUPRIME y (aperture) - Megacam y (aperture):\n", " Number of outliers: 0\n", "SUPRIME y (total) - Megacam y (total):\n", " Number of outliers: 0\n", "GPC1 y (aperture) - Megacam y (aperture):\n", " Number of outliers: 0\n", "GPC1 y (total) - Megacam y (total):\n", " Number of outliers: 0\n", "VISTA y (aperture) - Megacam y (aperture):\n", " Number of outliers: 0\n", "VISTA y (total) - Megacam y (total):\n", " Number of outliers: 0\n", "SUPRIME y (aperture) - DECam y (aperture):\n", " Number of outliers: 1\n", "SUPRIME y (total) - DECam y (total):\n", " Number of outliers: 0\n", "GPC1 y (aperture) - DECam y (aperture):\n", " Number of outliers: 2\n", "GPC1 y (total) - DECam y (total):\n", " Number of outliers: 4\n", "VISTA y (aperture) - DECam y (aperture):\n", " Number of outliers: 5\n", "VISTA y (total) - DECam y (total):\n", " Number of outliers: 3\n", "GPC1 y (aperture) - SUPRIME y (aperture):\n", " Number of outliers: 0\n", "GPC1 y (total) - SUPRIME y (total):\n", " Number of outliers: 0\n", "VISTA y (aperture) - SUPRIME y (aperture):\n", " Number of outliers: 4\n", "VISTA y (total) - SUPRIME y (total):\n", " Number of outliers: 0\n", "VISTA y (aperture) - GPC1 y (aperture):\n", " Number of outliers: 1\n", "VISTA y (total) - GPC1 y (total):\n", " Number of outliers: 0\n", "UKIDSS J (aperture) - VISTA J (aperture):\n", " Number of outliers: 0\n", "UKIDSS J (total) - VISTA J (total):\n", " Number of outliers: 0\n", "WIRCAM J (aperture) - VISTA J (aperture):\n", " Number of outliers: 1\n", "WIRCAM J (total) - VISTA J (total):\n", " Number of outliers: 10\n", "WIRCAM J (aperture) - UKIDSS J (aperture):\n", " Number of outliers: 0\n", "WIRCAM J (total) - UKIDSS J (total):\n", " Number of outliers: 0\n", "No sources have both VISTA H (aperture) and UKIDSS H (aperture) values.\n", "\n", "No sources have both VISTA H (total) and UKIDSS H (total) values.\n", "\n", "WIRCAM H (aperture) - VISTA H (aperture):\n", " Number of outliers: 4\n", "WIRCAM H (total) - VISTA H (total):\n", " Number of outliers: 8\n", "No sources have both UKIDSS H (aperture) and WIRCAM H (aperture) values.\n", "\n", "No sources have both UKIDSS H (total) and WIRCAM H (total) values.\n", "\n", "UKIDSS K (aperture) - VISTA Ks (aperture):\n", " Number of outliers: 0\n", "UKIDSS K (total) - VISTA Ks (total):\n", " Number of outliers: 0\n", "WIRCAM Ks (aperture) - VISTA Ks (aperture):\n", " Number of outliers: 4\n", "WIRCAM Ks (total) - VISTA Ks (total):\n", " Number of outliers: 6\n", "WIRCAM Ks (aperture) - UKIDSS K (aperture):\n", " Number of outliers: 3\n", "WIRCAM Ks (total) - UKIDSS K (total):\n", " Number of outliers: 0\n", "GPC1 g\n", " Aperture magnitude\n", " Number of flagged objects: 2\n", " Total magnitude\n", " Number of flagged objects: 2\n", "GPC1 r\n", " Aperture magnitude\n", " Number of flagged objects: 3\n", " Total magnitude\n", " Number of flagged objects: 4\n", "GPC1 i\n", " Aperture magnitude\n", " Number of flagged objects: 3\n", " Total magnitude\n", " Number of flagged objects: 2\n", "GPC1 z\n", " Aperture magnitude\n", " Number of flagged objects: 4\n", " Total magnitude\n", " Number of flagged objects: 3\n", "GPC1 y\n", " Aperture magnitude\n", " Number of flagged objects: 2\n", " Total magnitude\n", " Number of flagged objects: 2\n", "IRAC i1\n", " Aperture magnitude\n", " Number of flagged objects: 0\n", "IRAC i2\n", " Aperture magnitude\n", " Number of flagged objects: 0\n", "IRAC i3\n", " Aperture magnitude\n", " Number of flagged objects: 0\n", "IRAC i4\n", " Aperture magnitude\n", " Number of flagged objects: 0\n", "DECam g (aperture) - Megacam g (aperture):\n", " Number of outliers: 10\n", "DECam g (total) - Megacam g (total):\n", " Number of outliers: 24\n", "SUPRIME g (aperture) - Megacam g (aperture):\n", " Number of outliers: 5\n", "SUPRIME g (total) - Megacam g (total):\n", " Number of outliers: 0\n", "GPC1 g (aperture) - Megacam g (aperture):\n", " Number of outliers: 0\n", "GPC1 g (total) - Megacam g (total):\n", " Number of outliers: 0\n", "SUPRIME g (aperture) - DECam g (aperture):\n", " Number of outliers: 4\n", "SUPRIME g (total) - DECam g (total):\n", " Number of outliers: 6\n", "GPC1 g (aperture) - DECam g (aperture):\n", " Number of outliers: 0\n", "GPC1 g (total) - DECam g (total):\n", " Number of outliers: 4\n", "GPC1 g (aperture) - SUPRIME g (aperture):\n", " Number of outliers: 0\n", "GPC1 g (total) - SUPRIME g (total):\n", " Number of outliers: 0\n", "DECam r (aperture) - Megacam r (aperture):\n", " Number of outliers: 11\n", "DECam r (total) - Megacam r (total):\n", " Number of outliers: 20\n", "SUPRIME r (aperture) - Megacam r (aperture):\n", " Number of outliers: 2\n", "SUPRIME r (total) - Megacam r (total):\n", " Number of outliers: 0\n", "GPC1 r (aperture) - Megacam r (aperture):\n", " Number of outliers: 0\n", "GPC1 r (total) - Megacam r (total):\n", " Number of outliers: 3\n", "SUPRIME r (aperture) - DECam r (aperture):\n", " Number of outliers: 1\n", "SUPRIME r (total) - DECam r (total):\n", " Number of outliers: 2\n", "GPC1 r (aperture) - DECam r (aperture):\n", " Number of outliers: 0\n", "GPC1 r (total) - DECam r (total):\n", " Number of outliers: 22\n", "GPC1 r (aperture) - SUPRIME r (aperture):\n", " Number of outliers: 0\n", "GPC1 r (total) - SUPRIME r (total):\n", " Number of outliers: 0\n", "DECam i (aperture) - Megacam i (aperture):\n", " Number of outliers: 19\n", "DECam i (total) - Megacam i (total):\n", " Number of outliers: 25\n", "SUPRIME i (aperture) - Megacam i (aperture):\n", " Number of outliers: 5\n", "SUPRIME i (total) - Megacam i (total):\n", " Number of outliers: 0\n", "GPC1 i (aperture) - Megacam i (aperture):\n", " Number of outliers: 0\n", "GPC1 i (total) - Megacam i (total):\n", " Number of outliers: 0\n", "SUPRIME i (aperture) - DECam i (aperture):\n", " Number of outliers: 7\n", "SUPRIME i (total) - DECam i (total):\n", " Number of outliers: 13\n", "GPC1 i (aperture) - DECam i (aperture):\n", " Number of outliers: 0\n", "GPC1 i (total) - DECam i (total):\n", " Number of outliers: 37\n", "GPC1 i (aperture) - SUPRIME i (aperture):\n", " Number of outliers: 0\n", "GPC1 i (total) - SUPRIME i (total):\n", " Number of outliers: 0\n", "DECam z (aperture) - Megacam z (aperture):\n", " Number of outliers: 16\n", "DECam z (total) - Megacam z (total):\n", " Number of outliers: 30\n", "SUPRIME z (aperture) - Megacam z (aperture):\n", " Number of outliers: 0\n", "SUPRIME z (total) - Megacam z (total):\n", " Number of outliers: 0\n", "GPC1 z (aperture) - Megacam z (aperture):\n", " Number of outliers: 0\n", "GPC1 z (total) - Megacam z (total):\n", " Number of outliers: 1\n", "VISTA z (aperture) - Megacam z (aperture):\n", " Number of outliers: 10\n", "VISTA z (total) - Megacam z (total):\n", " Number of outliers: 0\n", "SUPRIME z (aperture) - DECam z (aperture):\n", " Number of outliers: 1\n", "SUPRIME z (total) - DECam z (total):\n", " Number of outliers: 8\n", "GPC1 z (aperture) - DECam z (aperture):\n", " Number of outliers: 0\n", "GPC1 z (total) - DECam z (total):\n", " Number of outliers: 18\n", "VISTA z (aperture) - DECam z (aperture):\n", " Number of outliers: 4\n", "VISTA z (total) - DECam z (total):\n", " Number of outliers: 12\n", "GPC1 z (aperture) - SUPRIME z (aperture):\n", " Number of outliers: 0\n", "GPC1 z (total) - SUPRIME z (total):\n", " Number of outliers: 0\n", "VISTA z (aperture) - SUPRIME z (aperture):\n", " Number of outliers: 2\n", "VISTA z (total) - SUPRIME z (total):\n", " Number of outliers: 0\n", "VISTA z (aperture) - GPC1 z (aperture):\n", " Number of outliers: 0\n", "VISTA z (total) - GPC1 z (total):\n", " Number of outliers: 0\n", "DECam y (aperture) - Megacam y (aperture):\n", " Number of outliers: 0\n", "DECam y (total) - Megacam y (total):\n", " Number of outliers: 0\n", "SUPRIME y (aperture) - Megacam y (aperture):\n", " Number of outliers: 0\n", "SUPRIME y (total) - Megacam y (total):\n", " Number of outliers: 0\n", "GPC1 y (aperture) - Megacam y (aperture):\n", " Number of outliers: 0\n", "GPC1 y (total) - Megacam y (total):\n", " Number of outliers: 0\n", "No sources have both Megacam y (aperture) and VISTA y (aperture) values.\n", "\n", "No sources have both Megacam y (total) and VISTA y (total) values.\n", "\n", "SUPRIME y (aperture) - DECam y (aperture):\n", " Number of outliers: 0\n", "SUPRIME y (total) - DECam y (total):\n", " Number of outliers: 0\n", "GPC1 y (aperture) - DECam y (aperture):\n", " Number of outliers: 3\n", "GPC1 y (total) - DECam y (total):\n", " Number of outliers: 3\n", "VISTA y (aperture) - DECam y (aperture):\n", " Number of outliers: 0\n", "VISTA y (total) - DECam y (total):\n", " Number of outliers: 1\n", "GPC1 y (aperture) - SUPRIME y (aperture):\n", " Number of outliers: 0\n", "GPC1 y (total) - SUPRIME y (total):\n", " Number of outliers: 0\n", "VISTA y (aperture) - SUPRIME y (aperture):\n", " Number of outliers: 1\n", "VISTA y (total) - SUPRIME y (total):\n", " Number of outliers: 0\n", "VISTA y (aperture) - GPC1 y (aperture):\n", " Number of outliers: 0\n", "VISTA y (total) - GPC1 y (total):\n", " Number of outliers: 0\n", "No sources have both VISTA J (aperture) and UKIDSS J (aperture) values.\n", "\n", "No sources have both VISTA J (total) and UKIDSS J (total) values.\n", "\n", "No sources have both VISTA J (aperture) and WIRCAM J (aperture) values.\n", "\n", "No sources have both VISTA J (total) and WIRCAM J (total) values.\n", "\n", "No sources have both UKIDSS J (aperture) and WIRCAM J (aperture) values.\n", "\n", "No sources have both UKIDSS J (total) and WIRCAM J (total) values.\n", "\n", "No sources have both VISTA H (aperture) and UKIDSS H (aperture) values.\n", "\n", "No sources have both VISTA H (total) and UKIDSS H (total) values.\n", "\n", "No sources have both VISTA H (aperture) and WIRCAM H (aperture) values.\n", "\n", "No sources have both VISTA H (total) and WIRCAM H (total) values.\n", "\n", "No sources have both UKIDSS H (aperture) and WIRCAM H (aperture) values.\n", "\n", "No sources have both UKIDSS H (total) and WIRCAM H (total) values.\n", "\n", "No sources have both VISTA Ks (aperture) and UKIDSS K (aperture) values.\n", "\n", "No sources have both VISTA Ks (total) and UKIDSS K (total) values.\n", "\n", "No sources have both VISTA Ks (aperture) and WIRCAM Ks (aperture) values.\n", "\n", "WIRCAM Ks (total) - VISTA Ks (total):\n", " Number of outliers: 0\n", "No sources have both UKIDSS K (aperture) and WIRCAM Ks (aperture) values.\n", "\n", "No sources have both UKIDSS K (total) and WIRCAM Ks (total) values.\n", "\n", "GPC1 g\n", " Aperture magnitude\n", " Number of flagged objects: 1\n", " Total magnitude\n", " Number of flagged objects: 1\n", "GPC1 r\n", " Aperture magnitude\n", " Number of flagged objects: 3\n", " Total magnitude\n", " Number of flagged objects: 3\n", "GPC1 i\n", " Aperture magnitude\n", " Number of flagged objects: 4\n", " Total magnitude\n", " Number of flagged objects: 5\n", "GPC1 z\n", " Aperture magnitude\n", " Number of flagged objects: 5\n", " Total magnitude\n", " Number of flagged objects: 6\n", "GPC1 y\n", " Aperture magnitude\n", " Number of flagged objects: 0\n", " Total magnitude\n", " Number of flagged objects: 0\n", "IRAC i1\n", " Aperture magnitude\n", " Number of flagged objects: 0\n", "IRAC i2\n", " Aperture magnitude\n", " Number of flagged objects: 0\n", "IRAC i3\n", " Aperture magnitude\n", " Number of flagged objects: 0\n", "IRAC i4\n", " Aperture magnitude\n", " Number of flagged objects: 0\n", "DECam g (aperture) - Megacam g (aperture):\n", " Number of outliers: 30\n", "DECam g (total) - Megacam g (total):\n", " Number of outliers: 35\n", "SUPRIME g (aperture) - Megacam g (aperture):\n", " Number of outliers: 2\n", "SUPRIME g (total) - Megacam g (total):\n", " Number of outliers: 1\n", "GPC1 g (aperture) - Megacam g (aperture):\n", " Number of outliers: 0\n", "GPC1 g (total) - Megacam g (total):\n", " Number of outliers: 0\n", "SUPRIME g (aperture) - DECam g (aperture):\n", " Number of outliers: 2\n", "SUPRIME g (total) - DECam g (total):\n", " Number of outliers: 2\n", "GPC1 g (aperture) - DECam g (aperture):\n", " Number of outliers: 0\n", "GPC1 g (total) - DECam g (total):\n", " Number of outliers: 17\n", "GPC1 g (aperture) - SUPRIME g (aperture):\n", " Number of outliers: 0\n", "GPC1 g (total) - SUPRIME g (total):\n", " Number of outliers: 0\n", "DECam r (aperture) - Megacam r (aperture):\n", " Number of outliers: 40\n", "DECam r (total) - Megacam r (total):\n", " Number of outliers: 42\n", "SUPRIME r (aperture) - Megacam r (aperture):\n", " Number of outliers: 2\n", "SUPRIME r (total) - Megacam r (total):\n", " Number of outliers: 1\n", "GPC1 r (aperture) - Megacam r (aperture):\n", " Number of outliers: 0\n", "GPC1 r (total) - Megacam r (total):\n", " Number of outliers: 9\n", "SUPRIME r (aperture) - DECam r (aperture):\n", " Number of outliers: 2\n", "SUPRIME r (total) - DECam r (total):\n", " Number of outliers: 1\n", "GPC1 r (aperture) - DECam r (aperture):\n", " Number of outliers: 0\n", "GPC1 r (total) - DECam r (total):\n", " Number of outliers: 20\n", "GPC1 r (aperture) - SUPRIME r (aperture):\n", " Number of outliers: 0\n", "GPC1 r (total) - SUPRIME r (total):\n", " Number of outliers: 0\n", "DECam i (aperture) - Megacam i (aperture):\n", " Number of outliers: 32\n", "DECam i (total) - Megacam i (total):\n", " Number of outliers: 38\n", "SUPRIME i (aperture) - Megacam i (aperture):\n", " Number of outliers: 1\n", "SUPRIME i (total) - Megacam i (total):\n", " Number of outliers: 0\n", "GPC1 i (aperture) - Megacam i (aperture):\n", " Number of outliers: 0\n", "GPC1 i (total) - Megacam i (total):\n", " Number of outliers: 0\n", "SUPRIME i (aperture) - DECam i (aperture):\n", " Number of outliers: 2\n", "SUPRIME i (total) - DECam i (total):\n", " Number of outliers: 1\n", "GPC1 i (aperture) - DECam i (aperture):\n", " Number of outliers: 0\n", "GPC1 i (total) - DECam i (total):\n", " Number of outliers: 40\n", "GPC1 i (aperture) - SUPRIME i (aperture):\n", " Number of outliers: 0\n", "GPC1 i (total) - SUPRIME i (total):\n", " Number of outliers: 0\n", "DECam z (aperture) - Megacam z (aperture):\n", " Number of outliers: 32\n", "DECam z (total) - Megacam z (total):\n", " Number of outliers: 36\n", "SUPRIME z (aperture) - Megacam z (aperture):\n", " Number of outliers: 0\n", "SUPRIME z (total) - Megacam z (total):\n", " Number of outliers: 0\n", "GPC1 z (aperture) - Megacam z (aperture):\n", " Number of outliers: 0\n", "GPC1 z (total) - Megacam z (total):\n", " Number of outliers: 1\n", "VISTA z (aperture) - Megacam z (aperture):\n", " Number of outliers: 0\n", "VISTA z (total) - Megacam z (total):\n", " Number of outliers: 0\n", "SUPRIME z (aperture) - DECam z (aperture):\n", " Number of outliers: 1\n", "SUPRIME z (total) - DECam z (total):\n", " Number of outliers: 1\n", "GPC1 z (aperture) - DECam z (aperture):\n", " Number of outliers: 0\n", "GPC1 z (total) - DECam z (total):\n", " Number of outliers: 19\n", "VISTA z (aperture) - DECam z (aperture):\n", " Number of outliers: 3\n", "VISTA z (total) - DECam z (total):\n", " Number of outliers: 4\n", "GPC1 z (aperture) - SUPRIME z (aperture):\n", " Number of outliers: 0\n", "GPC1 z (total) - SUPRIME z (total):\n", " Number of outliers: 0\n", "VISTA z (aperture) - SUPRIME z (aperture):\n", " Number of outliers: 0\n", "VISTA z (total) - SUPRIME z (total):\n", " Number of outliers: 0\n", "VISTA z (aperture) - GPC1 z (aperture):\n", " Number of outliers: 0\n", "VISTA z (total) - GPC1 z (total):\n", " Number of outliers: 0\n", "DECam y (aperture) - Megacam y (aperture):\n", " Number of outliers: 0\n", "DECam y (total) - Megacam y (total):\n", " Number of outliers: 0\n", "SUPRIME y (aperture) - Megacam y (aperture):\n", " Number of outliers: 0\n", "SUPRIME y (total) - Megacam y (total):\n", " Number of outliers: 0\n", "GPC1 y (aperture) - Megacam y (aperture):\n", " Number of outliers: 0\n", "GPC1 y (total) - Megacam y (total):\n", " Number of outliers: 0\n", "No sources have both Megacam y (aperture) and VISTA y (aperture) values.\n", "\n", "VISTA y (total) - Megacam y (total):\n", " Number of outliers: 0\n", "SUPRIME y (aperture) - DECam y (aperture):\n", " Number of outliers: 0\n", "SUPRIME y (total) - DECam y (total):\n", " Number of outliers: 0\n", "GPC1 y (aperture) - DECam y (aperture):\n", " Number of outliers: 0\n", "GPC1 y (total) - DECam y (total):\n", " Number of outliers: 1\n", "VISTA y (aperture) - DECam y (aperture):\n", " Number of outliers: 3\n", "VISTA y (total) - DECam y (total):\n", " Number of outliers: 3\n", "GPC1 y (aperture) - SUPRIME y (aperture):\n", " Number of outliers: 0\n", "GPC1 y (total) - SUPRIME y (total):\n", " Number of outliers: 0\n", "VISTA y (aperture) - SUPRIME y (aperture):\n", " Number of outliers: 0\n", "VISTA y (total) - SUPRIME y (total):\n", " Number of outliers: 0\n", "VISTA y (aperture) - GPC1 y (aperture):\n", " Number of outliers: 0\n", "VISTA y (total) - GPC1 y (total):\n", " Number of outliers: 0\n", "UKIDSS J (aperture) - VISTA J (aperture):\n", " Number of outliers: 0\n", "UKIDSS J (total) - VISTA J (total):\n", " Number of outliers: 0\n", "No sources have both VISTA J (aperture) and WIRCAM J (aperture) values.\n", "\n", "No sources have both VISTA J (total) and WIRCAM J (total) values.\n", "\n", "No sources have both UKIDSS J (aperture) and WIRCAM J (aperture) values.\n", "\n", "No sources have both UKIDSS J (total) and WIRCAM J (total) values.\n", "\n", "No sources have both VISTA H (aperture) and UKIDSS H (aperture) values.\n", "\n", "No sources have both VISTA H (total) and UKIDSS H (total) values.\n", "\n", "No sources have both VISTA H (aperture) and WIRCAM H (aperture) values.\n", "\n", "No sources have both VISTA H (total) and WIRCAM H (total) values.\n", "\n", "No sources have both UKIDSS H (aperture) and WIRCAM H (aperture) values.\n", "\n", "No sources have both UKIDSS H (total) and WIRCAM H (total) values.\n", "\n", "UKIDSS K (aperture) - VISTA Ks (aperture):\n", " Number of outliers: 0\n", "UKIDSS K (total) - VISTA Ks (total):\n", " Number of outliers: 0\n", "No sources have both VISTA Ks (aperture) and WIRCAM Ks (aperture) values.\n", "\n", "WIRCAM Ks (total) - VISTA Ks (total):\n", " Number of outliers: 0\n", "No sources have both UKIDSS K (aperture) and WIRCAM Ks (aperture) values.\n", "\n", "No sources have both UKIDSS K (total) and WIRCAM Ks (total) values.\n", "\n", "GPC1 g\n", " Aperture magnitude\n", " Number of flagged objects: 2\n", " Total magnitude\n", " Number of flagged objects: 1\n", "GPC1 r\n", " Aperture magnitude\n", " Number of flagged objects: 4\n", " Total magnitude\n", " Number of flagged objects: 4\n", "GPC1 i\n", " Aperture magnitude\n", " Number of flagged objects: 4\n", " Total magnitude\n", " Number of flagged objects: 4\n", "GPC1 z\n", " Aperture magnitude\n", " Number of flagged objects: 4\n", " Total magnitude\n", " Number of flagged objects: 4\n", "GPC1 y\n", " Aperture magnitude\n", " Number of flagged objects: 2\n", " Total magnitude\n", " Number of flagged objects: 1\n", "IRAC i1\n", " Aperture magnitude\n", " Number of flagged objects: 0\n", "IRAC i2\n", " Aperture magnitude\n", " Number of flagged objects: 0\n", "IRAC i3\n", " Aperture magnitude\n", " Number of flagged objects: 0\n", "IRAC i4\n", " Aperture magnitude\n", " Number of flagged objects: 0\n", "DECam g (aperture) - Megacam g (aperture):\n", " Number of outliers: 20\n", "DECam g (total) - Megacam g (total):\n", " Number of outliers: 32\n", "SUPRIME g (aperture) - Megacam g (aperture):\n", " Number of outliers: 7\n", "SUPRIME g (total) - Megacam g (total):\n", " Number of outliers: 2\n", "GPC1 g (aperture) - Megacam g (aperture):\n", " Number of outliers: 0\n", "GPC1 g (total) - Megacam g (total):\n", " Number of outliers: 0\n", "SUPRIME g (aperture) - DECam g (aperture):\n", " Number of outliers: 3\n", "SUPRIME g (total) - DECam g (total):\n", " Number of outliers: 7\n", "GPC1 g (aperture) - DECam g (aperture):\n", " Number of outliers: 0\n", "GPC1 g (total) - DECam g (total):\n", " Number of outliers: 9\n", "GPC1 g (aperture) - SUPRIME g (aperture):\n", " Number of outliers: 0\n", "GPC1 g (total) - SUPRIME g (total):\n", " Number of outliers: 0\n", "DECam r (aperture) - Megacam r (aperture):\n", " Number of outliers: 42\n", "DECam r (total) - Megacam r (total):\n", " Number of outliers: 42\n", "SUPRIME r (aperture) - Megacam r (aperture):\n", " Number of outliers: 3\n", "SUPRIME r (total) - Megacam r (total):\n", " Number of outliers: 2\n", "GPC1 r (aperture) - Megacam r (aperture):\n", " Number of outliers: 0\n", "GPC1 r (total) - Megacam r (total):\n", " Number of outliers: 1\n", "SUPRIME r (aperture) - DECam r (aperture):\n", " Number of outliers: 0\n", "SUPRIME r (total) - DECam r (total):\n", " Number of outliers: 2\n", "GPC1 r (aperture) - DECam r (aperture):\n", " Number of outliers: 0\n", "GPC1 r (total) - DECam r (total):\n", " Number of outliers: 22\n", "GPC1 r (aperture) - SUPRIME r (aperture):\n", " Number of outliers: 0\n", "GPC1 r (total) - SUPRIME r (total):\n", " Number of outliers: 0\n", "DECam i (aperture) - Megacam i (aperture):\n", " Number of outliers: 54\n", "DECam i (total) - Megacam i (total):\n", " Number of outliers: 59\n", "SUPRIME i (aperture) - Megacam i (aperture):\n", " Number of outliers: 13\n", "SUPRIME i (total) - Megacam i (total):\n", " Number of outliers: 4\n", "GPC1 i (aperture) - Megacam i (aperture):\n", " Number of outliers: 0\n", "GPC1 i (total) - Megacam i (total):\n", " Number of outliers: 1\n", "SUPRIME i (aperture) - DECam i (aperture):\n", " Number of outliers: 13\n", "SUPRIME i (total) - DECam i (total):\n", " Number of outliers: 17\n", "GPC1 i (aperture) - DECam i (aperture):\n", " Number of outliers: 0\n", "GPC1 i (total) - DECam i (total):\n", " Number of outliers: 43\n", "GPC1 i (aperture) - SUPRIME i (aperture):\n", " Number of outliers: 0\n", "GPC1 i (total) - SUPRIME i (total):\n", " Number of outliers: 1\n", "DECam z (aperture) - Megacam z (aperture):\n", " Number of outliers: 52\n", "DECam z (total) - Megacam z (total):\n", " Number of outliers: 57\n", "SUPRIME z (aperture) - Megacam z (aperture):\n", " Number of outliers: 0\n", "SUPRIME z (total) - Megacam z (total):\n", " Number of outliers: 1\n", "GPC1 z (aperture) - Megacam z (aperture):\n", " Number of outliers: 0\n", "GPC1 z (total) - Megacam z (total):\n", " Number of outliers: 0\n", "No sources have both Megacam z (aperture) and VISTA z (aperture) values.\n", "\n", "No sources have both Megacam z (total) and VISTA z (total) values.\n", "\n", "SUPRIME z (aperture) - DECam z (aperture):\n", " Number of outliers: 0\n", "SUPRIME z (total) - DECam z (total):\n", " Number of outliers: 4\n", "GPC1 z (aperture) - DECam z (aperture):\n", " Number of outliers: 0\n", "GPC1 z (total) - DECam z (total):\n", " Number of outliers: 11\n", "No sources have both DECam z (aperture) and VISTA z (aperture) values.\n", "\n", "No sources have both DECam z (total) and VISTA z (total) values.\n", "\n", "GPC1 z (aperture) - SUPRIME z (aperture):\n", " Number of outliers: 0\n", "GPC1 z (total) - SUPRIME z (total):\n", " Number of outliers: 0\n", "No sources have both SUPRIME z (aperture) and VISTA z (aperture) values.\n", "\n", "No sources have both SUPRIME z (total) and VISTA z (total) values.\n", "\n", "No sources have both GPC1 z (aperture) and VISTA z (aperture) values.\n", "\n", "No sources have both GPC1 z (total) and VISTA z (total) values.\n", "\n", "No sources have both Megacam y (aperture) and DECam y (aperture) values.\n", "\n", "No sources have both Megacam y (total) and DECam y (total) values.\n", "\n", "No sources have both Megacam y (aperture) and SUPRIME y (aperture) values.\n", "\n", "No sources have both Megacam y (total) and SUPRIME y (total) values.\n", "\n", "No sources have both Megacam y (aperture) and GPC1 y (aperture) values.\n", "\n", "No sources have both Megacam y (total) and GPC1 y (total) values.\n", "\n", "No sources have both Megacam y (aperture) and VISTA y (aperture) values.\n", "\n", "No sources have both Megacam y (total) and VISTA y (total) values.\n", "\n", "SUPRIME y (aperture) - DECam y (aperture):\n", " Number of outliers: 0\n", "SUPRIME y (total) - DECam y (total):\n", " Number of outliers: 1\n", "GPC1 y (aperture) - DECam y (aperture):\n", " Number of outliers: 5\n", "GPC1 y (total) - DECam y (total):\n", " Number of outliers: 3\n", "No sources have both DECam y (aperture) and VISTA y (aperture) values.\n", "\n", "No sources have both DECam y (total) and VISTA y (total) values.\n", "\n", "GPC1 y (aperture) - SUPRIME y (aperture):\n", " Number of outliers: 0\n", "GPC1 y (total) - SUPRIME y (total):\n", " Number of outliers: 0\n", "No sources have both SUPRIME y (aperture) and VISTA y (aperture) values.\n", "\n", "No sources have both SUPRIME y (total) and VISTA y (total) values.\n", "\n", "No sources have both GPC1 y (aperture) and VISTA y (aperture) values.\n", "\n", "No sources have both GPC1 y (total) and VISTA y (total) values.\n", "\n", "No sources have both VISTA J (aperture) and UKIDSS J (aperture) values.\n", "\n", "No sources have both VISTA J (total) and UKIDSS J (total) values.\n", "\n", "No sources have both VISTA J (aperture) and WIRCAM J (aperture) values.\n", "\n", "No sources have both VISTA J (total) and WIRCAM J (total) values.\n", "\n", "No sources have both UKIDSS J (aperture) and WIRCAM J (aperture) values.\n", "\n", "No sources have both UKIDSS J (total) and WIRCAM J (total) values.\n", "\n", "No sources have both VISTA H (aperture) and UKIDSS H (aperture) values.\n", "\n", "No sources have both VISTA H (total) and UKIDSS H (total) values.\n", "\n", "No sources have both VISTA H (aperture) and WIRCAM H (aperture) values.\n", "\n", "No sources have both VISTA H (total) and WIRCAM H (total) values.\n", "\n", "No sources have both UKIDSS H (aperture) and WIRCAM H (aperture) values.\n", "\n", "No sources have both UKIDSS H (total) and WIRCAM H (total) values.\n", "\n", "No sources have both VISTA Ks (aperture) and UKIDSS K (aperture) values.\n", "\n", "No sources have both VISTA Ks (total) and UKIDSS K (total) values.\n", "\n", "No sources have both VISTA Ks (aperture) and WIRCAM Ks (aperture) values.\n", "\n", "WIRCAM Ks (total) - VISTA Ks (total):\n", " Number of outliers: 0\n", "No sources have both UKIDSS K (aperture) and WIRCAM Ks (aperture) values.\n", "\n", "No sources have both UKIDSS K (total) and WIRCAM Ks (total) values.\n", "\n", "GPC1 g\n", " Aperture magnitude\n", " Number of flagged objects: 3\n", " Total magnitude\n", " Number of flagged objects: 3\n", "GPC1 r\n", " Aperture magnitude\n", " Number of flagged objects: 2\n", " Total magnitude\n", " Number of flagged objects: 2\n", "GPC1 i\n", " Aperture magnitude\n", " Number of flagged objects: 5\n", " Total magnitude\n", " Number of flagged objects: 5\n", "GPC1 z\n", " Aperture magnitude\n", " Number of flagged objects: 2\n", " Total magnitude\n", " Number of flagged objects: 2\n", "GPC1 y\n", " Aperture magnitude\n", " Number of flagged objects: 2\n", " Total magnitude\n", " Number of flagged objects: 3\n", "IRAC i1\n", " Aperture magnitude\n", " Number of flagged objects: 0\n", "IRAC i2\n", " Aperture magnitude\n", " Number of flagged objects: 0\n", "IRAC i3\n", " Aperture magnitude\n", " Number of flagged objects: 0\n", "IRAC i4\n", " Aperture magnitude\n", " Number of flagged objects: 0\n", "DECam g (aperture) - Megacam g (aperture):\n", " Number of outliers: 18\n", "DECam g (total) - Megacam g (total):\n", " Number of outliers: 20\n", "SUPRIME g (aperture) - Megacam g (aperture):\n", " Number of outliers: 4\n", "SUPRIME g (total) - Megacam g (total):\n", " Number of outliers: 1\n", "GPC1 g (aperture) - Megacam g (aperture):\n", " Number of outliers: 0\n", "GPC1 g (total) - Megacam g (total):\n", " Number of outliers: 0\n", "SUPRIME g (aperture) - DECam g (aperture):\n", " Number of outliers: 1\n", "SUPRIME g (total) - DECam g (total):\n", " Number of outliers: 3\n", "GPC1 g (aperture) - DECam g (aperture):\n", " Number of outliers: 0\n", "GPC1 g (total) - DECam g (total):\n", " Number of outliers: 13\n", "GPC1 g (aperture) - SUPRIME g (aperture):\n", " Number of outliers: 0\n", "GPC1 g (total) - SUPRIME g (total):\n", " Number of outliers: 0\n", "DECam r (aperture) - Megacam r (aperture):\n", " Number of outliers: 29\n", "DECam r (total) - Megacam r (total):\n", " Number of outliers: 30\n", "SUPRIME r (aperture) - Megacam r (aperture):\n", " Number of outliers: 6\n", "SUPRIME r (total) - Megacam r (total):\n", " Number of outliers: 1\n", "GPC1 r (aperture) - Megacam r (aperture):\n", " Number of outliers: 0\n", "GPC1 r (total) - Megacam r (total):\n", " Number of outliers: 1\n", "SUPRIME r (aperture) - DECam r (aperture):\n", " Number of outliers: 3\n", "SUPRIME r (total) - DECam r (total):\n", " Number of outliers: 5\n", "GPC1 r (aperture) - DECam r (aperture):\n", " Number of outliers: 0\n", "GPC1 r (total) - DECam r (total):\n", " Number of outliers: 23\n", "GPC1 r (aperture) - SUPRIME r (aperture):\n", " Number of outliers: 0\n", "GPC1 r (total) - SUPRIME r (total):\n", " Number of outliers: 0\n", "DECam i (aperture) - Megacam i (aperture):\n", " Number of outliers: 30\n", "DECam i (total) - Megacam i (total):\n", " Number of outliers: 38\n", "SUPRIME i (aperture) - Megacam i (aperture):\n", " Number of outliers: 8\n", "SUPRIME i (total) - Megacam i (total):\n", " Number of outliers: 0\n", "GPC1 i (aperture) - Megacam i (aperture):\n", " Number of outliers: 0\n", "GPC1 i (total) - Megacam i (total):\n", " Number of outliers: 0\n", "SUPRIME i (aperture) - DECam i (aperture):\n", " Number of outliers: 7\n", "SUPRIME i (total) - DECam i (total):\n", " Number of outliers: 8\n", "GPC1 i (aperture) - DECam i (aperture):\n", " Number of outliers: 0\n", "GPC1 i (total) - DECam i (total):\n", " Number of outliers: 33\n", "GPC1 i (aperture) - SUPRIME i (aperture):\n", " Number of outliers: 0\n", "GPC1 i (total) - SUPRIME i (total):\n", " Number of outliers: 0\n", "DECam z (aperture) - Megacam z (aperture):\n", " Number of outliers: 32\n", "DECam z (total) - Megacam z (total):\n", " Number of outliers: 34\n", "SUPRIME z (aperture) - Megacam z (aperture):\n", " Number of outliers: 0\n", "SUPRIME z (total) - Megacam z (total):\n", " Number of outliers: 0\n", "GPC1 z (aperture) - Megacam z (aperture):\n", " Number of outliers: 0\n", "GPC1 z (total) - Megacam z (total):\n", " Number of outliers: 0\n", "VISTA z (aperture) - Megacam z (aperture):\n", " Number of outliers: 23\n", "VISTA z (total) - Megacam z (total):\n", " Number of outliers: 0\n", "SUPRIME z (aperture) - DECam z (aperture):\n", " Number of outliers: 4\n", "SUPRIME z (total) - DECam z (total):\n", " Number of outliers: 4\n", "GPC1 z (aperture) - DECam z (aperture):\n", " Number of outliers: 0\n", "GPC1 z (total) - DECam z (total):\n", " Number of outliers: 0\n", "VISTA z (aperture) - DECam z (aperture):\n", " Number of outliers: 28\n", "VISTA z (total) - DECam z (total):\n", " Number of outliers: 29\n", "GPC1 z (aperture) - SUPRIME z (aperture):\n", " Number of outliers: 0\n", "GPC1 z (total) - SUPRIME z (total):\n", " Number of outliers: 0\n", "VISTA z (aperture) - SUPRIME z (aperture):\n", " Number of outliers: 0\n", "VISTA z (total) - SUPRIME z (total):\n", " Number of outliers: 0\n", "VISTA z (aperture) - GPC1 z (aperture):\n", " Number of outliers: 0\n", "VISTA z (total) - GPC1 z (total):\n", " Number of outliers: 0\n", "No sources have both Megacam y (aperture) and DECam y (aperture) values.\n", "\n", "DECam y (total) - Megacam y (total):\n", " Number of outliers: 0\n", "No sources have both Megacam y (aperture) and SUPRIME y (aperture) values.\n", "\n", "SUPRIME y (total) - Megacam y (total):\n", " Number of outliers: 0\n", "No sources have both Megacam y (aperture) and GPC1 y (aperture) values.\n", "\n", "GPC1 y (total) - Megacam y (total):\n", " Number of outliers: 0\n", "No sources have both Megacam y (aperture) and VISTA y (aperture) values.\n", "\n", "VISTA y (total) - Megacam y (total):\n", " Number of outliers: 0\n", "SUPRIME y (aperture) - DECam y (aperture):\n", " Number of outliers: 0\n", "SUPRIME y (total) - DECam y (total):\n", " Number of outliers: 0\n", "GPC1 y (aperture) - DECam y (aperture):\n", " Number of outliers: 1\n", "GPC1 y (total) - DECam y (total):\n", " Number of outliers: 3\n", "VISTA y (aperture) - DECam y (aperture):\n", " Number of outliers: 5\n", "VISTA y (total) - DECam y (total):\n", " Number of outliers: 0\n", "GPC1 y (aperture) - SUPRIME y (aperture):\n", " Number of outliers: 0\n", "GPC1 y (total) - SUPRIME y (total):\n", " Number of outliers: 0\n", "VISTA y (aperture) - SUPRIME y (aperture):\n", " Number of outliers: 0\n", "VISTA y (total) - SUPRIME y (total):\n", " Number of outliers: 0\n", "VISTA y (aperture) - GPC1 y (aperture):\n", " Number of outliers: 0\n", "VISTA y (total) - GPC1 y (total):\n", " Number of outliers: 0\n", "UKIDSS J (aperture) - VISTA J (aperture):\n", " Number of outliers: 0\n", "UKIDSS J (total) - VISTA J (total):\n", " Number of outliers: 0\n", "No sources have both VISTA J (aperture) and WIRCAM J (aperture) values.\n", "\n", "No sources have both VISTA J (total) and WIRCAM J (total) values.\n", "\n", "No sources have both UKIDSS J (aperture) and WIRCAM J (aperture) values.\n", "\n", "No sources have both UKIDSS J (total) and WIRCAM J (total) values.\n", "\n", "No sources have both VISTA H (aperture) and UKIDSS H (aperture) values.\n", "\n", "No sources have both VISTA H (total) and UKIDSS H (total) values.\n", "\n", "No sources have both VISTA H (aperture) and WIRCAM H (aperture) values.\n", "\n", "No sources have both VISTA H (total) and WIRCAM H (total) values.\n", "\n", "No sources have both UKIDSS H (aperture) and WIRCAM H (aperture) values.\n", "\n", "No sources have both UKIDSS H (total) and WIRCAM H (total) values.\n", "\n", "UKIDSS K (aperture) - VISTA Ks (aperture):\n", " Number of outliers: 1\n", "UKIDSS K (total) - VISTA Ks (total):\n", " Number of outliers: 0\n", "No sources have both VISTA Ks (aperture) and WIRCAM Ks (aperture) values.\n", "\n", "WIRCAM Ks (total) - VISTA Ks (total):\n", " Number of outliers: 0\n", "No sources have both UKIDSS K (aperture) and WIRCAM Ks (aperture) values.\n", "\n", "WIRCAM Ks (total) - UKIDSS K (total):\n", " Number of outliers: 0\n", "GPC1 g\n", " Aperture magnitude\n", " Number of flagged objects: 0\n", " Total magnitude\n", " Number of flagged objects: 0\n", "GPC1 r\n", " Aperture magnitude\n", " Number of flagged objects: 2\n", " Total magnitude\n", " Number of flagged objects: 2\n", "GPC1 i\n", " Aperture magnitude\n", " Number of flagged objects: 2\n", " Total magnitude\n", " Number of flagged objects: 3\n", "GPC1 z\n", " Aperture magnitude\n", " Number of flagged objects: 1\n", " Total magnitude\n", " Number of flagged objects: 1\n", "GPC1 y\n", " Aperture magnitude\n", " Number of flagged objects: 3\n", " Total magnitude\n", " Number of flagged objects: 2\n", "IRAC i1\n", " Aperture magnitude\n", " Number of flagged objects: 0\n", "IRAC i2\n", " Aperture magnitude\n", " Number of flagged objects: 0\n", "IRAC i3\n", " Aperture magnitude\n", " Number of flagged objects: 0\n", "IRAC i4\n", " Aperture magnitude\n", " Number of flagged objects: 0\n", "DECam g (aperture) - Megacam g (aperture):\n", " Number of outliers: 19\n", "DECam g (total) - Megacam g (total):\n", " Number of outliers: 22\n", "SUPRIME g (aperture) - Megacam g (aperture):\n", " Number of outliers: 2\n", "SUPRIME g (total) - Megacam g (total):\n", " Number of outliers: 2\n", "GPC1 g (aperture) - Megacam g (aperture):\n", " Number of outliers: 0\n", "GPC1 g (total) - Megacam g (total):\n", " Number of outliers: 3\n", "SUPRIME g (aperture) - DECam g (aperture):\n", " Number of outliers: 7\n", "SUPRIME g (total) - DECam g (total):\n", " Number of outliers: 7\n", "GPC1 g (aperture) - DECam g (aperture):\n", " Number of outliers: 0\n", "GPC1 g (total) - DECam g (total):\n", " Number of outliers: 10\n", "GPC1 g (aperture) - SUPRIME g (aperture):\n", " Number of outliers: 0\n", "GPC1 g (total) - SUPRIME g (total):\n", " Number of outliers: 1\n", "DECam r (aperture) - Megacam r (aperture):\n", " Number of outliers: 27\n", "DECam r (total) - Megacam r (total):\n", " Number of outliers: 30\n", "SUPRIME r (aperture) - Megacam r (aperture):\n", " Number of outliers: 1\n", "SUPRIME r (total) - Megacam r (total):\n", " Number of outliers: 0\n", "GPC1 r (aperture) - Megacam r (aperture):\n", " Number of outliers: 0\n", "GPC1 r (total) - Megacam r (total):\n", " Number of outliers: 7\n", "SUPRIME r (aperture) - DECam r (aperture):\n", " Number of outliers: 4\n", "SUPRIME r (total) - DECam r (total):\n", " Number of outliers: 9\n", "GPC1 r (aperture) - DECam r (aperture):\n", " Number of outliers: 0\n", "GPC1 r (total) - DECam r (total):\n", " Number of outliers: 21\n", "GPC1 r (aperture) - SUPRIME r (aperture):\n", " Number of outliers: 0\n", "GPC1 r (total) - SUPRIME r (total):\n", " Number of outliers: 0\n", "DECam i (aperture) - Megacam i (aperture):\n", " Number of outliers: 25\n", "DECam i (total) - Megacam i (total):\n", " Number of outliers: 29\n", "SUPRIME i (aperture) - Megacam i (aperture):\n", " Number of outliers: 1\n", "SUPRIME i (total) - Megacam i (total):\n", " Number of outliers: 1\n", "GPC1 i (aperture) - Megacam i (aperture):\n", " Number of outliers: 0\n", "GPC1 i (total) - Megacam i (total):\n", " Number of outliers: 0\n", "SUPRIME i (aperture) - DECam i (aperture):\n", " Number of outliers: 0\n", "SUPRIME i (total) - DECam i (total):\n", " Number of outliers: 7\n", "GPC1 i (aperture) - DECam i (aperture):\n", " Number of outliers: 0\n", "GPC1 i (total) - DECam i (total):\n", " Number of outliers: 23\n", "GPC1 i (aperture) - SUPRIME i (aperture):\n", " Number of outliers: 0\n", "GPC1 i (total) - SUPRIME i (total):\n", " Number of outliers: 0\n", "DECam z (aperture) - Megacam z (aperture):\n", " Number of outliers: 26\n", "DECam z (total) - Megacam z (total):\n", " Number of outliers: 36\n", "SUPRIME z (aperture) - Megacam z (aperture):\n", " Number of outliers: 0\n", "SUPRIME z (total) - Megacam z (total):\n", " Number of outliers: 0\n", "GPC1 z (aperture) - Megacam z (aperture):\n", " Number of outliers: 0\n", "GPC1 z (total) - Megacam z (total):\n", " Number of outliers: 0\n", "VISTA z (aperture) - Megacam z (aperture):\n", " Number of outliers: 4\n", "VISTA z (total) - Megacam z (total):\n", " Number of outliers: 0\n", "SUPRIME z (aperture) - DECam z (aperture):\n", " Number of outliers: 4\n", "SUPRIME z (total) - DECam z (total):\n", " Number of outliers: 9\n", "GPC1 z (aperture) - DECam z (aperture):\n", " Number of outliers: 0\n", "GPC1 z (total) - DECam z (total):\n", " Number of outliers: 0\n", "VISTA z (aperture) - DECam z (aperture):\n", " Number of outliers: 24\n", "VISTA z (total) - DECam z (total):\n", " Number of outliers: 27\n", "GPC1 z (aperture) - SUPRIME z (aperture):\n", " Number of outliers: 0\n", "GPC1 z (total) - SUPRIME z (total):\n", " Number of outliers: 0\n", "VISTA z (aperture) - SUPRIME z (aperture):\n", " Number of outliers: 6\n", "VISTA z (total) - SUPRIME z (total):\n", " Number of outliers: 1\n", "VISTA z (aperture) - GPC1 z (aperture):\n", " Number of outliers: 0\n", "VISTA z (total) - GPC1 z (total):\n", " Number of outliers: 0\n", "DECam y (aperture) - Megacam y (aperture):\n", " Number of outliers: 0\n", "DECam y (total) - Megacam y (total):\n", " Number of outliers: 0\n", "SUPRIME y (aperture) - Megacam y (aperture):\n", " Number of outliers: 0\n", "SUPRIME y (total) - Megacam y (total):\n", " Number of outliers: 0\n", "GPC1 y (aperture) - Megacam y (aperture):\n", " Number of outliers: 0\n", "GPC1 y (total) - Megacam y (total):\n", " Number of outliers: 0\n", "VISTA y (aperture) - Megacam y (aperture):\n", " Number of outliers: 0\n", "VISTA y (total) - Megacam y (total):\n", " Number of outliers: 0\n", "SUPRIME y (aperture) - DECam y (aperture):\n", " Number of outliers: 1\n", "SUPRIME y (total) - DECam y (total):\n", " Number of outliers: 2\n", "GPC1 y (aperture) - DECam y (aperture):\n", " Number of outliers: 2\n", "GPC1 y (total) - DECam y (total):\n", " Number of outliers: 3\n", "VISTA y (aperture) - DECam y (aperture):\n", " Number of outliers: 6\n", "VISTA y (total) - DECam y (total):\n", " Number of outliers: 6\n", "GPC1 y (aperture) - SUPRIME y (aperture):\n", " Number of outliers: 0\n", "GPC1 y (total) - SUPRIME y (total):\n", " Number of outliers: 0\n", "VISTA y (aperture) - SUPRIME y (aperture):\n", " Number of outliers: 6\n", "VISTA y (total) - SUPRIME y (total):\n", " Number of outliers: 1\n", "VISTA y (aperture) - GPC1 y (aperture):\n", " Number of outliers: 0\n", "VISTA y (total) - GPC1 y (total):\n", " Number of outliers: 0\n", "UKIDSS J (aperture) - VISTA J (aperture):\n", " Number of outliers: 0\n", "UKIDSS J (total) - VISTA J (total):\n", " Number of outliers: 0\n", "WIRCAM J (aperture) - VISTA J (aperture):\n", " Number of outliers: 0\n", "WIRCAM J (total) - VISTA J (total):\n", " Number of outliers: 4\n", "WIRCAM J (aperture) - UKIDSS J (aperture):\n", " Number of outliers: 0\n", "WIRCAM J (total) - UKIDSS J (total):\n", " Number of outliers: 0\n", "No sources have both VISTA H (aperture) and UKIDSS H (aperture) values.\n", "\n", "No sources have both VISTA H (total) and UKIDSS H (total) values.\n", "\n", "WIRCAM H (aperture) - VISTA H (aperture):\n", " Number of outliers: 2\n", "WIRCAM H (total) - VISTA H (total):\n", " Number of outliers: 4\n", "No sources have both UKIDSS H (aperture) and WIRCAM H (aperture) values.\n", "\n", "No sources have both UKIDSS H (total) and WIRCAM H (total) values.\n", "\n", "UKIDSS K (aperture) - VISTA Ks (aperture):\n", " Number of outliers: 0\n", "UKIDSS K (total) - VISTA Ks (total):\n", " Number of outliers: 0\n", "WIRCAM Ks (aperture) - VISTA Ks (aperture):\n", " Number of outliers: 2\n", "WIRCAM Ks (total) - VISTA Ks (total):\n", " Number of outliers: 3\n", "WIRCAM Ks (aperture) - UKIDSS K (aperture):\n", " Number of outliers: 2\n", "WIRCAM Ks (total) - UKIDSS K (total):\n", " Number of outliers: 0\n", "GPC1 g\n", " Aperture magnitude\n", " Number of flagged objects: 1\n", " Total magnitude\n", " Number of flagged objects: 1\n", "GPC1 r\n", " Aperture magnitude\n", " Number of flagged objects: 2\n", " Total magnitude\n", " Number of flagged objects: 2\n", "GPC1 i\n", " Aperture magnitude\n", " Number of flagged objects: 2\n", " Total magnitude\n", " Number of flagged objects: 2\n", "GPC1 z\n", " Aperture magnitude\n", " Number of flagged objects: 0\n", " Total magnitude\n", " Number of flagged objects: 0\n", "GPC1 y\n", " Aperture magnitude\n", " Number of flagged objects: 1\n", " Total magnitude\n", " Number of flagged objects: 1\n", "IRAC i1\n", " Aperture magnitude\n", " Number of flagged objects: 0\n", "IRAC i2\n", " Aperture magnitude\n", " Number of flagged objects: 0\n", "IRAC i3\n", " Aperture magnitude\n", " Number of flagged objects: 0\n", "IRAC i4\n", " Aperture magnitude\n", " Number of flagged objects: 0\n", "DECam g (aperture) - Megacam g (aperture):\n", " Number of outliers: 8\n", "DECam g (total) - Megacam g (total):\n", " Number of outliers: 11\n", "SUPRIME g (aperture) - Megacam g (aperture):\n", " Number of outliers: 5\n", "SUPRIME g (total) - Megacam g (total):\n", " Number of outliers: 4\n", "GPC1 g (aperture) - Megacam g (aperture):\n", " Number of outliers: 0\n", "GPC1 g (total) - Megacam g (total):\n", " Number of outliers: 0\n", "SUPRIME g (aperture) - DECam g (aperture):\n", " Number of outliers: 3\n", "SUPRIME g (total) - DECam g (total):\n", " Number of outliers: 6\n", "GPC1 g (aperture) - DECam g (aperture):\n", " Number of outliers: 0\n", "GPC1 g (total) - DECam g (total):\n", " Number of outliers: 5\n", "GPC1 g (aperture) - SUPRIME g (aperture):\n", " Number of outliers: 0\n", "GPC1 g (total) - SUPRIME g (total):\n", " Number of outliers: 0\n", "DECam r (aperture) - Megacam r (aperture):\n", " Number of outliers: 5\n", "DECam r (total) - Megacam r (total):\n", " Number of outliers: 13\n", "SUPRIME r (aperture) - Megacam r (aperture):\n", " Number of outliers: 5\n", "SUPRIME r (total) - Megacam r (total):\n", " Number of outliers: 4\n", "GPC1 r (aperture) - Megacam r (aperture):\n", " Number of outliers: 0\n", "GPC1 r (total) - Megacam r (total):\n", " Number of outliers: 1\n", "SUPRIME r (aperture) - DECam r (aperture):\n", " Number of outliers: 0\n", "SUPRIME r (total) - DECam r (total):\n", " Number of outliers: 3\n", "GPC1 r (aperture) - DECam r (aperture):\n", " Number of outliers: 0\n", "GPC1 r (total) - DECam r (total):\n", " Number of outliers: 9\n", "GPC1 r (aperture) - SUPRIME r (aperture):\n", " Number of outliers: 0\n", "GPC1 r (total) - SUPRIME r (total):\n", " Number of outliers: 0\n", "DECam i (aperture) - Megacam i (aperture):\n", " Number of outliers: 15\n", "DECam i (total) - Megacam i (total):\n", " Number of outliers: 16\n", "SUPRIME i (aperture) - Megacam i (aperture):\n", " Number of outliers: 8\n", "SUPRIME i (total) - Megacam i (total):\n", " Number of outliers: 4\n", "GPC1 i (aperture) - Megacam i (aperture):\n", " Number of outliers: 0\n", "GPC1 i (total) - Megacam i (total):\n", " Number of outliers: 0\n", "SUPRIME i (aperture) - DECam i (aperture):\n", " Number of outliers: 4\n", "SUPRIME i (total) - DECam i (total):\n", " Number of outliers: 10\n", "GPC1 i (aperture) - DECam i (aperture):\n", " Number of outliers: 0\n", "GPC1 i (total) - DECam i (total):\n", " Number of outliers: 21\n", "GPC1 i (aperture) - SUPRIME i (aperture):\n", " Number of outliers: 0\n", "GPC1 i (total) - SUPRIME i (total):\n", " Number of outliers: 0\n", "DECam z (aperture) - Megacam z (aperture):\n", " Number of outliers: 8\n", "DECam z (total) - Megacam z (total):\n", " Number of outliers: 17\n", "SUPRIME z (aperture) - Megacam z (aperture):\n", " Number of outliers: 0\n", "SUPRIME z (total) - Megacam z (total):\n", " Number of outliers: 0\n", "GPC1 z (aperture) - Megacam z (aperture):\n", " Number of outliers: 0\n", "GPC1 z (total) - Megacam z (total):\n", " Number of outliers: 1\n", "VISTA z (aperture) - Megacam z (aperture):\n", " Number of outliers: 1\n", "VISTA z (total) - Megacam z (total):\n", " Number of outliers: 0\n", "SUPRIME z (aperture) - DECam z (aperture):\n", " Number of outliers: 0\n", "SUPRIME z (total) - DECam z (total):\n", " Number of outliers: 4\n", "GPC1 z (aperture) - DECam z (aperture):\n", " Number of outliers: 0\n", "GPC1 z (total) - DECam z (total):\n", " Number of outliers: 2\n", "VISTA z (aperture) - DECam z (aperture):\n", " Number of outliers: 9\n", "VISTA z (total) - DECam z (total):\n", " Number of outliers: 9\n", "GPC1 z (aperture) - SUPRIME z (aperture):\n", " Number of outliers: 0\n", "GPC1 z (total) - SUPRIME z (total):\n", " Number of outliers: 0\n", "VISTA z (aperture) - SUPRIME z (aperture):\n", " Number of outliers: 5\n", "VISTA z (total) - SUPRIME z (total):\n", " Number of outliers: 1\n", "VISTA z (aperture) - GPC1 z (aperture):\n", " Number of outliers: 0\n", "VISTA z (total) - GPC1 z (total):\n", " Number of outliers: 0\n", "DECam y (aperture) - Megacam y (aperture):\n", " Number of outliers: 0\n", "DECam y (total) - Megacam y (total):\n", " Number of outliers: 0\n", "SUPRIME y (aperture) - Megacam y (aperture):\n", " Number of outliers: 0\n", "SUPRIME y (total) - Megacam y (total):\n", " Number of outliers: 0\n", "GPC1 y (aperture) - Megacam y (aperture):\n", " Number of outliers: 0\n", "GPC1 y (total) - Megacam y (total):\n", " Number of outliers: 0\n", "No sources have both Megacam y (aperture) and VISTA y (aperture) values.\n", "\n", "No sources have both Megacam y (total) and VISTA y (total) values.\n", "\n", "SUPRIME y (aperture) - DECam y (aperture):\n", " Number of outliers: 0\n", "SUPRIME y (total) - DECam y (total):\n", " Number of outliers: 0\n", "GPC1 y (aperture) - DECam y (aperture):\n", " Number of outliers: 1\n", "GPC1 y (total) - DECam y (total):\n", " Number of outliers: 2\n", "VISTA y (aperture) - DECam y (aperture):\n", " Number of outliers: 1\n", "VISTA y (total) - DECam y (total):\n", " Number of outliers: 1\n", "GPC1 y (aperture) - SUPRIME y (aperture):\n", " Number of outliers: 0\n", "GPC1 y (total) - SUPRIME y (total):\n", " Number of outliers: 0\n", "VISTA y (aperture) - SUPRIME y (aperture):\n", " Number of outliers: 1\n", "VISTA y (total) - SUPRIME y (total):\n", " Number of outliers: 1\n", "VISTA y (aperture) - GPC1 y (aperture):\n", " Number of outliers: 0\n", "VISTA y (total) - GPC1 y (total):\n", " Number of outliers: 0\n", "UKIDSS J (aperture) - VISTA J (aperture):\n", " Number of outliers: 0\n", "UKIDSS J (total) - VISTA J (total):\n", " Number of outliers: 4\n", "No sources have both VISTA J (aperture) and WIRCAM J (aperture) values.\n", "\n", "No sources have both VISTA J (total) and WIRCAM J (total) values.\n", "\n", "No sources have both UKIDSS J (aperture) and WIRCAM J (aperture) values.\n", "\n", "No sources have both UKIDSS J (total) and WIRCAM J (total) values.\n", "\n", "UKIDSS H (aperture) - VISTA H (aperture):\n", " Number of outliers: 0\n", "UKIDSS H (total) - VISTA H (total):\n", " Number of outliers: 2\n", "No sources have both VISTA H (aperture) and WIRCAM H (aperture) values.\n", "\n", "No sources have both VISTA H (total) and WIRCAM H (total) values.\n", "\n", "No sources have both UKIDSS H (aperture) and WIRCAM H (aperture) values.\n", "\n", "No sources have both UKIDSS H (total) and WIRCAM H (total) values.\n", "\n", "UKIDSS K (aperture) - VISTA Ks (aperture):\n", " Number of outliers: 0\n", "UKIDSS K (total) - VISTA Ks (total):\n", " Number of outliers: 0\n", "No sources have both VISTA Ks (aperture) and WIRCAM Ks (aperture) values.\n", "\n", "WIRCAM Ks (total) - VISTA Ks (total):\n", " Number of outliers: 0\n", "No sources have both UKIDSS K (aperture) and WIRCAM Ks (aperture) values.\n", "\n", "WIRCAM Ks (total) - UKIDSS K (total):\n", " Number of outliers: 0\n", "GPC1 g\n", " Aperture magnitude\n", " Number of flagged objects: 3\n", " Total magnitude\n", " Number of flagged objects: 6\n", "GPC1 r\n", " Aperture magnitude\n", " Number of flagged objects: 7\n", " Total magnitude\n", " Number of flagged objects: 5\n", "GPC1 i\n", " Aperture magnitude\n", " Number of flagged objects: 6\n", " Total magnitude\n", " Number of flagged objects: 4\n", "GPC1 z\n", " Aperture magnitude\n", " Number of flagged objects: 5\n", " Total magnitude\n", " Number of flagged objects: 5\n", "GPC1 y\n", " Aperture magnitude\n", " Number of flagged objects: 2\n", " Total magnitude\n", " Number of flagged objects: 2\n", "IRAC i1\n", " Aperture magnitude\n", " Number of flagged objects: 0\n", "IRAC i2\n", " Aperture magnitude\n", " Number of flagged objects: 0\n", "IRAC i3\n", " Aperture magnitude\n", " Number of flagged objects: 0\n", "IRAC i4\n", " Aperture magnitude\n", " Number of flagged objects: 0\n", "DECam g (aperture) - Megacam g (aperture):\n", " Number of outliers: 37\n", "DECam g (total) - Megacam g (total):\n", " Number of outliers: 50\n", "SUPRIME g (aperture) - Megacam g (aperture):\n", " Number of outliers: 2\n", "SUPRIME g (total) - Megacam g (total):\n", " Number of outliers: 0\n", "GPC1 g (aperture) - Megacam g (aperture):\n", " Number of outliers: 0\n", "GPC1 g (total) - Megacam g (total):\n", " Number of outliers: 5\n", "SUPRIME g (aperture) - DECam g (aperture):\n", " Number of outliers: 2\n", "SUPRIME g (total) - DECam g (total):\n", " Number of outliers: 4\n", "GPC1 g (aperture) - DECam g (aperture):\n", " Number of outliers: 0\n", "GPC1 g (total) - DECam g (total):\n", " Number of outliers: 16\n", "GPC1 g (aperture) - SUPRIME g (aperture):\n", " Number of outliers: 0\n", "GPC1 g (total) - SUPRIME g (total):\n", " Number of outliers: 0\n", "DECam r (aperture) - Megacam r (aperture):\n", " Number of outliers: 43\n", "DECam r (total) - Megacam r (total):\n", " Number of outliers: 49\n", "SUPRIME r (aperture) - Megacam r (aperture):\n", " Number of outliers: 2\n", "SUPRIME r (total) - Megacam r (total):\n", " Number of outliers: 0\n", "GPC1 r (aperture) - Megacam r (aperture):\n", " Number of outliers: 0\n", "GPC1 r (total) - Megacam r (total):\n", " Number of outliers: 9\n", "SUPRIME r (aperture) - DECam r (aperture):\n", " Number of outliers: 2\n", "SUPRIME r (total) - DECam r (total):\n", " Number of outliers: 3\n", "GPC1 r (aperture) - DECam r (aperture):\n", " Number of outliers: 0\n", "GPC1 r (total) - DECam r (total):\n", " Number of outliers: 0\n", "GPC1 r (aperture) - SUPRIME r (aperture):\n", " Number of outliers: 0\n", "GPC1 r (total) - SUPRIME r (total):\n", " Number of outliers: 0\n", "DECam i (aperture) - Megacam i (aperture):\n", " Number of outliers: 31\n", "DECam i (total) - Megacam i (total):\n", " Number of outliers: 40\n", "SUPRIME i (aperture) - Megacam i (aperture):\n", " Number of outliers: 6\n", "SUPRIME i (total) - Megacam i (total):\n", " Number of outliers: 0\n", "GPC1 i (aperture) - Megacam i (aperture):\n", " Number of outliers: 0\n", "GPC1 i (total) - Megacam i (total):\n", " Number of outliers: 0\n", "SUPRIME i (aperture) - DECam i (aperture):\n", " Number of outliers: 9\n", "SUPRIME i (total) - DECam i (total):\n", " Number of outliers: 19\n", "GPC1 i (aperture) - DECam i (aperture):\n", " Number of outliers: 0\n", "GPC1 i (total) - DECam i (total):\n", " Number of outliers: 33\n", "GPC1 i (aperture) - SUPRIME i (aperture):\n", " Number of outliers: 0\n", "GPC1 i (total) - SUPRIME i (total):\n", " Number of outliers: 1\n", "DECam z (aperture) - Megacam z (aperture):\n", " Number of outliers: 34\n", "DECam z (total) - Megacam z (total):\n", " Number of outliers: 47\n", "SUPRIME z (aperture) - Megacam z (aperture):\n", " Number of outliers: 0\n", "SUPRIME z (total) - Megacam z (total):\n", " Number of outliers: 0\n", "GPC1 z (aperture) - Megacam z (aperture):\n", " Number of outliers: 0\n", "GPC1 z (total) - Megacam z (total):\n", " Number of outliers: 0\n", "VISTA z (aperture) - Megacam z (aperture):\n", " Number of outliers: 5\n", "VISTA z (total) - Megacam z (total):\n", " Number of outliers: 1\n", "SUPRIME z (aperture) - DECam z (aperture):\n", " Number of outliers: 3\n", "SUPRIME z (total) - DECam z (total):\n", " Number of outliers: 7\n", "GPC1 z (aperture) - DECam z (aperture):\n", " Number of outliers: 0\n", "GPC1 z (total) - DECam z (total):\n", " Number of outliers: 0\n", "VISTA z (aperture) - DECam z (aperture):\n", " Number of outliers: 39\n", "VISTA z (total) - DECam z (total):\n", " Number of outliers: 41\n", "GPC1 z (aperture) - SUPRIME z (aperture):\n", " Number of outliers: 0\n", "GPC1 z (total) - SUPRIME z (total):\n", " Number of outliers: 0\n", "VISTA z (aperture) - SUPRIME z (aperture):\n", " Number of outliers: 4\n", "VISTA z (total) - SUPRIME z (total):\n", " Number of outliers: 0\n", "VISTA z (aperture) - GPC1 z (aperture):\n", " Number of outliers: 0\n", "VISTA z (total) - GPC1 z (total):\n", " Number of outliers: 0\n", "DECam y (aperture) - Megacam y (aperture):\n", " Number of outliers: 0\n", "DECam y (total) - Megacam y (total):\n", " Number of outliers: 0\n", "SUPRIME y (aperture) - Megacam y (aperture):\n", " Number of outliers: 0\n", "SUPRIME y (total) - Megacam y (total):\n", " Number of outliers: 0\n", "GPC1 y (aperture) - Megacam y (aperture):\n", " Number of outliers: 0\n", "GPC1 y (total) - Megacam y (total):\n", " Number of outliers: 0\n", "VISTA y (aperture) - Megacam y (aperture):\n", " Number of outliers: 0\n", "VISTA y (total) - Megacam y (total):\n", " Number of outliers: 0\n", "SUPRIME y (aperture) - DECam y (aperture):\n", " Number of outliers: 0\n", "SUPRIME y (total) - DECam y (total):\n", " Number of outliers: 0\n", "GPC1 y (aperture) - DECam y (aperture):\n", " Number of outliers: 3\n", "GPC1 y (total) - DECam y (total):\n", " Number of outliers: 2\n", "VISTA y (aperture) - DECam y (aperture):\n", " Number of outliers: 9\n", "VISTA y (total) - DECam y (total):\n", " Number of outliers: 7\n", "GPC1 y (aperture) - SUPRIME y (aperture):\n", " Number of outliers: 0\n", "GPC1 y (total) - SUPRIME y (total):\n", " Number of outliers: 0\n", "VISTA y (aperture) - SUPRIME y (aperture):\n", " Number of outliers: 2\n", "VISTA y (total) - SUPRIME y (total):\n", " Number of outliers: 0\n", "VISTA y (aperture) - GPC1 y (aperture):\n", " Number of outliers: 0\n", "VISTA y (total) - GPC1 y (total):\n", " Number of outliers: 0\n", "UKIDSS J (aperture) - VISTA J (aperture):\n", " Number of outliers: 0\n", "UKIDSS J (total) - VISTA J (total):\n", " Number of outliers: 0\n", "WIRCAM J (aperture) - VISTA J (aperture):\n", " Number of outliers: 1\n", "WIRCAM J (total) - VISTA J (total):\n", " Number of outliers: 2\n", "WIRCAM J (aperture) - UKIDSS J (aperture):\n", " Number of outliers: 1\n", "WIRCAM J (total) - UKIDSS J (total):\n", " Number of outliers: 0\n", "No sources have both VISTA H (aperture) and UKIDSS H (aperture) values.\n", "\n", "No sources have both VISTA H (total) and UKIDSS H (total) values.\n", "\n", "WIRCAM H (aperture) - VISTA H (aperture):\n", " Number of outliers: 1\n", "WIRCAM H (total) - VISTA H (total):\n", " Number of outliers: 2\n", "No sources have both UKIDSS H (aperture) and WIRCAM H (aperture) values.\n", "\n", "No sources have both UKIDSS H (total) and WIRCAM H (total) values.\n", "\n", "UKIDSS K (aperture) - VISTA Ks (aperture):\n", " Number of outliers: 0\n", "UKIDSS K (total) - VISTA Ks (total):\n", " Number of outliers: 0\n", "WIRCAM Ks (aperture) - VISTA Ks (aperture):\n", " Number of outliers: 1\n", "WIRCAM Ks (total) - VISTA Ks (total):\n", " Number of outliers: 1\n", "WIRCAM Ks (aperture) - UKIDSS K (aperture):\n", " Number of outliers: 1\n", "WIRCAM Ks (total) - UKIDSS K (total):\n", " Number of outliers: 0\n", "GPC1 g\n", " Aperture magnitude\n", " Number of flagged objects: 2\n", " Total magnitude\n", " Number of flagged objects: 3\n", "GPC1 r\n", " Aperture magnitude\n", " Number of flagged objects: 4\n", " Total magnitude\n", " Number of flagged objects: 4\n", "GPC1 i\n", " Aperture magnitude\n", " Number of flagged objects: 4\n", " Total magnitude\n", " Number of flagged objects: 4\n", "GPC1 z\n", " Aperture magnitude\n", " Number of flagged objects: 5\n", " Total magnitude\n", " Number of flagged objects: 4\n", "GPC1 y\n", " Aperture magnitude\n", " Number of flagged objects: 7\n", " Total magnitude\n", " Number of flagged objects: 8\n", "IRAC i1\n", " Aperture magnitude\n", " Number of flagged objects: 0\n", "IRAC i2\n", " Aperture magnitude\n", " Number of flagged objects: 0\n", "IRAC i3\n", " Aperture magnitude\n", " Number of flagged objects: 0\n", "IRAC i4\n", " Aperture magnitude\n", " Number of flagged objects: 0\n", "DECam g (aperture) - Megacam g (aperture):\n", " Number of outliers: 18\n", "DECam g (total) - Megacam g (total):\n", " Number of outliers: 28\n", "SUPRIME g (aperture) - Megacam g (aperture):\n", " Number of outliers: 0\n", "SUPRIME g (total) - Megacam g (total):\n", " Number of outliers: 1\n", "GPC1 g (aperture) - Megacam g (aperture):\n", " Number of outliers: 0\n", "GPC1 g (total) - Megacam g (total):\n", " Number of outliers: 1\n", "SUPRIME g (aperture) - DECam g (aperture):\n", " Number of outliers: 1\n", "SUPRIME g (total) - DECam g (total):\n", " Number of outliers: 1\n", "GPC1 g (aperture) - DECam g (aperture):\n", " Number of outliers: 0\n", "GPC1 g (total) - DECam g (total):\n", " Number of outliers: 11\n", "GPC1 g (aperture) - SUPRIME g (aperture):\n", " Number of outliers: 0\n", "GPC1 g (total) - SUPRIME g (total):\n", " Number of outliers: 0\n", "DECam r (aperture) - Megacam r (aperture):\n", " Number of outliers: 27\n", "DECam r (total) - Megacam r (total):\n", " Number of outliers: 24\n", "SUPRIME r (aperture) - Megacam r (aperture):\n", " Number of outliers: 0\n", "SUPRIME r (total) - Megacam r (total):\n", " Number of outliers: 0\n", "GPC1 r (aperture) - Megacam r (aperture):\n", " Number of outliers: 0\n", "GPC1 r (total) - Megacam r (total):\n", " Number of outliers: 9\n", "SUPRIME r (aperture) - DECam r (aperture):\n", " Number of outliers: 0\n", "SUPRIME r (total) - DECam r (total):\n", " Number of outliers: 0\n", "GPC1 r (aperture) - DECam r (aperture):\n", " Number of outliers: 0\n", "GPC1 r (total) - DECam r (total):\n", " Number of outliers: 27\n", "GPC1 r (aperture) - SUPRIME r (aperture):\n", " Number of outliers: 0\n", "GPC1 r (total) - SUPRIME r (total):\n", " Number of outliers: 0\n", "DECam i (aperture) - Megacam i (aperture):\n", " Number of outliers: 21\n", "DECam i (total) - Megacam i (total):\n", " Number of outliers: 31\n", "SUPRIME i (aperture) - Megacam i (aperture):\n", " Number of outliers: 1\n", "SUPRIME i (total) - Megacam i (total):\n", " Number of outliers: 0\n", "GPC1 i (aperture) - Megacam i (aperture):\n", " Number of outliers: 0\n", "GPC1 i (total) - Megacam i (total):\n", " Number of outliers: 0\n", "SUPRIME i (aperture) - DECam i (aperture):\n", " Number of outliers: 1\n", "SUPRIME i (total) - DECam i (total):\n", " Number of outliers: 1\n", "GPC1 i (aperture) - DECam i (aperture):\n", " Number of outliers: 0\n", "GPC1 i (total) - DECam i (total):\n", " Number of outliers: 35\n", "GPC1 i (aperture) - SUPRIME i (aperture):\n", " Number of outliers: 0\n", "GPC1 i (total) - SUPRIME i (total):\n", " Number of outliers: 0\n", "DECam z (aperture) - Megacam z (aperture):\n", " Number of outliers: 15\n", "DECam z (total) - Megacam z (total):\n", " Number of outliers: 32\n", "SUPRIME z (aperture) - Megacam z (aperture):\n", " Number of outliers: 0\n", "SUPRIME z (total) - Megacam z (total):\n", " Number of outliers: 0\n", "GPC1 z (aperture) - Megacam z (aperture):\n", " Number of outliers: 0\n", "GPC1 z (total) - Megacam z (total):\n", " Number of outliers: 2\n", "VISTA z (aperture) - Megacam z (aperture):\n", " Number of outliers: 0\n", "VISTA z (total) - Megacam z (total):\n", " Number of outliers: 1\n", "SUPRIME z (aperture) - DECam z (aperture):\n", " Number of outliers: 0\n", "SUPRIME z (total) - DECam z (total):\n", " Number of outliers: 2\n", "GPC1 z (aperture) - DECam z (aperture):\n", " Number of outliers: 1\n", "GPC1 z (total) - DECam z (total):\n", " Number of outliers: 13\n", "VISTA z (aperture) - DECam z (aperture):\n", " Number of outliers: 16\n", "VISTA z (total) - DECam z (total):\n", " Number of outliers: 18\n", "GPC1 z (aperture) - SUPRIME z (aperture):\n", " Number of outliers: 0\n", "GPC1 z (total) - SUPRIME z (total):\n", " Number of outliers: 0\n", "VISTA z (aperture) - SUPRIME z (aperture):\n", " Number of outliers: 1\n", "VISTA z (total) - SUPRIME z (total):\n", " Number of outliers: 0\n", "VISTA z (aperture) - GPC1 z (aperture):\n", " Number of outliers: 1\n", "VISTA z (total) - GPC1 z (total):\n", " Number of outliers: 0\n", "DECam y (aperture) - Megacam y (aperture):\n", " Number of outliers: 0\n", "DECam y (total) - Megacam y (total):\n", " Number of outliers: 0\n", "SUPRIME y (aperture) - Megacam y (aperture):\n", " Number of outliers: 0\n", "SUPRIME y (total) - Megacam y (total):\n", " Number of outliers: 0\n", "GPC1 y (aperture) - Megacam y (aperture):\n", " Number of outliers: 0\n", "GPC1 y (total) - Megacam y (total):\n", " Number of outliers: 9\n", "No sources have both Megacam y (aperture) and VISTA y (aperture) values.\n", "\n", "VISTA y (total) - Megacam y (total):\n", " Number of outliers: 0\n", "SUPRIME y (aperture) - DECam y (aperture):\n", " Number of outliers: 0\n", "SUPRIME y (total) - DECam y (total):\n", " Number of outliers: 0\n", "GPC1 y (aperture) - DECam y (aperture):\n", " Number of outliers: 2\n", "GPC1 y (total) - DECam y (total):\n", " Number of outliers: 4\n", "VISTA y (aperture) - DECam y (aperture):\n", " Number of outliers: 5\n", "VISTA y (total) - DECam y (total):\n", " Number of outliers: 4\n", "GPC1 y (aperture) - SUPRIME y (aperture):\n", " Number of outliers: 0\n", "GPC1 y (total) - SUPRIME y (total):\n", " Number of outliers: 0\n", "VISTA y (aperture) - SUPRIME y (aperture):\n", " Number of outliers: 0\n", "VISTA y (total) - SUPRIME y (total):\n", " Number of outliers: 0\n", "VISTA y (aperture) - GPC1 y (aperture):\n", " Number of outliers: 0\n", "VISTA y (total) - GPC1 y (total):\n", " Number of outliers: 0\n", "UKIDSS J (aperture) - VISTA J (aperture):\n", " Number of outliers: 1\n", "UKIDSS J (total) - VISTA J (total):\n", " Number of outliers: 0\n", "No sources have both VISTA J (aperture) and WIRCAM J (aperture) values.\n", "\n", "No sources have both VISTA J (total) and WIRCAM J (total) values.\n", "\n", "No sources have both UKIDSS J (aperture) and WIRCAM J (aperture) values.\n", "\n", "No sources have both UKIDSS J (total) and WIRCAM J (total) values.\n", "\n", "No sources have both VISTA H (aperture) and UKIDSS H (aperture) values.\n", "\n", "No sources have both VISTA H (total) and UKIDSS H (total) values.\n", "\n", "No sources have both VISTA H (aperture) and WIRCAM H (aperture) values.\n", "\n", "No sources have both VISTA H (total) and WIRCAM H (total) values.\n", "\n", "No sources have both UKIDSS H (aperture) and WIRCAM H (aperture) values.\n", "\n", "No sources have both UKIDSS H (total) and WIRCAM H (total) values.\n", "\n", "UKIDSS K (aperture) - VISTA Ks (aperture):\n", " Number of outliers: 2\n", "UKIDSS K (total) - VISTA Ks (total):\n", " Number of outliers: 0\n", "No sources have both VISTA Ks (aperture) and WIRCAM Ks (aperture) values.\n", "\n", "WIRCAM Ks (total) - VISTA Ks (total):\n", " Number of outliers: 0\n", "No sources have both UKIDSS K (aperture) and WIRCAM Ks (aperture) values.\n", "\n", "WIRCAM Ks (total) - UKIDSS K (total):\n", " Number of outliers: 0\n", "GPC1 g\n", " Aperture magnitude\n", " Number of flagged objects: 2\n", " Total magnitude\n", " Number of flagged objects: 3\n", "GPC1 r\n", " Aperture magnitude\n", " Number of flagged objects: 4\n", " Total magnitude\n", " Number of flagged objects: 3\n", "GPC1 i\n", " Aperture magnitude\n", " Number of flagged objects: 2\n", " Total magnitude\n", " Number of flagged objects: 3\n", "GPC1 z\n", " Aperture magnitude\n", " Number of flagged objects: 1\n", " Total magnitude\n", " Number of flagged objects: 2\n", "GPC1 y\n", " Aperture magnitude\n", " Number of flagged objects: 0\n", " Total magnitude\n", " Number of flagged objects: 0\n", "IRAC i1\n", " Aperture magnitude\n", " Number of flagged objects: 0\n", "IRAC i2\n", " Aperture magnitude\n", " Number of flagged objects: 0\n", "IRAC i3\n", " Aperture magnitude\n", " Number of flagged objects: 0\n", "IRAC i4\n", " Aperture magnitude\n", " Number of flagged objects: 0\n", "DECam g (aperture) - Megacam g (aperture):\n", " Number of outliers: 32\n", "DECam g (total) - Megacam g (total):\n", " Number of outliers: 34\n", "SUPRIME g (aperture) - Megacam g (aperture):\n", " Number of outliers: 83\n", "SUPRIME g (total) - Megacam g (total):\n", " Number of outliers: 40\n", "GPC1 g (aperture) - Megacam g (aperture):\n", " Number of outliers: 1\n", "GPC1 g (total) - Megacam g (total):\n", " Number of outliers: 5\n", "SUPRIME g (aperture) - DECam g (aperture):\n", " Number of outliers: 3\n", "SUPRIME g (total) - DECam g (total):\n", " Number of outliers: 2\n", "GPC1 g (aperture) - DECam g (aperture):\n", " Number of outliers: 0\n", "GPC1 g (total) - DECam g (total):\n", " Number of outliers: 12\n", "GPC1 g (aperture) - SUPRIME g (aperture):\n", " Number of outliers: 0\n", "GPC1 g (total) - SUPRIME g (total):\n", " Number of outliers: 0\n", "DECam r (aperture) - Megacam r (aperture):\n", " Number of outliers: 33\n", "DECam r (total) - Megacam r (total):\n", " Number of outliers: 34\n", "SUPRIME r (aperture) - Megacam r (aperture):\n", " Number of outliers: 4\n", "SUPRIME r (total) - Megacam r (total):\n", " Number of outliers: 1\n", "GPC1 r (aperture) - Megacam r (aperture):\n", " Number of outliers: 0\n", "GPC1 r (total) - Megacam r (total):\n", " Number of outliers: 1\n", "SUPRIME r (aperture) - DECam r (aperture):\n", " Number of outliers: 1\n", "SUPRIME r (total) - DECam r (total):\n", " Number of outliers: 2\n", "GPC1 r (aperture) - DECam r (aperture):\n", " Number of outliers: 0\n", "GPC1 r (total) - DECam r (total):\n", " Number of outliers: 6\n", "GPC1 r (aperture) - SUPRIME r (aperture):\n", " Number of outliers: 0\n", "GPC1 r (total) - SUPRIME r (total):\n", " Number of outliers: 0\n", "DECam i (aperture) - Megacam i (aperture):\n", " Number of outliers: 29\n", "DECam i (total) - Megacam i (total):\n", " Number of outliers: 33\n", "SUPRIME i (aperture) - Megacam i (aperture):\n", " Number of outliers: 12\n", "SUPRIME i (total) - Megacam i (total):\n", " Number of outliers: 2\n", "GPC1 i (aperture) - Megacam i (aperture):\n", " Number of outliers: 0\n", "GPC1 i (total) - Megacam i (total):\n", " Number of outliers: 0\n", "SUPRIME i (aperture) - DECam i (aperture):\n", " Number of outliers: 12\n", "SUPRIME i (total) - DECam i (total):\n", " Number of outliers: 12\n", "GPC1 i (aperture) - DECam i (aperture):\n", " Number of outliers: 0\n", "GPC1 i (total) - DECam i (total):\n", " Number of outliers: 35\n", "GPC1 i (aperture) - SUPRIME i (aperture):\n", " Number of outliers: 0\n", "GPC1 i (total) - SUPRIME i (total):\n", " Number of outliers: 0\n", "DECam z (aperture) - Megacam z (aperture):\n", " Number of outliers: 31\n", "DECam z (total) - Megacam z (total):\n", " Number of outliers: 35\n", "SUPRIME z (aperture) - Megacam z (aperture):\n", " Number of outliers: 0\n", "SUPRIME z (total) - Megacam z (total):\n", " Number of outliers: 0\n", "GPC1 z (aperture) - Megacam z (aperture):\n", " Number of outliers: 0\n", "GPC1 z (total) - Megacam z (total):\n", " Number of outliers: 1\n", "No sources have both Megacam z (aperture) and VISTA z (aperture) values.\n", "\n", "No sources have both Megacam z (total) and VISTA z (total) values.\n", "\n", "SUPRIME z (aperture) - DECam z (aperture):\n", " Number of outliers: 0\n", "SUPRIME z (total) - DECam z (total):\n", " Number of outliers: 1\n", "GPC1 z (aperture) - DECam z (aperture):\n", " Number of outliers: 0\n", "GPC1 z (total) - DECam z (total):\n", " Number of outliers: 2\n", "No sources have both DECam z (aperture) and VISTA z (aperture) values.\n", "\n", "No sources have both DECam z (total) and VISTA z (total) values.\n", "\n", "GPC1 z (aperture) - SUPRIME z (aperture):\n", " Number of outliers: 0\n", "GPC1 z (total) - SUPRIME z (total):\n", " Number of outliers: 0\n", "No sources have both SUPRIME z (aperture) and VISTA z (aperture) values.\n", "\n", "No sources have both SUPRIME z (total) and VISTA z (total) values.\n", "\n", "No sources have both GPC1 z (aperture) and VISTA z (aperture) values.\n", "\n", "No sources have both GPC1 z (total) and VISTA z (total) values.\n", "\n", "No sources have both Megacam y (aperture) and DECam y (aperture) values.\n", "\n", "DECam y (total) - Megacam y (total):\n", " Number of outliers: 0\n", "No sources have both Megacam y (aperture) and SUPRIME y (aperture) values.\n", "\n", "SUPRIME y (total) - Megacam y (total):\n", " Number of outliers: 0\n", "No sources have both Megacam y (aperture) and GPC1 y (aperture) values.\n", "\n", "GPC1 y (total) - Megacam y (total):\n", " Number of outliers: 0\n", "No sources have both Megacam y (aperture) and VISTA y (aperture) values.\n", "\n", "No sources have both Megacam y (total) and VISTA y (total) values.\n", "\n", "SUPRIME y (aperture) - DECam y (aperture):\n", " Number of outliers: 3\n", "SUPRIME y (total) - DECam y (total):\n", " Number of outliers: 0\n", "GPC1 y (aperture) - DECam y (aperture):\n", " Number of outliers: 7\n", "GPC1 y (total) - DECam y (total):\n", " Number of outliers: 0\n", "No sources have both DECam y (aperture) and VISTA y (aperture) values.\n", "\n", "No sources have both DECam y (total) and VISTA y (total) values.\n", "\n", "GPC1 y (aperture) - SUPRIME y (aperture):\n", " Number of outliers: 0\n", "GPC1 y (total) - SUPRIME y (total):\n", " Number of outliers: 0\n", "No sources have both SUPRIME y (aperture) and VISTA y (aperture) values.\n", "\n", "No sources have both SUPRIME y (total) and VISTA y (total) values.\n", "\n", "No sources have both GPC1 y (aperture) and VISTA y (aperture) values.\n", "\n", "No sources have both GPC1 y (total) and VISTA y (total) values.\n", "\n", "No sources have both VISTA J (aperture) and UKIDSS J (aperture) values.\n", "\n", "No sources have both VISTA J (total) and UKIDSS J (total) values.\n", "\n", "No sources have both VISTA J (aperture) and WIRCAM J (aperture) values.\n", "\n", "No sources have both VISTA J (total) and WIRCAM J (total) values.\n", "\n", "No sources have both UKIDSS J (aperture) and WIRCAM J (aperture) values.\n", "\n", "No sources have both UKIDSS J (total) and WIRCAM J (total) values.\n", "\n", "No sources have both VISTA H (aperture) and UKIDSS H (aperture) values.\n", "\n", "No sources have both VISTA H (total) and UKIDSS H (total) values.\n", "\n", "No sources have both VISTA H (aperture) and WIRCAM H (aperture) values.\n", "\n", "No sources have both VISTA H (total) and WIRCAM H (total) values.\n", "\n", "No sources have both UKIDSS H (aperture) and WIRCAM H (aperture) values.\n", "\n", "No sources have both UKIDSS H (total) and WIRCAM H (total) values.\n", "\n", "No sources have both VISTA Ks (aperture) and UKIDSS K (aperture) values.\n", "\n", "No sources have both VISTA Ks (total) and UKIDSS K (total) values.\n", "\n", "No sources have both VISTA Ks (aperture) and WIRCAM Ks (aperture) values.\n", "\n", "WIRCAM Ks (total) - VISTA Ks (total):\n", " Number of outliers: 0\n", "No sources have both UKIDSS K (aperture) and WIRCAM Ks (aperture) values.\n", "\n", "No sources have both UKIDSS K (total) and WIRCAM Ks (total) values.\n", "\n", "GPC1 g\n", " Aperture magnitude\n", " Number of flagged objects: 4\n", " Total magnitude\n", " Number of flagged objects: 3\n", "GPC1 r\n", " Aperture magnitude\n", " Number of flagged objects: 2\n", " Total magnitude\n", " Number of flagged objects: 2\n", "GPC1 i\n", " Aperture magnitude\n", " Number of flagged objects: 2\n", " Total magnitude\n", " Number of flagged objects: 2\n", "GPC1 z\n", " Aperture magnitude\n", " Number of flagged objects: 4\n", " Total magnitude\n", " Number of flagged objects: 4\n", "GPC1 y\n", " Aperture magnitude\n", " Number of flagged objects: 2\n", " Total magnitude\n", " Number of flagged objects: 2\n", "IRAC i1\n", " Aperture magnitude\n", " Number of flagged objects: 0\n", "IRAC i2\n", " Aperture magnitude\n", " Number of flagged objects: 0\n", "IRAC i3\n", " Aperture magnitude\n", " Number of flagged objects: 0\n", "IRAC i4\n", " Aperture magnitude\n", " Number of flagged objects: 0\n", "DECam g (aperture) - Megacam g (aperture):\n", " Number of outliers: 15\n", "DECam g (total) - Megacam g (total):\n", " Number of outliers: 24\n", "SUPRIME g (aperture) - Megacam g (aperture):\n", " Number of outliers: 0\n", "SUPRIME g (total) - Megacam g (total):\n", " Number of outliers: 0\n", "GPC1 g (aperture) - Megacam g (aperture):\n", " Number of outliers: 0\n", "GPC1 g (total) - Megacam g (total):\n", " Number of outliers: 0\n", "SUPRIME g (aperture) - DECam g (aperture):\n", " Number of outliers: 0\n", "SUPRIME g (total) - DECam g (total):\n", " Number of outliers: 3\n", "GPC1 g (aperture) - DECam g (aperture):\n", " Number of outliers: 0\n", "GPC1 g (total) - DECam g (total):\n", " Number of outliers: 11\n", "GPC1 g (aperture) - SUPRIME g (aperture):\n", " Number of outliers: 0\n", "GPC1 g (total) - SUPRIME g (total):\n", " Number of outliers: 0\n", "DECam r (aperture) - Megacam r (aperture):\n", " Number of outliers: 5\n", "DECam r (total) - Megacam r (total):\n", " Number of outliers: 15\n", "SUPRIME r (aperture) - Megacam r (aperture):\n", " Number of outliers: 0\n", "SUPRIME r (total) - Megacam r (total):\n", " Number of outliers: 0\n", "GPC1 r (aperture) - Megacam r (aperture):\n", " Number of outliers: 0\n", "GPC1 r (total) - Megacam r (total):\n", " Number of outliers: 9\n", "SUPRIME r (aperture) - DECam r (aperture):\n", " Number of outliers: 0\n", "SUPRIME r (total) - DECam r (total):\n", " Number of outliers: 0\n", "GPC1 r (aperture) - DECam r (aperture):\n", " Number of outliers: 0\n", "GPC1 r (total) - DECam r (total):\n", " Number of outliers: 15\n", "GPC1 r (aperture) - SUPRIME r (aperture):\n", " Number of outliers: 0\n", "GPC1 r (total) - SUPRIME r (total):\n", " Number of outliers: 0\n", "DECam i (aperture) - Megacam i (aperture):\n", " Number of outliers: 23\n", "DECam i (total) - Megacam i (total):\n", " Number of outliers: 35\n", "SUPRIME i (aperture) - Megacam i (aperture):\n", " Number of outliers: 4\n", "SUPRIME i (total) - Megacam i (total):\n", " Number of outliers: 2\n", "GPC1 i (aperture) - Megacam i (aperture):\n", " Number of outliers: 0\n", "GPC1 i (total) - Megacam i (total):\n", " Number of outliers: 1\n", "SUPRIME i (aperture) - DECam i (aperture):\n", " Number of outliers: 2\n", "SUPRIME i (total) - DECam i (total):\n", " Number of outliers: 4\n", "GPC1 i (aperture) - DECam i (aperture):\n", " Number of outliers: 0\n", "GPC1 i (total) - DECam i (total):\n", " Number of outliers: 31\n", "GPC1 i (aperture) - SUPRIME i (aperture):\n", " Number of outliers: 0\n", "GPC1 i (total) - SUPRIME i (total):\n", " Number of outliers: 0\n", "DECam z (aperture) - Megacam z (aperture):\n", " Number of outliers: 15\n", "DECam z (total) - Megacam z (total):\n", " Number of outliers: 33\n", "SUPRIME z (aperture) - Megacam z (aperture):\n", " Number of outliers: 0\n", "SUPRIME z (total) - Megacam z (total):\n", " Number of outliers: 0\n", "GPC1 z (aperture) - Megacam z (aperture):\n", " Number of outliers: 0\n", "GPC1 z (total) - Megacam z (total):\n", " Number of outliers: 0\n", "VISTA z (aperture) - Megacam z (aperture):\n", " Number of outliers: 6\n", "VISTA z (total) - Megacam z (total):\n", " Number of outliers: 0\n", "SUPRIME z (aperture) - DECam z (aperture):\n", " Number of outliers: 0\n", "SUPRIME z (total) - DECam z (total):\n", " Number of outliers: 3\n", "GPC1 z (aperture) - DECam z (aperture):\n", " Number of outliers: 0\n", "GPC1 z (total) - DECam z (total):\n", " Number of outliers: 1\n", "VISTA z (aperture) - DECam z (aperture):\n", " Number of outliers: 16\n", "VISTA z (total) - DECam z (total):\n", " Number of outliers: 21\n", "GPC1 z (aperture) - SUPRIME z (aperture):\n", " Number of outliers: 0\n", "GPC1 z (total) - SUPRIME z (total):\n", " Number of outliers: 0\n", "VISTA z (aperture) - SUPRIME z (aperture):\n", " Number of outliers: 0\n", "VISTA z (total) - SUPRIME z (total):\n", " Number of outliers: 0\n", "VISTA z (aperture) - GPC1 z (aperture):\n", " Number of outliers: 0\n", "VISTA z (total) - GPC1 z (total):\n", " Number of outliers: 0\n", "DECam y (aperture) - Megacam y (aperture):\n", " Number of outliers: 0\n", "DECam y (total) - Megacam y (total):\n", " Number of outliers: 0\n", "SUPRIME y (aperture) - Megacam y (aperture):\n", " Number of outliers: 0\n", "SUPRIME y (total) - Megacam y (total):\n", " Number of outliers: 0\n", "GPC1 y (aperture) - Megacam y (aperture):\n", " Number of outliers: 0\n", "GPC1 y (total) - Megacam y (total):\n", " Number of outliers: 0\n", "No sources have both Megacam y (aperture) and VISTA y (aperture) values.\n", "\n", "No sources have both Megacam y (total) and VISTA y (total) values.\n", "\n", "SUPRIME y (aperture) - DECam y (aperture):\n", " Number of outliers: 0\n", "SUPRIME y (total) - DECam y (total):\n", " Number of outliers: 0\n", "GPC1 y (aperture) - DECam y (aperture):\n", " Number of outliers: 1\n", "GPC1 y (total) - DECam y (total):\n", " Number of outliers: 1\n", "VISTA y (aperture) - DECam y (aperture):\n", " Number of outliers: 2\n", "VISTA y (total) - DECam y (total):\n", " Number of outliers: 2\n", "GPC1 y (aperture) - SUPRIME y (aperture):\n", " Number of outliers: 0\n", "GPC1 y (total) - SUPRIME y (total):\n", " Number of outliers: 0\n", "VISTA y (aperture) - SUPRIME y (aperture):\n", " Number of outliers: 0\n", "VISTA y (total) - SUPRIME y (total):\n", " Number of outliers: 1\n", "VISTA y (aperture) - GPC1 y (aperture):\n", " Number of outliers: 0\n", "VISTA y (total) - GPC1 y (total):\n", " Number of outliers: 0\n", "UKIDSS J (aperture) - VISTA J (aperture):\n", " Number of outliers: 0\n", "UKIDSS J (total) - VISTA J (total):\n", " Number of outliers: 0\n", "No sources have both VISTA J (aperture) and WIRCAM J (aperture) values.\n", "\n", "No sources have both VISTA J (total) and WIRCAM J (total) values.\n", "\n", "No sources have both UKIDSS J (aperture) and WIRCAM J (aperture) values.\n", "\n", "No sources have both UKIDSS J (total) and WIRCAM J (total) values.\n", "\n", "UKIDSS H (aperture) - VISTA H (aperture):\n", " Number of outliers: 0\n", "UKIDSS H (total) - VISTA H (total):\n", " Number of outliers: 0\n", "No sources have both VISTA H (aperture) and WIRCAM H (aperture) values.\n", "\n", "No sources have both VISTA H (total) and WIRCAM H (total) values.\n", "\n", "No sources have both UKIDSS H (aperture) and WIRCAM H (aperture) values.\n", "\n", "No sources have both UKIDSS H (total) and WIRCAM H (total) values.\n", "\n", "UKIDSS K (aperture) - VISTA Ks (aperture):\n", " Number of outliers: 0\n", "UKIDSS K (total) - VISTA Ks (total):\n", " Number of outliers: 0\n", "No sources have both VISTA Ks (aperture) and WIRCAM Ks (aperture) values.\n", "\n", "WIRCAM Ks (total) - VISTA Ks (total):\n", " Number of outliers: 0\n", "No sources have both UKIDSS K (aperture) and WIRCAM Ks (aperture) values.\n", "\n", "WIRCAM Ks (total) - UKIDSS K (total):\n", " Number of outliers: 0\n", "GPC1 g\n", " Aperture magnitude\n", " Number of flagged objects: 2\n", " Total magnitude\n", " Number of flagged objects: 2\n", "GPC1 r\n", " Aperture magnitude\n", " Number of flagged objects: 5\n", " Total magnitude\n", " Number of flagged objects: 6\n", "GPC1 i\n", " Aperture magnitude\n", " Number of flagged objects: 6\n", " Total magnitude\n", " Number of flagged objects: 5\n", "GPC1 z\n", " Aperture magnitude\n", " Number of flagged objects: 4\n", " Total magnitude\n", " Number of flagged objects: 5\n", "GPC1 y\n", " Aperture magnitude\n", " Number of flagged objects: 0\n", " Total magnitude\n", " Number of flagged objects: 0\n", "IRAC i1\n", " Aperture magnitude\n", " Number of flagged objects: 0\n", "IRAC i2\n", " Aperture magnitude\n", " Number of flagged objects: 0\n", "IRAC i3\n", " Aperture magnitude\n", " Number of flagged objects: 0\n", "IRAC i4\n", " Aperture magnitude\n", " Number of flagged objects: 0\n", "DECam g (aperture) - Megacam g (aperture):\n", " Number of outliers: 23\n", "DECam g (total) - Megacam g (total):\n", " Number of outliers: 23\n", "SUPRIME g (aperture) - Megacam g (aperture):\n", " Number of outliers: 0\n", "SUPRIME g (total) - Megacam g (total):\n", " Number of outliers: 0\n", "GPC1 g (aperture) - Megacam g (aperture):\n", " Number of outliers: 0\n", "GPC1 g (total) - Megacam g (total):\n", " Number of outliers: 3\n", "SUPRIME g (aperture) - DECam g (aperture):\n", " Number of outliers: 1\n", "SUPRIME g (total) - DECam g (total):\n", " Number of outliers: 0\n", "GPC1 g (aperture) - DECam g (aperture):\n", " Number of outliers: 0\n", "GPC1 g (total) - DECam g (total):\n", " Number of outliers: 16\n", "GPC1 g (aperture) - SUPRIME g (aperture):\n", " Number of outliers: 0\n", "GPC1 g (total) - SUPRIME g (total):\n", " Number of outliers: 0\n", "DECam r (aperture) - Megacam r (aperture):\n", " Number of outliers: 1\n", "DECam r (total) - Megacam r (total):\n", " Number of outliers: 33\n", "SUPRIME r (aperture) - Megacam r (aperture):\n", " Number of outliers: 0\n", "SUPRIME r (total) - Megacam r (total):\n", " Number of outliers: 1\n", "GPC1 r (aperture) - Megacam r (aperture):\n", " Number of outliers: 0\n", "GPC1 r (total) - Megacam r (total):\n", " Number of outliers: 6\n", "SUPRIME r (aperture) - DECam r (aperture):\n", " Number of outliers: 0\n", "SUPRIME r (total) - DECam r (total):\n", " Number of outliers: 0\n", "GPC1 r (aperture) - DECam r (aperture):\n", " Number of outliers: 0\n", "GPC1 r (total) - DECam r (total):\n", " Number of outliers: 19\n", "GPC1 r (aperture) - SUPRIME r (aperture):\n", " Number of outliers: 0\n", "GPC1 r (total) - SUPRIME r (total):\n", " Number of outliers: 0\n", "DECam i (aperture) - Megacam i (aperture):\n", " Number of outliers: 40\n", "DECam i (total) - Megacam i (total):\n", " Number of outliers: 43\n", "SUPRIME i (aperture) - Megacam i (aperture):\n", " Number of outliers: 2\n", "SUPRIME i (total) - Megacam i (total):\n", " Number of outliers: 0\n", "GPC1 i (aperture) - Megacam i (aperture):\n", " Number of outliers: 0\n", "GPC1 i (total) - Megacam i (total):\n", " Number of outliers: 0\n", "SUPRIME i (aperture) - DECam i (aperture):\n", " Number of outliers: 3\n", "SUPRIME i (total) - DECam i (total):\n", " Number of outliers: 4\n", "GPC1 i (aperture) - DECam i (aperture):\n", " Number of outliers: 0\n", "GPC1 i (total) - DECam i (total):\n", " Number of outliers: 40\n", "GPC1 i (aperture) - SUPRIME i (aperture):\n", " Number of outliers: 0\n", "GPC1 i (total) - SUPRIME i (total):\n", " Number of outliers: 0\n", "DECam z (aperture) - Megacam z (aperture):\n", " Number of outliers: 26\n", "DECam z (total) - Megacam z (total):\n", " Number of outliers: 44\n", "SUPRIME z (aperture) - Megacam z (aperture):\n", " Number of outliers: 0\n", "SUPRIME z (total) - Megacam z (total):\n", " Number of outliers: 0\n", "GPC1 z (aperture) - Megacam z (aperture):\n", " Number of outliers: 0\n", "GPC1 z (total) - Megacam z (total):\n", " Number of outliers: 0\n", "VISTA z (aperture) - Megacam z (aperture):\n", " Number of outliers: 0\n", "VISTA z (total) - Megacam z (total):\n", " Number of outliers: 0\n", "SUPRIME z (aperture) - DECam z (aperture):\n", " Number of outliers: 0\n", "SUPRIME z (total) - DECam z (total):\n", " Number of outliers: 1\n", "GPC1 z (aperture) - DECam z (aperture):\n", " Number of outliers: 0\n", "GPC1 z (total) - DECam z (total):\n", " Number of outliers: 0\n", "VISTA z (aperture) - DECam z (aperture):\n", " Number of outliers: 13\n", "VISTA z (total) - DECam z (total):\n", " Number of outliers: 19\n", "GPC1 z (aperture) - SUPRIME z (aperture):\n", " Number of outliers: 0\n", "GPC1 z (total) - SUPRIME z (total):\n", " Number of outliers: 0\n", "VISTA z (aperture) - SUPRIME z (aperture):\n", " Number of outliers: 0\n", "VISTA z (total) - SUPRIME z (total):\n", " Number of outliers: 0\n", "VISTA z (aperture) - GPC1 z (aperture):\n", " Number of outliers: 0\n", "VISTA z (total) - GPC1 z (total):\n", " Number of outliers: 0\n", "DECam y (aperture) - Megacam y (aperture):\n", " Number of outliers: 0\n", "DECam y (total) - Megacam y (total):\n", " Number of outliers: 0\n", "SUPRIME y (aperture) - Megacam y (aperture):\n", " Number of outliers: 0\n", "SUPRIME y (total) - Megacam y (total):\n", " Number of outliers: 0\n", "GPC1 y (aperture) - Megacam y (aperture):\n", " Number of outliers: 0\n", "GPC1 y (total) - Megacam y (total):\n", " Number of outliers: 0\n", "No sources have both Megacam y (aperture) and VISTA y (aperture) values.\n", "\n", "No sources have both Megacam y (total) and VISTA y (total) values.\n", "\n", "SUPRIME y (aperture) - DECam y (aperture):\n", " Number of outliers: 0\n", "SUPRIME y (total) - DECam y (total):\n", " Number of outliers: 0\n", "GPC1 y (aperture) - DECam y (aperture):\n", " Number of outliers: 1\n", "GPC1 y (total) - DECam y (total):\n", " Number of outliers: 0\n", "VISTA y (aperture) - DECam y (aperture):\n", " Number of outliers: 3\n", "VISTA y (total) - DECam y (total):\n", " Number of outliers: 0\n", "GPC1 y (aperture) - SUPRIME y (aperture):\n", " Number of outliers: 0\n", "GPC1 y (total) - SUPRIME y (total):\n", " Number of outliers: 0\n", "VISTA y (aperture) - SUPRIME y (aperture):\n", " Number of outliers: 2\n", "VISTA y (total) - SUPRIME y (total):\n", " Number of outliers: 1\n", "VISTA y (aperture) - GPC1 y (aperture):\n", " Number of outliers: 0\n", "VISTA y (total) - GPC1 y (total):\n", " Number of outliers: 0\n", "UKIDSS J (aperture) - VISTA J (aperture):\n", " Number of outliers: 0\n", "UKIDSS J (total) - VISTA J (total):\n", " Number of outliers: 6\n", "No sources have both VISTA J (aperture) and WIRCAM J (aperture) values.\n", "\n", "No sources have both VISTA J (total) and WIRCAM J (total) values.\n", "\n", "No sources have both UKIDSS J (aperture) and WIRCAM J (aperture) values.\n", "\n", "No sources have both UKIDSS J (total) and WIRCAM J (total) values.\n", "\n", "UKIDSS H (aperture) - VISTA H (aperture):\n", " Number of outliers: 0\n", "UKIDSS H (total) - VISTA H (total):\n", " Number of outliers: 6\n", "No sources have both VISTA H (aperture) and WIRCAM H (aperture) values.\n", "\n", "No sources have both VISTA H (total) and WIRCAM H (total) values.\n", "\n", "No sources have both UKIDSS H (aperture) and WIRCAM H (aperture) values.\n", "\n", "No sources have both UKIDSS H (total) and WIRCAM H (total) values.\n", "\n", "UKIDSS K (aperture) - VISTA Ks (aperture):\n", " Number of outliers: 0\n", "UKIDSS K (total) - VISTA Ks (total):\n", " Number of outliers: 4\n", "No sources have both VISTA Ks (aperture) and WIRCAM Ks (aperture) values.\n", "\n", "WIRCAM Ks (total) - VISTA Ks (total):\n", " Number of outliers: 1\n", "No sources have both UKIDSS K (aperture) and WIRCAM Ks (aperture) values.\n", "\n", "WIRCAM Ks (total) - UKIDSS K (total):\n", " Number of outliers: 0\n", "GPC1 g\n", " Aperture magnitude\n", " Number of flagged objects: 4\n", " Total magnitude\n", " Number of flagged objects: 5\n", "GPC1 r\n", " Aperture magnitude\n", " Number of flagged objects: 3\n", " Total magnitude\n", " Number of flagged objects: 2\n", "GPC1 i\n", " Aperture magnitude\n", " Number of flagged objects: 6\n", " Total magnitude\n", " Number of flagged objects: 7\n", "GPC1 z\n", " Aperture magnitude\n", " Number of flagged objects: 4\n", " Total magnitude\n", " Number of flagged objects: 4\n", "GPC1 y\n", " Aperture magnitude\n", " Number of flagged objects: 0\n", " Total magnitude\n", " Number of flagged objects: 0\n", "IRAC i1\n", " Aperture magnitude\n", " Number of flagged objects: 0\n", "IRAC i2\n", " Aperture magnitude\n", " Number of flagged objects: 0\n", "IRAC i3\n", " Aperture magnitude\n", " Number of flagged objects: 0\n", "IRAC i4\n", " Aperture magnitude\n", " Number of flagged objects: 0\n", "DECam g (aperture) - Megacam g (aperture):\n", " Number of outliers: 23\n", "DECam g (total) - Megacam g (total):\n", " Number of outliers: 34\n", "SUPRIME g (aperture) - Megacam g (aperture):\n", " Number of outliers: 3\n", "SUPRIME g (total) - Megacam g (total):\n", " Number of outliers: 0\n", "GPC1 g (aperture) - Megacam g (aperture):\n", " Number of outliers: 0\n", "GPC1 g (total) - Megacam g (total):\n", " Number of outliers: 0\n", "SUPRIME g (aperture) - DECam g (aperture):\n", " Number of outliers: 1\n", "SUPRIME g (total) - DECam g (total):\n", " Number of outliers: 2\n", "GPC1 g (aperture) - DECam g (aperture):\n", " Number of outliers: 0\n", "GPC1 g (total) - DECam g (total):\n", " Number of outliers: 21\n", "GPC1 g (aperture) - SUPRIME g (aperture):\n", " Number of outliers: 0\n", "GPC1 g (total) - SUPRIME g (total):\n", " Number of outliers: 0\n", "DECam r (aperture) - Megacam r (aperture):\n", " Number of outliers: 43\n", "DECam r (total) - Megacam r (total):\n", " Number of outliers: 44\n", "SUPRIME r (aperture) - Megacam r (aperture):\n", " Number of outliers: 10\n", "SUPRIME r (total) - Megacam r (total):\n", " Number of outliers: 5\n", "GPC1 r (aperture) - Megacam r (aperture):\n", " Number of outliers: 0\n", "GPC1 r (total) - Megacam r (total):\n", " Number of outliers: 0\n", "SUPRIME r (aperture) - DECam r (aperture):\n", " Number of outliers: 1\n", "SUPRIME r (total) - DECam r (total):\n", " Number of outliers: 0\n", "GPC1 r (aperture) - DECam r (aperture):\n", " Number of outliers: 0\n", "GPC1 r (total) - DECam r (total):\n", " Number of outliers: 36\n", "GPC1 r (aperture) - SUPRIME r (aperture):\n", " Number of outliers: 0\n", "GPC1 r (total) - SUPRIME r (total):\n", " Number of outliers: 0\n", "DECam i (aperture) - Megacam i (aperture):\n", " Number of outliers: 54\n", "DECam i (total) - Megacam i (total):\n", " Number of outliers: 66\n", "SUPRIME i (aperture) - Megacam i (aperture):\n", " Number of outliers: 4\n", "SUPRIME i (total) - Megacam i (total):\n", " Number of outliers: 0\n", "GPC1 i (aperture) - Megacam i (aperture):\n", " Number of outliers: 0\n", "GPC1 i (total) - Megacam i (total):\n", " Number of outliers: 0\n", "SUPRIME i (aperture) - DECam i (aperture):\n", " Number of outliers: 5\n", "SUPRIME i (total) - DECam i (total):\n", " Number of outliers: 11\n", "GPC1 i (aperture) - DECam i (aperture):\n", " Number of outliers: 0\n", "GPC1 i (total) - DECam i (total):\n", " Number of outliers: 55\n", "GPC1 i (aperture) - SUPRIME i (aperture):\n", " Number of outliers: 0\n", "GPC1 i (total) - SUPRIME i (total):\n", " Number of outliers: 0\n", "DECam z (aperture) - Megacam z (aperture):\n", " Number of outliers: 40\n", "DECam z (total) - Megacam z (total):\n", " Number of outliers: 53\n", "SUPRIME z (aperture) - Megacam z (aperture):\n", " Number of outliers: 0\n", "SUPRIME z (total) - Megacam z (total):\n", " Number of outliers: 0\n", "GPC1 z (aperture) - Megacam z (aperture):\n", " Number of outliers: 0\n", "GPC1 z (total) - Megacam z (total):\n", " Number of outliers: 0\n", "No sources have both Megacam z (aperture) and VISTA z (aperture) values.\n", "\n", "No sources have both Megacam z (total) and VISTA z (total) values.\n", "\n", "SUPRIME z (aperture) - DECam z (aperture):\n", " Number of outliers: 1\n", "SUPRIME z (total) - DECam z (total):\n", " Number of outliers: 4\n", "GPC1 z (aperture) - DECam z (aperture):\n", " Number of outliers: 0\n", "GPC1 z (total) - DECam z (total):\n", " Number of outliers: 0\n", "No sources have both DECam z (aperture) and VISTA z (aperture) values.\n", "\n", "No sources have both DECam z (total) and VISTA z (total) values.\n", "\n", "GPC1 z (aperture) - SUPRIME z (aperture):\n", " Number of outliers: 0\n", "GPC1 z (total) - SUPRIME z (total):\n", " Number of outliers: 0\n", "No sources have both SUPRIME z (aperture) and VISTA z (aperture) values.\n", "\n", "No sources have both SUPRIME z (total) and VISTA z (total) values.\n", "\n", "No sources have both GPC1 z (aperture) and VISTA z (aperture) values.\n", "\n", "No sources have both GPC1 z (total) and VISTA z (total) values.\n", "\n", "No sources have both Megacam y (aperture) and DECam y (aperture) values.\n", "\n", "No sources have both Megacam y (total) and DECam y (total) values.\n", "\n", "No sources have both Megacam y (aperture) and SUPRIME y (aperture) values.\n", "\n", "No sources have both Megacam y (total) and SUPRIME y (total) values.\n", "\n", "No sources have both Megacam y (aperture) and GPC1 y (aperture) values.\n", "\n", "No sources have both Megacam y (total) and GPC1 y (total) values.\n", "\n", "No sources have both Megacam y (aperture) and VISTA y (aperture) values.\n", "\n", "No sources have both Megacam y (total) and VISTA y (total) values.\n", "\n", "SUPRIME y (aperture) - DECam y (aperture):\n", " Number of outliers: 0\n", "SUPRIME y (total) - DECam y (total):\n", " Number of outliers: 0\n", "GPC1 y (aperture) - DECam y (aperture):\n", " Number of outliers: 6\n", "GPC1 y (total) - DECam y (total):\n", " Number of outliers: 2\n", "No sources have both DECam y (aperture) and VISTA y (aperture) values.\n", "\n", "No sources have both DECam y (total) and VISTA y (total) values.\n", "\n", "GPC1 y (aperture) - SUPRIME y (aperture):\n", " Number of outliers: 0\n", "GPC1 y (total) - SUPRIME y (total):\n", " Number of outliers: 0\n", "No sources have both SUPRIME y (aperture) and VISTA y (aperture) values.\n", "\n", "No sources have both SUPRIME y (total) and VISTA y (total) values.\n", "\n", "No sources have both GPC1 y (aperture) and VISTA y (aperture) values.\n", "\n", "No sources have both GPC1 y (total) and VISTA y (total) values.\n", "\n", "No sources have both VISTA J (aperture) and UKIDSS J (aperture) values.\n", "\n", "No sources have both VISTA J (total) and UKIDSS J (total) values.\n", "\n", "No sources have both VISTA J (aperture) and WIRCAM J (aperture) values.\n", "\n", "No sources have both VISTA J (total) and WIRCAM J (total) values.\n", "\n", "No sources have both UKIDSS J (aperture) and WIRCAM J (aperture) values.\n", "\n", "No sources have both UKIDSS J (total) and WIRCAM J (total) values.\n", "\n", "No sources have both VISTA H (aperture) and UKIDSS H (aperture) values.\n", "\n", "No sources have both VISTA H (total) and UKIDSS H (total) values.\n", "\n", "No sources have both VISTA H (aperture) and WIRCAM H (aperture) values.\n", "\n", "No sources have both VISTA H (total) and WIRCAM H (total) values.\n", "\n", "No sources have both UKIDSS H (aperture) and WIRCAM H (aperture) values.\n", "\n", "No sources have both UKIDSS H (total) and WIRCAM H (total) values.\n", "\n", "No sources have both VISTA Ks (aperture) and UKIDSS K (aperture) values.\n", "\n", "No sources have both VISTA Ks (total) and UKIDSS K (total) values.\n", "\n", "No sources have both VISTA Ks (aperture) and WIRCAM Ks (aperture) values.\n", "\n", "WIRCAM Ks (total) - VISTA Ks (total):\n", " Number of outliers: 0\n", "No sources have both UKIDSS K (aperture) and WIRCAM Ks (aperture) values.\n", "\n", "No sources have both UKIDSS K (total) and WIRCAM Ks (total) values.\n", "\n", "GPC1 g\n", " Aperture magnitude\n", " Number of flagged objects: 5\n", " Total magnitude\n", " Number of flagged objects: 6\n", "GPC1 r\n", " Aperture magnitude\n", " Number of flagged objects: 4\n", " Total magnitude\n", " Number of flagged objects: 4\n", "GPC1 i\n", " Aperture magnitude\n", " Number of flagged objects: 7\n", " Total magnitude\n", " Number of flagged objects: 6\n", "GPC1 z\n", " Aperture magnitude\n", " Number of flagged objects: 4\n", " Total magnitude\n", " Number of flagged objects: 4\n", "GPC1 y\n", " Aperture magnitude\n", " Number of flagged objects: 1\n", " Total magnitude\n", " Number of flagged objects: 1\n", "IRAC i1\n", " Aperture magnitude\n", " Number of flagged objects: 0\n", "IRAC i2\n", " Aperture magnitude\n", " Number of flagged objects: 0\n", "IRAC i3\n", " Aperture magnitude\n", " Number of flagged objects: 0\n", "IRAC i4\n", " Aperture magnitude\n", " Number of flagged objects: 0\n", "DECam g (aperture) - Megacam g (aperture):\n", " Number of outliers: 30\n", "DECam g (total) - Megacam g (total):\n", " Number of outliers: 35\n", "SUPRIME g (aperture) - Megacam g (aperture):\n", " Number of outliers: 3\n", "SUPRIME g (total) - Megacam g (total):\n", " Number of outliers: 0\n", "GPC1 g (aperture) - Megacam g (aperture):\n", " Number of outliers: 0\n", "GPC1 g (total) - Megacam g (total):\n", " Number of outliers: 2\n", "SUPRIME g (aperture) - DECam g (aperture):\n", " Number of outliers: 3\n", "SUPRIME g (total) - DECam g (total):\n", " Number of outliers: 2\n", "GPC1 g (aperture) - DECam g (aperture):\n", " Number of outliers: 0\n", "GPC1 g (total) - DECam g (total):\n", " Number of outliers: 20\n", "GPC1 g (aperture) - SUPRIME g (aperture):\n", " Number of outliers: 0\n", "GPC1 g (total) - SUPRIME g (total):\n", " Number of outliers: 0\n", "DECam r (aperture) - Megacam r (aperture):\n", " Number of outliers: 37\n", "DECam r (total) - Megacam r (total):\n", " Number of outliers: 40\n", "SUPRIME r (aperture) - Megacam r (aperture):\n", " Number of outliers: 1\n", "SUPRIME r (total) - Megacam r (total):\n", " Number of outliers: 0\n", "GPC1 r (aperture) - Megacam r (aperture):\n", " Number of outliers: 0\n", "GPC1 r (total) - Megacam r (total):\n", " Number of outliers: 4\n", "SUPRIME r (aperture) - DECam r (aperture):\n", " Number of outliers: 1\n", "SUPRIME r (total) - DECam r (total):\n", " Number of outliers: 2\n", "GPC1 r (aperture) - DECam r (aperture):\n", " Number of outliers: 0\n", "GPC1 r (total) - DECam r (total):\n", " Number of outliers: 0\n", "GPC1 r (aperture) - SUPRIME r (aperture):\n", " Number of outliers: 0\n", "GPC1 r (total) - SUPRIME r (total):\n", " Number of outliers: 0\n", "DECam i (aperture) - Megacam i (aperture):\n", " Number of outliers: 35\n", "DECam i (total) - Megacam i (total):\n", " Number of outliers: 44\n", "SUPRIME i (aperture) - Megacam i (aperture):\n", " Number of outliers: 3\n", "SUPRIME i (total) - Megacam i (total):\n", " Number of outliers: 1\n", "GPC1 i (aperture) - Megacam i (aperture):\n", " Number of outliers: 0\n", "GPC1 i (total) - Megacam i (total):\n", " Number of outliers: 0\n", "SUPRIME i (aperture) - DECam i (aperture):\n", " Number of outliers: 9\n", "SUPRIME i (total) - DECam i (total):\n", " Number of outliers: 9\n", "GPC1 i (aperture) - DECam i (aperture):\n", " Number of outliers: 0\n", "GPC1 i (total) - DECam i (total):\n", " Number of outliers: 44\n", "GPC1 i (aperture) - SUPRIME i (aperture):\n", " Number of outliers: 0\n", "GPC1 i (total) - SUPRIME i (total):\n", " Number of outliers: 1\n", "DECam z (aperture) - Megacam z (aperture):\n", " Number of outliers: 30\n", "DECam z (total) - Megacam z (total):\n", " Number of outliers: 46\n", "SUPRIME z (aperture) - Megacam z (aperture):\n", " Number of outliers: 0\n", "SUPRIME z (total) - Megacam z (total):\n", " Number of outliers: 0\n", "GPC1 z (aperture) - Megacam z (aperture):\n", " Number of outliers: 0\n", "GPC1 z (total) - Megacam z (total):\n", " Number of outliers: 3\n", "VISTA z (aperture) - Megacam z (aperture):\n", " Number of outliers: 0\n", "VISTA z (total) - Megacam z (total):\n", " Number of outliers: 0\n", "SUPRIME z (aperture) - DECam z (aperture):\n", " Number of outliers: 2\n", "SUPRIME z (total) - DECam z (total):\n", " Number of outliers: 3\n", "GPC1 z (aperture) - DECam z (aperture):\n", " Number of outliers: 0\n", "GPC1 z (total) - DECam z (total):\n", " Number of outliers: 0\n", "VISTA z (aperture) - DECam z (aperture):\n", " Number of outliers: 6\n", "VISTA z (total) - DECam z (total):\n", " Number of outliers: 7\n", "GPC1 z (aperture) - SUPRIME z (aperture):\n", " Number of outliers: 0\n", "GPC1 z (total) - SUPRIME z (total):\n", " Number of outliers: 0\n", "VISTA z (aperture) - SUPRIME z (aperture):\n", " Number of outliers: 0\n", "VISTA z (total) - SUPRIME z (total):\n", " Number of outliers: 0\n", "VISTA z (aperture) - GPC1 z (aperture):\n", " Number of outliers: 0\n", "VISTA z (total) - GPC1 z (total):\n", " Number of outliers: 0\n", "DECam y (aperture) - Megacam y (aperture):\n", " Number of outliers: 0\n", "DECam y (total) - Megacam y (total):\n", " Number of outliers: 0\n", "SUPRIME y (aperture) - Megacam y (aperture):\n", " Number of outliers: 0\n", "SUPRIME y (total) - Megacam y (total):\n", " Number of outliers: 0\n", "GPC1 y (aperture) - Megacam y (aperture):\n", " Number of outliers: 0\n", "GPC1 y (total) - Megacam y (total):\n", " Number of outliers: 0\n", "No sources have both Megacam y (aperture) and VISTA y (aperture) values.\n", "\n", "VISTA y (total) - Megacam y (total):\n", " Number of outliers: 0\n", "SUPRIME y (aperture) - DECam y (aperture):\n", " Number of outliers: 1\n", "SUPRIME y (total) - DECam y (total):\n", " Number of outliers: 2\n", "GPC1 y (aperture) - DECam y (aperture):\n", " Number of outliers: 4\n", "GPC1 y (total) - DECam y (total):\n", " Number of outliers: 5\n", "VISTA y (aperture) - DECam y (aperture):\n", " Number of outliers: 6\n", "VISTA y (total) - DECam y (total):\n", " Number of outliers: 5\n", "GPC1 y (aperture) - SUPRIME y (aperture):\n", " Number of outliers: 0\n", "GPC1 y (total) - SUPRIME y (total):\n", " Number of outliers: 0\n", "VISTA y (aperture) - SUPRIME y (aperture):\n", " Number of outliers: 1\n", "VISTA y (total) - SUPRIME y (total):\n", " Number of outliers: 0\n", "VISTA y (aperture) - GPC1 y (aperture):\n", " Number of outliers: 0\n", "VISTA y (total) - GPC1 y (total):\n", " Number of outliers: 0\n", "UKIDSS J (aperture) - VISTA J (aperture):\n", " Number of outliers: 0\n", "UKIDSS J (total) - VISTA J (total):\n", " Number of outliers: 0\n", "No sources have both VISTA J (aperture) and WIRCAM J (aperture) values.\n", "\n", "No sources have both VISTA J (total) and WIRCAM J (total) values.\n", "\n", "No sources have both UKIDSS J (aperture) and WIRCAM J (aperture) values.\n", "\n", "No sources have both UKIDSS J (total) and WIRCAM J (total) values.\n", "\n", "No sources have both VISTA H (aperture) and UKIDSS H (aperture) values.\n", "\n", "No sources have both VISTA H (total) and UKIDSS H (total) values.\n", "\n", "No sources have both VISTA H (aperture) and WIRCAM H (aperture) values.\n", "\n", "No sources have both VISTA H (total) and WIRCAM H (total) values.\n", "\n", "No sources have both UKIDSS H (aperture) and WIRCAM H (aperture) values.\n", "\n", "No sources have both UKIDSS H (total) and WIRCAM H (total) values.\n", "\n", "UKIDSS K (aperture) - VISTA Ks (aperture):\n", " Number of outliers: 0\n", "UKIDSS K (total) - VISTA Ks (total):\n", " Number of outliers: 0\n", "No sources have both VISTA Ks (aperture) and WIRCAM Ks (aperture) values.\n", "\n", "WIRCAM Ks (total) - VISTA Ks (total):\n", " Number of outliers: 0\n", "No sources have both UKIDSS K (aperture) and WIRCAM Ks (aperture) values.\n", "\n", "No sources have both UKIDSS K (total) and WIRCAM Ks (total) values.\n", "\n", "GPC1 g\n", " Aperture magnitude\n", " Number of flagged objects: 4\n", " Total magnitude\n", " Number of flagged objects: 4\n", "GPC1 r\n", " Aperture magnitude\n", " Number of flagged objects: 1\n", " Total magnitude\n", " Number of flagged objects: 1\n", "GPC1 i\n", " Aperture magnitude\n", " Number of flagged objects: 2\n", " Total magnitude\n", " Number of flagged objects: 2\n", "GPC1 z\n", " Aperture magnitude\n", " Number of flagged objects: 1\n", " Total magnitude\n", " Number of flagged objects: 1\n", "GPC1 y\n", " Aperture magnitude\n", " Number of flagged objects: 3\n", " Total magnitude\n", " Number of flagged objects: 3\n", "IRAC i1\n", " Aperture magnitude\n", " Number of flagged objects: 0\n", "IRAC i2\n", " Aperture magnitude\n", " Number of flagged objects: 0\n", "IRAC i3\n", " Aperture magnitude\n", " Number of flagged objects: 0\n", "IRAC i4\n", " Aperture magnitude\n", " Number of flagged objects: 0\n", "DECam g (aperture) - Megacam g (aperture):\n", " Number of outliers: 10\n", "DECam g (total) - Megacam g (total):\n", " Number of outliers: 14\n", "SUPRIME g (aperture) - Megacam g (aperture):\n", " Number of outliers: 2\n", "SUPRIME g (total) - Megacam g (total):\n", " Number of outliers: 2\n", "GPC1 g (aperture) - Megacam g (aperture):\n", " Number of outliers: 0\n", "GPC1 g (total) - Megacam g (total):\n", " Number of outliers: 0\n", "SUPRIME g (aperture) - DECam g (aperture):\n", " Number of outliers: 1\n", "SUPRIME g (total) - DECam g (total):\n", " Number of outliers: 3\n", "GPC1 g (aperture) - DECam g (aperture):\n", " Number of outliers: 0\n", "GPC1 g (total) - DECam g (total):\n", " Number of outliers: 7\n", "GPC1 g (aperture) - SUPRIME g (aperture):\n", " Number of outliers: 0\n", "GPC1 g (total) - SUPRIME g (total):\n", " Number of outliers: 0\n", "DECam r (aperture) - Megacam r (aperture):\n", " Number of outliers: 3\n", "DECam r (total) - Megacam r (total):\n", " Number of outliers: 17\n", "SUPRIME r (aperture) - Megacam r (aperture):\n", " Number of outliers: 1\n", "SUPRIME r (total) - Megacam r (total):\n", " Number of outliers: 1\n", "GPC1 r (aperture) - Megacam r (aperture):\n", " Number of outliers: 0\n", "GPC1 r (total) - Megacam r (total):\n", " Number of outliers: 2\n", "SUPRIME r (aperture) - DECam r (aperture):\n", " Number of outliers: 0\n", "SUPRIME r (total) - DECam r (total):\n", " Number of outliers: 0\n", "GPC1 r (aperture) - DECam r (aperture):\n", " Number of outliers: 0\n", "GPC1 r (total) - DECam r (total):\n", " Number of outliers: 14\n", "GPC1 r (aperture) - SUPRIME r (aperture):\n", " Number of outliers: 0\n", "GPC1 r (total) - SUPRIME r (total):\n", " Number of outliers: 0\n", "DECam i (aperture) - Megacam i (aperture):\n", " Number of outliers: 23\n", "DECam i (total) - Megacam i (total):\n", " Number of outliers: 26\n", "SUPRIME i (aperture) - Megacam i (aperture):\n", " Number of outliers: 7\n", "SUPRIME i (total) - Megacam i (total):\n", " Number of outliers: 7\n", "GPC1 i (aperture) - Megacam i (aperture):\n", " Number of outliers: 0\n", "GPC1 i (total) - Megacam i (total):\n", " Number of outliers: 0\n", "SUPRIME i (aperture) - DECam i (aperture):\n", " Number of outliers: 2\n", "SUPRIME i (total) - DECam i (total):\n", " Number of outliers: 4\n", "GPC1 i (aperture) - DECam i (aperture):\n", " Number of outliers: 0\n", "GPC1 i (total) - DECam i (total):\n", " Number of outliers: 22\n", "GPC1 i (aperture) - SUPRIME i (aperture):\n", " Number of outliers: 0\n", "GPC1 i (total) - SUPRIME i (total):\n", " Number of outliers: 0\n", "DECam z (aperture) - Megacam z (aperture):\n", " Number of outliers: 10\n", "DECam z (total) - Megacam z (total):\n", " Number of outliers: 18\n", "SUPRIME z (aperture) - Megacam z (aperture):\n", " Number of outliers: 0\n", "SUPRIME z (total) - Megacam z (total):\n", " Number of outliers: 0\n", "GPC1 z (aperture) - Megacam z (aperture):\n", " Number of outliers: 0\n", "GPC1 z (total) - Megacam z (total):\n", " Number of outliers: 0\n", "VISTA z (aperture) - Megacam z (aperture):\n", " Number of outliers: 1\n", "VISTA z (total) - Megacam z (total):\n", " Number of outliers: 0\n", "SUPRIME z (aperture) - DECam z (aperture):\n", " Number of outliers: 0\n", "SUPRIME z (total) - DECam z (total):\n", " Number of outliers: 1\n", "GPC1 z (aperture) - DECam z (aperture):\n", " Number of outliers: 0\n", "GPC1 z (total) - DECam z (total):\n", " Number of outliers: 0\n", "VISTA z (aperture) - DECam z (aperture):\n", " Number of outliers: 14\n", "VISTA z (total) - DECam z (total):\n", " Number of outliers: 17\n", "GPC1 z (aperture) - SUPRIME z (aperture):\n", " Number of outliers: 0\n", "GPC1 z (total) - SUPRIME z (total):\n", " Number of outliers: 0\n", "VISTA z (aperture) - SUPRIME z (aperture):\n", " Number of outliers: 0\n", "VISTA z (total) - SUPRIME z (total):\n", " Number of outliers: 0\n", "VISTA z (aperture) - GPC1 z (aperture):\n", " Number of outliers: 0\n", "VISTA z (total) - GPC1 z (total):\n", " Number of outliers: 0\n", "DECam y (aperture) - Megacam y (aperture):\n", " Number of outliers: 0\n", "DECam y (total) - Megacam y (total):\n", " Number of outliers: 0\n", "SUPRIME y (aperture) - Megacam y (aperture):\n", " Number of outliers: 0\n", "SUPRIME y (total) - Megacam y (total):\n", " Number of outliers: 0\n", "GPC1 y (aperture) - Megacam y (aperture):\n", " Number of outliers: 0\n", "GPC1 y (total) - Megacam y (total):\n", " Number of outliers: 0\n", "No sources have both Megacam y (aperture) and VISTA y (aperture) values.\n", "\n", "No sources have both Megacam y (total) and VISTA y (total) values.\n", "\n", "SUPRIME y (aperture) - DECam y (aperture):\n", " Number of outliers: 0\n", "SUPRIME y (total) - DECam y (total):\n", " Number of outliers: 0\n", "GPC1 y (aperture) - DECam y (aperture):\n", " Number of outliers: 2\n", "GPC1 y (total) - DECam y (total):\n", " Number of outliers: 0\n", "VISTA y (aperture) - DECam y (aperture):\n", " Number of outliers: 5\n", "VISTA y (total) - DECam y (total):\n", " Number of outliers: 1\n", "GPC1 y (aperture) - SUPRIME y (aperture):\n", " Number of outliers: 0\n", "GPC1 y (total) - SUPRIME y (total):\n", " Number of outliers: 0\n", "VISTA y (aperture) - SUPRIME y (aperture):\n", " Number of outliers: 0\n", "VISTA y (total) - SUPRIME y (total):\n", " Number of outliers: 0\n", "VISTA y (aperture) - GPC1 y (aperture):\n", " Number of outliers: 0\n", "VISTA y (total) - GPC1 y (total):\n", " Number of outliers: 0\n", "UKIDSS J (aperture) - VISTA J (aperture):\n", " Number of outliers: 0\n", "UKIDSS J (total) - VISTA J (total):\n", " Number of outliers: 3\n", "No sources have both VISTA J (aperture) and WIRCAM J (aperture) values.\n", "\n", "No sources have both VISTA J (total) and WIRCAM J (total) values.\n", "\n", "No sources have both UKIDSS J (aperture) and WIRCAM J (aperture) values.\n", "\n", "No sources have both UKIDSS J (total) and WIRCAM J (total) values.\n", "\n", "UKIDSS H (aperture) - VISTA H (aperture):\n", " Number of outliers: 0\n", "UKIDSS H (total) - VISTA H (total):\n", " Number of outliers: 5\n", "No sources have both VISTA H (aperture) and WIRCAM H (aperture) values.\n", "\n", "No sources have both VISTA H (total) and WIRCAM H (total) values.\n", "\n", "No sources have both UKIDSS H (aperture) and WIRCAM H (aperture) values.\n", "\n", "No sources have both UKIDSS H (total) and WIRCAM H (total) values.\n", "\n", "UKIDSS K (aperture) - VISTA Ks (aperture):\n", " Number of outliers: 0\n", "UKIDSS K (total) - VISTA Ks (total):\n", " Number of outliers: 1\n", "No sources have both VISTA Ks (aperture) and WIRCAM Ks (aperture) values.\n", "\n", "WIRCAM Ks (total) - VISTA Ks (total):\n", " Number of outliers: 0\n", "No sources have both UKIDSS K (aperture) and WIRCAM Ks (aperture) values.\n", "\n", "WIRCAM Ks (total) - UKIDSS K (total):\n", " Number of outliers: 0\n", "GPC1 g\n", " Aperture magnitude\n", " Number of flagged objects: 1\n", " Total magnitude\n", " Number of flagged objects: 1\n", "GPC1 r\n", " Aperture magnitude\n", " Number of flagged objects: 1\n", " Total magnitude\n", " Number of flagged objects: 2\n", "GPC1 i\n", " Aperture magnitude\n", " Number of flagged objects: 4\n", " Total magnitude\n", " Number of flagged objects: 3\n", "GPC1 z\n", " Aperture magnitude\n", " Number of flagged objects: 1\n", " Total magnitude\n", " Number of flagged objects: 1\n", "GPC1 y\n", " Aperture magnitude\n", " Number of flagged objects: 2\n", " Total magnitude\n", " Number of flagged objects: 2\n", "IRAC i1\n", " Aperture magnitude\n", " Number of flagged objects: 0\n", "IRAC i2\n", " Aperture magnitude\n", " Number of flagged objects: 0\n", "IRAC i3\n", " Aperture magnitude\n", " Number of flagged objects: 0\n", "IRAC i4\n", " Aperture magnitude\n", " Number of flagged objects: 0\n", "DECam g (aperture) - Megacam g (aperture):\n", " Number of outliers: 12\n", "DECam g (total) - Megacam g (total):\n", " Number of outliers: 15\n", "SUPRIME g (aperture) - Megacam g (aperture):\n", " Number of outliers: 0\n", "SUPRIME g (total) - Megacam g (total):\n", " Number of outliers: 0\n", "GPC1 g (aperture) - Megacam g (aperture):\n", " Number of outliers: 0\n", "GPC1 g (total) - Megacam g (total):\n", " Number of outliers: 0\n", "SUPRIME g (aperture) - DECam g (aperture):\n", " Number of outliers: 1\n", "SUPRIME g (total) - DECam g (total):\n", " Number of outliers: 0\n", "GPC1 g (aperture) - DECam g (aperture):\n", " Number of outliers: 0\n", "GPC1 g (total) - DECam g (total):\n", " Number of outliers: 9\n", "GPC1 g (aperture) - SUPRIME g (aperture):\n", " Number of outliers: 0\n", "GPC1 g (total) - SUPRIME g (total):\n", " Number of outliers: 0\n", "DECam r (aperture) - Megacam r (aperture):\n", " Number of outliers: 6\n", "DECam r (total) - Megacam r (total):\n", " Number of outliers: 13\n", "SUPRIME r (aperture) - Megacam r (aperture):\n", " Number of outliers: 0\n", "SUPRIME r (total) - Megacam r (total):\n", " Number of outliers: 0\n", "GPC1 r (aperture) - Megacam r (aperture):\n", " Number of outliers: 0\n", "GPC1 r (total) - Megacam r (total):\n", " Number of outliers: 4\n", "SUPRIME r (aperture) - DECam r (aperture):\n", " Number of outliers: 0\n", "SUPRIME r (total) - DECam r (total):\n", " Number of outliers: 0\n", "GPC1 r (aperture) - DECam r (aperture):\n", " Number of outliers: 0\n", "GPC1 r (total) - DECam r (total):\n", " Number of outliers: 10\n", "GPC1 r (aperture) - SUPRIME r (aperture):\n", " Number of outliers: 0\n", "GPC1 r (total) - SUPRIME r (total):\n", " Number of outliers: 0\n", "DECam i (aperture) - Megacam i (aperture):\n", " Number of outliers: 13\n", "DECam i (total) - Megacam i (total):\n", " Number of outliers: 26\n", "SUPRIME i (aperture) - Megacam i (aperture):\n", " Number of outliers: 0\n", "SUPRIME i (total) - Megacam i (total):\n", " Number of outliers: 0\n", "GPC1 i (aperture) - Megacam i (aperture):\n", " Number of outliers: 0\n", "GPC1 i (total) - Megacam i (total):\n", " Number of outliers: 0\n", "SUPRIME i (aperture) - DECam i (aperture):\n", " Number of outliers: 0\n", "SUPRIME i (total) - DECam i (total):\n", " Number of outliers: 4\n", "GPC1 i (aperture) - DECam i (aperture):\n", " Number of outliers: 0\n", "GPC1 i (total) - DECam i (total):\n", " Number of outliers: 40\n", "GPC1 i (aperture) - SUPRIME i (aperture):\n", " Number of outliers: 0\n", "GPC1 i (total) - SUPRIME i (total):\n", " Number of outliers: 0\n", "DECam z (aperture) - Megacam z (aperture):\n", " Number of outliers: 2\n", "DECam z (total) - Megacam z (total):\n", " Number of outliers: 28\n", "SUPRIME z (aperture) - Megacam z (aperture):\n", " Number of outliers: 0\n", "SUPRIME z (total) - Megacam z (total):\n", " Number of outliers: 0\n", "GPC1 z (aperture) - Megacam z (aperture):\n", " Number of outliers: 0\n", "GPC1 z (total) - Megacam z (total):\n", " Number of outliers: 0\n", "VISTA z (aperture) - Megacam z (aperture):\n", " Number of outliers: 2\n", "VISTA z (total) - Megacam z (total):\n", " Number of outliers: 1\n", "SUPRIME z (aperture) - DECam z (aperture):\n", " Number of outliers: 0\n", "SUPRIME z (total) - DECam z (total):\n", " Number of outliers: 1\n", "GPC1 z (aperture) - DECam z (aperture):\n", " Number of outliers: 0\n", "GPC1 z (total) - DECam z (total):\n", " Number of outliers: 4\n", "VISTA z (aperture) - DECam z (aperture):\n", " Number of outliers: 11\n", "VISTA z (total) - DECam z (total):\n", " Number of outliers: 21\n", "GPC1 z (aperture) - SUPRIME z (aperture):\n", " Number of outliers: 0\n", "GPC1 z (total) - SUPRIME z (total):\n", " Number of outliers: 0\n", "VISTA z (aperture) - SUPRIME z (aperture):\n", " Number of outliers: 0\n", "VISTA z (total) - SUPRIME z (total):\n", " Number of outliers: 0\n", "VISTA z (aperture) - GPC1 z (aperture):\n", " Number of outliers: 0\n", "VISTA z (total) - GPC1 z (total):\n", " Number of outliers: 0\n", "DECam y (aperture) - Megacam y (aperture):\n", " Number of outliers: 0\n", "DECam y (total) - Megacam y (total):\n", " Number of outliers: 0\n", "SUPRIME y (aperture) - Megacam y (aperture):\n", " Number of outliers: 0\n", "SUPRIME y (total) - Megacam y (total):\n", " Number of outliers: 0\n", "GPC1 y (aperture) - Megacam y (aperture):\n", " Number of outliers: 0\n", "GPC1 y (total) - Megacam y (total):\n", " Number of outliers: 0\n", "No sources have both Megacam y (aperture) and VISTA y (aperture) values.\n", "\n", "No sources have both Megacam y (total) and VISTA y (total) values.\n", "\n", "SUPRIME y (aperture) - DECam y (aperture):\n", " Number of outliers: 0\n", "SUPRIME y (total) - DECam y (total):\n", " Number of outliers: 0\n", "GPC1 y (aperture) - DECam y (aperture):\n", " Number of outliers: 3\n", "GPC1 y (total) - DECam y (total):\n", " Number of outliers: 3\n", "VISTA y (aperture) - DECam y (aperture):\n", " Number of outliers: 2\n", "VISTA y (total) - DECam y (total):\n", " Number of outliers: 1\n", "GPC1 y (aperture) - SUPRIME y (aperture):\n", " Number of outliers: 0\n", "GPC1 y (total) - SUPRIME y (total):\n", " Number of outliers: 0\n", "VISTA y (aperture) - SUPRIME y (aperture):\n", " Number of outliers: 0\n", "VISTA y (total) - SUPRIME y (total):\n", " Number of outliers: 0\n", "VISTA y (aperture) - GPC1 y (aperture):\n", " Number of outliers: 0\n", "VISTA y (total) - GPC1 y (total):\n", " Number of outliers: 0\n", "UKIDSS J (aperture) - VISTA J (aperture):\n", " Number of outliers: 0\n", "UKIDSS J (total) - VISTA J (total):\n", " Number of outliers: 2\n", "No sources have both VISTA J (aperture) and WIRCAM J (aperture) values.\n", "\n", "No sources have both VISTA J (total) and WIRCAM J (total) values.\n", "\n", "No sources have both UKIDSS J (aperture) and WIRCAM J (aperture) values.\n", "\n", "No sources have both UKIDSS J (total) and WIRCAM J (total) values.\n", "\n", "UKIDSS H (aperture) - VISTA H (aperture):\n", " Number of outliers: 0\n", "UKIDSS H (total) - VISTA H (total):\n", " Number of outliers: 0\n", "No sources have both VISTA H (aperture) and WIRCAM H (aperture) values.\n", "\n", "No sources have both VISTA H (total) and WIRCAM H (total) values.\n", "\n", "No sources have both UKIDSS H (aperture) and WIRCAM H (aperture) values.\n", "\n", "No sources have both UKIDSS H (total) and WIRCAM H (total) values.\n", "\n", "UKIDSS K (aperture) - VISTA Ks (aperture):\n", " Number of outliers: 2\n", "UKIDSS K (total) - VISTA Ks (total):\n", " Number of outliers: 1\n", "No sources have both VISTA Ks (aperture) and WIRCAM Ks (aperture) values.\n", "\n", "WIRCAM Ks (total) - VISTA Ks (total):\n", " Number of outliers: 0\n", "No sources have both UKIDSS K (aperture) and WIRCAM Ks (aperture) values.\n", "\n", "WIRCAM Ks (total) - UKIDSS K (total):\n", " Number of outliers: 0\n", "GPC1 g\n", " Aperture magnitude\n", " Number of flagged objects: 3\n", " Total magnitude\n", " Number of flagged objects: 3\n", "GPC1 r\n", " Aperture magnitude\n", " Number of flagged objects: 11\n", " Total magnitude\n", " Number of flagged objects: 11\n", "GPC1 i\n", " Aperture magnitude\n", " Number of flagged objects: 2\n", " Total magnitude\n", " Number of flagged objects: 2\n", "GPC1 z\n", " Aperture magnitude\n", " Number of flagged objects: 4\n", " Total magnitude\n", " Number of flagged objects: 3\n", "GPC1 y\n", " Aperture magnitude\n", " Number of flagged objects: 1\n", " Total magnitude\n", " Number of flagged objects: 1\n", "IRAC i1\n", " Aperture magnitude\n", " Number of flagged objects: 0\n", "IRAC i2\n", " Aperture magnitude\n", " Number of flagged objects: 0\n", "IRAC i3\n", " Aperture magnitude\n", " Number of flagged objects: 0\n", "IRAC i4\n", " Aperture magnitude\n", " Number of flagged objects: 0\n", "DECam g (aperture) - Megacam g (aperture):\n", " Number of outliers: 31\n", "DECam g (total) - Megacam g (total):\n", " Number of outliers: 48\n", "SUPRIME g (aperture) - Megacam g (aperture):\n", " Number of outliers: 0\n", "SUPRIME g (total) - Megacam g (total):\n", " Number of outliers: 0\n", "GPC1 g (aperture) - Megacam g (aperture):\n", " Number of outliers: 0\n", "GPC1 g (total) - Megacam g (total):\n", " Number of outliers: 13\n", "SUPRIME g (aperture) - DECam g (aperture):\n", " Number of outliers: 1\n", "SUPRIME g (total) - DECam g (total):\n", " Number of outliers: 5\n", "GPC1 g (aperture) - DECam g (aperture):\n", " Number of outliers: 0\n", "GPC1 g (total) - DECam g (total):\n", " Number of outliers: 16\n", "GPC1 g (aperture) - SUPRIME g (aperture):\n", " Number of outliers: 0\n", "GPC1 g (total) - SUPRIME g (total):\n", " Number of outliers: 0\n", "DECam r (aperture) - Megacam r (aperture):\n", " Number of outliers: 41\n", "DECam r (total) - Megacam r (total):\n", " Number of outliers: 45\n", "SUPRIME r (aperture) - Megacam r (aperture):\n", " Number of outliers: 0\n", "SUPRIME r (total) - Megacam r (total):\n", " Number of outliers: 0\n", "GPC1 r (aperture) - Megacam r (aperture):\n", " Number of outliers: 0\n", "GPC1 r (total) - Megacam r (total):\n", " Number of outliers: 23\n", "SUPRIME r (aperture) - DECam r (aperture):\n", " Number of outliers: 1\n", "SUPRIME r (total) - DECam r (total):\n", " Number of outliers: 4\n", "GPC1 r (aperture) - DECam r (aperture):\n", " Number of outliers: 0\n", "GPC1 r (total) - DECam r (total):\n", " Number of outliers: 27\n", "GPC1 r (aperture) - SUPRIME r (aperture):\n", " Number of outliers: 0\n", "GPC1 r (total) - SUPRIME r (total):\n", " Number of outliers: 0\n", "DECam i (aperture) - Megacam i (aperture):\n", " Number of outliers: 35\n", "DECam i (total) - Megacam i (total):\n", " Number of outliers: 40\n", "SUPRIME i (aperture) - Megacam i (aperture):\n", " Number of outliers: 1\n", "SUPRIME i (total) - Megacam i (total):\n", " Number of outliers: 0\n", "GPC1 i (aperture) - Megacam i (aperture):\n", " Number of outliers: 0\n", "GPC1 i (total) - Megacam i (total):\n", " Number of outliers: 0\n", "SUPRIME i (aperture) - DECam i (aperture):\n", " Number of outliers: 3\n", "SUPRIME i (total) - DECam i (total):\n", " Number of outliers: 8\n", "GPC1 i (aperture) - DECam i (aperture):\n", " Number of outliers: 0\n", "GPC1 i (total) - DECam i (total):\n", " Number of outliers: 16\n", "GPC1 i (aperture) - SUPRIME i (aperture):\n", " Number of outliers: 0\n", "GPC1 i (total) - SUPRIME i (total):\n", " Number of outliers: 0\n", "DECam z (aperture) - Megacam z (aperture):\n", " Number of outliers: 45\n", "DECam z (total) - Megacam z (total):\n", " Number of outliers: 56\n", "SUPRIME z (aperture) - Megacam z (aperture):\n", " Number of outliers: 0\n", "SUPRIME z (total) - Megacam z (total):\n", " Number of outliers: 0\n", "GPC1 z (aperture) - Megacam z (aperture):\n", " Number of outliers: 0\n", "GPC1 z (total) - Megacam z (total):\n", " Number of outliers: 0\n", "VISTA z (aperture) - Megacam z (aperture):\n", " Number of outliers: 2\n", "VISTA z (total) - Megacam z (total):\n", " Number of outliers: 0\n", "SUPRIME z (aperture) - DECam z (aperture):\n", " Number of outliers: 2\n", "SUPRIME z (total) - DECam z (total):\n", " Number of outliers: 3\n", "GPC1 z (aperture) - DECam z (aperture):\n", " Number of outliers: 0\n", "GPC1 z (total) - DECam z (total):\n", " Number of outliers: 0\n", "VISTA z (aperture) - DECam z (aperture):\n", " Number of outliers: 34\n", "VISTA z (total) - DECam z (total):\n", " Number of outliers: 36\n", "GPC1 z (aperture) - SUPRIME z (aperture):\n", " Number of outliers: 0\n", "GPC1 z (total) - SUPRIME z (total):\n", " Number of outliers: 0\n", "VISTA z (aperture) - SUPRIME z (aperture):\n", " Number of outliers: 1\n", "VISTA z (total) - SUPRIME z (total):\n", " Number of outliers: 0\n", "VISTA z (aperture) - GPC1 z (aperture):\n", " Number of outliers: 0\n", "VISTA z (total) - GPC1 z (total):\n", " Number of outliers: 0\n", "DECam y (aperture) - Megacam y (aperture):\n", " Number of outliers: 0\n", "DECam y (total) - Megacam y (total):\n", " Number of outliers: 0\n", "SUPRIME y (aperture) - Megacam y (aperture):\n", " Number of outliers: 0\n", "SUPRIME y (total) - Megacam y (total):\n", " Number of outliers: 0\n", "GPC1 y (aperture) - Megacam y (aperture):\n", " Number of outliers: 0\n", "GPC1 y (total) - Megacam y (total):\n", " Number of outliers: 0\n", "VISTA y (aperture) - Megacam y (aperture):\n", " Number of outliers: 0\n", "VISTA y (total) - Megacam y (total):\n", " Number of outliers: 0\n", "SUPRIME y (aperture) - DECam y (aperture):\n", " Number of outliers: 1\n", "SUPRIME y (total) - DECam y (total):\n", " Number of outliers: 3\n", "GPC1 y (aperture) - DECam y (aperture):\n", " Number of outliers: 4\n", "GPC1 y (total) - DECam y (total):\n", " Number of outliers: 7\n", "VISTA y (aperture) - DECam y (aperture):\n", " Number of outliers: 8\n", "VISTA y (total) - DECam y (total):\n", " Number of outliers: 5\n", "GPC1 y (aperture) - SUPRIME y (aperture):\n", " Number of outliers: 0\n", "GPC1 y (total) - SUPRIME y (total):\n", " Number of outliers: 0\n", "VISTA y (aperture) - SUPRIME y (aperture):\n", " Number of outliers: 1\n", "VISTA y (total) - SUPRIME y (total):\n", " Number of outliers: 0\n", "VISTA y (aperture) - GPC1 y (aperture):\n", " Number of outliers: 0\n", "VISTA y (total) - GPC1 y (total):\n", " Number of outliers: 0\n", "UKIDSS J (aperture) - VISTA J (aperture):\n", " Number of outliers: 0\n", "UKIDSS J (total) - VISTA J (total):\n", " Number of outliers: 0\n", "WIRCAM J (aperture) - VISTA J (aperture):\n", " Number of outliers: 4\n", "WIRCAM J (total) - VISTA J (total):\n", " Number of outliers: 11\n", "WIRCAM J (aperture) - UKIDSS J (aperture):\n", " Number of outliers: 4\n", "WIRCAM J (total) - UKIDSS J (total):\n", " Number of outliers: 0\n", "No sources have both VISTA H (aperture) and UKIDSS H (aperture) values.\n", "\n", "No sources have both VISTA H (total) and UKIDSS H (total) values.\n", "\n", "WIRCAM H (aperture) - VISTA H (aperture):\n", " Number of outliers: 4\n", "WIRCAM H (total) - VISTA H (total):\n", " Number of outliers: 8\n", "No sources have both UKIDSS H (aperture) and WIRCAM H (aperture) values.\n", "\n", "No sources have both UKIDSS H (total) and WIRCAM H (total) values.\n", "\n", "UKIDSS K (aperture) - VISTA Ks (aperture):\n", " Number of outliers: 0\n", "UKIDSS K (total) - VISTA Ks (total):\n", " Number of outliers: 0\n", "WIRCAM Ks (aperture) - VISTA Ks (aperture):\n", " Number of outliers: 2\n", "WIRCAM Ks (total) - VISTA Ks (total):\n", " Number of outliers: 5\n", "WIRCAM Ks (aperture) - UKIDSS K (aperture):\n", " Number of outliers: 2\n", "WIRCAM Ks (total) - UKIDSS K (total):\n", " Number of outliers: 0\n", "GPC1 g\n", " Aperture magnitude\n", " Number of flagged objects: 2\n", " Total magnitude\n", " Number of flagged objects: 0\n", "GPC1 r\n", " Aperture magnitude\n", " Number of flagged objects: 3\n", " Total magnitude\n", " Number of flagged objects: 3\n", "GPC1 i\n", " Aperture magnitude\n", " Number of flagged objects: 4\n", " Total magnitude\n", " Number of flagged objects: 4\n", "GPC1 z\n", " Aperture magnitude\n", " Number of flagged objects: 5\n", " Total magnitude\n", " Number of flagged objects: 5\n", "GPC1 y\n", " Aperture magnitude\n", " Number of flagged objects: 2\n", " Total magnitude\n", " Number of flagged objects: 3\n", "IRAC i1\n", " Aperture magnitude\n", " Number of flagged objects: 0\n", "IRAC i2\n", " Aperture magnitude\n", " Number of flagged objects: 0\n", "IRAC i3\n", " Aperture magnitude\n", " Number of flagged objects: 0\n", "IRAC i4\n", " Aperture magnitude\n", " Number of flagged objects: 0\n", "DECam g (aperture) - Megacam g (aperture):\n", " Number of outliers: 15\n", "DECam g (total) - Megacam g (total):\n", " Number of outliers: 17\n", "SUPRIME g (aperture) - Megacam g (aperture):\n", " Number of outliers: 5\n", "SUPRIME g (total) - Megacam g (total):\n", " Number of outliers: 4\n", "GPC1 g (aperture) - Megacam g (aperture):\n", " Number of outliers: 0\n", "GPC1 g (total) - Megacam g (total):\n", " Number of outliers: 0\n", "SUPRIME g (aperture) - DECam g (aperture):\n", " Number of outliers: 5\n", "SUPRIME g (total) - DECam g (total):\n", " Number of outliers: 7\n", "GPC1 g (aperture) - DECam g (aperture):\n", " Number of outliers: 0\n", "GPC1 g (total) - DECam g (total):\n", " Number of outliers: 10\n", "GPC1 g (aperture) - SUPRIME g (aperture):\n", " Number of outliers: 0\n", "GPC1 g (total) - SUPRIME g (total):\n", " Number of outliers: 0\n", "DECam r (aperture) - Megacam r (aperture):\n", " Number of outliers: 25\n", "DECam r (total) - Megacam r (total):\n", " Number of outliers: 28\n", "SUPRIME r (aperture) - Megacam r (aperture):\n", " Number of outliers: 5\n", "SUPRIME r (total) - Megacam r (total):\n", " Number of outliers: 1\n", "GPC1 r (aperture) - Megacam r (aperture):\n", " Number of outliers: 0\n", "GPC1 r (total) - Megacam r (total):\n", " Number of outliers: 0\n", "SUPRIME r (aperture) - DECam r (aperture):\n", " Number of outliers: 0\n", "SUPRIME r (total) - DECam r (total):\n", " Number of outliers: 3\n", "GPC1 r (aperture) - DECam r (aperture):\n", " Number of outliers: 0\n", "GPC1 r (total) - DECam r (total):\n", " Number of outliers: 8\n", "GPC1 r (aperture) - SUPRIME r (aperture):\n", " Number of outliers: 0\n", "GPC1 r (total) - SUPRIME r (total):\n", " Number of outliers: 0\n", "DECam i (aperture) - Megacam i (aperture):\n", " Number of outliers: 26\n", "DECam i (total) - Megacam i (total):\n", " Number of outliers: 35\n", "SUPRIME i (aperture) - Megacam i (aperture):\n", " Number of outliers: 4\n", "SUPRIME i (total) - Megacam i (total):\n", " Number of outliers: 1\n", "GPC1 i (aperture) - Megacam i (aperture):\n", " Number of outliers: 0\n", "GPC1 i (total) - Megacam i (total):\n", " Number of outliers: 0\n", "SUPRIME i (aperture) - DECam i (aperture):\n", " Number of outliers: 1\n", "SUPRIME i (total) - DECam i (total):\n", " Number of outliers: 5\n", "GPC1 i (aperture) - DECam i (aperture):\n", " Number of outliers: 0\n", "GPC1 i (total) - DECam i (total):\n", " Number of outliers: 35\n", "GPC1 i (aperture) - SUPRIME i (aperture):\n", " Number of outliers: 0\n", "GPC1 i (total) - SUPRIME i (total):\n", " Number of outliers: 0\n", "DECam z (aperture) - Megacam z (aperture):\n", " Number of outliers: 16\n", "DECam z (total) - Megacam z (total):\n", " Number of outliers: 34\n", "SUPRIME z (aperture) - Megacam z (aperture):\n", " Number of outliers: 0\n", "SUPRIME z (total) - Megacam z (total):\n", " Number of outliers: 0\n", "GPC1 z (aperture) - Megacam z (aperture):\n", " Number of outliers: 0\n", "GPC1 z (total) - Megacam z (total):\n", " Number of outliers: 0\n", "VISTA z (aperture) - Megacam z (aperture):\n", " Number of outliers: 1\n", "VISTA z (total) - Megacam z (total):\n", " Number of outliers: 0\n", "SUPRIME z (aperture) - DECam z (aperture):\n", " Number of outliers: 0\n", "SUPRIME z (total) - DECam z (total):\n", " Number of outliers: 4\n", "GPC1 z (aperture) - DECam z (aperture):\n", " Number of outliers: 0\n", "GPC1 z (total) - DECam z (total):\n", " Number of outliers: 1\n", "VISTA z (aperture) - DECam z (aperture):\n", " Number of outliers: 15\n", "VISTA z (total) - DECam z (total):\n", " Number of outliers: 30\n", "GPC1 z (aperture) - SUPRIME z (aperture):\n", " Number of outliers: 0\n", "GPC1 z (total) - SUPRIME z (total):\n", " Number of outliers: 0\n", "VISTA z (aperture) - SUPRIME z (aperture):\n", " Number of outliers: 0\n", "VISTA z (total) - SUPRIME z (total):\n", " Number of outliers: 2\n", "VISTA z (aperture) - GPC1 z (aperture):\n", " Number of outliers: 1\n", "VISTA z (total) - GPC1 z (total):\n", " Number of outliers: 0\n", "No sources have both Megacam y (aperture) and DECam y (aperture) values.\n", "\n", "No sources have both Megacam y (total) and DECam y (total) values.\n", "\n", "No sources have both Megacam y (aperture) and SUPRIME y (aperture) values.\n", "\n", "No sources have both Megacam y (total) and SUPRIME y (total) values.\n", "\n", "No sources have both Megacam y (aperture) and GPC1 y (aperture) values.\n", "\n", "No sources have both Megacam y (total) and GPC1 y (total) values.\n", "\n", "No sources have both Megacam y (aperture) and VISTA y (aperture) values.\n", "\n", "No sources have both Megacam y (total) and VISTA y (total) values.\n", "\n", "SUPRIME y (aperture) - DECam y (aperture):\n", " Number of outliers: 0\n", "SUPRIME y (total) - DECam y (total):\n", " Number of outliers: 2\n", "GPC1 y (aperture) - DECam y (aperture):\n", " Number of outliers: 0\n", "GPC1 y (total) - DECam y (total):\n", " Number of outliers: 0\n", "VISTA y (aperture) - DECam y (aperture):\n", " Number of outliers: 2\n", "VISTA y (total) - DECam y (total):\n", " Number of outliers: 2\n", "GPC1 y (aperture) - SUPRIME y (aperture):\n", " Number of outliers: 0\n", "GPC1 y (total) - SUPRIME y (total):\n", " Number of outliers: 0\n", "VISTA y (aperture) - SUPRIME y (aperture):\n", " Number of outliers: 0\n", "VISTA y (total) - SUPRIME y (total):\n", " Number of outliers: 1\n", "VISTA y (aperture) - GPC1 y (aperture):\n", " Number of outliers: 0\n", "VISTA y (total) - GPC1 y (total):\n", " Number of outliers: 0\n", "UKIDSS J (aperture) - VISTA J (aperture):\n", " Number of outliers: 0\n", "UKIDSS J (total) - VISTA J (total):\n", " Number of outliers: 1\n", "No sources have both VISTA J (aperture) and WIRCAM J (aperture) values.\n", "\n", "No sources have both VISTA J (total) and WIRCAM J (total) values.\n", "\n", "No sources have both UKIDSS J (aperture) and WIRCAM J (aperture) values.\n", "\n", "No sources have both UKIDSS J (total) and WIRCAM J (total) values.\n", "\n", "UKIDSS H (aperture) - VISTA H (aperture):\n", " Number of outliers: 0\n", "UKIDSS H (total) - VISTA H (total):\n", " Number of outliers: 0\n", "No sources have both VISTA H (aperture) and WIRCAM H (aperture) values.\n", "\n", "No sources have both VISTA H (total) and WIRCAM H (total) values.\n", "\n", "No sources have both UKIDSS H (aperture) and WIRCAM H (aperture) values.\n", "\n", "No sources have both UKIDSS H (total) and WIRCAM H (total) values.\n", "\n", "UKIDSS K (aperture) - VISTA Ks (aperture):\n", " Number of outliers: 0\n", "UKIDSS K (total) - VISTA Ks (total):\n", " Number of outliers: 0\n", "No sources have both VISTA Ks (aperture) and WIRCAM Ks (aperture) values.\n", "\n", "WIRCAM Ks (total) - VISTA Ks (total):\n", " Number of outliers: 0\n", "No sources have both UKIDSS K (aperture) and WIRCAM Ks (aperture) values.\n", "\n", "WIRCAM Ks (total) - UKIDSS K (total):\n", " Number of outliers: 0\n", "GPC1 g\n", " Aperture magnitude\n", " Number of flagged objects: 0\n", " Total magnitude\n", " Number of flagged objects: 0\n", "GPC1 r\n", " Aperture magnitude\n", " Number of flagged objects: 7\n", " Total magnitude\n", " Number of flagged objects: 5\n", "GPC1 i\n", " Aperture magnitude\n", " Number of flagged objects: 5\n", " Total magnitude\n", " Number of flagged objects: 5\n", "GPC1 z\n", " Aperture magnitude\n", " Number of flagged objects: 3\n", " Total magnitude\n", " Number of flagged objects: 3\n", "GPC1 y\n", " Aperture magnitude\n", " Number of flagged objects: 0\n", " Total magnitude\n", " Number of flagged objects: 0\n", "IRAC i1\n", " Aperture magnitude\n", " Number of flagged objects: 0\n", "IRAC i2\n", " Aperture magnitude\n", " Number of flagged objects: 0\n", "IRAC i3\n", " Aperture magnitude\n", " Number of flagged objects: 0\n", "IRAC i4\n", " Aperture magnitude\n", " Number of flagged objects: 0\n", "DECam g (aperture) - Megacam g (aperture):\n", " Number of outliers: 30\n", "DECam g (total) - Megacam g (total):\n", " Number of outliers: 33\n", "SUPRIME g (aperture) - Megacam g (aperture):\n", " Number of outliers: 1\n", "SUPRIME g (total) - Megacam g (total):\n", " Number of outliers: 0\n", "GPC1 g (aperture) - Megacam g (aperture):\n", " Number of outliers: 0\n", "GPC1 g (total) - Megacam g (total):\n", " Number of outliers: 0\n", "SUPRIME g (aperture) - DECam g (aperture):\n", " Number of outliers: 7\n", "SUPRIME g (total) - DECam g (total):\n", " Number of outliers: 8\n", "GPC1 g (aperture) - DECam g (aperture):\n", " Number of outliers: 0\n", "GPC1 g (total) - DECam g (total):\n", " Number of outliers: 18\n", "GPC1 g (aperture) - SUPRIME g (aperture):\n", " Number of outliers: 0\n", "GPC1 g (total) - SUPRIME g (total):\n", " Number of outliers: 0\n", "DECam r (aperture) - Megacam r (aperture):\n", " Number of outliers: 41\n", "DECam r (total) - Megacam r (total):\n", " Number of outliers: 42\n", "SUPRIME r (aperture) - Megacam r (aperture):\n", " Number of outliers: 2\n", "SUPRIME r (total) - Megacam r (total):\n", " Number of outliers: 0\n", "GPC1 r (aperture) - Megacam r (aperture):\n", " Number of outliers: 0\n", "GPC1 r (total) - Megacam r (total):\n", " Number of outliers: 9\n", "SUPRIME r (aperture) - DECam r (aperture):\n", " Number of outliers: 2\n", "SUPRIME r (total) - DECam r (total):\n", " Number of outliers: 7\n", "GPC1 r (aperture) - DECam r (aperture):\n", " Number of outliers: 0\n", "GPC1 r (total) - DECam r (total):\n", " Number of outliers: 0\n", "GPC1 r (aperture) - SUPRIME r (aperture):\n", " Number of outliers: 0\n", "GPC1 r (total) - SUPRIME r (total):\n", " Number of outliers: 0\n", "DECam i (aperture) - Megacam i (aperture):\n", " Number of outliers: 34\n", "DECam i (total) - Megacam i (total):\n", " Number of outliers: 37\n", "SUPRIME i (aperture) - Megacam i (aperture):\n", " Number of outliers: 4\n", "SUPRIME i (total) - Megacam i (total):\n", " Number of outliers: 0\n", "GPC1 i (aperture) - Megacam i (aperture):\n", " Number of outliers: 0\n", "GPC1 i (total) - Megacam i (total):\n", " Number of outliers: 0\n", "SUPRIME i (aperture) - DECam i (aperture):\n", " Number of outliers: 2\n", "SUPRIME i (total) - DECam i (total):\n", " Number of outliers: 7\n", "GPC1 i (aperture) - DECam i (aperture):\n", " Number of outliers: 0\n", "GPC1 i (total) - DECam i (total):\n", " Number of outliers: 38\n", "GPC1 i (aperture) - SUPRIME i (aperture):\n", " Number of outliers: 0\n", "GPC1 i (total) - SUPRIME i (total):\n", " Number of outliers: 0\n", "DECam z (aperture) - Megacam z (aperture):\n", " Number of outliers: 43\n", "DECam z (total) - Megacam z (total):\n", " Number of outliers: 47\n", "SUPRIME z (aperture) - Megacam z (aperture):\n", " Number of outliers: 1\n", "SUPRIME z (total) - Megacam z (total):\n", " Number of outliers: 0\n", "GPC1 z (aperture) - Megacam z (aperture):\n", " Number of outliers: 0\n", "GPC1 z (total) - Megacam z (total):\n", " Number of outliers: 1\n", "VISTA z (aperture) - Megacam z (aperture):\n", " Number of outliers: 5\n", "VISTA z (total) - Megacam z (total):\n", " Number of outliers: 2\n", "SUPRIME z (aperture) - DECam z (aperture):\n", " Number of outliers: 3\n", "SUPRIME z (total) - DECam z (total):\n", " Number of outliers: 8\n", "GPC1 z (aperture) - DECam z (aperture):\n", " Number of outliers: 0\n", "GPC1 z (total) - DECam z (total):\n", " Number of outliers: 0\n", "VISTA z (aperture) - DECam z (aperture):\n", " Number of outliers: 40\n", "VISTA z (total) - DECam z (total):\n", " Number of outliers: 42\n", "GPC1 z (aperture) - SUPRIME z (aperture):\n", " Number of outliers: 0\n", "GPC1 z (total) - SUPRIME z (total):\n", " Number of outliers: 0\n", "VISTA z (aperture) - SUPRIME z (aperture):\n", " Number of outliers: 3\n", "VISTA z (total) - SUPRIME z (total):\n", " Number of outliers: 0\n", "VISTA z (aperture) - GPC1 z (aperture):\n", " Number of outliers: 0\n", "VISTA z (total) - GPC1 z (total):\n", " Number of outliers: 0\n", "DECam y (aperture) - Megacam y (aperture):\n", " Number of outliers: 0\n", "DECam y (total) - Megacam y (total):\n", " Number of outliers: 0\n", "SUPRIME y (aperture) - Megacam y (aperture):\n", " Number of outliers: 0\n", "SUPRIME y (total) - Megacam y (total):\n", " Number of outliers: 0\n", "GPC1 y (aperture) - Megacam y (aperture):\n", " Number of outliers: 0\n", "GPC1 y (total) - Megacam y (total):\n", " Number of outliers: 0\n", "VISTA y (aperture) - Megacam y (aperture):\n", " Number of outliers: 0\n", "VISTA y (total) - Megacam y (total):\n", " Number of outliers: 0\n", "SUPRIME y (aperture) - DECam y (aperture):\n", " Number of outliers: 0\n", "SUPRIME y (total) - DECam y (total):\n", " Number of outliers: 3\n", "GPC1 y (aperture) - DECam y (aperture):\n", " Number of outliers: 2\n", "GPC1 y (total) - DECam y (total):\n", " Number of outliers: 0\n", "VISTA y (aperture) - DECam y (aperture):\n", " Number of outliers: 4\n", "VISTA y (total) - DECam y (total):\n", " Number of outliers: 5\n", "GPC1 y (aperture) - SUPRIME y (aperture):\n", " Number of outliers: 0\n", "GPC1 y (total) - SUPRIME y (total):\n", " Number of outliers: 0\n", "VISTA y (aperture) - SUPRIME y (aperture):\n", " Number of outliers: 4\n", "VISTA y (total) - SUPRIME y (total):\n", " Number of outliers: 0\n", "VISTA y (aperture) - GPC1 y (aperture):\n", " Number of outliers: 0\n", "VISTA y (total) - GPC1 y (total):\n", " Number of outliers: 0\n", "UKIDSS J (aperture) - VISTA J (aperture):\n", " Number of outliers: 0\n", "UKIDSS J (total) - VISTA J (total):\n", " Number of outliers: 0\n", "WIRCAM J (aperture) - VISTA J (aperture):\n", " Number of outliers: 0\n", "WIRCAM J (total) - VISTA J (total):\n", " Number of outliers: 8\n", "WIRCAM J (aperture) - UKIDSS J (aperture):\n", " Number of outliers: 0\n", "WIRCAM J (total) - UKIDSS J (total):\n", " Number of outliers: 0\n", "No sources have both VISTA H (aperture) and UKIDSS H (aperture) values.\n", "\n", "No sources have both VISTA H (total) and UKIDSS H (total) values.\n", "\n", "WIRCAM H (aperture) - VISTA H (aperture):\n", " Number of outliers: 4\n", "WIRCAM H (total) - VISTA H (total):\n", " Number of outliers: 8\n", "No sources have both UKIDSS H (aperture) and WIRCAM H (aperture) values.\n", "\n", "No sources have both UKIDSS H (total) and WIRCAM H (total) values.\n", "\n", "UKIDSS K (aperture) - VISTA Ks (aperture):\n", " Number of outliers: 0\n", "UKIDSS K (total) - VISTA Ks (total):\n", " Number of outliers: 0\n", "WIRCAM Ks (aperture) - VISTA Ks (aperture):\n", " Number of outliers: 3\n", "WIRCAM Ks (total) - VISTA Ks (total):\n", " Number of outliers: 5\n", "WIRCAM Ks (aperture) - UKIDSS K (aperture):\n", " Number of outliers: 4\n", "WIRCAM Ks (total) - UKIDSS K (total):\n", " Number of outliers: 0\n", "GPC1 g\n", " Aperture magnitude\n", " Number of flagged objects: 2\n", " Total magnitude\n", " Number of flagged objects: 2\n", "GPC1 r\n", " Aperture magnitude\n", " Number of flagged objects: 3\n", " Total magnitude\n", " Number of flagged objects: 5\n", "GPC1 i\n", " Aperture magnitude\n", " Number of flagged objects: 3\n", " Total magnitude\n", " Number of flagged objects: 2\n", "GPC1 z\n", " Aperture magnitude\n", " Number of flagged objects: 1\n", " Total magnitude\n", " Number of flagged objects: 1\n", "GPC1 y\n", " Aperture magnitude\n", " Number of flagged objects: 1\n", " Total magnitude\n", " Number of flagged objects: 1\n", "IRAC i1\n", " Aperture magnitude\n", " Number of flagged objects: 0\n", "IRAC i2\n", " Aperture magnitude\n", " Number of flagged objects: 0\n", "IRAC i3\n", " Aperture magnitude\n", " Number of flagged objects: 0\n", "IRAC i4\n", " Aperture magnitude\n", " Number of flagged objects: 0\n", "DECam g (aperture) - Megacam g (aperture):\n", " Number of outliers: 25\n", "DECam g (total) - Megacam g (total):\n", " Number of outliers: 29\n", "SUPRIME g (aperture) - Megacam g (aperture):\n", " Number of outliers: 5\n", "SUPRIME g (total) - Megacam g (total):\n", " Number of outliers: 2\n", "GPC1 g (aperture) - Megacam g (aperture):\n", " Number of outliers: 0\n", "GPC1 g (total) - Megacam g (total):\n", " Number of outliers: 0\n", "SUPRIME g (aperture) - DECam g (aperture):\n", " Number of outliers: 6\n", "SUPRIME g (total) - DECam g (total):\n", " Number of outliers: 7\n", "GPC1 g (aperture) - DECam g (aperture):\n", " Number of outliers: 0\n", "GPC1 g (total) - DECam g (total):\n", " Number of outliers: 14\n", "GPC1 g (aperture) - SUPRIME g (aperture):\n", " Number of outliers: 0\n", "GPC1 g (total) - SUPRIME g (total):\n", " Number of outliers: 1\n", "DECam r (aperture) - Megacam r (aperture):\n", " Number of outliers: 38\n", "DECam r (total) - Megacam r (total):\n", " Number of outliers: 33\n", "SUPRIME r (aperture) - Megacam r (aperture):\n", " Number of outliers: 5\n", "SUPRIME r (total) - Megacam r (total):\n", " Number of outliers: 2\n", "GPC1 r (aperture) - Megacam r (aperture):\n", " Number of outliers: 0\n", "GPC1 r (total) - Megacam r (total):\n", " Number of outliers: 5\n", "SUPRIME r (aperture) - DECam r (aperture):\n", " Number of outliers: 6\n", "SUPRIME r (total) - DECam r (total):\n", " Number of outliers: 8\n", "GPC1 r (aperture) - DECam r (aperture):\n", " Number of outliers: 0\n", "GPC1 r (total) - DECam r (total):\n", " Number of outliers: 1\n", "GPC1 r (aperture) - SUPRIME r (aperture):\n", " Number of outliers: 0\n", "GPC1 r (total) - SUPRIME r (total):\n", " Number of outliers: 0\n", "DECam i (aperture) - Megacam i (aperture):\n", " Number of outliers: 33\n", "DECam i (total) - Megacam i (total):\n", " Number of outliers: 40\n", "SUPRIME i (aperture) - Megacam i (aperture):\n", " Number of outliers: 9\n", "SUPRIME i (total) - Megacam i (total):\n", " Number of outliers: 4\n", "GPC1 i (aperture) - Megacam i (aperture):\n", " Number of outliers: 0\n", "GPC1 i (total) - Megacam i (total):\n", " Number of outliers: 0\n", "SUPRIME i (aperture) - DECam i (aperture):\n", " Number of outliers: 9\n", "SUPRIME i (total) - DECam i (total):\n", " Number of outliers: 9\n", "GPC1 i (aperture) - DECam i (aperture):\n", " Number of outliers: 0\n", "GPC1 i (total) - DECam i (total):\n", " Number of outliers: 35\n", "GPC1 i (aperture) - SUPRIME i (aperture):\n", " Number of outliers: 0\n", "GPC1 i (total) - SUPRIME i (total):\n", " Number of outliers: 3\n", "DECam z (aperture) - Megacam z (aperture):\n", " Number of outliers: 37\n", "DECam z (total) - Megacam z (total):\n", " Number of outliers: 43\n", "SUPRIME z (aperture) - Megacam z (aperture):\n", " Number of outliers: 0\n", "SUPRIME z (total) - Megacam z (total):\n", " Number of outliers: 0\n", "GPC1 z (aperture) - Megacam z (aperture):\n", " Number of outliers: 0\n", "GPC1 z (total) - Megacam z (total):\n", " Number of outliers: 1\n", "VISTA z (aperture) - Megacam z (aperture):\n", " Number of outliers: 0\n", "VISTA z (total) - Megacam z (total):\n", " Number of outliers: 0\n", "SUPRIME z (aperture) - DECam z (aperture):\n", " Number of outliers: 7\n", "SUPRIME z (total) - DECam z (total):\n", " Number of outliers: 5\n", "GPC1 z (aperture) - DECam z (aperture):\n", " Number of outliers: 0\n", "GPC1 z (total) - DECam z (total):\n", " Number of outliers: 2\n", "VISTA z (aperture) - DECam z (aperture):\n", " Number of outliers: 7\n", "VISTA z (total) - DECam z (total):\n", " Number of outliers: 14\n", "GPC1 z (aperture) - SUPRIME z (aperture):\n", " Number of outliers: 0\n", "GPC1 z (total) - SUPRIME z (total):\n", " Number of outliers: 0\n", "VISTA z (aperture) - SUPRIME z (aperture):\n", " Number of outliers: 0\n", "VISTA z (total) - SUPRIME z (total):\n", " Number of outliers: 0\n", "VISTA z (aperture) - GPC1 z (aperture):\n", " Number of outliers: 0\n", "VISTA z (total) - GPC1 z (total):\n", " Number of outliers: 0\n", "DECam y (aperture) - Megacam y (aperture):\n", " Number of outliers: 0\n", "DECam y (total) - Megacam y (total):\n", " Number of outliers: 0\n", "SUPRIME y (aperture) - Megacam y (aperture):\n", " Number of outliers: 0\n", "SUPRIME y (total) - Megacam y (total):\n", " Number of outliers: 0\n", "GPC1 y (aperture) - Megacam y (aperture):\n", " Number of outliers: 0\n", "GPC1 y (total) - Megacam y (total):\n", " Number of outliers: 0\n", "No sources have both Megacam y (aperture) and VISTA y (aperture) values.\n", "\n", "VISTA y (total) - Megacam y (total):\n", " Number of outliers: 0\n", "SUPRIME y (aperture) - DECam y (aperture):\n", " Number of outliers: 2\n", "SUPRIME y (total) - DECam y (total):\n", " Number of outliers: 3\n", "GPC1 y (aperture) - DECam y (aperture):\n", " Number of outliers: 5\n", "GPC1 y (total) - DECam y (total):\n", " Number of outliers: 2\n", "VISTA y (aperture) - DECam y (aperture):\n", " Number of outliers: 8\n", "VISTA y (total) - DECam y (total):\n", " Number of outliers: 6\n", "GPC1 y (aperture) - SUPRIME y (aperture):\n", " Number of outliers: 0\n", "GPC1 y (total) - SUPRIME y (total):\n", " Number of outliers: 0\n", "VISTA y (aperture) - SUPRIME y (aperture):\n", " Number of outliers: 4\n", "VISTA y (total) - SUPRIME y (total):\n", " Number of outliers: 1\n", "VISTA y (aperture) - GPC1 y (aperture):\n", " Number of outliers: 0\n", "VISTA y (total) - GPC1 y (total):\n", " Number of outliers: 0\n", "UKIDSS J (aperture) - VISTA J (aperture):\n", " Number of outliers: 0\n", "UKIDSS J (total) - VISTA J (total):\n", " Number of outliers: 0\n", "No sources have both VISTA J (aperture) and WIRCAM J (aperture) values.\n", "\n", "No sources have both VISTA J (total) and WIRCAM J (total) values.\n", "\n", "No sources have both UKIDSS J (aperture) and WIRCAM J (aperture) values.\n", "\n", "No sources have both UKIDSS J (total) and WIRCAM J (total) values.\n", "\n", "No sources have both VISTA H (aperture) and UKIDSS H (aperture) values.\n", "\n", "No sources have both VISTA H (total) and UKIDSS H (total) values.\n", "\n", "No sources have both VISTA H (aperture) and WIRCAM H (aperture) values.\n", "\n", "No sources have both VISTA H (total) and WIRCAM H (total) values.\n", "\n", "No sources have both UKIDSS H (aperture) and WIRCAM H (aperture) values.\n", "\n", "No sources have both UKIDSS H (total) and WIRCAM H (total) values.\n", "\n", "UKIDSS K (aperture) - VISTA Ks (aperture):\n", " Number of outliers: 0\n", "UKIDSS K (total) - VISTA Ks (total):\n", " Number of outliers: 0\n", "No sources have both VISTA Ks (aperture) and WIRCAM Ks (aperture) values.\n", "\n", "WIRCAM Ks (total) - VISTA Ks (total):\n", " Number of outliers: 0\n", "No sources have both UKIDSS K (aperture) and WIRCAM Ks (aperture) values.\n", "\n", "No sources have both UKIDSS K (total) and WIRCAM Ks (total) values.\n", "\n", "GPC1 g\n", " Aperture magnitude\n", " Number of flagged objects: 2\n", " Total magnitude\n", " Number of flagged objects: 1\n", "GPC1 r\n", " Aperture magnitude\n", " Number of flagged objects: 3\n", " Total magnitude\n", " Number of flagged objects: 4\n", "GPC1 i\n", " Aperture magnitude\n", " Number of flagged objects: 6\n", " Total magnitude\n", " Number of flagged objects: 6\n", "GPC1 z\n", " Aperture magnitude\n", " Number of flagged objects: 0\n", " Total magnitude\n", " Number of flagged objects: 0\n", "GPC1 y\n", " Aperture magnitude\n", " Number of flagged objects: 7\n", " Total magnitude\n", " Number of flagged objects: 8\n", "IRAC i1\n", " Aperture magnitude\n", " Number of flagged objects: 0\n", "IRAC i2\n", " Aperture magnitude\n", " Number of flagged objects: 0\n", "IRAC i3\n", " Aperture magnitude\n", " Number of flagged objects: 0\n", "IRAC i4\n", " Aperture magnitude\n", " Number of flagged objects: 0\n", "DECam g (aperture) - Megacam g (aperture):\n", " Number of outliers: 10\n", "DECam g (total) - Megacam g (total):\n", " Number of outliers: 16\n", "SUPRIME g (aperture) - Megacam g (aperture):\n", " Number of outliers: 0\n", "SUPRIME g (total) - Megacam g (total):\n", " Number of outliers: 0\n", "GPC1 g (aperture) - Megacam g (aperture):\n", " Number of outliers: 0\n", "GPC1 g (total) - Megacam g (total):\n", " Number of outliers: 0\n", "SUPRIME g (aperture) - DECam g (aperture):\n", " Number of outliers: 0\n", "SUPRIME g (total) - DECam g (total):\n", " Number of outliers: 1\n", "GPC1 g (aperture) - DECam g (aperture):\n", " Number of outliers: 0\n", "GPC1 g (total) - DECam g (total):\n", " Number of outliers: 7\n", "GPC1 g (aperture) - SUPRIME g (aperture):\n", " Number of outliers: 0\n", "GPC1 g (total) - SUPRIME g (total):\n", " Number of outliers: 0\n", "DECam r (aperture) - Megacam r (aperture):\n", " Number of outliers: 18\n", "DECam r (total) - Megacam r (total):\n", " Number of outliers: 16\n", "SUPRIME r (aperture) - Megacam r (aperture):\n", " Number of outliers: 0\n", "SUPRIME r (total) - Megacam r (total):\n", " Number of outliers: 0\n", "GPC1 r (aperture) - Megacam r (aperture):\n", " Number of outliers: 0\n", "GPC1 r (total) - Megacam r (total):\n", " Number of outliers: 0\n", "SUPRIME r (aperture) - DECam r (aperture):\n", " Number of outliers: 0\n", "SUPRIME r (total) - DECam r (total):\n", " Number of outliers: 1\n", "GPC1 r (aperture) - DECam r (aperture):\n", " Number of outliers: 0\n", "GPC1 r (total) - DECam r (total):\n", " Number of outliers: 14\n", "GPC1 r (aperture) - SUPRIME r (aperture):\n", " Number of outliers: 0\n", "GPC1 r (total) - SUPRIME r (total):\n", " Number of outliers: 0\n", "DECam i (aperture) - Megacam i (aperture):\n", " Number of outliers: 24\n", "DECam i (total) - Megacam i (total):\n", " Number of outliers: 29\n", "SUPRIME i (aperture) - Megacam i (aperture):\n", " Number of outliers: 1\n", "SUPRIME i (total) - Megacam i (total):\n", " Number of outliers: 0\n", "GPC1 i (aperture) - Megacam i (aperture):\n", " Number of outliers: 0\n", "GPC1 i (total) - Megacam i (total):\n", " Number of outliers: 0\n", "SUPRIME i (aperture) - DECam i (aperture):\n", " Number of outliers: 2\n", "SUPRIME i (total) - DECam i (total):\n", " Number of outliers: 6\n", "GPC1 i (aperture) - DECam i (aperture):\n", " Number of outliers: 0\n", "GPC1 i (total) - DECam i (total):\n", " Number of outliers: 40\n", "GPC1 i (aperture) - SUPRIME i (aperture):\n", " Number of outliers: 0\n", "GPC1 i (total) - SUPRIME i (total):\n", " Number of outliers: 0\n", "DECam z (aperture) - Megacam z (aperture):\n", " Number of outliers: 18\n", "DECam z (total) - Megacam z (total):\n", " Number of outliers: 26\n", "SUPRIME z (aperture) - Megacam z (aperture):\n", " Number of outliers: 0\n", "SUPRIME z (total) - Megacam z (total):\n", " Number of outliers: 0\n", "GPC1 z (aperture) - Megacam z (aperture):\n", " Number of outliers: 0\n", "GPC1 z (total) - Megacam z (total):\n", " Number of outliers: 0\n", "VISTA z (aperture) - Megacam z (aperture):\n", " Number of outliers: 2\n", "VISTA z (total) - Megacam z (total):\n", " Number of outliers: 0\n", "SUPRIME z (aperture) - DECam z (aperture):\n", " Number of outliers: 0\n", "SUPRIME z (total) - DECam z (total):\n", " Number of outliers: 1\n", "GPC1 z (aperture) - DECam z (aperture):\n", " Number of outliers: 0\n", "GPC1 z (total) - DECam z (total):\n", " Number of outliers: 0\n", "VISTA z (aperture) - DECam z (aperture):\n", " Number of outliers: 13\n", "VISTA z (total) - DECam z (total):\n", " Number of outliers: 18\n", "GPC1 z (aperture) - SUPRIME z (aperture):\n", " Number of outliers: 0\n", "GPC1 z (total) - SUPRIME z (total):\n", " Number of outliers: 0\n", "VISTA z (aperture) - SUPRIME z (aperture):\n", " Number of outliers: 0\n", "VISTA z (total) - SUPRIME z (total):\n", " Number of outliers: 0\n", "VISTA z (aperture) - GPC1 z (aperture):\n", " Number of outliers: 0\n", "VISTA z (total) - GPC1 z (total):\n", " Number of outliers: 0\n", "No sources have both Megacam y (aperture) and DECam y (aperture) values.\n", "\n", "No sources have both Megacam y (total) and DECam y (total) values.\n", "\n", "No sources have both Megacam y (aperture) and SUPRIME y (aperture) values.\n", "\n", "No sources have both Megacam y (total) and SUPRIME y (total) values.\n", "\n", "No sources have both Megacam y (aperture) and GPC1 y (aperture) values.\n", "\n", "No sources have both Megacam y (total) and GPC1 y (total) values.\n", "\n", "No sources have both Megacam y (aperture) and VISTA y (aperture) values.\n", "\n", "No sources have both Megacam y (total) and VISTA y (total) values.\n", "\n", "SUPRIME y (aperture) - DECam y (aperture):\n", " Number of outliers: 0\n", "SUPRIME y (total) - DECam y (total):\n", " Number of outliers: 0\n", "GPC1 y (aperture) - DECam y (aperture):\n", " Number of outliers: 0\n", "GPC1 y (total) - DECam y (total):\n", " Number of outliers: 0\n", "VISTA y (aperture) - DECam y (aperture):\n", " Number of outliers: 1\n", "VISTA y (total) - DECam y (total):\n", " Number of outliers: 1\n", "GPC1 y (aperture) - SUPRIME y (aperture):\n", " Number of outliers: 0\n", "GPC1 y (total) - SUPRIME y (total):\n", " Number of outliers: 0\n", "VISTA y (aperture) - SUPRIME y (aperture):\n", " Number of outliers: 0\n", "VISTA y (total) - SUPRIME y (total):\n", " Number of outliers: 1\n", "VISTA y (aperture) - GPC1 y (aperture):\n", " Number of outliers: 0\n", "VISTA y (total) - GPC1 y (total):\n", " Number of outliers: 0\n", "UKIDSS J (aperture) - VISTA J (aperture):\n", " Number of outliers: 0\n", "UKIDSS J (total) - VISTA J (total):\n", " Number of outliers: 2\n", "No sources have both VISTA J (aperture) and WIRCAM J (aperture) values.\n", "\n", "No sources have both VISTA J (total) and WIRCAM J (total) values.\n", "\n", "No sources have both UKIDSS J (aperture) and WIRCAM J (aperture) values.\n", "\n", "No sources have both UKIDSS J (total) and WIRCAM J (total) values.\n", "\n", "UKIDSS H (aperture) - VISTA H (aperture):\n", " Number of outliers: 0\n", "UKIDSS H (total) - VISTA H (total):\n", " Number of outliers: 2\n", "No sources have both VISTA H (aperture) and WIRCAM H (aperture) values.\n", "\n", "No sources have both VISTA H (total) and WIRCAM H (total) values.\n", "\n", "No sources have both UKIDSS H (aperture) and WIRCAM H (aperture) values.\n", "\n", "No sources have both UKIDSS H (total) and WIRCAM H (total) values.\n", "\n", "UKIDSS K (aperture) - VISTA Ks (aperture):\n", " Number of outliers: 0\n", "UKIDSS K (total) - VISTA Ks (total):\n", " Number of outliers: 1\n", "No sources have both VISTA Ks (aperture) and WIRCAM Ks (aperture) values.\n", "\n", "WIRCAM Ks (total) - VISTA Ks (total):\n", " Number of outliers: 0\n", "No sources have both UKIDSS K (aperture) and WIRCAM Ks (aperture) values.\n", "\n", "WIRCAM Ks (total) - UKIDSS K (total):\n", " Number of outliers: 0\n", "GPC1 g\n", " Aperture magnitude\n", " Number of flagged objects: 3\n", " Total magnitude\n", " Number of flagged objects: 2\n", "GPC1 r\n", " Aperture magnitude\n", " Number of flagged objects: 5\n", " Total magnitude\n", " Number of flagged objects: 5\n", "GPC1 i\n", " Aperture magnitude\n", " Number of flagged objects: 7\n", " Total magnitude\n", " Number of flagged objects: 5\n", "GPC1 z\n", " Aperture magnitude\n", " Number of flagged objects: 2\n", " Total magnitude\n", " Number of flagged objects: 2\n", "GPC1 y\n", " Aperture magnitude\n", " Number of flagged objects: 7\n", " Total magnitude\n", " Number of flagged objects: 7\n", "IRAC i1\n", " Aperture magnitude\n", " Number of flagged objects: 0\n", "IRAC i2\n", " Aperture magnitude\n", " Number of flagged objects: 0\n", "IRAC i3\n", " Aperture magnitude\n", " Number of flagged objects: 0\n", "IRAC i4\n", " Aperture magnitude\n", " Number of flagged objects: 0\n", "DECam g (aperture) - Megacam g (aperture):\n", " Number of outliers: 19\n", "DECam g (total) - Megacam g (total):\n", " Number of outliers: 27\n", "SUPRIME g (aperture) - Megacam g (aperture):\n", " Number of outliers: 4\n", "SUPRIME g (total) - Megacam g (total):\n", " Number of outliers: 3\n", "GPC1 g (aperture) - Megacam g (aperture):\n", " Number of outliers: 0\n", "GPC1 g (total) - Megacam g (total):\n", " Number of outliers: 0\n", "SUPRIME g (aperture) - DECam g (aperture):\n", " Number of outliers: 0\n", "SUPRIME g (total) - DECam g (total):\n", " Number of outliers: 4\n", "GPC1 g (aperture) - DECam g (aperture):\n", " Number of outliers: 0\n", "GPC1 g (total) - DECam g (total):\n", " Number of outliers: 12\n", "GPC1 g (aperture) - SUPRIME g (aperture):\n", " Number of outliers: 0\n", "GPC1 g (total) - SUPRIME g (total):\n", " Number of outliers: 0\n", "DECam r (aperture) - Megacam r (aperture):\n", " Number of outliers: 28\n", "DECam r (total) - Megacam r (total):\n", " Number of outliers: 28\n", "SUPRIME r (aperture) - Megacam r (aperture):\n", " Number of outliers: 10\n", "SUPRIME r (total) - Megacam r (total):\n", " Number of outliers: 5\n", "GPC1 r (aperture) - Megacam r (aperture):\n", " Number of outliers: 0\n", "GPC1 r (total) - Megacam r (total):\n", " Number of outliers: 1\n", "SUPRIME r (aperture) - DECam r (aperture):\n", " Number of outliers: 0\n", "SUPRIME r (total) - DECam r (total):\n", " Number of outliers: 2\n", "GPC1 r (aperture) - DECam r (aperture):\n", " Number of outliers: 0\n", "GPC1 r (total) - DECam r (total):\n", " Number of outliers: 30\n", "GPC1 r (aperture) - SUPRIME r (aperture):\n", " Number of outliers: 0\n", "GPC1 r (total) - SUPRIME r (total):\n", " Number of outliers: 0\n", "DECam i (aperture) - Megacam i (aperture):\n", " Number of outliers: 19\n", "DECam i (total) - Megacam i (total):\n", " Number of outliers: 50\n", "SUPRIME i (aperture) - Megacam i (aperture):\n", " Number of outliers: 178\n", "SUPRIME i (total) - Megacam i (total):\n", " Number of outliers: 54\n", "GPC1 i (aperture) - Megacam i (aperture):\n", " Number of outliers: 0\n", "GPC1 i (total) - Megacam i (total):\n", " Number of outliers: 0\n", "SUPRIME i (aperture) - DECam i (aperture):\n", " Number of outliers: 6\n", "SUPRIME i (total) - DECam i (total):\n", " Number of outliers: 8\n", "GPC1 i (aperture) - DECam i (aperture):\n", " Number of outliers: 0\n", "GPC1 i (total) - DECam i (total):\n", " Number of outliers: 39\n", "GPC1 i (aperture) - SUPRIME i (aperture):\n", " Number of outliers: 0\n", "GPC1 i (total) - SUPRIME i (total):\n", " Number of outliers: 0\n", "DECam z (aperture) - Megacam z (aperture):\n", " Number of outliers: 30\n", "DECam z (total) - Megacam z (total):\n", " Number of outliers: 38\n", "SUPRIME z (aperture) - Megacam z (aperture):\n", " Number of outliers: 0\n", "SUPRIME z (total) - Megacam z (total):\n", " Number of outliers: 0\n", "GPC1 z (aperture) - Megacam z (aperture):\n", " Number of outliers: 0\n", "GPC1 z (total) - Megacam z (total):\n", " Number of outliers: 0\n", "VISTA z (aperture) - Megacam z (aperture):\n", " Number of outliers: 0\n", "VISTA z (total) - Megacam z (total):\n", " Number of outliers: 0\n", "SUPRIME z (aperture) - DECam z (aperture):\n", " Number of outliers: 0\n", "SUPRIME z (total) - DECam z (total):\n", " Number of outliers: 3\n", "GPC1 z (aperture) - DECam z (aperture):\n", " Number of outliers: 0\n", "GPC1 z (total) - DECam z (total):\n", " Number of outliers: 24\n", "VISTA z (aperture) - DECam z (aperture):\n", " Number of outliers: 11\n", "VISTA z (total) - DECam z (total):\n", " Number of outliers: 14\n", "GPC1 z (aperture) - SUPRIME z (aperture):\n", " Number of outliers: 0\n", "GPC1 z (total) - SUPRIME z (total):\n", " Number of outliers: 0\n", "VISTA z (aperture) - SUPRIME z (aperture):\n", " Number of outliers: 0\n", "VISTA z (total) - SUPRIME z (total):\n", " Number of outliers: 0\n", "VISTA z (aperture) - GPC1 z (aperture):\n", " Number of outliers: 0\n", "VISTA z (total) - GPC1 z (total):\n", " Number of outliers: 0\n", "No sources have both Megacam y (aperture) and DECam y (aperture) values.\n", "\n", "DECam y (total) - Megacam y (total):\n", " Number of outliers: 0\n", "No sources have both Megacam y (aperture) and SUPRIME y (aperture) values.\n", "\n", "SUPRIME y (total) - Megacam y (total):\n", " Number of outliers: 0\n", "No sources have both Megacam y (aperture) and GPC1 y (aperture) values.\n", "\n", "GPC1 y (total) - Megacam y (total):\n", " Number of outliers: 0\n", "No sources have both Megacam y (aperture) and VISTA y (aperture) values.\n", "\n", "VISTA y (total) - Megacam y (total):\n", " Number of outliers: 0\n", "SUPRIME y (aperture) - DECam y (aperture):\n", " Number of outliers: 0\n", "SUPRIME y (total) - DECam y (total):\n", " Number of outliers: 1\n", "GPC1 y (aperture) - DECam y (aperture):\n", " Number of outliers: 5\n", "GPC1 y (total) - DECam y (total):\n", " Number of outliers: 3\n", "VISTA y (aperture) - DECam y (aperture):\n", " Number of outliers: 5\n", "VISTA y (total) - DECam y (total):\n", " Number of outliers: 4\n", "GPC1 y (aperture) - SUPRIME y (aperture):\n", " Number of outliers: 0\n", "GPC1 y (total) - SUPRIME y (total):\n", " Number of outliers: 0\n", "VISTA y (aperture) - SUPRIME y (aperture):\n", " Number of outliers: 0\n", "VISTA y (total) - SUPRIME y (total):\n", " Number of outliers: 2\n", "VISTA y (aperture) - GPC1 y (aperture):\n", " Number of outliers: 0\n", "VISTA y (total) - GPC1 y (total):\n", " Number of outliers: 0\n", "UKIDSS J (aperture) - VISTA J (aperture):\n", " Number of outliers: 0\n", "UKIDSS J (total) - VISTA J (total):\n", " Number of outliers: 0\n", "No sources have both VISTA J (aperture) and WIRCAM J (aperture) values.\n", "\n", "No sources have both VISTA J (total) and WIRCAM J (total) values.\n", "\n", "No sources have both UKIDSS J (aperture) and WIRCAM J (aperture) values.\n", "\n", "No sources have both UKIDSS J (total) and WIRCAM J (total) values.\n", "\n", "No sources have both VISTA H (aperture) and UKIDSS H (aperture) values.\n", "\n", "No sources have both VISTA H (total) and UKIDSS H (total) values.\n", "\n", "No sources have both VISTA H (aperture) and WIRCAM H (aperture) values.\n", "\n", "No sources have both VISTA H (total) and WIRCAM H (total) values.\n", "\n", "No sources have both UKIDSS H (aperture) and WIRCAM H (aperture) values.\n", "\n", "No sources have both UKIDSS H (total) and WIRCAM H (total) values.\n", "\n", "UKIDSS K (aperture) - VISTA Ks (aperture):\n", " Number of outliers: 1\n", "UKIDSS K (total) - VISTA Ks (total):\n", " Number of outliers: 2\n", "No sources have both VISTA Ks (aperture) and WIRCAM Ks (aperture) values.\n", "\n", "WIRCAM Ks (total) - VISTA Ks (total):\n", " Number of outliers: 0\n", "No sources have both UKIDSS K (aperture) and WIRCAM Ks (aperture) values.\n", "\n", "WIRCAM Ks (total) - UKIDSS K (total):\n", " Number of outliers: 0\n", "GPC1 g\n", " Aperture magnitude\n", " Number of flagged objects: 1\n", " Total magnitude\n", " Number of flagged objects: 0\n", "GPC1 r\n", " Aperture magnitude\n", " Number of flagged objects: 6\n", " Total magnitude\n", " Number of flagged objects: 5\n", "GPC1 i\n", " Aperture magnitude\n", " Number of flagged objects: 2\n", " Total magnitude\n", " Number of flagged objects: 2\n", "GPC1 z\n", " Aperture magnitude\n", " Number of flagged objects: 1\n", " Total magnitude\n", " Number of flagged objects: 1\n", "GPC1 y\n", " Aperture magnitude\n", " Number of flagged objects: 2\n", " Total magnitude\n", " Number of flagged objects: 2\n", "IRAC i1\n", " Aperture magnitude\n", " Number of flagged objects: 0\n", "IRAC i2\n", " Aperture magnitude\n", " Number of flagged objects: 0\n", "IRAC i3\n", " Aperture magnitude\n", " Number of flagged objects: 0\n", "IRAC i4\n", " Aperture magnitude\n", " Number of flagged objects: 0\n", "DECam g (aperture) - Megacam g (aperture):\n", " Number of outliers: 29\n", "DECam g (total) - Megacam g (total):\n", " Number of outliers: 34\n", "SUPRIME g (aperture) - Megacam g (aperture):\n", " Number of outliers: 2\n", "SUPRIME g (total) - Megacam g (total):\n", " Number of outliers: 1\n", "GPC1 g (aperture) - Megacam g (aperture):\n", " Number of outliers: 0\n", "GPC1 g (total) - Megacam g (total):\n", " Number of outliers: 0\n", "SUPRIME g (aperture) - DECam g (aperture):\n", " Number of outliers: 3\n", "SUPRIME g (total) - DECam g (total):\n", " Number of outliers: 4\n", "GPC1 g (aperture) - DECam g (aperture):\n", " Number of outliers: 0\n", "GPC1 g (total) - DECam g (total):\n", " Number of outliers: 13\n", "GPC1 g (aperture) - SUPRIME g (aperture):\n", " Number of outliers: 0\n", "GPC1 g (total) - SUPRIME g (total):\n", " Number of outliers: 0\n", "DECam r (aperture) - Megacam r (aperture):\n", " Number of outliers: 48\n", "DECam r (total) - Megacam r (total):\n", " Number of outliers: 53\n", "SUPRIME r (aperture) - Megacam r (aperture):\n", " Number of outliers: 2\n", "SUPRIME r (total) - Megacam r (total):\n", " Number of outliers: 0\n", "GPC1 r (aperture) - Megacam r (aperture):\n", " Number of outliers: 0\n", "GPC1 r (total) - Megacam r (total):\n", " Number of outliers: 2\n", "SUPRIME r (aperture) - DECam r (aperture):\n", " Number of outliers: 4\n", "SUPRIME r (total) - DECam r (total):\n", " Number of outliers: 6\n", "GPC1 r (aperture) - DECam r (aperture):\n", " Number of outliers: 0\n", "GPC1 r (total) - DECam r (total):\n", " Number of outliers: 2\n", "GPC1 r (aperture) - SUPRIME r (aperture):\n", " Number of outliers: 0\n", "GPC1 r (total) - SUPRIME r (total):\n", " Number of outliers: 0\n", "DECam i (aperture) - Megacam i (aperture):\n", " Number of outliers: 36\n", "DECam i (total) - Megacam i (total):\n", " Number of outliers: 42\n", "SUPRIME i (aperture) - Megacam i (aperture):\n", " Number of outliers: 2\n", "SUPRIME i (total) - Megacam i (total):\n", " Number of outliers: 0\n", "GPC1 i (aperture) - Megacam i (aperture):\n", " Number of outliers: 0\n", "GPC1 i (total) - Megacam i (total):\n", " Number of outliers: 0\n", "SUPRIME i (aperture) - DECam i (aperture):\n", " Number of outliers: 1\n", "SUPRIME i (total) - DECam i (total):\n", " Number of outliers: 4\n", "GPC1 i (aperture) - DECam i (aperture):\n", " Number of outliers: 0\n", "GPC1 i (total) - DECam i (total):\n", " Number of outliers: 38\n", "GPC1 i (aperture) - SUPRIME i (aperture):\n", " Number of outliers: 0\n", "GPC1 i (total) - SUPRIME i (total):\n", " Number of outliers: 0\n", "DECam z (aperture) - Megacam z (aperture):\n", " Number of outliers: 35\n", "DECam z (total) - Megacam z (total):\n", " Number of outliers: 50\n", "SUPRIME z (aperture) - Megacam z (aperture):\n", " Number of outliers: 0\n", "SUPRIME z (total) - Megacam z (total):\n", " Number of outliers: 0\n", "GPC1 z (aperture) - Megacam z (aperture):\n", " Number of outliers: 0\n", "GPC1 z (total) - Megacam z (total):\n", " Number of outliers: 0\n", "VISTA z (aperture) - Megacam z (aperture):\n", " Number of outliers: 6\n", "VISTA z (total) - Megacam z (total):\n", " Number of outliers: 0\n", "SUPRIME z (aperture) - DECam z (aperture):\n", " Number of outliers: 1\n", "SUPRIME z (total) - DECam z (total):\n", " Number of outliers: 3\n", "GPC1 z (aperture) - DECam z (aperture):\n", " Number of outliers: 0\n", "GPC1 z (total) - DECam z (total):\n", " Number of outliers: 2\n", "VISTA z (aperture) - DECam z (aperture):\n", " Number of outliers: 37\n", "VISTA z (total) - DECam z (total):\n", " Number of outliers: 37\n", "GPC1 z (aperture) - SUPRIME z (aperture):\n", " Number of outliers: 0\n", "GPC1 z (total) - SUPRIME z (total):\n", " Number of outliers: 0\n", "VISTA z (aperture) - SUPRIME z (aperture):\n", " Number of outliers: 3\n", "VISTA z (total) - SUPRIME z (total):\n", " Number of outliers: 1\n", "VISTA z (aperture) - GPC1 z (aperture):\n", " Number of outliers: 0\n", "VISTA z (total) - GPC1 z (total):\n", " Number of outliers: 0\n", "DECam y (aperture) - Megacam y (aperture):\n", " Number of outliers: 0\n", "DECam y (total) - Megacam y (total):\n", " Number of outliers: 0\n", "SUPRIME y (aperture) - Megacam y (aperture):\n", " Number of outliers: 0\n", "SUPRIME y (total) - Megacam y (total):\n", " Number of outliers: 0\n", "GPC1 y (aperture) - Megacam y (aperture):\n", " Number of outliers: 0\n", "GPC1 y (total) - Megacam y (total):\n", " Number of outliers: 0\n", "VISTA y (aperture) - Megacam y (aperture):\n", " Number of outliers: 0\n", "VISTA y (total) - Megacam y (total):\n", " Number of outliers: 0\n", "SUPRIME y (aperture) - DECam y (aperture):\n", " Number of outliers: 1\n", "SUPRIME y (total) - DECam y (total):\n", " Number of outliers: 3\n", "GPC1 y (aperture) - DECam y (aperture):\n", " Number of outliers: 4\n", "GPC1 y (total) - DECam y (total):\n", " Number of outliers: 4\n", "VISTA y (aperture) - DECam y (aperture):\n", " Number of outliers: 7\n", "VISTA y (total) - DECam y (total):\n", " Number of outliers: 6\n", "GPC1 y (aperture) - SUPRIME y (aperture):\n", " Number of outliers: 0\n", "GPC1 y (total) - SUPRIME y (total):\n", " Number of outliers: 0\n", "VISTA y (aperture) - SUPRIME y (aperture):\n", " Number of outliers: 2\n", "VISTA y (total) - SUPRIME y (total):\n", " Number of outliers: 2\n", "VISTA y (aperture) - GPC1 y (aperture):\n", " Number of outliers: 0\n", "VISTA y (total) - GPC1 y (total):\n", " Number of outliers: 0\n", "UKIDSS J (aperture) - VISTA J (aperture):\n", " Number of outliers: 0\n", "UKIDSS J (total) - VISTA J (total):\n", " Number of outliers: 1\n", "WIRCAM J (aperture) - VISTA J (aperture):\n", " Number of outliers: 3\n", "WIRCAM J (total) - VISTA J (total):\n", " Number of outliers: 11\n", "WIRCAM J (aperture) - UKIDSS J (aperture):\n", " Number of outliers: 3\n", "WIRCAM J (total) - UKIDSS J (total):\n", " Number of outliers: 0\n", "No sources have both VISTA H (aperture) and UKIDSS H (aperture) values.\n", "\n", "No sources have both VISTA H (total) and UKIDSS H (total) values.\n", "\n", "WIRCAM H (aperture) - VISTA H (aperture):\n", " Number of outliers: 7\n", "WIRCAM H (total) - VISTA H (total):\n", " Number of outliers: 11\n", "No sources have both UKIDSS H (aperture) and WIRCAM H (aperture) values.\n", "\n", "No sources have both UKIDSS H (total) and WIRCAM H (total) values.\n", "\n", "UKIDSS K (aperture) - VISTA Ks (aperture):\n", " Number of outliers: 0\n", "UKIDSS K (total) - VISTA Ks (total):\n", " Number of outliers: 0\n", "WIRCAM Ks (aperture) - VISTA Ks (aperture):\n", " Number of outliers: 5\n", "WIRCAM Ks (total) - VISTA Ks (total):\n", " Number of outliers: 7\n", "WIRCAM Ks (aperture) - UKIDSS K (aperture):\n", " Number of outliers: 5\n", "WIRCAM Ks (total) - UKIDSS K (total):\n", " Number of outliers: 0\n", "GPC1 g\n", " Aperture magnitude\n", " Number of flagged objects: 4\n", " Total magnitude\n", " Number of flagged objects: 5\n", "GPC1 r\n", " Aperture magnitude\n", " Number of flagged objects: 6\n", " Total magnitude\n", " Number of flagged objects: 8\n", "GPC1 i\n", " Aperture magnitude\n", " Number of flagged objects: 7\n", " Total magnitude\n", " Number of flagged objects: 6\n", "GPC1 z\n", " Aperture magnitude\n", " Number of flagged objects: 6\n", " Total magnitude\n", " Number of flagged objects: 8\n", "GPC1 y\n", " Aperture magnitude\n", " Number of flagged objects: 30\n", " Total magnitude\n", " Number of flagged objects: 34\n", "IRAC i1\n", " Aperture magnitude\n", " Number of flagged objects: 0\n", "IRAC i2\n", " Aperture magnitude\n", " Number of flagged objects: 0\n", "IRAC i3\n", " Aperture magnitude\n", " Number of flagged objects: 0\n", "IRAC i4\n", " Aperture magnitude\n", " Number of flagged objects: 0\n", "DECam g (aperture) - Megacam g (aperture):\n", " Number of outliers: 20\n", "DECam g (total) - Megacam g (total):\n", " Number of outliers: 23\n", "SUPRIME g (aperture) - Megacam g (aperture):\n", " Number of outliers: 2\n", "SUPRIME g (total) - Megacam g (total):\n", " Number of outliers: 0\n", "GPC1 g (aperture) - Megacam g (aperture):\n", " Number of outliers: 0\n", "GPC1 g (total) - Megacam g (total):\n", " Number of outliers: 0\n", "SUPRIME g (aperture) - DECam g (aperture):\n", " Number of outliers: 2\n", "SUPRIME g (total) - DECam g (total):\n", " Number of outliers: 3\n", "GPC1 g (aperture) - DECam g (aperture):\n", " Number of outliers: 0\n", "GPC1 g (total) - DECam g (total):\n", " Number of outliers: 15\n", "GPC1 g (aperture) - SUPRIME g (aperture):\n", " Number of outliers: 0\n", "GPC1 g (total) - SUPRIME g (total):\n", " Number of outliers: 0\n", "DECam r (aperture) - Megacam r (aperture):\n", " Number of outliers: 25\n", "DECam r (total) - Megacam r (total):\n", " Number of outliers: 28\n", "SUPRIME r (aperture) - Megacam r (aperture):\n", " Number of outliers: 2\n", "SUPRIME r (total) - Megacam r (total):\n", " Number of outliers: 0\n", "GPC1 r (aperture) - Megacam r (aperture):\n", " Number of outliers: 0\n", "GPC1 r (total) - Megacam r (total):\n", " Number of outliers: 1\n", "SUPRIME r (aperture) - DECam r (aperture):\n", " Number of outliers: 0\n", "SUPRIME r (total) - DECam r (total):\n", " Number of outliers: 2\n", "GPC1 r (aperture) - DECam r (aperture):\n", " Number of outliers: 0\n", "GPC1 r (total) - DECam r (total):\n", " Number of outliers: 18\n", "GPC1 r (aperture) - SUPRIME r (aperture):\n", " Number of outliers: 0\n", "GPC1 r (total) - SUPRIME r (total):\n", " Number of outliers: 0\n", "DECam i (aperture) - Megacam i (aperture):\n", " Number of outliers: 25\n", "DECam i (total) - Megacam i (total):\n", " Number of outliers: 38\n", "SUPRIME i (aperture) - Megacam i (aperture):\n", " Number of outliers: 1\n", "SUPRIME i (total) - Megacam i (total):\n", " Number of outliers: 0\n", "GPC1 i (aperture) - Megacam i (aperture):\n", " Number of outliers: 0\n", "GPC1 i (total) - Megacam i (total):\n", " Number of outliers: 0\n", "SUPRIME i (aperture) - DECam i (aperture):\n", " Number of outliers: 7\n", "SUPRIME i (total) - DECam i (total):\n", " Number of outliers: 9\n", "GPC1 i (aperture) - DECam i (aperture):\n", " Number of outliers: 0\n", "GPC1 i (total) - DECam i (total):\n", " Number of outliers: 37\n", "GPC1 i (aperture) - SUPRIME i (aperture):\n", " Number of outliers: 0\n", "GPC1 i (total) - SUPRIME i (total):\n", " Number of outliers: 0\n", "DECam z (aperture) - Megacam z (aperture):\n", " Number of outliers: 22\n", "DECam z (total) - Megacam z (total):\n", " Number of outliers: 29\n", "SUPRIME z (aperture) - Megacam z (aperture):\n", " Number of outliers: 0\n", "SUPRIME z (total) - Megacam z (total):\n", " Number of outliers: 0\n", "GPC1 z (aperture) - Megacam z (aperture):\n", " Number of outliers: 0\n", "GPC1 z (total) - Megacam z (total):\n", " Number of outliers: 1\n", "VISTA z (aperture) - Megacam z (aperture):\n", " Number of outliers: 1\n", "VISTA z (total) - Megacam z (total):\n", " Number of outliers: 0\n", "SUPRIME z (aperture) - DECam z (aperture):\n", " Number of outliers: 1\n", "SUPRIME z (total) - DECam z (total):\n", " Number of outliers: 2\n", "GPC1 z (aperture) - DECam z (aperture):\n", " Number of outliers: 1\n", "GPC1 z (total) - DECam z (total):\n", " Number of outliers: 3\n", "VISTA z (aperture) - DECam z (aperture):\n", " Number of outliers: 20\n", "VISTA z (total) - DECam z (total):\n", " Number of outliers: 23\n", "GPC1 z (aperture) - SUPRIME z (aperture):\n", " Number of outliers: 0\n", "GPC1 z (total) - SUPRIME z (total):\n", " Number of outliers: 0\n", "VISTA z (aperture) - SUPRIME z (aperture):\n", " Number of outliers: 0\n", "VISTA z (total) - SUPRIME z (total):\n", " Number of outliers: 1\n", "VISTA z (aperture) - GPC1 z (aperture):\n", " Number of outliers: 1\n", "VISTA z (total) - GPC1 z (total):\n", " Number of outliers: 0\n", "No sources have both Megacam y (aperture) and DECam y (aperture) values.\n", "\n", "No sources have both Megacam y (total) and DECam y (total) values.\n", "\n", "No sources have both Megacam y (aperture) and SUPRIME y (aperture) values.\n", "\n", "No sources have both Megacam y (total) and SUPRIME y (total) values.\n", "\n", "No sources have both Megacam y (aperture) and GPC1 y (aperture) values.\n", "\n", "No sources have both Megacam y (total) and GPC1 y (total) values.\n", "\n", "No sources have both Megacam y (aperture) and VISTA y (aperture) values.\n", "\n", "No sources have both Megacam y (total) and VISTA y (total) values.\n", "\n", "SUPRIME y (aperture) - DECam y (aperture):\n", " Number of outliers: 0\n", "SUPRIME y (total) - DECam y (total):\n", " Number of outliers: 0\n", "GPC1 y (aperture) - DECam y (aperture):\n", " Number of outliers: 4\n", "GPC1 y (total) - DECam y (total):\n", " Number of outliers: 7\n", "VISTA y (aperture) - DECam y (aperture):\n", " Number of outliers: 3\n", "VISTA y (total) - DECam y (total):\n", " Number of outliers: 3\n", "GPC1 y (aperture) - SUPRIME y (aperture):\n", " Number of outliers: 0\n", "GPC1 y (total) - SUPRIME y (total):\n", " Number of outliers: 0\n", "VISTA y (aperture) - SUPRIME y (aperture):\n", " Number of outliers: 0\n", "VISTA y (total) - SUPRIME y (total):\n", " Number of outliers: 0\n", "VISTA y (aperture) - GPC1 y (aperture):\n", " Number of outliers: 0\n", "VISTA y (total) - GPC1 y (total):\n", " Number of outliers: 0\n", "UKIDSS J (aperture) - VISTA J (aperture):\n", " Number of outliers: 0\n", "UKIDSS J (total) - VISTA J (total):\n", " Number of outliers: 2\n", "No sources have both VISTA J (aperture) and WIRCAM J (aperture) values.\n", "\n", "No sources have both VISTA J (total) and WIRCAM J (total) values.\n", "\n", "No sources have both UKIDSS J (aperture) and WIRCAM J (aperture) values.\n", "\n", "No sources have both UKIDSS J (total) and WIRCAM J (total) values.\n", "\n", "UKIDSS H (aperture) - VISTA H (aperture):\n", " Number of outliers: 0\n", "UKIDSS H (total) - VISTA H (total):\n", " Number of outliers: 1\n", "No sources have both VISTA H (aperture) and WIRCAM H (aperture) values.\n", "\n", "No sources have both VISTA H (total) and WIRCAM H (total) values.\n", "\n", "No sources have both UKIDSS H (aperture) and WIRCAM H (aperture) values.\n", "\n", "No sources have both UKIDSS H (total) and WIRCAM H (total) values.\n", "\n", "UKIDSS K (aperture) - VISTA Ks (aperture):\n", " Number of outliers: 0\n", "UKIDSS K (total) - VISTA Ks (total):\n", " Number of outliers: 0\n", "No sources have both VISTA Ks (aperture) and WIRCAM Ks (aperture) values.\n", "\n", "WIRCAM Ks (total) - VISTA Ks (total):\n", " Number of outliers: 0\n", "No sources have both UKIDSS K (aperture) and WIRCAM Ks (aperture) values.\n", "\n", "WIRCAM Ks (total) - UKIDSS K (total):\n", " Number of outliers: 0\n", "GPC1 g\n", " Aperture magnitude\n", " Number of flagged objects: 5\n", " Total magnitude\n", " Number of flagged objects: 6\n", "GPC1 r\n", " Aperture magnitude\n", " Number of flagged objects: 2\n", " Total magnitude\n", " Number of flagged objects: 2\n", "GPC1 i\n", " Aperture magnitude\n", " Number of flagged objects: 2\n", " Total magnitude\n", " Number of flagged objects: 1\n", "GPC1 z\n", " Aperture magnitude\n", " Number of flagged objects: 2\n", " Total magnitude\n", " Number of flagged objects: 3\n", "GPC1 y\n", " Aperture magnitude\n", " Number of flagged objects: 1\n", " Total magnitude\n", " Number of flagged objects: 2\n", "IRAC i1\n", " Aperture magnitude\n", " Number of flagged objects: 0\n", "IRAC i2\n", " Aperture magnitude\n", " Number of flagged objects: 0\n", "IRAC i3\n", " Aperture magnitude\n", " Number of flagged objects: 0\n", "IRAC i4\n", " Aperture magnitude\n", " Number of flagged objects: 0\n", "DECam g (aperture) - Megacam g (aperture):\n", " Number of outliers: 17\n", "DECam g (total) - Megacam g (total):\n", " Number of outliers: 27\n", "SUPRIME g (aperture) - Megacam g (aperture):\n", " Number of outliers: 2\n", "SUPRIME g (total) - Megacam g (total):\n", " Number of outliers: 4\n", "GPC1 g (aperture) - Megacam g (aperture):\n", " Number of outliers: 0\n", "GPC1 g (total) - Megacam g (total):\n", " Number of outliers: 0\n", "SUPRIME g (aperture) - DECam g (aperture):\n", " Number of outliers: 6\n", "SUPRIME g (total) - DECam g (total):\n", " Number of outliers: 9\n", "GPC1 g (aperture) - DECam g (aperture):\n", " Number of outliers: 0\n", "GPC1 g (total) - DECam g (total):\n", " Number of outliers: 9\n", "GPC1 g (aperture) - SUPRIME g (aperture):\n", " Number of outliers: 0\n", "GPC1 g (total) - SUPRIME g (total):\n", " Number of outliers: 0\n", "DECam r (aperture) - Megacam r (aperture):\n", " Number of outliers: 48\n", "DECam r (total) - Megacam r (total):\n", " Number of outliers: 51\n", "SUPRIME r (aperture) - Megacam r (aperture):\n", " Number of outliers: 5\n", "SUPRIME r (total) - Megacam r (total):\n", " Number of outliers: 3\n", "GPC1 r (aperture) - Megacam r (aperture):\n", " Number of outliers: 0\n", "GPC1 r (total) - Megacam r (total):\n", " Number of outliers: 0\n", "SUPRIME r (aperture) - DECam r (aperture):\n", " Number of outliers: 1\n", "SUPRIME r (total) - DECam r (total):\n", " Number of outliers: 4\n", "GPC1 r (aperture) - DECam r (aperture):\n", " Number of outliers: 0\n", "GPC1 r (total) - DECam r (total):\n", " Number of outliers: 38\n", "GPC1 r (aperture) - SUPRIME r (aperture):\n", " Number of outliers: 0\n", "GPC1 r (total) - SUPRIME r (total):\n", " Number of outliers: 0\n", "DECam i (aperture) - Megacam i (aperture):\n", " Number of outliers: 60\n", "DECam i (total) - Megacam i (total):\n", " Number of outliers: 66\n", "SUPRIME i (aperture) - Megacam i (aperture):\n", " Number of outliers: 9\n", "SUPRIME i (total) - Megacam i (total):\n", " Number of outliers: 6\n", "GPC1 i (aperture) - Megacam i (aperture):\n", " Number of outliers: 0\n", "GPC1 i (total) - Megacam i (total):\n", " Number of outliers: 0\n", "SUPRIME i (aperture) - DECam i (aperture):\n", " Number of outliers: 14\n", "SUPRIME i (total) - DECam i (total):\n", " Number of outliers: 20\n", "GPC1 i (aperture) - DECam i (aperture):\n", " Number of outliers: 0\n", "GPC1 i (total) - DECam i (total):\n", " Number of outliers: 46\n", "GPC1 i (aperture) - SUPRIME i (aperture):\n", " Number of outliers: 0\n", "GPC1 i (total) - SUPRIME i (total):\n", " Number of outliers: 0\n", "DECam z (aperture) - Megacam z (aperture):\n", " Number of outliers: 60\n", "DECam z (total) - Megacam z (total):\n", " Number of outliers: 66\n", "SUPRIME z (aperture) - Megacam z (aperture):\n", " Number of outliers: 0\n", "SUPRIME z (total) - Megacam z (total):\n", " Number of outliers: 0\n", "GPC1 z (aperture) - Megacam z (aperture):\n", " Number of outliers: 0\n", "GPC1 z (total) - Megacam z (total):\n", " Number of outliers: 0\n", "No sources have both Megacam z (aperture) and VISTA z (aperture) values.\n", "\n", "No sources have both Megacam z (total) and VISTA z (total) values.\n", "\n", "SUPRIME z (aperture) - DECam z (aperture):\n", " Number of outliers: 1\n", "SUPRIME z (total) - DECam z (total):\n", " Number of outliers: 8\n", "GPC1 z (aperture) - DECam z (aperture):\n", " Number of outliers: 0\n", "GPC1 z (total) - DECam z (total):\n", " Number of outliers: 23\n", "No sources have both DECam z (aperture) and VISTA z (aperture) values.\n", "\n", "No sources have both DECam z (total) and VISTA z (total) values.\n", "\n", "GPC1 z (aperture) - SUPRIME z (aperture):\n", " Number of outliers: 0\n", "GPC1 z (total) - SUPRIME z (total):\n", " Number of outliers: 0\n", "No sources have both SUPRIME z (aperture) and VISTA z (aperture) values.\n", "\n", "No sources have both SUPRIME z (total) and VISTA z (total) values.\n", "\n", "No sources have both GPC1 z (aperture) and VISTA z (aperture) values.\n", "\n", "No sources have both GPC1 z (total) and VISTA z (total) values.\n", "\n", "No sources have both Megacam y (aperture) and DECam y (aperture) values.\n", "\n", "No sources have both Megacam y (total) and DECam y (total) values.\n", "\n", "No sources have both Megacam y (aperture) and SUPRIME y (aperture) values.\n", "\n", "No sources have both Megacam y (total) and SUPRIME y (total) values.\n", "\n", "No sources have both Megacam y (aperture) and GPC1 y (aperture) values.\n", "\n", "No sources have both Megacam y (total) and GPC1 y (total) values.\n", "\n", "No sources have both Megacam y (aperture) and VISTA y (aperture) values.\n", "\n", "No sources have both Megacam y (total) and VISTA y (total) values.\n", "\n", "SUPRIME y (aperture) - DECam y (aperture):\n", " Number of outliers: 0\n", "SUPRIME y (total) - DECam y (total):\n", " Number of outliers: 3\n", "GPC1 y (aperture) - DECam y (aperture):\n", " Number of outliers: 5\n", "GPC1 y (total) - DECam y (total):\n", " Number of outliers: 0\n", "No sources have both DECam y (aperture) and VISTA y (aperture) values.\n", "\n", "No sources have both DECam y (total) and VISTA y (total) values.\n", "\n", "GPC1 y (aperture) - SUPRIME y (aperture):\n", " Number of outliers: 0\n", "GPC1 y (total) - SUPRIME y (total):\n", " Number of outliers: 0\n", "No sources have both SUPRIME y (aperture) and VISTA y (aperture) values.\n", "\n", "No sources have both SUPRIME y (total) and VISTA y (total) values.\n", "\n", "No sources have both GPC1 y (aperture) and VISTA y (aperture) values.\n", "\n", "No sources have both GPC1 y (total) and VISTA y (total) values.\n", "\n", "No sources have both VISTA J (aperture) and UKIDSS J (aperture) values.\n", "\n", "No sources have both VISTA J (total) and UKIDSS J (total) values.\n", "\n", "No sources have both VISTA J (aperture) and WIRCAM J (aperture) values.\n", "\n", "No sources have both VISTA J (total) and WIRCAM J (total) values.\n", "\n", "No sources have both UKIDSS J (aperture) and WIRCAM J (aperture) values.\n", "\n", "No sources have both UKIDSS J (total) and WIRCAM J (total) values.\n", "\n", "No sources have both VISTA H (aperture) and UKIDSS H (aperture) values.\n", "\n", "No sources have both VISTA H (total) and UKIDSS H (total) values.\n", "\n", "No sources have both VISTA H (aperture) and WIRCAM H (aperture) values.\n", "\n", "No sources have both VISTA H (total) and WIRCAM H (total) values.\n", "\n", "No sources have both UKIDSS H (aperture) and WIRCAM H (aperture) values.\n", "\n", "No sources have both UKIDSS H (total) and WIRCAM H (total) values.\n", "\n", "No sources have both VISTA Ks (aperture) and UKIDSS K (aperture) values.\n", "\n", "No sources have both VISTA Ks (total) and UKIDSS K (total) values.\n", "\n", "No sources have both VISTA Ks (aperture) and WIRCAM Ks (aperture) values.\n", "\n", "WIRCAM Ks (total) - VISTA Ks (total):\n", " Number of outliers: 1\n", "No sources have both UKIDSS K (aperture) and WIRCAM Ks (aperture) values.\n", "\n", "No sources have both UKIDSS K (total) and WIRCAM Ks (total) values.\n", "\n", "GPC1 g\n", " Aperture magnitude\n", " Number of flagged objects: 4\n", " Total magnitude\n", " Number of flagged objects: 3\n", "GPC1 r\n", " Aperture magnitude\n", " Number of flagged objects: 2\n", " Total magnitude\n", " Number of flagged objects: 5\n", "GPC1 i\n", " Aperture magnitude\n", " Number of flagged objects: 3\n", " Total magnitude\n", " Number of flagged objects: 5\n", "GPC1 z\n", " Aperture magnitude\n", " Number of flagged objects: 4\n", " Total magnitude\n", " Number of flagged objects: 3\n", "GPC1 y\n", " Aperture magnitude\n", " Number of flagged objects: 5\n", " Total magnitude\n", " Number of flagged objects: 5\n", "IRAC i1\n", " Aperture magnitude\n", " Number of flagged objects: 0\n", "IRAC i2\n", " Aperture magnitude\n", " Number of flagged objects: 0\n", "IRAC i3\n", " Aperture magnitude\n", " Number of flagged objects: 0\n", "IRAC i4\n", " Aperture magnitude\n", " Number of flagged objects: 0\n", "DECam g (aperture) - Megacam g (aperture):\n", " Number of outliers: 29\n", "DECam g (total) - Megacam g (total):\n", " Number of outliers: 56\n", "SUPRIME g (aperture) - Megacam g (aperture):\n", " Number of outliers: 1\n", "SUPRIME g (total) - Megacam g (total):\n", " Number of outliers: 2\n", "GPC1 g (aperture) - Megacam g (aperture):\n", " Number of outliers: 0\n", "GPC1 g (total) - Megacam g (total):\n", " Number of outliers: 2\n", "SUPRIME g (aperture) - DECam g (aperture):\n", " Number of outliers: 0\n", "SUPRIME g (total) - DECam g (total):\n", " Number of outliers: 4\n", "GPC1 g (aperture) - DECam g (aperture):\n", " Number of outliers: 0\n", "GPC1 g (total) - DECam g (total):\n", " Number of outliers: 12\n", "GPC1 g (aperture) - SUPRIME g (aperture):\n", " Number of outliers: 0\n", "GPC1 g (total) - SUPRIME g (total):\n", " Number of outliers: 0\n", "DECam r (aperture) - Megacam r (aperture):\n", " Number of outliers: 11\n", "DECam r (total) - Megacam r (total):\n", " Number of outliers: 53\n", "SUPRIME r (aperture) - Megacam r (aperture):\n", " Number of outliers: 0\n", "SUPRIME r (total) - Megacam r (total):\n", " Number of outliers: 0\n", "GPC1 r (aperture) - Megacam r (aperture):\n", " Number of outliers: 0\n", "GPC1 r (total) - Megacam r (total):\n", " Number of outliers: 7\n", "SUPRIME r (aperture) - DECam r (aperture):\n", " Number of outliers: 0\n", "SUPRIME r (total) - DECam r (total):\n", " Number of outliers: 1\n", "GPC1 r (aperture) - DECam r (aperture):\n", " Number of outliers: 0\n", "GPC1 r (total) - DECam r (total):\n", " Number of outliers: 42\n", "GPC1 r (aperture) - SUPRIME r (aperture):\n", " Number of outliers: 0\n", "GPC1 r (total) - SUPRIME r (total):\n", " Number of outliers: 0\n", "DECam i (aperture) - Megacam i (aperture):\n", " Number of outliers: 57\n", "DECam i (total) - Megacam i (total):\n", " Number of outliers: 74\n", "SUPRIME i (aperture) - Megacam i (aperture):\n", " Number of outliers: 5\n", "SUPRIME i (total) - Megacam i (total):\n", " Number of outliers: 1\n", "GPC1 i (aperture) - Megacam i (aperture):\n", " Number of outliers: 0\n", "GPC1 i (total) - Megacam i (total):\n", " Number of outliers: 0\n", "SUPRIME i (aperture) - DECam i (aperture):\n", " Number of outliers: 4\n", "SUPRIME i (total) - DECam i (total):\n", " Number of outliers: 7\n", "GPC1 i (aperture) - DECam i (aperture):\n", " Number of outliers: 0\n", "GPC1 i (total) - DECam i (total):\n", " Number of outliers: 77\n", "GPC1 i (aperture) - SUPRIME i (aperture):\n", " Number of outliers: 0\n", "GPC1 i (total) - SUPRIME i (total):\n", " Number of outliers: 0\n", "DECam z (aperture) - Megacam z (aperture):\n", " Number of outliers: 40\n", "DECam z (total) - Megacam z (total):\n", " Number of outliers: 74\n", "SUPRIME z (aperture) - Megacam z (aperture):\n", " Number of outliers: 0\n", "SUPRIME z (total) - Megacam z (total):\n", " Number of outliers: 0\n", "GPC1 z (aperture) - Megacam z (aperture):\n", " Number of outliers: 0\n", "GPC1 z (total) - Megacam z (total):\n", " Number of outliers: 0\n", "No sources have both Megacam z (aperture) and VISTA z (aperture) values.\n", "\n", "No sources have both Megacam z (total) and VISTA z (total) values.\n", "\n", "SUPRIME z (aperture) - DECam z (aperture):\n", " Number of outliers: 2\n", "SUPRIME z (total) - DECam z (total):\n", " Number of outliers: 5\n", "GPC1 z (aperture) - DECam z (aperture):\n", " Number of outliers: 0\n", "GPC1 z (total) - DECam z (total):\n", " Number of outliers: 29\n", "No sources have both DECam z (aperture) and VISTA z (aperture) values.\n", "\n", "No sources have both DECam z (total) and VISTA z (total) values.\n", "\n", "GPC1 z (aperture) - SUPRIME z (aperture):\n", " Number of outliers: 0\n", "GPC1 z (total) - SUPRIME z (total):\n", " Number of outliers: 0\n", "No sources have both SUPRIME z (aperture) and VISTA z (aperture) values.\n", "\n", "No sources have both SUPRIME z (total) and VISTA z (total) values.\n", "\n", "No sources have both GPC1 z (aperture) and VISTA z (aperture) values.\n", "\n", "No sources have both GPC1 z (total) and VISTA z (total) values.\n", "\n", "DECam y (aperture) - Megacam y (aperture):\n", " Number of outliers: 0\n", "DECam y (total) - Megacam y (total):\n", " Number of outliers: 0\n", "SUPRIME y (aperture) - Megacam y (aperture):\n", " Number of outliers: 0\n", "SUPRIME y (total) - Megacam y (total):\n", " Number of outliers: 0\n", "GPC1 y (aperture) - Megacam y (aperture):\n", " Number of outliers: 0\n", "GPC1 y (total) - Megacam y (total):\n", " Number of outliers: 0\n", "No sources have both Megacam y (aperture) and VISTA y (aperture) values.\n", "\n", "No sources have both Megacam y (total) and VISTA y (total) values.\n", "\n", "SUPRIME y (aperture) - DECam y (aperture):\n", " Number of outliers: 0\n", "SUPRIME y (total) - DECam y (total):\n", " Number of outliers: 0\n", "GPC1 y (aperture) - DECam y (aperture):\n", " Number of outliers: 7\n", "GPC1 y (total) - DECam y (total):\n", " Number of outliers: 4\n", "No sources have both DECam y (aperture) and VISTA y (aperture) values.\n", "\n", "No sources have both DECam y (total) and VISTA y (total) values.\n", "\n", "GPC1 y (aperture) - SUPRIME y (aperture):\n", " Number of outliers: 0\n", "GPC1 y (total) - SUPRIME y (total):\n", " Number of outliers: 0\n", "No sources have both SUPRIME y (aperture) and VISTA y (aperture) values.\n", "\n", "No sources have both SUPRIME y (total) and VISTA y (total) values.\n", "\n", "No sources have both GPC1 y (aperture) and VISTA y (aperture) values.\n", "\n", "No sources have both GPC1 y (total) and VISTA y (total) values.\n", "\n", "No sources have both VISTA J (aperture) and UKIDSS J (aperture) values.\n", "\n", "No sources have both VISTA J (total) and UKIDSS J (total) values.\n", "\n", "No sources have both VISTA J (aperture) and WIRCAM J (aperture) values.\n", "\n", "No sources have both VISTA J (total) and WIRCAM J (total) values.\n", "\n", "No sources have both UKIDSS J (aperture) and WIRCAM J (aperture) values.\n", "\n", "No sources have both UKIDSS J (total) and WIRCAM J (total) values.\n", "\n", "No sources have both VISTA H (aperture) and UKIDSS H (aperture) values.\n", "\n", "No sources have both VISTA H (total) and UKIDSS H (total) values.\n", "\n", "No sources have both VISTA H (aperture) and WIRCAM H (aperture) values.\n", "\n", "No sources have both VISTA H (total) and WIRCAM H (total) values.\n", "\n", "No sources have both UKIDSS H (aperture) and WIRCAM H (aperture) values.\n", "\n", "No sources have both UKIDSS H (total) and WIRCAM H (total) values.\n", "\n", "No sources have both VISTA Ks (aperture) and UKIDSS K (aperture) values.\n", "\n", "No sources have both VISTA Ks (total) and UKIDSS K (total) values.\n", "\n", "No sources have both VISTA Ks (aperture) and WIRCAM Ks (aperture) values.\n", "\n", "WIRCAM Ks (total) - VISTA Ks (total):\n", " Number of outliers: 0\n", "No sources have both UKIDSS K (aperture) and WIRCAM Ks (aperture) values.\n", "\n", "No sources have both UKIDSS K (total) and WIRCAM Ks (total) values.\n", "\n", "GPC1 g\n", " Aperture magnitude\n", " Number of flagged objects: 1\n", " Total magnitude\n", " Number of flagged objects: 1\n", "GPC1 r\n", " Aperture magnitude\n", " Number of flagged objects: 2\n", " Total magnitude\n", " Number of flagged objects: 5\n", "GPC1 i\n", " Aperture magnitude\n", " Number of flagged objects: 2\n", " Total magnitude\n", " Number of flagged objects: 2\n", "GPC1 z\n", " Aperture magnitude\n", " Number of flagged objects: 1\n", " Total magnitude\n", " Number of flagged objects: 2\n", "GPC1 y\n", " Aperture magnitude\n", " Number of flagged objects: 1\n", " Total magnitude\n", " Number of flagged objects: 1\n", "IRAC i1\n", " Aperture magnitude\n", " Number of flagged objects: 0\n", "IRAC i2\n", " Aperture magnitude\n", " Number of flagged objects: 0\n", "IRAC i3\n", " Aperture magnitude\n", " Number of flagged objects: 0\n", "IRAC i4\n", " Aperture magnitude\n", " Number of flagged objects: 0\n", "DECam g (aperture) - Megacam g (aperture):\n", " Number of outliers: 7\n", "DECam g (total) - Megacam g (total):\n", " Number of outliers: 9\n", "SUPRIME g (aperture) - Megacam g (aperture):\n", " Number of outliers: 0\n", "SUPRIME g (total) - Megacam g (total):\n", " Number of outliers: 0\n", "GPC1 g (aperture) - Megacam g (aperture):\n", " Number of outliers: 0\n", "GPC1 g (total) - Megacam g (total):\n", " Number of outliers: 2\n", "SUPRIME g (aperture) - DECam g (aperture):\n", " Number of outliers: 2\n", "SUPRIME g (total) - DECam g (total):\n", " Number of outliers: 1\n", "GPC1 g (aperture) - DECam g (aperture):\n", " Number of outliers: 0\n", "GPC1 g (total) - DECam g (total):\n", " Number of outliers: 3\n", "GPC1 g (aperture) - SUPRIME g (aperture):\n", " Number of outliers: 0\n", "GPC1 g (total) - SUPRIME g (total):\n", " Number of outliers: 0\n", "DECam r (aperture) - Megacam r (aperture):\n", " Number of outliers: 5\n", "DECam r (total) - Megacam r (total):\n", " Number of outliers: 13\n", "SUPRIME r (aperture) - Megacam r (aperture):\n", " Number of outliers: 0\n", "SUPRIME r (total) - Megacam r (total):\n", " Number of outliers: 0\n", "GPC1 r (aperture) - Megacam r (aperture):\n", " Number of outliers: 0\n", "GPC1 r (total) - Megacam r (total):\n", " Number of outliers: 2\n", "SUPRIME r (aperture) - DECam r (aperture):\n", " Number of outliers: 0\n", "SUPRIME r (total) - DECam r (total):\n", " Number of outliers: 1\n", "GPC1 r (aperture) - DECam r (aperture):\n", " Number of outliers: 0\n", "GPC1 r (total) - DECam r (total):\n", " Number of outliers: 7\n", "GPC1 r (aperture) - SUPRIME r (aperture):\n", " Number of outliers: 0\n", "GPC1 r (total) - SUPRIME r (total):\n", " Number of outliers: 0\n", "DECam i (aperture) - Megacam i (aperture):\n", " Number of outliers: 16\n", "DECam i (total) - Megacam i (total):\n", " Number of outliers: 17\n", "SUPRIME i (aperture) - Megacam i (aperture):\n", " Number of outliers: 1\n", "SUPRIME i (total) - Megacam i (total):\n", " Number of outliers: 0\n", "GPC1 i (aperture) - Megacam i (aperture):\n", " Number of outliers: 0\n", "GPC1 i (total) - Megacam i (total):\n", " Number of outliers: 0\n", "SUPRIME i (aperture) - DECam i (aperture):\n", " Number of outliers: 3\n", "SUPRIME i (total) - DECam i (total):\n", " Number of outliers: 5\n", "GPC1 i (aperture) - DECam i (aperture):\n", " Number of outliers: 0\n", "GPC1 i (total) - DECam i (total):\n", " Number of outliers: 17\n", "GPC1 i (aperture) - SUPRIME i (aperture):\n", " Number of outliers: 0\n", "GPC1 i (total) - SUPRIME i (total):\n", " Number of outliers: 0\n", "DECam z (aperture) - Megacam z (aperture):\n", " Number of outliers: 10\n", "DECam z (total) - Megacam z (total):\n", " Number of outliers: 19\n", "SUPRIME z (aperture) - Megacam z (aperture):\n", " Number of outliers: 0\n", "SUPRIME z (total) - Megacam z (total):\n", " Number of outliers: 0\n", "GPC1 z (aperture) - Megacam z (aperture):\n", " Number of outliers: 0\n", "GPC1 z (total) - Megacam z (total):\n", " Number of outliers: 0\n", "VISTA z (aperture) - Megacam z (aperture):\n", " Number of outliers: 1\n", "VISTA z (total) - Megacam z (total):\n", " Number of outliers: 0\n", "SUPRIME z (aperture) - DECam z (aperture):\n", " Number of outliers: 1\n", "SUPRIME z (total) - DECam z (total):\n", " Number of outliers: 1\n", "GPC1 z (aperture) - DECam z (aperture):\n", " Number of outliers: 0\n", "GPC1 z (total) - DECam z (total):\n", " Number of outliers: 0\n", "VISTA z (aperture) - DECam z (aperture):\n", " Number of outliers: 12\n", "VISTA z (total) - DECam z (total):\n", " Number of outliers: 16\n", "GPC1 z (aperture) - SUPRIME z (aperture):\n", " Number of outliers: 0\n", "GPC1 z (total) - SUPRIME z (total):\n", " Number of outliers: 0\n", "VISTA z (aperture) - SUPRIME z (aperture):\n", " Number of outliers: 0\n", "VISTA z (total) - SUPRIME z (total):\n", " Number of outliers: 0\n", "VISTA z (aperture) - GPC1 z (aperture):\n", " Number of outliers: 0\n", "VISTA z (total) - GPC1 z (total):\n", " Number of outliers: 0\n", "DECam y (aperture) - Megacam y (aperture):\n", " Number of outliers: 0\n", "DECam y (total) - Megacam y (total):\n", " Number of outliers: 0\n", "SUPRIME y (aperture) - Megacam y (aperture):\n", " Number of outliers: 0\n", "SUPRIME y (total) - Megacam y (total):\n", " Number of outliers: 0\n", "GPC1 y (aperture) - Megacam y (aperture):\n", " Number of outliers: 0\n", "GPC1 y (total) - Megacam y (total):\n", " Number of outliers: 0\n", "No sources have both Megacam y (aperture) and VISTA y (aperture) values.\n", "\n", "No sources have both Megacam y (total) and VISTA y (total) values.\n", "\n", "SUPRIME y (aperture) - DECam y (aperture):\n", " Number of outliers: 1\n", "SUPRIME y (total) - DECam y (total):\n", " Number of outliers: 0\n", "GPC1 y (aperture) - DECam y (aperture):\n", " Number of outliers: 2\n", "GPC1 y (total) - DECam y (total):\n", " Number of outliers: 0\n", "VISTA y (aperture) - DECam y (aperture):\n", " Number of outliers: 1\n", "VISTA y (total) - DECam y (total):\n", " Number of outliers: 1\n", "GPC1 y (aperture) - SUPRIME y (aperture):\n", " Number of outliers: 1\n", "GPC1 y (total) - SUPRIME y (total):\n", " Number of outliers: 1\n", "VISTA y (aperture) - SUPRIME y (aperture):\n", " Number of outliers: 0\n", "VISTA y (total) - SUPRIME y (total):\n", " Number of outliers: 0\n", "VISTA y (aperture) - GPC1 y (aperture):\n", " Number of outliers: 0\n", "VISTA y (total) - GPC1 y (total):\n", " Number of outliers: 0\n", "UKIDSS J (aperture) - VISTA J (aperture):\n", " Number of outliers: 0\n", "UKIDSS J (total) - VISTA J (total):\n", " Number of outliers: 3\n", "No sources have both VISTA J (aperture) and WIRCAM J (aperture) values.\n", "\n", "No sources have both VISTA J (total) and WIRCAM J (total) values.\n", "\n", "No sources have both UKIDSS J (aperture) and WIRCAM J (aperture) values.\n", "\n", "No sources have both UKIDSS J (total) and WIRCAM J (total) values.\n", "\n", "UKIDSS H (aperture) - VISTA H (aperture):\n", " Number of outliers: 0\n", "UKIDSS H (total) - VISTA H (total):\n", " Number of outliers: 1\n", "No sources have both VISTA H (aperture) and WIRCAM H (aperture) values.\n", "\n", "No sources have both VISTA H (total) and WIRCAM H (total) values.\n", "\n", "No sources have both UKIDSS H (aperture) and WIRCAM H (aperture) values.\n", "\n", "No sources have both UKIDSS H (total) and WIRCAM H (total) values.\n", "\n", "UKIDSS K (aperture) - VISTA Ks (aperture):\n", " Number of outliers: 0\n", "UKIDSS K (total) - VISTA Ks (total):\n", " Number of outliers: 1\n", "No sources have both VISTA Ks (aperture) and WIRCAM Ks (aperture) values.\n", "\n", "WIRCAM Ks (total) - VISTA Ks (total):\n", " Number of outliers: 0\n", "No sources have both UKIDSS K (aperture) and WIRCAM Ks (aperture) values.\n", "\n", "WIRCAM Ks (total) - UKIDSS K (total):\n", " Number of outliers: 0\n", "GPC1 g\n", " Aperture magnitude\n", " Number of flagged objects: 3\n", " Total magnitude\n", " Number of flagged objects: 2\n", "GPC1 r\n", " Aperture magnitude\n", " Number of flagged objects: 6\n", " Total magnitude\n", " Number of flagged objects: 7\n", "GPC1 i\n", " Aperture magnitude\n", " Number of flagged objects: 2\n", " Total magnitude\n", " Number of flagged objects: 4\n", "GPC1 z\n", " Aperture magnitude\n", " Number of flagged objects: 4\n", " Total magnitude\n", " Number of flagged objects: 4\n", "GPC1 y\n", " Aperture magnitude\n", " Number of flagged objects: 2\n", " Total magnitude\n", " Number of flagged objects: 2\n", "IRAC i1\n", " Aperture magnitude\n", " Number of flagged objects: 0\n", "IRAC i2\n", " Aperture magnitude\n", " Number of flagged objects: 0\n", "IRAC i3\n", " Aperture magnitude\n", " Number of flagged objects: 0\n", "IRAC i4\n", " Aperture magnitude\n", " Number of flagged objects: 0\n", "DECam g (aperture) - Megacam g (aperture):\n", " Number of outliers: 13\n", "DECam g (total) - Megacam g (total):\n", " Number of outliers: 18\n", "SUPRIME g (aperture) - Megacam g (aperture):\n", " Number of outliers: 1\n", "SUPRIME g (total) - Megacam g (total):\n", " Number of outliers: 1\n", "GPC1 g (aperture) - Megacam g (aperture):\n", " Number of outliers: 0\n", "GPC1 g (total) - Megacam g (total):\n", " Number of outliers: 0\n", "SUPRIME g (aperture) - DECam g (aperture):\n", " Number of outliers: 3\n", "SUPRIME g (total) - DECam g (total):\n", " Number of outliers: 1\n", "GPC1 g (aperture) - DECam g (aperture):\n", " Number of outliers: 0\n", "GPC1 g (total) - DECam g (total):\n", " Number of outliers: 13\n", "GPC1 g (aperture) - SUPRIME g (aperture):\n", " Number of outliers: 0\n", "GPC1 g (total) - SUPRIME g (total):\n", " Number of outliers: 0\n", "DECam r (aperture) - Megacam r (aperture):\n", " Number of outliers: 37\n", "DECam r (total) - Megacam r (total):\n", " Number of outliers: 39\n", "SUPRIME r (aperture) - Megacam r (aperture):\n", " Number of outliers: 2\n", "SUPRIME r (total) - Megacam r (total):\n", " Number of outliers: 1\n", "GPC1 r (aperture) - Megacam r (aperture):\n", " Number of outliers: 0\n", "GPC1 r (total) - Megacam r (total):\n", " Number of outliers: 1\n", "SUPRIME r (aperture) - DECam r (aperture):\n", " Number of outliers: 1\n", "SUPRIME r (total) - DECam r (total):\n", " Number of outliers: 1\n", "GPC1 r (aperture) - DECam r (aperture):\n", " Number of outliers: 0\n", "GPC1 r (total) - DECam r (total):\n", " Number of outliers: 29\n", "GPC1 r (aperture) - SUPRIME r (aperture):\n", " Number of outliers: 0\n", "GPC1 r (total) - SUPRIME r (total):\n", " Number of outliers: 0\n", "DECam i (aperture) - Megacam i (aperture):\n", " Number of outliers: 31\n", "DECam i (total) - Megacam i (total):\n", " Number of outliers: 45\n", "SUPRIME i (aperture) - Megacam i (aperture):\n", " Number of outliers: 16\n", "SUPRIME i (total) - Megacam i (total):\n", " Number of outliers: 2\n", "GPC1 i (aperture) - Megacam i (aperture):\n", " Number of outliers: 0\n", "GPC1 i (total) - Megacam i (total):\n", " Number of outliers: 0\n", "SUPRIME i (aperture) - DECam i (aperture):\n", " Number of outliers: 17\n", "SUPRIME i (total) - DECam i (total):\n", " Number of outliers: 21\n", "GPC1 i (aperture) - DECam i (aperture):\n", " Number of outliers: 0\n", "GPC1 i (total) - DECam i (total):\n", " Number of outliers: 42\n", "GPC1 i (aperture) - SUPRIME i (aperture):\n", " Number of outliers: 0\n", "GPC1 i (total) - SUPRIME i (total):\n", " Number of outliers: 2\n", "DECam z (aperture) - Megacam z (aperture):\n", " Number of outliers: 38\n", "DECam z (total) - Megacam z (total):\n", " Number of outliers: 38\n", "SUPRIME z (aperture) - Megacam z (aperture):\n", " Number of outliers: 0\n", "SUPRIME z (total) - Megacam z (total):\n", " Number of outliers: 1\n", "GPC1 z (aperture) - Megacam z (aperture):\n", " Number of outliers: 0\n", "GPC1 z (total) - Megacam z (total):\n", " Number of outliers: 0\n", "No sources have both Megacam z (aperture) and VISTA z (aperture) values.\n", "\n", "No sources have both Megacam z (total) and VISTA z (total) values.\n", "\n", "SUPRIME z (aperture) - DECam z (aperture):\n", " Number of outliers: 5\n", "SUPRIME z (total) - DECam z (total):\n", " Number of outliers: 9\n", "GPC1 z (aperture) - DECam z (aperture):\n", " Number of outliers: 0\n", "GPC1 z (total) - DECam z (total):\n", " Number of outliers: 2\n", "No sources have both DECam z (aperture) and VISTA z (aperture) values.\n", "\n", "No sources have both DECam z (total) and VISTA z (total) values.\n", "\n", "GPC1 z (aperture) - SUPRIME z (aperture):\n", " Number of outliers: 0\n", "GPC1 z (total) - SUPRIME z (total):\n", " Number of outliers: 0\n", "No sources have both SUPRIME z (aperture) and VISTA z (aperture) values.\n", "\n", "No sources have both SUPRIME z (total) and VISTA z (total) values.\n", "\n", "No sources have both GPC1 z (aperture) and VISTA z (aperture) values.\n", "\n", "No sources have both GPC1 z (total) and VISTA z (total) values.\n", "\n", "No sources have both Megacam y (aperture) and DECam y (aperture) values.\n", "\n", "DECam y (total) - Megacam y (total):\n", " Number of outliers: 0\n", "No sources have both Megacam y (aperture) and SUPRIME y (aperture) values.\n", "\n", "SUPRIME y (total) - Megacam y (total):\n", " Number of outliers: 0\n", "No sources have both Megacam y (aperture) and GPC1 y (aperture) values.\n", "\n", "GPC1 y (total) - Megacam y (total):\n", " Number of outliers: 0\n", "No sources have both Megacam y (aperture) and VISTA y (aperture) values.\n", "\n", "No sources have both Megacam y (total) and VISTA y (total) values.\n", "\n", "SUPRIME y (aperture) - DECam y (aperture):\n", " Number of outliers: 2\n", "SUPRIME y (total) - DECam y (total):\n", " Number of outliers: 3\n", "GPC1 y (aperture) - DECam y (aperture):\n", " Number of outliers: 7\n", "GPC1 y (total) - DECam y (total):\n", " Number of outliers: 8\n", "No sources have both DECam y (aperture) and VISTA y (aperture) values.\n", "\n", "No sources have both DECam y (total) and VISTA y (total) values.\n", "\n", "GPC1 y (aperture) - SUPRIME y (aperture):\n", " Number of outliers: 0\n", "GPC1 y (total) - SUPRIME y (total):\n", " Number of outliers: 0\n", "No sources have both SUPRIME y (aperture) and VISTA y (aperture) values.\n", "\n", "No sources have both SUPRIME y (total) and VISTA y (total) values.\n", "\n", "No sources have both GPC1 y (aperture) and VISTA y (aperture) values.\n", "\n", "No sources have both GPC1 y (total) and VISTA y (total) values.\n", "\n", "No sources have both VISTA J (aperture) and UKIDSS J (aperture) values.\n", "\n", "No sources have both VISTA J (total) and UKIDSS J (total) values.\n", "\n", "No sources have both VISTA J (aperture) and WIRCAM J (aperture) values.\n", "\n", "No sources have both VISTA J (total) and WIRCAM J (total) values.\n", "\n", "No sources have both UKIDSS J (aperture) and WIRCAM J (aperture) values.\n", "\n", "No sources have both UKIDSS J (total) and WIRCAM J (total) values.\n", "\n", "No sources have both VISTA H (aperture) and UKIDSS H (aperture) values.\n", "\n", "No sources have both VISTA H (total) and UKIDSS H (total) values.\n", "\n", "No sources have both VISTA H (aperture) and WIRCAM H (aperture) values.\n", "\n", "No sources have both VISTA H (total) and WIRCAM H (total) values.\n", "\n", "No sources have both UKIDSS H (aperture) and WIRCAM H (aperture) values.\n", "\n", "No sources have both UKIDSS H (total) and WIRCAM H (total) values.\n", "\n", "No sources have both VISTA Ks (aperture) and UKIDSS K (aperture) values.\n", "\n", "No sources have both VISTA Ks (total) and UKIDSS K (total) values.\n", "\n", "No sources have both VISTA Ks (aperture) and WIRCAM Ks (aperture) values.\n", "\n", "WIRCAM Ks (total) - VISTA Ks (total):\n", " Number of outliers: 0\n", "No sources have both UKIDSS K (aperture) and WIRCAM Ks (aperture) values.\n", "\n", "No sources have both UKIDSS K (total) and WIRCAM Ks (total) values.\n", "\n", "GPC1 g\n", " Aperture magnitude\n", " Number of flagged objects: 0\n", " Total magnitude\n", " Number of flagged objects: 0\n", "GPC1 r\n", " Aperture magnitude\n", " Number of flagged objects: 3\n", " Total magnitude\n", " Number of flagged objects: 3\n", "GPC1 i\n", " Aperture magnitude\n", " Number of flagged objects: 3\n", " Total magnitude\n", " Number of flagged objects: 4\n", "GPC1 z\n", " Aperture magnitude\n", " Number of flagged objects: 3\n", " Total magnitude\n", " Number of flagged objects: 4\n", "GPC1 y\n", " Aperture magnitude\n", " Number of flagged objects: 1\n", " Total magnitude\n", " Number of flagged objects: 1\n", "IRAC i1\n", " Aperture magnitude\n", " Number of flagged objects: 0\n", "IRAC i2\n", " Aperture magnitude\n", " Number of flagged objects: 0\n", "IRAC i3\n", " Aperture magnitude\n", " Number of flagged objects: 0\n", "IRAC i4\n", " Aperture magnitude\n", " Number of flagged objects: 0\n", "DECam g (aperture) - Megacam g (aperture):\n", " Number of outliers: 23\n", "DECam g (total) - Megacam g (total):\n", " Number of outliers: 23\n", "SUPRIME g (aperture) - Megacam g (aperture):\n", " Number of outliers: 3\n", "SUPRIME g (total) - Megacam g (total):\n", " Number of outliers: 1\n", "GPC1 g (aperture) - Megacam g (aperture):\n", " Number of outliers: 0\n", "GPC1 g (total) - Megacam g (total):\n", " Number of outliers: 2\n", "SUPRIME g (aperture) - DECam g (aperture):\n", " Number of outliers: 1\n", "SUPRIME g (total) - DECam g (total):\n", " Number of outliers: 4\n", "GPC1 g (aperture) - DECam g (aperture):\n", " Number of outliers: 0\n", "GPC1 g (total) - DECam g (total):\n", " Number of outliers: 9\n", "GPC1 g (aperture) - SUPRIME g (aperture):\n", " Number of outliers: 0\n", "GPC1 g (total) - SUPRIME g (total):\n", " Number of outliers: 0\n", "DECam r (aperture) - Megacam r (aperture):\n", " Number of outliers: 31\n", "DECam r (total) - Megacam r (total):\n", " Number of outliers: 30\n", "SUPRIME r (aperture) - Megacam r (aperture):\n", " Number of outliers: 1\n", "SUPRIME r (total) - Megacam r (total):\n", " Number of outliers: 0\n", "GPC1 r (aperture) - Megacam r (aperture):\n", " Number of outliers: 0\n", "GPC1 r (total) - Megacam r (total):\n", " Number of outliers: 6\n", "SUPRIME r (aperture) - DECam r (aperture):\n", " Number of outliers: 1\n", "SUPRIME r (total) - DECam r (total):\n", " Number of outliers: 4\n", "GPC1 r (aperture) - DECam r (aperture):\n", " Number of outliers: 0\n", "GPC1 r (total) - DECam r (total):\n", " Number of outliers: 7\n", "GPC1 r (aperture) - SUPRIME r (aperture):\n", " Number of outliers: 0\n", "GPC1 r (total) - SUPRIME r (total):\n", " Number of outliers: 0\n", "DECam i (aperture) - Megacam i (aperture):\n", " Number of outliers: 27\n", "DECam i (total) - Megacam i (total):\n", " Number of outliers: 29\n", "SUPRIME i (aperture) - Megacam i (aperture):\n", " Number of outliers: 3\n", "SUPRIME i (total) - Megacam i (total):\n", " Number of outliers: 0\n", "GPC1 i (aperture) - Megacam i (aperture):\n", " Number of outliers: 0\n", "GPC1 i (total) - Megacam i (total):\n", " Number of outliers: 0\n", "SUPRIME i (aperture) - DECam i (aperture):\n", " Number of outliers: 5\n", "SUPRIME i (total) - DECam i (total):\n", " Number of outliers: 10\n", "GPC1 i (aperture) - DECam i (aperture):\n", " Number of outliers: 0\n", "GPC1 i (total) - DECam i (total):\n", " Number of outliers: 24\n", "GPC1 i (aperture) - SUPRIME i (aperture):\n", " Number of outliers: 0\n", "GPC1 i (total) - SUPRIME i (total):\n", " Number of outliers: 0\n", "DECam z (aperture) - Megacam z (aperture):\n", " Number of outliers: 20\n", "DECam z (total) - Megacam z (total):\n", " Number of outliers: 32\n", "SUPRIME z (aperture) - Megacam z (aperture):\n", " Number of outliers: 0\n", "SUPRIME z (total) - Megacam z (total):\n", " Number of outliers: 0\n", "GPC1 z (aperture) - Megacam z (aperture):\n", " Number of outliers: 0\n", "GPC1 z (total) - Megacam z (total):\n", " Number of outliers: 0\n", "VISTA z (aperture) - Megacam z (aperture):\n", " Number of outliers: 3\n", "VISTA z (total) - Megacam z (total):\n", " Number of outliers: 1\n", "SUPRIME z (aperture) - DECam z (aperture):\n", " Number of outliers: 2\n", "SUPRIME z (total) - DECam z (total):\n", " Number of outliers: 6\n", "GPC1 z (aperture) - DECam z (aperture):\n", " Number of outliers: 0\n", "GPC1 z (total) - DECam z (total):\n", " Number of outliers: 0\n", "VISTA z (aperture) - DECam z (aperture):\n", " Number of outliers: 19\n", "VISTA z (total) - DECam z (total):\n", " Number of outliers: 35\n", "GPC1 z (aperture) - SUPRIME z (aperture):\n", " Number of outliers: 0\n", "GPC1 z (total) - SUPRIME z (total):\n", " Number of outliers: 0\n", "VISTA z (aperture) - SUPRIME z (aperture):\n", " Number of outliers: 4\n", "VISTA z (total) - SUPRIME z (total):\n", " Number of outliers: 0\n", "VISTA z (aperture) - GPC1 z (aperture):\n", " Number of outliers: 0\n", "VISTA z (total) - GPC1 z (total):\n", " Number of outliers: 0\n", "DECam y (aperture) - Megacam y (aperture):\n", " Number of outliers: 0\n", "DECam y (total) - Megacam y (total):\n", " Number of outliers: 0\n", "SUPRIME y (aperture) - Megacam y (aperture):\n", " Number of outliers: 0\n", "SUPRIME y (total) - Megacam y (total):\n", " Number of outliers: 0\n", "GPC1 y (aperture) - Megacam y (aperture):\n", " Number of outliers: 0\n", "GPC1 y (total) - Megacam y (total):\n", " Number of outliers: 0\n", "VISTA y (aperture) - Megacam y (aperture):\n", " Number of outliers: 0\n", "VISTA y (total) - Megacam y (total):\n", " Number of outliers: 0\n", "SUPRIME y (aperture) - DECam y (aperture):\n", " Number of outliers: 1\n", "SUPRIME y (total) - DECam y (total):\n", " Number of outliers: 5\n", "GPC1 y (aperture) - DECam y (aperture):\n", " Number of outliers: 2\n", "GPC1 y (total) - DECam y (total):\n", " Number of outliers: 2\n", "VISTA y (aperture) - DECam y (aperture):\n", " Number of outliers: 5\n", "VISTA y (total) - DECam y (total):\n", " Number of outliers: 3\n", "GPC1 y (aperture) - SUPRIME y (aperture):\n", " Number of outliers: 0\n", "GPC1 y (total) - SUPRIME y (total):\n", " Number of outliers: 0\n", "VISTA y (aperture) - SUPRIME y (aperture):\n", " Number of outliers: 1\n", "VISTA y (total) - SUPRIME y (total):\n", " Number of outliers: 1\n", "VISTA y (aperture) - GPC1 y (aperture):\n", " Number of outliers: 0\n", "VISTA y (total) - GPC1 y (total):\n", " Number of outliers: 0\n", "UKIDSS J (aperture) - VISTA J (aperture):\n", " Number of outliers: 0\n", "UKIDSS J (total) - VISTA J (total):\n", " Number of outliers: 0\n", "WIRCAM J (aperture) - VISTA J (aperture):\n", " Number of outliers: 0\n", "WIRCAM J (total) - VISTA J (total):\n", " Number of outliers: 2\n", "WIRCAM J (aperture) - UKIDSS J (aperture):\n", " Number of outliers: 2\n", "WIRCAM J (total) - UKIDSS J (total):\n", " Number of outliers: 0\n", "No sources have both VISTA H (aperture) and UKIDSS H (aperture) values.\n", "\n", "No sources have both VISTA H (total) and UKIDSS H (total) values.\n", "\n", "WIRCAM H (aperture) - VISTA H (aperture):\n", " Number of outliers: 0\n", "WIRCAM H (total) - VISTA H (total):\n", " Number of outliers: 3\n", "No sources have both UKIDSS H (aperture) and WIRCAM H (aperture) values.\n", "\n", "No sources have both UKIDSS H (total) and WIRCAM H (total) values.\n", "\n", "UKIDSS K (aperture) - VISTA Ks (aperture):\n", " Number of outliers: 0\n", "UKIDSS K (total) - VISTA Ks (total):\n", " Number of outliers: 0\n", "WIRCAM Ks (aperture) - VISTA Ks (aperture):\n", " Number of outliers: 0\n", "WIRCAM Ks (total) - VISTA Ks (total):\n", " Number of outliers: 4\n", "WIRCAM Ks (aperture) - UKIDSS K (aperture):\n", " Number of outliers: 1\n", "WIRCAM Ks (total) - UKIDSS K (total):\n", " Number of outliers: 0\n", "GPC1 g\n", " Aperture magnitude\n", " Number of flagged objects: 2\n", " Total magnitude\n", " Number of flagged objects: 2\n", "GPC1 r\n", " Aperture magnitude\n", " Number of flagged objects: 2\n", " Total magnitude\n", " Number of flagged objects: 5\n", "GPC1 i\n", " Aperture magnitude\n", " Number of flagged objects: 6\n", " Total magnitude\n", " Number of flagged objects: 6\n", "GPC1 z\n", " Aperture magnitude\n", " Number of flagged objects: 4\n", " Total magnitude\n", " Number of flagged objects: 3\n", "GPC1 y\n", " Aperture magnitude\n", " Number of flagged objects: 2\n", " Total magnitude\n", " Number of flagged objects: 2\n", "IRAC i1\n", " Aperture magnitude\n", " Number of flagged objects: 0\n", "IRAC i2\n", " Aperture magnitude\n", " Number of flagged objects: 0\n", "IRAC i3\n", " Aperture magnitude\n", " Number of flagged objects: 0\n", "IRAC i4\n", " Aperture magnitude\n", " Number of flagged objects: 0\n", "DECam g (aperture) - Megacam g (aperture):\n", " Number of outliers: 21\n", "DECam g (total) - Megacam g (total):\n", " Number of outliers: 29\n", "SUPRIME g (aperture) - Megacam g (aperture):\n", " Number of outliers: 3\n", "SUPRIME g (total) - Megacam g (total):\n", " Number of outliers: 1\n", "GPC1 g (aperture) - Megacam g (aperture):\n", " Number of outliers: 0\n", "GPC1 g (total) - Megacam g (total):\n", " Number of outliers: 0\n", "SUPRIME g (aperture) - DECam g (aperture):\n", " Number of outliers: 1\n", "SUPRIME g (total) - DECam g (total):\n", " Number of outliers: 6\n", "GPC1 g (aperture) - DECam g (aperture):\n", " Number of outliers: 0\n", "GPC1 g (total) - DECam g (total):\n", " Number of outliers: 12\n", "GPC1 g (aperture) - SUPRIME g (aperture):\n", " Number of outliers: 0\n", "GPC1 g (total) - SUPRIME g (total):\n", " Number of outliers: 0\n", "DECam r (aperture) - Megacam r (aperture):\n", " Number of outliers: 27\n", "DECam r (total) - Megacam r (total):\n", " Number of outliers: 30\n", "SUPRIME r (aperture) - Megacam r (aperture):\n", " Number of outliers: 0\n", "SUPRIME r (total) - Megacam r (total):\n", " Number of outliers: 0\n", "GPC1 r (aperture) - Megacam r (aperture):\n", " Number of outliers: 0\n", "GPC1 r (total) - Megacam r (total):\n", " Number of outliers: 9\n", "SUPRIME r (aperture) - DECam r (aperture):\n", " Number of outliers: 1\n", "SUPRIME r (total) - DECam r (total):\n", " Number of outliers: 3\n", "GPC1 r (aperture) - DECam r (aperture):\n", " Number of outliers: 0\n", "GPC1 r (total) - DECam r (total):\n", " Number of outliers: 34\n", "GPC1 r (aperture) - SUPRIME r (aperture):\n", " Number of outliers: 0\n", "GPC1 r (total) - SUPRIME r (total):\n", " Number of outliers: 0\n", "DECam i (aperture) - Megacam i (aperture):\n", " Number of outliers: 40\n", "DECam i (total) - Megacam i (total):\n", " Number of outliers: 42\n", "SUPRIME i (aperture) - Megacam i (aperture):\n", " Number of outliers: 5\n", "SUPRIME i (total) - Megacam i (total):\n", " Number of outliers: 0\n", "GPC1 i (aperture) - Megacam i (aperture):\n", " Number of outliers: 0\n", "GPC1 i (total) - Megacam i (total):\n", " Number of outliers: 1\n", "SUPRIME i (aperture) - DECam i (aperture):\n", " Number of outliers: 4\n", "SUPRIME i (total) - DECam i (total):\n", " Number of outliers: 12\n", "GPC1 i (aperture) - DECam i (aperture):\n", " Number of outliers: 0\n", "GPC1 i (total) - DECam i (total):\n", " Number of outliers: 49\n", "GPC1 i (aperture) - SUPRIME i (aperture):\n", " Number of outliers: 0\n", "GPC1 i (total) - SUPRIME i (total):\n", " Number of outliers: 0\n", "DECam z (aperture) - Megacam z (aperture):\n", " Number of outliers: 23\n", "DECam z (total) - Megacam z (total):\n", " Number of outliers: 44\n", "SUPRIME z (aperture) - Megacam z (aperture):\n", " Number of outliers: 0\n", "SUPRIME z (total) - Megacam z (total):\n", " Number of outliers: 0\n", "GPC1 z (aperture) - Megacam z (aperture):\n", " Number of outliers: 0\n", "GPC1 z (total) - Megacam z (total):\n", " Number of outliers: 6\n", "VISTA z (aperture) - Megacam z (aperture):\n", " Number of outliers: 2\n", "VISTA z (total) - Megacam z (total):\n", " Number of outliers: 1\n", "SUPRIME z (aperture) - DECam z (aperture):\n", " Number of outliers: 0\n", "SUPRIME z (total) - DECam z (total):\n", " Number of outliers: 5\n", "GPC1 z (aperture) - DECam z (aperture):\n", " Number of outliers: 0\n", "GPC1 z (total) - DECam z (total):\n", " Number of outliers: 8\n", "VISTA z (aperture) - DECam z (aperture):\n", " Number of outliers: 18\n", "VISTA z (total) - DECam z (total):\n", " Number of outliers: 31\n", "GPC1 z (aperture) - SUPRIME z (aperture):\n", " Number of outliers: 0\n", "GPC1 z (total) - SUPRIME z (total):\n", " Number of outliers: 0\n", "VISTA z (aperture) - SUPRIME z (aperture):\n", " Number of outliers: 1\n", "VISTA z (total) - SUPRIME z (total):\n", " Number of outliers: 1\n", "VISTA z (aperture) - GPC1 z (aperture):\n", " Number of outliers: 1\n", "VISTA z (total) - GPC1 z (total):\n", " Number of outliers: 1\n", "DECam y (aperture) - Megacam y (aperture):\n", " Number of outliers: 0\n", "DECam y (total) - Megacam y (total):\n", " Number of outliers: 0\n", "SUPRIME y (aperture) - Megacam y (aperture):\n", " Number of outliers: 0\n", "SUPRIME y (total) - Megacam y (total):\n", " Number of outliers: 0\n", "GPC1 y (aperture) - Megacam y (aperture):\n", " Number of outliers: 0\n", "GPC1 y (total) - Megacam y (total):\n", " Number of outliers: 0\n", "No sources have both Megacam y (aperture) and VISTA y (aperture) values.\n", "\n", "VISTA y (total) - Megacam y (total):\n", " Number of outliers: 0\n", "SUPRIME y (aperture) - DECam y (aperture):\n", " Number of outliers: 1\n", "SUPRIME y (total) - DECam y (total):\n", " Number of outliers: 2\n", "GPC1 y (aperture) - DECam y (aperture):\n", " Number of outliers: 5\n", "GPC1 y (total) - DECam y (total):\n", " Number of outliers: 1\n", "VISTA y (aperture) - DECam y (aperture):\n", " Number of outliers: 4\n", "VISTA y (total) - DECam y (total):\n", " Number of outliers: 4\n", "GPC1 y (aperture) - SUPRIME y (aperture):\n", " Number of outliers: 0\n", "GPC1 y (total) - SUPRIME y (total):\n", " Number of outliers: 0\n", "VISTA y (aperture) - SUPRIME y (aperture):\n", " Number of outliers: 0\n", "VISTA y (total) - SUPRIME y (total):\n", " Number of outliers: 0\n", "VISTA y (aperture) - GPC1 y (aperture):\n", " Number of outliers: 0\n", "VISTA y (total) - GPC1 y (total):\n", " Number of outliers: 0\n", "UKIDSS J (aperture) - VISTA J (aperture):\n", " Number of outliers: 0\n", "UKIDSS J (total) - VISTA J (total):\n", " Number of outliers: 0\n", "No sources have both VISTA J (aperture) and WIRCAM J (aperture) values.\n", "\n", "No sources have both VISTA J (total) and WIRCAM J (total) values.\n", "\n", "No sources have both UKIDSS J (aperture) and WIRCAM J (aperture) values.\n", "\n", "No sources have both UKIDSS J (total) and WIRCAM J (total) values.\n", "\n", "No sources have both VISTA H (aperture) and UKIDSS H (aperture) values.\n", "\n", "No sources have both VISTA H (total) and UKIDSS H (total) values.\n", "\n", "No sources have both VISTA H (aperture) and WIRCAM H (aperture) values.\n", "\n", "No sources have both VISTA H (total) and WIRCAM H (total) values.\n", "\n", "No sources have both UKIDSS H (aperture) and WIRCAM H (aperture) values.\n", "\n", "No sources have both UKIDSS H (total) and WIRCAM H (total) values.\n", "\n", "UKIDSS K (aperture) - VISTA Ks (aperture):\n", " Number of outliers: 0\n", "UKIDSS K (total) - VISTA Ks (total):\n", " Number of outliers: 0\n", "No sources have both VISTA Ks (aperture) and WIRCAM Ks (aperture) values.\n", "\n", "WIRCAM Ks (total) - VISTA Ks (total):\n", " Number of outliers: 1\n", "No sources have both UKIDSS K (aperture) and WIRCAM Ks (aperture) values.\n", "\n", "WIRCAM Ks (total) - UKIDSS K (total):\n", " Number of outliers: 0\n", "GPC1 g\n", " Aperture magnitude\n", " Number of flagged objects: 4\n", " Total magnitude\n", " Number of flagged objects: 4\n", "GPC1 r\n", " Aperture magnitude\n", " Number of flagged objects: 4\n", " Total magnitude\n", " Number of flagged objects: 3\n", "GPC1 i\n", " Aperture magnitude\n", " Number of flagged objects: 2\n", " Total magnitude\n", " Number of flagged objects: 2\n", "GPC1 z\n", " Aperture magnitude\n", " Number of flagged objects: 2\n", " Total magnitude\n", " Number of flagged objects: 2\n", "GPC1 y\n", " Aperture magnitude\n", " Number of flagged objects: 2\n", " Total magnitude\n", " Number of flagged objects: 3\n", "IRAC i1\n", " Aperture magnitude\n", " Number of flagged objects: 0\n", "IRAC i2\n", " Aperture magnitude\n", " Number of flagged objects: 0\n", "IRAC i3\n", " Aperture magnitude\n", " Number of flagged objects: 0\n", "IRAC i4\n", " Aperture magnitude\n", " Number of flagged objects: 0\n", "DECam g (aperture) - Megacam g (aperture):\n", " Number of outliers: 17\n", "DECam g (total) - Megacam g (total):\n", " Number of outliers: 34\n", "SUPRIME g (aperture) - Megacam g (aperture):\n", " Number of outliers: 0\n", "SUPRIME g (total) - Megacam g (total):\n", " Number of outliers: 1\n", "GPC1 g (aperture) - Megacam g (aperture):\n", " Number of outliers: 0\n", "GPC1 g (total) - Megacam g (total):\n", " Number of outliers: 2\n", "SUPRIME g (aperture) - DECam g (aperture):\n", " Number of outliers: 0\n", "SUPRIME g (total) - DECam g (total):\n", " Number of outliers: 2\n", "GPC1 g (aperture) - DECam g (aperture):\n", " Number of outliers: 0\n", "GPC1 g (total) - DECam g (total):\n", " Number of outliers: 12\n", "GPC1 g (aperture) - SUPRIME g (aperture):\n", " Number of outliers: 0\n", "GPC1 g (total) - SUPRIME g (total):\n", " Number of outliers: 0\n", "DECam r (aperture) - Megacam r (aperture):\n", " Number of outliers: 18\n", "DECam r (total) - Megacam r (total):\n", " Number of outliers: 25\n", "SUPRIME r (aperture) - Megacam r (aperture):\n", " Number of outliers: 0\n", "SUPRIME r (total) - Megacam r (total):\n", " Number of outliers: 1\n", "GPC1 r (aperture) - Megacam r (aperture):\n", " Number of outliers: 0\n", "GPC1 r (total) - Megacam r (total):\n", " Number of outliers: 6\n", "SUPRIME r (aperture) - DECam r (aperture):\n", " Number of outliers: 0\n", "SUPRIME r (total) - DECam r (total):\n", " Number of outliers: 2\n", "GPC1 r (aperture) - DECam r (aperture):\n", " Number of outliers: 0\n", "GPC1 r (total) - DECam r (total):\n", " Number of outliers: 13\n", "GPC1 r (aperture) - SUPRIME r (aperture):\n", " Number of outliers: 0\n", "GPC1 r (total) - SUPRIME r (total):\n", " Number of outliers: 0\n", "DECam i (aperture) - Megacam i (aperture):\n", " Number of outliers: 27\n", "DECam i (total) - Megacam i (total):\n", " Number of outliers: 46\n", "SUPRIME i (aperture) - Megacam i (aperture):\n", " Number of outliers: 7\n", "SUPRIME i (total) - Megacam i (total):\n", " Number of outliers: 0\n", "GPC1 i (aperture) - Megacam i (aperture):\n", " Number of outliers: 0\n", "GPC1 i (total) - Megacam i (total):\n", " Number of outliers: 0\n", "SUPRIME i (aperture) - DECam i (aperture):\n", " Number of outliers: 3\n", "SUPRIME i (total) - DECam i (total):\n", " Number of outliers: 7\n", "GPC1 i (aperture) - DECam i (aperture):\n", " Number of outliers: 0\n", "GPC1 i (total) - DECam i (total):\n", " Number of outliers: 43\n", "GPC1 i (aperture) - SUPRIME i (aperture):\n", " Number of outliers: 0\n", "GPC1 i (total) - SUPRIME i (total):\n", " Number of outliers: 0\n", "DECam z (aperture) - Megacam z (aperture):\n", " Number of outliers: 14\n", "DECam z (total) - Megacam z (total):\n", " Number of outliers: 40\n", "SUPRIME z (aperture) - Megacam z (aperture):\n", " Number of outliers: 0\n", "SUPRIME z (total) - Megacam z (total):\n", " Number of outliers: 0\n", "GPC1 z (aperture) - Megacam z (aperture):\n", " Number of outliers: 0\n", "GPC1 z (total) - Megacam z (total):\n", " Number of outliers: 0\n", "VISTA z (aperture) - Megacam z (aperture):\n", " Number of outliers: 9\n", "VISTA z (total) - Megacam z (total):\n", " Number of outliers: 1\n", "SUPRIME z (aperture) - DECam z (aperture):\n", " Number of outliers: 0\n", "SUPRIME z (total) - DECam z (total):\n", " Number of outliers: 3\n", "GPC1 z (aperture) - DECam z (aperture):\n", " Number of outliers: 0\n", "GPC1 z (total) - DECam z (total):\n", " Number of outliers: 0\n", "VISTA z (aperture) - DECam z (aperture):\n", " Number of outliers: 15\n", "VISTA z (total) - DECam z (total):\n", " Number of outliers: 29\n", "GPC1 z (aperture) - SUPRIME z (aperture):\n", " Number of outliers: 0\n", "GPC1 z (total) - SUPRIME z (total):\n", " Number of outliers: 0\n", "VISTA z (aperture) - SUPRIME z (aperture):\n", " Number of outliers: 0\n", "VISTA z (total) - SUPRIME z (total):\n", " Number of outliers: 0\n", "VISTA z (aperture) - GPC1 z (aperture):\n", " Number of outliers: 0\n", "VISTA z (total) - GPC1 z (total):\n", " Number of outliers: 0\n", "DECam y (aperture) - Megacam y (aperture):\n", " Number of outliers: 0\n", "DECam y (total) - Megacam y (total):\n", " Number of outliers: 0\n", "SUPRIME y (aperture) - Megacam y (aperture):\n", " Number of outliers: 0\n", "SUPRIME y (total) - Megacam y (total):\n", " Number of outliers: 0\n", "GPC1 y (aperture) - Megacam y (aperture):\n", " Number of outliers: 0\n", "GPC1 y (total) - Megacam y (total):\n", " Number of outliers: 0\n", "No sources have both Megacam y (aperture) and VISTA y (aperture) values.\n", "\n", "No sources have both Megacam y (total) and VISTA y (total) values.\n", "\n", "SUPRIME y (aperture) - DECam y (aperture):\n", " Number of outliers: 0\n", "SUPRIME y (total) - DECam y (total):\n", " Number of outliers: 0\n", "GPC1 y (aperture) - DECam y (aperture):\n", " Number of outliers: 3\n", "GPC1 y (total) - DECam y (total):\n", " Number of outliers: 0\n", "VISTA y (aperture) - DECam y (aperture):\n", " Number of outliers: 4\n", "VISTA y (total) - DECam y (total):\n", " Number of outliers: 2\n", "GPC1 y (aperture) - SUPRIME y (aperture):\n", " Number of outliers: 0\n", "GPC1 y (total) - SUPRIME y (total):\n", " Number of outliers: 0\n", "VISTA y (aperture) - SUPRIME y (aperture):\n", " Number of outliers: 0\n", "VISTA y (total) - SUPRIME y (total):\n", " Number of outliers: 0\n", "VISTA y (aperture) - GPC1 y (aperture):\n", " Number of outliers: 0\n", "VISTA y (total) - GPC1 y (total):\n", " Number of outliers: 0\n", "UKIDSS J (aperture) - VISTA J (aperture):\n", " Number of outliers: 0\n", "UKIDSS J (total) - VISTA J (total):\n", " Number of outliers: 8\n", "No sources have both VISTA J (aperture) and WIRCAM J (aperture) values.\n", "\n", "No sources have both VISTA J (total) and WIRCAM J (total) values.\n", "\n", "No sources have both UKIDSS J (aperture) and WIRCAM J (aperture) values.\n", "\n", "No sources have both UKIDSS J (total) and WIRCAM J (total) values.\n", "\n", "UKIDSS H (aperture) - VISTA H (aperture):\n", " Number of outliers: 0\n", "UKIDSS H (total) - VISTA H (total):\n", " Number of outliers: 3\n", "No sources have both VISTA H (aperture) and WIRCAM H (aperture) values.\n", "\n", "No sources have both VISTA H (total) and WIRCAM H (total) values.\n", "\n", "No sources have both UKIDSS H (aperture) and WIRCAM H (aperture) values.\n", "\n", "No sources have both UKIDSS H (total) and WIRCAM H (total) values.\n", "\n", "UKIDSS K (aperture) - VISTA Ks (aperture):\n", " Number of outliers: 0\n", "UKIDSS K (total) - VISTA Ks (total):\n", " Number of outliers: 1\n", "No sources have both VISTA Ks (aperture) and WIRCAM Ks (aperture) values.\n", "\n", "WIRCAM Ks (total) - VISTA Ks (total):\n", " Number of outliers: 0\n", "No sources have both UKIDSS K (aperture) and WIRCAM Ks (aperture) values.\n", "\n", "WIRCAM Ks (total) - UKIDSS K (total):\n", " Number of outliers: 0\n", "GPC1 g\n", " Aperture magnitude\n", " Number of flagged objects: 3\n", " Total magnitude\n", " Number of flagged objects: 2\n", "GPC1 r\n", " Aperture magnitude\n", " Number of flagged objects: 7\n", " Total magnitude\n", " Number of flagged objects: 6\n", "GPC1 i\n", " Aperture magnitude\n", " Number of flagged objects: 1\n", " Total magnitude\n", " Number of flagged objects: 1\n", "GPC1 z\n", " Aperture magnitude\n", " Number of flagged objects: 3\n", " Total magnitude\n", " Number of flagged objects: 3\n", "GPC1 y\n", " Aperture magnitude\n", " Number of flagged objects: 2\n", " Total magnitude\n", " Number of flagged objects: 1\n", "IRAC i1\n", " Aperture magnitude\n", " Number of flagged objects: 0\n", "IRAC i2\n", " Aperture magnitude\n", " Number of flagged objects: 0\n", "IRAC i3\n", " Aperture magnitude\n", " Number of flagged objects: 0\n", "IRAC i4\n", " Aperture magnitude\n", " Number of flagged objects: 0\n", "DECam g (aperture) - Megacam g (aperture):\n", " Number of outliers: 22\n", "DECam g (total) - Megacam g (total):\n", " Number of outliers: 26\n", "SUPRIME g (aperture) - Megacam g (aperture):\n", " Number of outliers: 3\n", "SUPRIME g (total) - Megacam g (total):\n", " Number of outliers: 1\n", "GPC1 g (aperture) - Megacam g (aperture):\n", " Number of outliers: 0\n", "GPC1 g (total) - Megacam g (total):\n", " Number of outliers: 0\n", "SUPRIME g (aperture) - DECam g (aperture):\n", " Number of outliers: 0\n", "SUPRIME g (total) - DECam g (total):\n", " Number of outliers: 2\n", "GPC1 g (aperture) - DECam g (aperture):\n", " Number of outliers: 0\n", "GPC1 g (total) - DECam g (total):\n", " Number of outliers: 18\n", "GPC1 g (aperture) - SUPRIME g (aperture):\n", " Number of outliers: 0\n", "GPC1 g (total) - SUPRIME g (total):\n", " Number of outliers: 0\n", "DECam r (aperture) - Megacam r (aperture):\n", " Number of outliers: 36\n", "DECam r (total) - Megacam r (total):\n", " Number of outliers: 38\n", "SUPRIME r (aperture) - Megacam r (aperture):\n", " Number of outliers: 2\n", "SUPRIME r (total) - Megacam r (total):\n", " Number of outliers: 1\n", "GPC1 r (aperture) - Megacam r (aperture):\n", " Number of outliers: 0\n", "GPC1 r (total) - Megacam r (total):\n", " Number of outliers: 0\n", "SUPRIME r (aperture) - DECam r (aperture):\n", " Number of outliers: 0\n", "SUPRIME r (total) - DECam r (total):\n", " Number of outliers: 1\n", "GPC1 r (aperture) - DECam r (aperture):\n", " Number of outliers: 0\n", "GPC1 r (total) - DECam r (total):\n", " Number of outliers: 1\n", "GPC1 r (aperture) - SUPRIME r (aperture):\n", " Number of outliers: 0\n", "GPC1 r (total) - SUPRIME r (total):\n", " Number of outliers: 1\n", "DECam i (aperture) - Megacam i (aperture):\n", " Number of outliers: 44\n", "DECam i (total) - Megacam i (total):\n", " Number of outliers: 58\n", "SUPRIME i (aperture) - Megacam i (aperture):\n", " Number of outliers: 1\n", "SUPRIME i (total) - Megacam i (total):\n", " Number of outliers: 2\n", "GPC1 i (aperture) - Megacam i (aperture):\n", " Number of outliers: 0\n", "GPC1 i (total) - Megacam i (total):\n", " Number of outliers: 0\n", "SUPRIME i (aperture) - DECam i (aperture):\n", " Number of outliers: 1\n", "SUPRIME i (total) - DECam i (total):\n", " Number of outliers: 3\n", "GPC1 i (aperture) - DECam i (aperture):\n", " Number of outliers: 0\n", "GPC1 i (total) - DECam i (total):\n", " Number of outliers: 14\n", "GPC1 i (aperture) - SUPRIME i (aperture):\n", " Number of outliers: 0\n", "GPC1 i (total) - SUPRIME i (total):\n", " Number of outliers: 0\n", "DECam z (aperture) - Megacam z (aperture):\n", " Number of outliers: 17\n", "DECam z (total) - Megacam z (total):\n", " Number of outliers: 58\n", "SUPRIME z (aperture) - Megacam z (aperture):\n", " Number of outliers: 0\n", "SUPRIME z (total) - Megacam z (total):\n", " Number of outliers: 0\n", "GPC1 z (aperture) - Megacam z (aperture):\n", " Number of outliers: 0\n", "GPC1 z (total) - Megacam z (total):\n", " Number of outliers: 2\n", "No sources have both Megacam z (aperture) and VISTA z (aperture) values.\n", "\n", "No sources have both Megacam z (total) and VISTA z (total) values.\n", "\n", "SUPRIME z (aperture) - DECam z (aperture):\n", " Number of outliers: 0\n", "SUPRIME z (total) - DECam z (total):\n", " Number of outliers: 1\n", "GPC1 z (aperture) - DECam z (aperture):\n", " Number of outliers: 0\n", "GPC1 z (total) - DECam z (total):\n", " Number of outliers: 23\n", "No sources have both DECam z (aperture) and VISTA z (aperture) values.\n", "\n", "No sources have both DECam z (total) and VISTA z (total) values.\n", "\n", "GPC1 z (aperture) - SUPRIME z (aperture):\n", " Number of outliers: 0\n", "GPC1 z (total) - SUPRIME z (total):\n", " Number of outliers: 0\n", "No sources have both SUPRIME z (aperture) and VISTA z (aperture) values.\n", "\n", "No sources have both SUPRIME z (total) and VISTA z (total) values.\n", "\n", "No sources have both GPC1 z (aperture) and VISTA z (aperture) values.\n", "\n", "No sources have both GPC1 z (total) and VISTA z (total) values.\n", "\n", "No sources have both Megacam y (aperture) and DECam y (aperture) values.\n", "\n", "DECam y (total) - Megacam y (total):\n", " Number of outliers: 0\n", "No sources have both Megacam y (aperture) and SUPRIME y (aperture) values.\n", "\n", "SUPRIME y (total) - Megacam y (total):\n", " Number of outliers: 0\n", "No sources have both Megacam y (aperture) and GPC1 y (aperture) values.\n", "\n", "GPC1 y (total) - Megacam y (total):\n", " Number of outliers: 0\n", "No sources have both Megacam y (aperture) and VISTA y (aperture) values.\n", "\n", "No sources have both Megacam y (total) and VISTA y (total) values.\n", "\n", "SUPRIME y (aperture) - DECam y (aperture):\n", " Number of outliers: 0\n", "SUPRIME y (total) - DECam y (total):\n", " Number of outliers: 1\n", "GPC1 y (aperture) - DECam y (aperture):\n", " Number of outliers: 1\n", "GPC1 y (total) - DECam y (total):\n", " Number of outliers: 0\n", "No sources have both DECam y (aperture) and VISTA y (aperture) values.\n", "\n", "No sources have both DECam y (total) and VISTA y (total) values.\n", "\n", "GPC1 y (aperture) - SUPRIME y (aperture):\n", " Number of outliers: 0\n", "GPC1 y (total) - SUPRIME y (total):\n", " Number of outliers: 0\n", "No sources have both SUPRIME y (aperture) and VISTA y (aperture) values.\n", "\n", "No sources have both SUPRIME y (total) and VISTA y (total) values.\n", "\n", "No sources have both GPC1 y (aperture) and VISTA y (aperture) values.\n", "\n", "No sources have both GPC1 y (total) and VISTA y (total) values.\n", "\n", "No sources have both VISTA J (aperture) and UKIDSS J (aperture) values.\n", "\n", "No sources have both VISTA J (total) and UKIDSS J (total) values.\n", "\n", "No sources have both VISTA J (aperture) and WIRCAM J (aperture) values.\n", "\n", "No sources have both VISTA J (total) and WIRCAM J (total) values.\n", "\n", "No sources have both UKIDSS J (aperture) and WIRCAM J (aperture) values.\n", "\n", "No sources have both UKIDSS J (total) and WIRCAM J (total) values.\n", "\n", "No sources have both VISTA H (aperture) and UKIDSS H (aperture) values.\n", "\n", "No sources have both VISTA H (total) and UKIDSS H (total) values.\n", "\n", "No sources have both VISTA H (aperture) and WIRCAM H (aperture) values.\n", "\n", "No sources have both VISTA H (total) and WIRCAM H (total) values.\n", "\n", "No sources have both UKIDSS H (aperture) and WIRCAM H (aperture) values.\n", "\n", "No sources have both UKIDSS H (total) and WIRCAM H (total) values.\n", "\n", "No sources have both VISTA Ks (aperture) and UKIDSS K (aperture) values.\n", "\n", "No sources have both VISTA Ks (total) and UKIDSS K (total) values.\n", "\n", "No sources have both VISTA Ks (aperture) and WIRCAM Ks (aperture) values.\n", "\n", "WIRCAM Ks (total) - VISTA Ks (total):\n", " Number of outliers: 0\n", "No sources have both UKIDSS K (aperture) and WIRCAM Ks (aperture) values.\n", "\n", "No sources have both UKIDSS K (total) and WIRCAM Ks (total) values.\n", "\n", "GPC1 g\n", " Aperture magnitude\n", " Number of flagged objects: 6\n", " Total magnitude\n", " Number of flagged objects: 7\n", "GPC1 r\n", " Aperture magnitude\n", " Number of flagged objects: 11\n", " Total magnitude\n", " Number of flagged objects: 11\n", "GPC1 i\n", " Aperture magnitude\n", " Number of flagged objects: 3\n", " Total magnitude\n", " Number of flagged objects: 5\n", "GPC1 z\n", " Aperture magnitude\n", " Number of flagged objects: 4\n", " Total magnitude\n", " Number of flagged objects: 4\n", "GPC1 y\n", " Aperture magnitude\n", " Number of flagged objects: 1\n", " Total magnitude\n", " Number of flagged objects: 1\n", "IRAC i1\n", " Aperture magnitude\n", " Number of flagged objects: 0\n", "IRAC i2\n", " Aperture magnitude\n", " Number of flagged objects: 0\n", "IRAC i3\n", " Aperture magnitude\n", " Number of flagged objects: 0\n", "IRAC i4\n", " Aperture magnitude\n", " Number of flagged objects: 0\n", "DECam g (aperture) - Megacam g (aperture):\n", " Number of outliers: 24\n", "DECam g (total) - Megacam g (total):\n", " Number of outliers: 44\n", "SUPRIME g (aperture) - Megacam g (aperture):\n", " Number of outliers: 8\n", "SUPRIME g (total) - Megacam g (total):\n", " Number of outliers: 4\n", "GPC1 g (aperture) - Megacam g (aperture):\n", " Number of outliers: 0\n", "GPC1 g (total) - Megacam g (total):\n", " Number of outliers: 1\n", "SUPRIME g (aperture) - DECam g (aperture):\n", " Number of outliers: 1\n", "SUPRIME g (total) - DECam g (total):\n", " Number of outliers: 11\n", "GPC1 g (aperture) - DECam g (aperture):\n", " Number of outliers: 0\n", "GPC1 g (total) - DECam g (total):\n", " Number of outliers: 15\n", "GPC1 g (aperture) - SUPRIME g (aperture):\n", " Number of outliers: 0\n", "GPC1 g (total) - SUPRIME g (total):\n", " Number of outliers: 0\n", "DECam r (aperture) - Megacam r (aperture):\n", " Number of outliers: 33\n", "DECam r (total) - Megacam r (total):\n", " Number of outliers: 34\n", "SUPRIME r (aperture) - Megacam r (aperture):\n", " Number of outliers: 5\n", "SUPRIME r (total) - Megacam r (total):\n", " Number of outliers: 4\n", "GPC1 r (aperture) - Megacam r (aperture):\n", " Number of outliers: 0\n", "GPC1 r (total) - Megacam r (total):\n", " Number of outliers: 0\n", "SUPRIME r (aperture) - DECam r (aperture):\n", " Number of outliers: 0\n", "SUPRIME r (total) - DECam r (total):\n", " Number of outliers: 4\n", "GPC1 r (aperture) - DECam r (aperture):\n", " Number of outliers: 0\n", "GPC1 r (total) - DECam r (total):\n", " Number of outliers: 24\n", "GPC1 r (aperture) - SUPRIME r (aperture):\n", " Number of outliers: 0\n", "GPC1 r (total) - SUPRIME r (total):\n", " Number of outliers: 0\n", "DECam i (aperture) - Megacam i (aperture):\n", " Number of outliers: 46\n", "DECam i (total) - Megacam i (total):\n", " Number of outliers: 61\n", "SUPRIME i (aperture) - Megacam i (aperture):\n", " Number of outliers: 6\n", "SUPRIME i (total) - Megacam i (total):\n", " Number of outliers: 6\n", "GPC1 i (aperture) - Megacam i (aperture):\n", " Number of outliers: 0\n", "GPC1 i (total) - Megacam i (total):\n", " Number of outliers: 0\n", "SUPRIME i (aperture) - DECam i (aperture):\n", " Number of outliers: 7\n", "SUPRIME i (total) - DECam i (total):\n", " Number of outliers: 19\n", "GPC1 i (aperture) - DECam i (aperture):\n", " Number of outliers: 0\n", "GPC1 i (total) - DECam i (total):\n", " Number of outliers: 46\n", "GPC1 i (aperture) - SUPRIME i (aperture):\n", " Number of outliers: 0\n", "GPC1 i (total) - SUPRIME i (total):\n", " Number of outliers: 1\n", "DECam z (aperture) - Megacam z (aperture):\n", " Number of outliers: 38\n", "DECam z (total) - Megacam z (total):\n", " Number of outliers: 51\n", "SUPRIME z (aperture) - Megacam z (aperture):\n", " Number of outliers: 1\n", "SUPRIME z (total) - Megacam z (total):\n", " Number of outliers: 0\n", "GPC1 z (aperture) - Megacam z (aperture):\n", " Number of outliers: 0\n", "GPC1 z (total) - Megacam z (total):\n", " Number of outliers: 0\n", "No sources have both Megacam z (aperture) and VISTA z (aperture) values.\n", "\n", "No sources have both Megacam z (total) and VISTA z (total) values.\n", "\n", "SUPRIME z (aperture) - DECam z (aperture):\n", " Number of outliers: 0\n", "SUPRIME z (total) - DECam z (total):\n", " Number of outliers: 11\n", "GPC1 z (aperture) - DECam z (aperture):\n", " Number of outliers: 0\n", "GPC1 z (total) - DECam z (total):\n", " Number of outliers: 16\n", "No sources have both DECam z (aperture) and VISTA z (aperture) values.\n", "\n", "No sources have both DECam z (total) and VISTA z (total) values.\n", "\n", "GPC1 z (aperture) - SUPRIME z (aperture):\n", " Number of outliers: 0\n", "GPC1 z (total) - SUPRIME z (total):\n", " Number of outliers: 0\n", "No sources have both SUPRIME z (aperture) and VISTA z (aperture) values.\n", "\n", "No sources have both SUPRIME z (total) and VISTA z (total) values.\n", "\n", "No sources have both GPC1 z (aperture) and VISTA z (aperture) values.\n", "\n", "No sources have both GPC1 z (total) and VISTA z (total) values.\n", "\n", "No sources have both Megacam y (aperture) and DECam y (aperture) values.\n", "\n", "No sources have both Megacam y (total) and DECam y (total) values.\n", "\n", "No sources have both Megacam y (aperture) and SUPRIME y (aperture) values.\n", "\n", "No sources have both Megacam y (total) and SUPRIME y (total) values.\n", "\n", "No sources have both Megacam y (aperture) and GPC1 y (aperture) values.\n", "\n", "No sources have both Megacam y (total) and GPC1 y (total) values.\n", "\n", "No sources have both Megacam y (aperture) and VISTA y (aperture) values.\n", "\n", "No sources have both Megacam y (total) and VISTA y (total) values.\n", "\n", "SUPRIME y (aperture) - DECam y (aperture):\n", " Number of outliers: 0\n", "SUPRIME y (total) - DECam y (total):\n", " Number of outliers: 0\n", "GPC1 y (aperture) - DECam y (aperture):\n", " Number of outliers: 6\n", "GPC1 y (total) - DECam y (total):\n", " Number of outliers: 6\n", "No sources have both DECam y (aperture) and VISTA y (aperture) values.\n", "\n", "No sources have both DECam y (total) and VISTA y (total) values.\n", "\n", "GPC1 y (aperture) - SUPRIME y (aperture):\n", " Number of outliers: 0\n", "GPC1 y (total) - SUPRIME y (total):\n", " Number of outliers: 0\n", "No sources have both SUPRIME y (aperture) and VISTA y (aperture) values.\n", "\n", "No sources have both SUPRIME y (total) and VISTA y (total) values.\n", "\n", "No sources have both GPC1 y (aperture) and VISTA y (aperture) values.\n", "\n", "No sources have both GPC1 y (total) and VISTA y (total) values.\n", "\n", "No sources have both VISTA J (aperture) and UKIDSS J (aperture) values.\n", "\n", "No sources have both VISTA J (total) and UKIDSS J (total) values.\n", "\n", "No sources have both VISTA J (aperture) and WIRCAM J (aperture) values.\n", "\n", "No sources have both VISTA J (total) and WIRCAM J (total) values.\n", "\n", "No sources have both UKIDSS J (aperture) and WIRCAM J (aperture) values.\n", "\n", "No sources have both UKIDSS J (total) and WIRCAM J (total) values.\n", "\n", "No sources have both VISTA H (aperture) and UKIDSS H (aperture) values.\n", "\n", "No sources have both VISTA H (total) and UKIDSS H (total) values.\n", "\n", "No sources have both VISTA H (aperture) and WIRCAM H (aperture) values.\n", "\n", "No sources have both VISTA H (total) and WIRCAM H (total) values.\n", "\n", "No sources have both UKIDSS H (aperture) and WIRCAM H (aperture) values.\n", "\n", "No sources have both UKIDSS H (total) and WIRCAM H (total) values.\n", "\n", "No sources have both VISTA Ks (aperture) and UKIDSS K (aperture) values.\n", "\n", "No sources have both VISTA Ks (total) and UKIDSS K (total) values.\n", "\n", "No sources have both VISTA Ks (aperture) and WIRCAM Ks (aperture) values.\n", "\n", "WIRCAM Ks (total) - VISTA Ks (total):\n", " Number of outliers: 0\n", "No sources have both UKIDSS K (aperture) and WIRCAM Ks (aperture) values.\n", "\n", "No sources have both UKIDSS K (total) and WIRCAM Ks (total) values.\n", "\n", "GPC1 g\n", " Aperture magnitude\n", " Number of flagged objects: 6\n", " Total magnitude\n", " Number of flagged objects: 3\n", "GPC1 r\n", " Aperture magnitude\n", " Number of flagged objects: 7\n", " Total magnitude\n", " Number of flagged objects: 7\n", "GPC1 i\n", " Aperture magnitude\n", " Number of flagged objects: 4\n", " Total magnitude\n", " Number of flagged objects: 5\n", "GPC1 z\n", " Aperture magnitude\n", " Number of flagged objects: 6\n", " Total magnitude\n", " Number of flagged objects: 6\n", "GPC1 y\n", " Aperture magnitude\n", " Number of flagged objects: 6\n", " Total magnitude\n", " Number of flagged objects: 5\n", "IRAC i1\n", " Aperture magnitude\n", " Number of flagged objects: 0\n", "IRAC i2\n", " Aperture magnitude\n", " Number of flagged objects: 0\n", "IRAC i3\n", " Aperture magnitude\n", " Number of flagged objects: 0\n", "IRAC i4\n", " Aperture magnitude\n", " Number of flagged objects: 0\n", "DECam g (aperture) - Megacam g (aperture):\n", " Number of outliers: 18\n", "DECam g (total) - Megacam g (total):\n", " Number of outliers: 35\n", "SUPRIME g (aperture) - Megacam g (aperture):\n", " Number of outliers: 0\n", "SUPRIME g (total) - Megacam g (total):\n", " Number of outliers: 0\n", "GPC1 g (aperture) - Megacam g (aperture):\n", " Number of outliers: 0\n", "GPC1 g (total) - Megacam g (total):\n", " Number of outliers: 0\n", "SUPRIME g (aperture) - DECam g (aperture):\n", " Number of outliers: 1\n", "SUPRIME g (total) - DECam g (total):\n", " Number of outliers: 2\n", "GPC1 g (aperture) - DECam g (aperture):\n", " Number of outliers: 0\n", "GPC1 g (total) - DECam g (total):\n", " Number of outliers: 11\n", "GPC1 g (aperture) - SUPRIME g (aperture):\n", " Number of outliers: 0\n", "GPC1 g (total) - SUPRIME g (total):\n", " Number of outliers: 0\n", "DECam r (aperture) - Megacam r (aperture):\n", " Number of outliers: 11\n", "DECam r (total) - Megacam r (total):\n", " Number of outliers: 37\n", "SUPRIME r (aperture) - Megacam r (aperture):\n", " Number of outliers: 0\n", "SUPRIME r (total) - Megacam r (total):\n", " Number of outliers: 0\n", "GPC1 r (aperture) - Megacam r (aperture):\n", " Number of outliers: 0\n", "GPC1 r (total) - Megacam r (total):\n", " Number of outliers: 7\n", "SUPRIME r (aperture) - DECam r (aperture):\n", " Number of outliers: 0\n", "SUPRIME r (total) - DECam r (total):\n", " Number of outliers: 0\n", "GPC1 r (aperture) - DECam r (aperture):\n", " Number of outliers: 0\n", "GPC1 r (total) - DECam r (total):\n", " Number of outliers: 22\n", "GPC1 r (aperture) - SUPRIME r (aperture):\n", " Number of outliers: 0\n", "GPC1 r (total) - SUPRIME r (total):\n", " Number of outliers: 0\n", "DECam i (aperture) - Megacam i (aperture):\n", " Number of outliers: 31\n", "DECam i (total) - Megacam i (total):\n", " Number of outliers: 45\n", "SUPRIME i (aperture) - Megacam i (aperture):\n", " Number of outliers: 1\n", "SUPRIME i (total) - Megacam i (total):\n", " Number of outliers: 0\n", "GPC1 i (aperture) - Megacam i (aperture):\n", " Number of outliers: 0\n", "GPC1 i (total) - Megacam i (total):\n", " Number of outliers: 0\n", "SUPRIME i (aperture) - DECam i (aperture):\n", " Number of outliers: 5\n", "SUPRIME i (total) - DECam i (total):\n", " Number of outliers: 9\n", "GPC1 i (aperture) - DECam i (aperture):\n", " Number of outliers: 0\n", "GPC1 i (total) - DECam i (total):\n", " Number of outliers: 49\n", "GPC1 i (aperture) - SUPRIME i (aperture):\n", " Number of outliers: 0\n", "GPC1 i (total) - SUPRIME i (total):\n", " Number of outliers: 0\n", "DECam z (aperture) - Megacam z (aperture):\n", " Number of outliers: 29\n", "DECam z (total) - Megacam z (total):\n", " Number of outliers: 44\n", "SUPRIME z (aperture) - Megacam z (aperture):\n", " Number of outliers: 0\n", "SUPRIME z (total) - Megacam z (total):\n", " Number of outliers: 0\n", "GPC1 z (aperture) - Megacam z (aperture):\n", " Number of outliers: 0\n", "GPC1 z (total) - Megacam z (total):\n", " Number of outliers: 0\n", "VISTA z (aperture) - Megacam z (aperture):\n", " Number of outliers: 19\n", "VISTA z (total) - Megacam z (total):\n", " Number of outliers: 4\n", "SUPRIME z (aperture) - DECam z (aperture):\n", " Number of outliers: 0\n", "SUPRIME z (total) - DECam z (total):\n", " Number of outliers: 3\n", "GPC1 z (aperture) - DECam z (aperture):\n", " Number of outliers: 0\n", "GPC1 z (total) - DECam z (total):\n", " Number of outliers: 2\n", "VISTA z (aperture) - DECam z (aperture):\n", " Number of outliers: 16\n", "VISTA z (total) - DECam z (total):\n", " Number of outliers: 26\n", "GPC1 z (aperture) - SUPRIME z (aperture):\n", " Number of outliers: 0\n", "GPC1 z (total) - SUPRIME z (total):\n", " Number of outliers: 0\n", "VISTA z (aperture) - SUPRIME z (aperture):\n", " Number of outliers: 0\n", "VISTA z (total) - SUPRIME z (total):\n", " Number of outliers: 1\n", "VISTA z (aperture) - GPC1 z (aperture):\n", " Number of outliers: 0\n", "VISTA z (total) - GPC1 z (total):\n", " Number of outliers: 0\n", "DECam y (aperture) - Megacam y (aperture):\n", " Number of outliers: 0\n", "DECam y (total) - Megacam y (total):\n", " Number of outliers: 0\n", "SUPRIME y (aperture) - Megacam y (aperture):\n", " Number of outliers: 0\n", "SUPRIME y (total) - Megacam y (total):\n", " Number of outliers: 0\n", "GPC1 y (aperture) - Megacam y (aperture):\n", " Number of outliers: 0\n", "GPC1 y (total) - Megacam y (total):\n", " Number of outliers: 0\n", "No sources have both Megacam y (aperture) and VISTA y (aperture) values.\n", "\n", "No sources have both Megacam y (total) and VISTA y (total) values.\n", "\n", "SUPRIME y (aperture) - DECam y (aperture):\n", " Number of outliers: 0\n", "SUPRIME y (total) - DECam y (total):\n", " Number of outliers: 0\n", "GPC1 y (aperture) - DECam y (aperture):\n", " Number of outliers: 3\n", "GPC1 y (total) - DECam y (total):\n", " Number of outliers: 1\n", "VISTA y (aperture) - DECam y (aperture):\n", " Number of outliers: 3\n", "VISTA y (total) - DECam y (total):\n", " Number of outliers: 1\n", "GPC1 y (aperture) - SUPRIME y (aperture):\n", " Number of outliers: 0\n", "GPC1 y (total) - SUPRIME y (total):\n", " Number of outliers: 0\n", "VISTA y (aperture) - SUPRIME y (aperture):\n", " Number of outliers: 2\n", "VISTA y (total) - SUPRIME y (total):\n", " Number of outliers: 1\n", "VISTA y (aperture) - GPC1 y (aperture):\n", " Number of outliers: 0\n", "VISTA y (total) - GPC1 y (total):\n", " Number of outliers: 0\n", "UKIDSS J (aperture) - VISTA J (aperture):\n", " Number of outliers: 0\n", "UKIDSS J (total) - VISTA J (total):\n", " Number of outliers: 0\n", "No sources have both VISTA J (aperture) and WIRCAM J (aperture) values.\n", "\n", "No sources have both VISTA J (total) and WIRCAM J (total) values.\n", "\n", "No sources have both UKIDSS J (aperture) and WIRCAM J (aperture) values.\n", "\n", "No sources have both UKIDSS J (total) and WIRCAM J (total) values.\n", "\n", "UKIDSS H (aperture) - VISTA H (aperture):\n", " Number of outliers: 0\n", "UKIDSS H (total) - VISTA H (total):\n", " Number of outliers: 0\n", "No sources have both VISTA H (aperture) and WIRCAM H (aperture) values.\n", "\n", "No sources have both VISTA H (total) and WIRCAM H (total) values.\n", "\n", "No sources have both UKIDSS H (aperture) and WIRCAM H (aperture) values.\n", "\n", "No sources have both UKIDSS H (total) and WIRCAM H (total) values.\n", "\n", "UKIDSS K (aperture) - VISTA Ks (aperture):\n", " Number of outliers: 0\n", "UKIDSS K (total) - VISTA Ks (total):\n", " Number of outliers: 0\n", "No sources have both VISTA Ks (aperture) and WIRCAM Ks (aperture) values.\n", "\n", "WIRCAM Ks (total) - VISTA Ks (total):\n", " Number of outliers: 0\n", "No sources have both UKIDSS K (aperture) and WIRCAM Ks (aperture) values.\n", "\n", "WIRCAM Ks (total) - UKIDSS K (total):\n", " Number of outliers: 0\n", "GPC1 g\n", " Aperture magnitude\n", " Number of flagged objects: 4\n", " Total magnitude\n", " Number of flagged objects: 4\n", "GPC1 r\n", " Aperture magnitude\n", " Number of flagged objects: 2\n", " Total magnitude\n", " Number of flagged objects: 2\n", "GPC1 i\n", " Aperture magnitude\n", " Number of flagged objects: 1\n", " Total magnitude\n", " Number of flagged objects: 1\n", "GPC1 z\n", " Aperture magnitude\n", " Number of flagged objects: 5\n", " Total magnitude\n", " Number of flagged objects: 5\n", "GPC1 y\n", " Aperture magnitude\n", " Number of flagged objects: 8\n", " Total magnitude\n", " Number of flagged objects: 8\n", "IRAC i1\n", " Aperture magnitude\n", " Number of flagged objects: 0\n", "IRAC i2\n", " Aperture magnitude\n", " Number of flagged objects: 0\n", "IRAC i3\n", " Aperture magnitude\n", " Number of flagged objects: 0\n", "IRAC i4\n", " Aperture magnitude\n", " Number of flagged objects: 0\n", "DECam g (aperture) - Megacam g (aperture):\n", " Number of outliers: 19\n", "DECam g (total) - Megacam g (total):\n", " Number of outliers: 29\n", "SUPRIME g (aperture) - Megacam g (aperture):\n", " Number of outliers: 4\n", "SUPRIME g (total) - Megacam g (total):\n", " Number of outliers: 4\n", "GPC1 g (aperture) - Megacam g (aperture):\n", " Number of outliers: 0\n", "GPC1 g (total) - Megacam g (total):\n", " Number of outliers: 0\n", "SUPRIME g (aperture) - DECam g (aperture):\n", " Number of outliers: 4\n", "SUPRIME g (total) - DECam g (total):\n", " Number of outliers: 4\n", "GPC1 g (aperture) - DECam g (aperture):\n", " Number of outliers: 0\n", "GPC1 g (total) - DECam g (total):\n", " Number of outliers: 17\n", "GPC1 g (aperture) - SUPRIME g (aperture):\n", " Number of outliers: 0\n", "GPC1 g (total) - SUPRIME g (total):\n", " Number of outliers: 0\n", "DECam r (aperture) - Megacam r (aperture):\n", " Number of outliers: 33\n", "DECam r (total) - Megacam r (total):\n", " Number of outliers: 34\n", "SUPRIME r (aperture) - Megacam r (aperture):\n", " Number of outliers: 7\n", "SUPRIME r (total) - Megacam r (total):\n", " Number of outliers: 6\n", "GPC1 r (aperture) - Megacam r (aperture):\n", " Number of outliers: 0\n", "GPC1 r (total) - Megacam r (total):\n", " Number of outliers: 2\n", "SUPRIME r (aperture) - DECam r (aperture):\n", " Number of outliers: 0\n", "SUPRIME r (total) - DECam r (total):\n", " Number of outliers: 3\n", "GPC1 r (aperture) - DECam r (aperture):\n", " Number of outliers: 0\n", "GPC1 r (total) - DECam r (total):\n", " Number of outliers: 3\n", "GPC1 r (aperture) - SUPRIME r (aperture):\n", " Number of outliers: 0\n", "GPC1 r (total) - SUPRIME r (total):\n", " Number of outliers: 0\n", "DECam i (aperture) - Megacam i (aperture):\n", " Number of outliers: 17\n", "DECam i (total) - Megacam i (total):\n", " Number of outliers: 44\n", "SUPRIME i (aperture) - Megacam i (aperture):\n", " Number of outliers: 136\n", "SUPRIME i (total) - Megacam i (total):\n", " Number of outliers: 59\n", "GPC1 i (aperture) - Megacam i (aperture):\n", " Number of outliers: 0\n", "GPC1 i (total) - Megacam i (total):\n", " Number of outliers: 0\n", "SUPRIME i (aperture) - DECam i (aperture):\n", " Number of outliers: 3\n", "SUPRIME i (total) - DECam i (total):\n", " Number of outliers: 4\n", "GPC1 i (aperture) - DECam i (aperture):\n", " Number of outliers: 0\n", "GPC1 i (total) - DECam i (total):\n", " Number of outliers: 37\n", "GPC1 i (aperture) - SUPRIME i (aperture):\n", " Number of outliers: 0\n", "GPC1 i (total) - SUPRIME i (total):\n", " Number of outliers: 1\n", "DECam z (aperture) - Megacam z (aperture):\n", " Number of outliers: 13\n", "DECam z (total) - Megacam z (total):\n", " Number of outliers: 29\n", "SUPRIME z (aperture) - Megacam z (aperture):\n", " Number of outliers: 0\n", "SUPRIME z (total) - Megacam z (total):\n", " Number of outliers: 0\n", "GPC1 z (aperture) - Megacam z (aperture):\n", " Number of outliers: 0\n", "GPC1 z (total) - Megacam z (total):\n", " Number of outliers: 1\n", "VISTA z (aperture) - Megacam z (aperture):\n", " Number of outliers: 0\n", "VISTA z (total) - Megacam z (total):\n", " Number of outliers: 0\n", "SUPRIME z (aperture) - DECam z (aperture):\n", " Number of outliers: 0\n", "SUPRIME z (total) - DECam z (total):\n", " Number of outliers: 3\n", "GPC1 z (aperture) - DECam z (aperture):\n", " Number of outliers: 0\n", "GPC1 z (total) - DECam z (total):\n", " Number of outliers: 0\n", "VISTA z (aperture) - DECam z (aperture):\n", " Number of outliers: 15\n", "VISTA z (total) - DECam z (total):\n", " Number of outliers: 23\n", "GPC1 z (aperture) - SUPRIME z (aperture):\n", " Number of outliers: 0\n", "GPC1 z (total) - SUPRIME z (total):\n", " Number of outliers: 0\n", "VISTA z (aperture) - SUPRIME z (aperture):\n", " Number of outliers: 0\n", "VISTA z (total) - SUPRIME z (total):\n", " Number of outliers: 0\n", "VISTA z (aperture) - GPC1 z (aperture):\n", " Number of outliers: 0\n", "VISTA z (total) - GPC1 z (total):\n", " Number of outliers: 0\n", "DECam y (aperture) - Megacam y (aperture):\n", " Number of outliers: 0\n", "DECam y (total) - Megacam y (total):\n", " Number of outliers: 0\n", "SUPRIME y (aperture) - Megacam y (aperture):\n", " Number of outliers: 0\n", "SUPRIME y (total) - Megacam y (total):\n", " Number of outliers: 0\n", "GPC1 y (aperture) - Megacam y (aperture):\n", " Number of outliers: 0\n", "GPC1 y (total) - Megacam y (total):\n", " Number of outliers: 1\n", "No sources have both Megacam y (aperture) and VISTA y (aperture) values.\n", "\n", "VISTA y (total) - Megacam y (total):\n", " Number of outliers: 0\n", "SUPRIME y (aperture) - DECam y (aperture):\n", " Number of outliers: 0\n", "SUPRIME y (total) - DECam y (total):\n", " Number of outliers: 1\n", "GPC1 y (aperture) - DECam y (aperture):\n", " Number of outliers: 3\n", "GPC1 y (total) - DECam y (total):\n", " Number of outliers: 0\n", "VISTA y (aperture) - DECam y (aperture):\n", " Number of outliers: 6\n", "VISTA y (total) - DECam y (total):\n", " Number of outliers: 4\n", "GPC1 y (aperture) - SUPRIME y (aperture):\n", " Number of outliers: 0\n", "GPC1 y (total) - SUPRIME y (total):\n", " Number of outliers: 0\n", "VISTA y (aperture) - SUPRIME y (aperture):\n", " Number of outliers: 2\n", "VISTA y (total) - SUPRIME y (total):\n", " Number of outliers: 2\n", "VISTA y (aperture) - GPC1 y (aperture):\n", " Number of outliers: 0\n", "VISTA y (total) - GPC1 y (total):\n", " Number of outliers: 0\n", "UKIDSS J (aperture) - VISTA J (aperture):\n", " Number of outliers: 0\n", "UKIDSS J (total) - VISTA J (total):\n", " Number of outliers: 0\n", "No sources have both VISTA J (aperture) and WIRCAM J (aperture) values.\n", "\n", "No sources have both VISTA J (total) and WIRCAM J (total) values.\n", "\n", "No sources have both UKIDSS J (aperture) and WIRCAM J (aperture) values.\n", "\n", "No sources have both UKIDSS J (total) and WIRCAM J (total) values.\n", "\n", "No sources have both VISTA H (aperture) and UKIDSS H (aperture) values.\n", "\n", "No sources have both VISTA H (total) and UKIDSS H (total) values.\n", "\n", "No sources have both VISTA H (aperture) and WIRCAM H (aperture) values.\n", "\n", "No sources have both VISTA H (total) and WIRCAM H (total) values.\n", "\n", "No sources have both UKIDSS H (aperture) and WIRCAM H (aperture) values.\n", "\n", "No sources have both UKIDSS H (total) and WIRCAM H (total) values.\n", "\n", "UKIDSS K (aperture) - VISTA Ks (aperture):\n", " Number of outliers: 2\n", "UKIDSS K (total) - VISTA Ks (total):\n", " Number of outliers: 0\n", "No sources have both VISTA Ks (aperture) and WIRCAM Ks (aperture) values.\n", "\n", "WIRCAM Ks (total) - VISTA Ks (total):\n", " Number of outliers: 0\n", "No sources have both UKIDSS K (aperture) and WIRCAM Ks (aperture) values.\n", "\n", "WIRCAM Ks (total) - UKIDSS K (total):\n", " Number of outliers: 0\n", "GPC1 g\n", " Aperture magnitude\n", " Number of flagged objects: 2\n", " Total magnitude\n", " Number of flagged objects: 3\n", "GPC1 r\n", " Aperture magnitude\n", " Number of flagged objects: 2\n", " Total magnitude\n", " Number of flagged objects: 2\n", "GPC1 i\n", " Aperture magnitude\n", " Number of flagged objects: 6\n", " Total magnitude\n", " Number of flagged objects: 7\n", "GPC1 z\n", " Aperture magnitude\n", " Number of flagged objects: 9\n", " Total magnitude\n", " Number of flagged objects: 9\n", "GPC1 y\n", " Aperture magnitude\n", " Number of flagged objects: 23\n", " Total magnitude\n", " Number of flagged objects: 18\n", "IRAC i1\n", " Aperture magnitude\n", " Number of flagged objects: 0\n", "IRAC i2\n", " Aperture magnitude\n", " Number of flagged objects: 0\n", "IRAC i3\n", " Aperture magnitude\n", " Number of flagged objects: 0\n", "IRAC i4\n", " Aperture magnitude\n", " Number of flagged objects: 0\n", "DECam g (aperture) - Megacam g (aperture):\n", " Number of outliers: 13\n", "DECam g (total) - Megacam g (total):\n", " Number of outliers: 15\n", "SUPRIME g (aperture) - Megacam g (aperture):\n", " Number of outliers: 0\n", "SUPRIME g (total) - Megacam g (total):\n", " Number of outliers: 0\n", "GPC1 g (aperture) - Megacam g (aperture):\n", " Number of outliers: 0\n", "GPC1 g (total) - Megacam g (total):\n", " Number of outliers: 0\n", "SUPRIME g (aperture) - DECam g (aperture):\n", " Number of outliers: 0\n", "SUPRIME g (total) - DECam g (total):\n", " Number of outliers: 1\n", "GPC1 g (aperture) - DECam g (aperture):\n", " Number of outliers: 0\n", "GPC1 g (total) - DECam g (total):\n", " Number of outliers: 15\n", "GPC1 g (aperture) - SUPRIME g (aperture):\n", " Number of outliers: 0\n", "GPC1 g (total) - SUPRIME g (total):\n", " Number of outliers: 0\n", "DECam r (aperture) - Megacam r (aperture):\n", " Number of outliers: 23\n", "DECam r (total) - Megacam r (total):\n", " Number of outliers: 25\n", "SUPRIME r (aperture) - Megacam r (aperture):\n", " Number of outliers: 0\n", "SUPRIME r (total) - Megacam r (total):\n", " Number of outliers: 0\n", "GPC1 r (aperture) - Megacam r (aperture):\n", " Number of outliers: 0\n", "GPC1 r (total) - Megacam r (total):\n", " Number of outliers: 0\n", "SUPRIME r (aperture) - DECam r (aperture):\n", " Number of outliers: 0\n", "SUPRIME r (total) - DECam r (total):\n", " Number of outliers: 0\n", "GPC1 r (aperture) - DECam r (aperture):\n", " Number of outliers: 0\n", "GPC1 r (total) - DECam r (total):\n", " Number of outliers: 32\n", "GPC1 r (aperture) - SUPRIME r (aperture):\n", " Number of outliers: 0\n", "GPC1 r (total) - SUPRIME r (total):\n", " Number of outliers: 0\n", "DECam i (aperture) - Megacam i (aperture):\n", " Number of outliers: 25\n", "DECam i (total) - Megacam i (total):\n", " Number of outliers: 34\n", "SUPRIME i (aperture) - Megacam i (aperture):\n", " Number of outliers: 2\n", "SUPRIME i (total) - Megacam i (total):\n", " Number of outliers: 2\n", "GPC1 i (aperture) - Megacam i (aperture):\n", " Number of outliers: 0\n", "GPC1 i (total) - Megacam i (total):\n", " Number of outliers: 0\n", "SUPRIME i (aperture) - DECam i (aperture):\n", " Number of outliers: 5\n", "SUPRIME i (total) - DECam i (total):\n", " Number of outliers: 11\n", "GPC1 i (aperture) - DECam i (aperture):\n", " Number of outliers: 0\n", "GPC1 i (total) - DECam i (total):\n", " Number of outliers: 48\n", "GPC1 i (aperture) - SUPRIME i (aperture):\n", " Number of outliers: 0\n", "GPC1 i (total) - SUPRIME i (total):\n", " Number of outliers: 1\n", "DECam z (aperture) - Megacam z (aperture):\n", " Number of outliers: 18\n", "DECam z (total) - Megacam z (total):\n", " Number of outliers: 27\n", "SUPRIME z (aperture) - Megacam z (aperture):\n", " Number of outliers: 0\n", "SUPRIME z (total) - Megacam z (total):\n", " Number of outliers: 0\n", "GPC1 z (aperture) - Megacam z (aperture):\n", " Number of outliers: 0\n", "GPC1 z (total) - Megacam z (total):\n", " Number of outliers: 0\n", "VISTA z (aperture) - Megacam z (aperture):\n", " Number of outliers: 0\n", "VISTA z (total) - Megacam z (total):\n", " Number of outliers: 0\n", "SUPRIME z (aperture) - DECam z (aperture):\n", " Number of outliers: 0\n", "SUPRIME z (total) - DECam z (total):\n", " Number of outliers: 1\n", "GPC1 z (aperture) - DECam z (aperture):\n", " Number of outliers: 0\n", "GPC1 z (total) - DECam z (total):\n", " Number of outliers: 2\n", "VISTA z (aperture) - DECam z (aperture):\n", " Number of outliers: 19\n", "VISTA z (total) - DECam z (total):\n", " Number of outliers: 33\n", "GPC1 z (aperture) - SUPRIME z (aperture):\n", " Number of outliers: 0\n", "GPC1 z (total) - SUPRIME z (total):\n", " Number of outliers: 0\n", "VISTA z (aperture) - SUPRIME z (aperture):\n", " Number of outliers: 1\n", "VISTA z (total) - SUPRIME z (total):\n", " Number of outliers: 1\n", "VISTA z (aperture) - GPC1 z (aperture):\n", " Number of outliers: 1\n", "VISTA z (total) - GPC1 z (total):\n", " Number of outliers: 1\n", "No sources have both Megacam y (aperture) and DECam y (aperture) values.\n", "\n", "No sources have both Megacam y (total) and DECam y (total) values.\n", "\n", "No sources have both Megacam y (aperture) and SUPRIME y (aperture) values.\n", "\n", "No sources have both Megacam y (total) and SUPRIME y (total) values.\n", "\n", "No sources have both Megacam y (aperture) and GPC1 y (aperture) values.\n", "\n", "No sources have both Megacam y (total) and GPC1 y (total) values.\n", "\n", "No sources have both Megacam y (aperture) and VISTA y (aperture) values.\n", "\n", "No sources have both Megacam y (total) and VISTA y (total) values.\n", "\n", "SUPRIME y (aperture) - DECam y (aperture):\n", " Number of outliers: 0\n", "SUPRIME y (total) - DECam y (total):\n", " Number of outliers: 0\n", "GPC1 y (aperture) - DECam y (aperture):\n", " Number of outliers: 1\n", "GPC1 y (total) - DECam y (total):\n", " Number of outliers: 1\n", "VISTA y (aperture) - DECam y (aperture):\n", " Number of outliers: 7\n", "VISTA y (total) - DECam y (total):\n", " Number of outliers: 3\n", "GPC1 y (aperture) - SUPRIME y (aperture):\n", " Number of outliers: 0\n", "GPC1 y (total) - SUPRIME y (total):\n", " Number of outliers: 0\n", "VISTA y (aperture) - SUPRIME y (aperture):\n", " Number of outliers: 0\n", "VISTA y (total) - SUPRIME y (total):\n", " Number of outliers: 0\n", "VISTA y (aperture) - GPC1 y (aperture):\n", " Number of outliers: 0\n", "VISTA y (total) - GPC1 y (total):\n", " Number of outliers: 0\n", "UKIDSS J (aperture) - VISTA J (aperture):\n", " Number of outliers: 0\n", "UKIDSS J (total) - VISTA J (total):\n", " Number of outliers: 0\n", "No sources have both VISTA J (aperture) and WIRCAM J (aperture) values.\n", "\n", "No sources have both VISTA J (total) and WIRCAM J (total) values.\n", "\n", "No sources have both UKIDSS J (aperture) and WIRCAM J (aperture) values.\n", "\n", "No sources have both UKIDSS J (total) and WIRCAM J (total) values.\n", "\n", "UKIDSS H (aperture) - VISTA H (aperture):\n", " Number of outliers: 0\n", "UKIDSS H (total) - VISTA H (total):\n", " Number of outliers: 0\n", "No sources have both VISTA H (aperture) and WIRCAM H (aperture) values.\n", "\n", "No sources have both VISTA H (total) and WIRCAM H (total) values.\n", "\n", "No sources have both UKIDSS H (aperture) and WIRCAM H (aperture) values.\n", "\n", "No sources have both UKIDSS H (total) and WIRCAM H (total) values.\n", "\n", "UKIDSS K (aperture) - VISTA Ks (aperture):\n", " Number of outliers: 0\n", "UKIDSS K (total) - VISTA Ks (total):\n", " Number of outliers: 0\n", "No sources have both VISTA Ks (aperture) and WIRCAM Ks (aperture) values.\n", "\n", "WIRCAM Ks (total) - VISTA Ks (total):\n", " Number of outliers: 0\n", "No sources have both UKIDSS K (aperture) and WIRCAM Ks (aperture) values.\n", "\n", "WIRCAM Ks (total) - UKIDSS K (total):\n", " Number of outliers: 0\n", "GPC1 g\n", " Aperture magnitude\n", " Number of flagged objects: 2\n", " Total magnitude\n", " Number of flagged objects: 2\n", "GPC1 r\n", " Aperture magnitude\n", " Number of flagged objects: 5\n", " Total magnitude\n", " Number of flagged objects: 5\n", "GPC1 i\n", " Aperture magnitude\n", " Number of flagged objects: 6\n", " Total magnitude\n", " Number of flagged objects: 5\n", "GPC1 z\n", " Aperture magnitude\n", " Number of flagged objects: 4\n", " Total magnitude\n", " Number of flagged objects: 3\n", "GPC1 y\n", " Aperture magnitude\n", " Number of flagged objects: 1\n", " Total magnitude\n", " Number of flagged objects: 1\n", "IRAC i1\n", " Aperture magnitude\n", " Number of flagged objects: 0\n", "IRAC i2\n", " Aperture magnitude\n", " Number of flagged objects: 0\n", "IRAC i3\n", " Aperture magnitude\n", " Number of flagged objects: 0\n", "IRAC i4\n", " Aperture magnitude\n", " Number of flagged objects: 0\n", "DECam g (aperture) - Megacam g (aperture):\n", " Number of outliers: 37\n", "DECam g (total) - Megacam g (total):\n", " Number of outliers: 40\n", "SUPRIME g (aperture) - Megacam g (aperture):\n", " Number of outliers: 1\n", "SUPRIME g (total) - Megacam g (total):\n", " Number of outliers: 0\n", "GPC1 g (aperture) - Megacam g (aperture):\n", " Number of outliers: 0\n", "GPC1 g (total) - Megacam g (total):\n", " Number of outliers: 2\n", "SUPRIME g (aperture) - DECam g (aperture):\n", " Number of outliers: 9\n", "SUPRIME g (total) - DECam g (total):\n", " Number of outliers: 6\n", "GPC1 g (aperture) - DECam g (aperture):\n", " Number of outliers: 0\n", "GPC1 g (total) - DECam g (total):\n", " Number of outliers: 15\n", "GPC1 g (aperture) - SUPRIME g (aperture):\n", " Number of outliers: 0\n", "GPC1 g (total) - SUPRIME g (total):\n", " Number of outliers: 0\n", "DECam r (aperture) - Megacam r (aperture):\n", " Number of outliers: 36\n", "DECam r (total) - Megacam r (total):\n", " Number of outliers: 41\n", "SUPRIME r (aperture) - Megacam r (aperture):\n", " Number of outliers: 1\n", "SUPRIME r (total) - Megacam r (total):\n", " Number of outliers: 0\n", "GPC1 r (aperture) - Megacam r (aperture):\n", " Number of outliers: 0\n", "GPC1 r (total) - Megacam r (total):\n", " Number of outliers: 8\n", "SUPRIME r (aperture) - DECam r (aperture):\n", " Number of outliers: 7\n", "SUPRIME r (total) - DECam r (total):\n", " Number of outliers: 7\n", "GPC1 r (aperture) - DECam r (aperture):\n", " Number of outliers: 0\n", "GPC1 r (total) - DECam r (total):\n", " Number of outliers: 11\n", "GPC1 r (aperture) - SUPRIME r (aperture):\n", " Number of outliers: 0\n", "GPC1 r (total) - SUPRIME r (total):\n", " Number of outliers: 0\n", "DECam i (aperture) - Megacam i (aperture):\n", " Number of outliers: 27\n", "DECam i (total) - Megacam i (total):\n", " Number of outliers: 36\n", "SUPRIME i (aperture) - Megacam i (aperture):\n", " Number of outliers: 3\n", "SUPRIME i (total) - Megacam i (total):\n", " Number of outliers: 0\n", "GPC1 i (aperture) - Megacam i (aperture):\n", " Number of outliers: 0\n", "GPC1 i (total) - Megacam i (total):\n", " Number of outliers: 1\n", "SUPRIME i (aperture) - DECam i (aperture):\n", " Number of outliers: 2\n", "SUPRIME i (total) - DECam i (total):\n", " Number of outliers: 5\n", "GPC1 i (aperture) - DECam i (aperture):\n", " Number of outliers: 0\n", "GPC1 i (total) - DECam i (total):\n", " Number of outliers: 32\n", "GPC1 i (aperture) - SUPRIME i (aperture):\n", " Number of outliers: 0\n", "GPC1 i (total) - SUPRIME i (total):\n", " Number of outliers: 0\n", "DECam z (aperture) - Megacam z (aperture):\n", " Number of outliers: 40\n", "DECam z (total) - Megacam z (total):\n", " Number of outliers: 48\n", "SUPRIME z (aperture) - Megacam z (aperture):\n", " Number of outliers: 0\n", "SUPRIME z (total) - Megacam z (total):\n", " Number of outliers: 0\n", "GPC1 z (aperture) - Megacam z (aperture):\n", " Number of outliers: 0\n", "GPC1 z (total) - Megacam z (total):\n", " Number of outliers: 3\n", "VISTA z (aperture) - Megacam z (aperture):\n", " Number of outliers: 3\n", "VISTA z (total) - Megacam z (total):\n", " Number of outliers: 1\n", "SUPRIME z (aperture) - DECam z (aperture):\n", " Number of outliers: 3\n", "SUPRIME z (total) - DECam z (total):\n", " Number of outliers: 5\n", "GPC1 z (aperture) - DECam z (aperture):\n", " Number of outliers: 0\n", "GPC1 z (total) - DECam z (total):\n", " Number of outliers: 2\n", "VISTA z (aperture) - DECam z (aperture):\n", " Number of outliers: 33\n", "VISTA z (total) - DECam z (total):\n", " Number of outliers: 39\n", "GPC1 z (aperture) - SUPRIME z (aperture):\n", " Number of outliers: 0\n", "GPC1 z (total) - SUPRIME z (total):\n", " Number of outliers: 0\n", "VISTA z (aperture) - SUPRIME z (aperture):\n", " Number of outliers: 3\n", "VISTA z (total) - SUPRIME z (total):\n", " Number of outliers: 0\n", "VISTA z (aperture) - GPC1 z (aperture):\n", " Number of outliers: 0\n", "VISTA z (total) - GPC1 z (total):\n", " Number of outliers: 0\n", "DECam y (aperture) - Megacam y (aperture):\n", " Number of outliers: 0\n", "DECam y (total) - Megacam y (total):\n", " Number of outliers: 0\n", "SUPRIME y (aperture) - Megacam y (aperture):\n", " Number of outliers: 0\n", "SUPRIME y (total) - Megacam y (total):\n", " Number of outliers: 0\n", "GPC1 y (aperture) - Megacam y (aperture):\n", " Number of outliers: 0\n", "GPC1 y (total) - Megacam y (total):\n", " Number of outliers: 0\n", "VISTA y (aperture) - Megacam y (aperture):\n", " Number of outliers: 0\n", "VISTA y (total) - Megacam y (total):\n", " Number of outliers: 0\n", "SUPRIME y (aperture) - DECam y (aperture):\n", " Number of outliers: 1\n", "SUPRIME y (total) - DECam y (total):\n", " Number of outliers: 0\n", "GPC1 y (aperture) - DECam y (aperture):\n", " Number of outliers: 3\n", "GPC1 y (total) - DECam y (total):\n", " Number of outliers: 6\n", "VISTA y (aperture) - DECam y (aperture):\n", " Number of outliers: 6\n", "VISTA y (total) - DECam y (total):\n", " Number of outliers: 6\n", "GPC1 y (aperture) - SUPRIME y (aperture):\n", " Number of outliers: 0\n", "GPC1 y (total) - SUPRIME y (total):\n", " Number of outliers: 0\n", "VISTA y (aperture) - SUPRIME y (aperture):\n", " Number of outliers: 4\n", "VISTA y (total) - SUPRIME y (total):\n", " Number of outliers: 0\n", "VISTA y (aperture) - GPC1 y (aperture):\n", " Number of outliers: 0\n", "VISTA y (total) - GPC1 y (total):\n", " Number of outliers: 0\n", "UKIDSS J (aperture) - VISTA J (aperture):\n", " Number of outliers: 0\n", "UKIDSS J (total) - VISTA J (total):\n", " Number of outliers: 0\n", "WIRCAM J (aperture) - VISTA J (aperture):\n", " Number of outliers: 0\n", "WIRCAM J (total) - VISTA J (total):\n", " Number of outliers: 5\n", "WIRCAM J (aperture) - UKIDSS J (aperture):\n", " Number of outliers: 0\n", "WIRCAM J (total) - UKIDSS J (total):\n", " Number of outliers: 0\n", "No sources have both VISTA H (aperture) and UKIDSS H (aperture) values.\n", "\n", "No sources have both VISTA H (total) and UKIDSS H (total) values.\n", "\n", "WIRCAM H (aperture) - VISTA H (aperture):\n", " Number of outliers: 3\n", "WIRCAM H (total) - VISTA H (total):\n", " Number of outliers: 6\n", "No sources have both UKIDSS H (aperture) and WIRCAM H (aperture) values.\n", "\n", "No sources have both UKIDSS H (total) and WIRCAM H (total) values.\n", "\n", "UKIDSS K (aperture) - VISTA Ks (aperture):\n", " Number of outliers: 0\n", "UKIDSS K (total) - VISTA Ks (total):\n", " Number of outliers: 1\n", "WIRCAM Ks (aperture) - VISTA Ks (aperture):\n", " Number of outliers: 4\n", "WIRCAM Ks (total) - VISTA Ks (total):\n", " Number of outliers: 4\n", "WIRCAM Ks (aperture) - UKIDSS K (aperture):\n", " Number of outliers: 4\n", "WIRCAM Ks (total) - UKIDSS K (total):\n", " Number of outliers: 0\n", "GPC1 g\n", " Aperture magnitude\n", " Number of flagged objects: 2\n", " Total magnitude\n", " Number of flagged objects: 2\n", "GPC1 r\n", " Aperture magnitude\n", " Number of flagged objects: 2\n", " Total magnitude\n", " Number of flagged objects: 2\n", "GPC1 i\n", " Aperture magnitude\n", " Number of flagged objects: 5\n", " Total magnitude\n", " Number of flagged objects: 5\n", "GPC1 z\n", " Aperture magnitude\n", " Number of flagged objects: 0\n", " Total magnitude\n", " Number of flagged objects: 0\n", "GPC1 y\n", " Aperture magnitude\n", " Number of flagged objects: 5\n", " Total magnitude\n", " Number of flagged objects: 5\n", "IRAC i1\n", " Aperture magnitude\n", " Number of flagged objects: 0\n", "IRAC i2\n", " Aperture magnitude\n", " Number of flagged objects: 0\n", "IRAC i3\n", " Aperture magnitude\n", " Number of flagged objects: 0\n", "IRAC i4\n", " Aperture magnitude\n", " Number of flagged objects: 0\n", "DECam g (aperture) - Megacam g (aperture):\n", " Number of outliers: 17\n", "DECam g (total) - Megacam g (total):\n", " Number of outliers: 35\n", "SUPRIME g (aperture) - Megacam g (aperture):\n", " Number of outliers: 7\n", "SUPRIME g (total) - Megacam g (total):\n", " Number of outliers: 3\n", "GPC1 g (aperture) - Megacam g (aperture):\n", " Number of outliers: 0\n", "GPC1 g (total) - Megacam g (total):\n", " Number of outliers: 0\n", "SUPRIME g (aperture) - DECam g (aperture):\n", " Number of outliers: 2\n", "SUPRIME g (total) - DECam g (total):\n", " Number of outliers: 2\n", "GPC1 g (aperture) - DECam g (aperture):\n", " Number of outliers: 1\n", "GPC1 g (total) - DECam g (total):\n", " Number of outliers: 9\n", "GPC1 g (aperture) - SUPRIME g (aperture):\n", " Number of outliers: 0\n", "GPC1 g (total) - SUPRIME g (total):\n", " Number of outliers: 0\n", "DECam r (aperture) - Megacam r (aperture):\n", " Number of outliers: 55\n", "DECam r (total) - Megacam r (total):\n", " Number of outliers: 56\n", "SUPRIME r (aperture) - Megacam r (aperture):\n", " Number of outliers: 2\n", "SUPRIME r (total) - Megacam r (total):\n", " Number of outliers: 0\n", "GPC1 r (aperture) - Megacam r (aperture):\n", " Number of outliers: 0\n", "GPC1 r (total) - Megacam r (total):\n", " Number of outliers: 1\n", "SUPRIME r (aperture) - DECam r (aperture):\n", " Number of outliers: 1\n", "SUPRIME r (total) - DECam r (total):\n", " Number of outliers: 1\n", "GPC1 r (aperture) - DECam r (aperture):\n", " Number of outliers: 0\n", "GPC1 r (total) - DECam r (total):\n", " Number of outliers: 14\n", "GPC1 r (aperture) - SUPRIME r (aperture):\n", " Number of outliers: 0\n", "GPC1 r (total) - SUPRIME r (total):\n", " Number of outliers: 0\n", "DECam i (aperture) - Megacam i (aperture):\n", " Number of outliers: 63\n", "DECam i (total) - Megacam i (total):\n", " Number of outliers: 64\n", "SUPRIME i (aperture) - Megacam i (aperture):\n", " Number of outliers: 6\n", "SUPRIME i (total) - Megacam i (total):\n", " Number of outliers: 1\n", "GPC1 i (aperture) - Megacam i (aperture):\n", " Number of outliers: 0\n", "GPC1 i (total) - Megacam i (total):\n", " Number of outliers: 1\n", "SUPRIME i (aperture) - DECam i (aperture):\n", " Number of outliers: 7\n", "SUPRIME i (total) - DECam i (total):\n", " Number of outliers: 11\n", "GPC1 i (aperture) - DECam i (aperture):\n", " Number of outliers: 0\n", "GPC1 i (total) - DECam i (total):\n", " Number of outliers: 52\n", "GPC1 i (aperture) - SUPRIME i (aperture):\n", " Number of outliers: 0\n", "GPC1 i (total) - SUPRIME i (total):\n", " Number of outliers: 0\n", "DECam z (aperture) - Megacam z (aperture):\n", " Number of outliers: 55\n", "DECam z (total) - Megacam z (total):\n", " Number of outliers: 59\n", "SUPRIME z (aperture) - Megacam z (aperture):\n", " Number of outliers: 0\n", "SUPRIME z (total) - Megacam z (total):\n", " Number of outliers: 0\n", "GPC1 z (aperture) - Megacam z (aperture):\n", " Number of outliers: 0\n", "GPC1 z (total) - Megacam z (total):\n", " Number of outliers: 0\n", "No sources have both Megacam z (aperture) and VISTA z (aperture) values.\n", "\n", "No sources have both Megacam z (total) and VISTA z (total) values.\n", "\n", "SUPRIME z (aperture) - DECam z (aperture):\n", " Number of outliers: 0\n", "SUPRIME z (total) - DECam z (total):\n", " Number of outliers: 5\n", "GPC1 z (aperture) - DECam z (aperture):\n", " Number of outliers: 0\n", "GPC1 z (total) - DECam z (total):\n", " Number of outliers: 25\n", "No sources have both DECam z (aperture) and VISTA z (aperture) values.\n", "\n", "No sources have both DECam z (total) and VISTA z (total) values.\n", "\n", "GPC1 z (aperture) - SUPRIME z (aperture):\n", " Number of outliers: 0\n", "GPC1 z (total) - SUPRIME z (total):\n", " Number of outliers: 0\n", "No sources have both SUPRIME z (aperture) and VISTA z (aperture) values.\n", "\n", "No sources have both SUPRIME z (total) and VISTA z (total) values.\n", "\n", "No sources have both GPC1 z (aperture) and VISTA z (aperture) values.\n", "\n", "No sources have both GPC1 z (total) and VISTA z (total) values.\n", "\n", "No sources have both Megacam y (aperture) and DECam y (aperture) values.\n", "\n", "No sources have both Megacam y (total) and DECam y (total) values.\n", "\n", "No sources have both Megacam y (aperture) and SUPRIME y (aperture) values.\n", "\n", "No sources have both Megacam y (total) and SUPRIME y (total) values.\n", "\n", "No sources have both Megacam y (aperture) and GPC1 y (aperture) values.\n", "\n", "No sources have both Megacam y (total) and GPC1 y (total) values.\n", "\n", "No sources have both Megacam y (aperture) and VISTA y (aperture) values.\n", "\n", "No sources have both Megacam y (total) and VISTA y (total) values.\n", "\n", "SUPRIME y (aperture) - DECam y (aperture):\n", " Number of outliers: 1\n", "SUPRIME y (total) - DECam y (total):\n", " Number of outliers: 0\n", "GPC1 y (aperture) - DECam y (aperture):\n", " Number of outliers: 7\n", "GPC1 y (total) - DECam y (total):\n", " Number of outliers: 7\n", "No sources have both DECam y (aperture) and VISTA y (aperture) values.\n", "\n", "No sources have both DECam y (total) and VISTA y (total) values.\n", "\n", "GPC1 y (aperture) - SUPRIME y (aperture):\n", " Number of outliers: 0\n", "GPC1 y (total) - SUPRIME y (total):\n", " Number of outliers: 0\n", "No sources have both SUPRIME y (aperture) and VISTA y (aperture) values.\n", "\n", "No sources have both SUPRIME y (total) and VISTA y (total) values.\n", "\n", "No sources have both GPC1 y (aperture) and VISTA y (aperture) values.\n", "\n", "No sources have both GPC1 y (total) and VISTA y (total) values.\n", "\n", "No sources have both VISTA J (aperture) and UKIDSS J (aperture) values.\n", "\n", "No sources have both VISTA J (total) and UKIDSS J (total) values.\n", "\n", "No sources have both VISTA J (aperture) and WIRCAM J (aperture) values.\n", "\n", "No sources have both VISTA J (total) and WIRCAM J (total) values.\n", "\n", "No sources have both UKIDSS J (aperture) and WIRCAM J (aperture) values.\n", "\n", "No sources have both UKIDSS J (total) and WIRCAM J (total) values.\n", "\n", "No sources have both VISTA H (aperture) and UKIDSS H (aperture) values.\n", "\n", "No sources have both VISTA H (total) and UKIDSS H (total) values.\n", "\n", "No sources have both VISTA H (aperture) and WIRCAM H (aperture) values.\n", "\n", "No sources have both VISTA H (total) and WIRCAM H (total) values.\n", "\n", "No sources have both UKIDSS H (aperture) and WIRCAM H (aperture) values.\n", "\n", "No sources have both UKIDSS H (total) and WIRCAM H (total) values.\n", "\n", "No sources have both VISTA Ks (aperture) and UKIDSS K (aperture) values.\n", "\n", "No sources have both VISTA Ks (total) and UKIDSS K (total) values.\n", "\n", "No sources have both VISTA Ks (aperture) and WIRCAM Ks (aperture) values.\n", "\n", "WIRCAM Ks (total) - VISTA Ks (total):\n", " Number of outliers: 0\n", "No sources have both UKIDSS K (aperture) and WIRCAM Ks (aperture) values.\n", "\n", "No sources have both UKIDSS K (total) and WIRCAM Ks (total) values.\n", "\n", "GPC1 g\n", " Aperture magnitude\n", " Number of flagged objects: 2\n", " Total magnitude\n", " Number of flagged objects: 3\n", "GPC1 r\n", " Aperture magnitude\n", " Number of flagged objects: 5\n", " Total magnitude\n", " Number of flagged objects: 8\n", "GPC1 i\n", " Aperture magnitude\n", " Number of flagged objects: 6\n", " Total magnitude\n", " Number of flagged objects: 8\n", "GPC1 z\n", " Aperture magnitude\n", " Number of flagged objects: 6\n", " Total magnitude\n", " Number of flagged objects: 7\n", "GPC1 y\n", " Aperture magnitude\n", " Number of flagged objects: 3\n", " Total magnitude\n", " Number of flagged objects: 3\n", "IRAC i1\n", " Aperture magnitude\n", " Number of flagged objects: 0\n", "IRAC i2\n", " Aperture magnitude\n", " Number of flagged objects: 0\n", "IRAC i3\n", " Aperture magnitude\n", " Number of flagged objects: 0\n", "IRAC i4\n", " Aperture magnitude\n", " Number of flagged objects: 0\n", "DECam g (aperture) - Megacam g (aperture):\n", " Number of outliers: 17\n", "DECam g (total) - Megacam g (total):\n", " Number of outliers: 39\n", "SUPRIME g (aperture) - Megacam g (aperture):\n", " Number of outliers: 1\n", "SUPRIME g (total) - Megacam g (total):\n", " Number of outliers: 1\n", "GPC1 g (aperture) - Megacam g (aperture):\n", " Number of outliers: 0\n", "GPC1 g (total) - Megacam g (total):\n", " Number of outliers: 1\n", "SUPRIME g (aperture) - DECam g (aperture):\n", " Number of outliers: 0\n", "SUPRIME g (total) - DECam g (total):\n", " Number of outliers: 1\n", "GPC1 g (aperture) - DECam g (aperture):\n", " Number of outliers: 0\n", "GPC1 g (total) - DECam g (total):\n", " Number of outliers: 16\n", "GPC1 g (aperture) - SUPRIME g (aperture):\n", " Number of outliers: 0\n", "GPC1 g (total) - SUPRIME g (total):\n", " Number of outliers: 0\n", "DECam r (aperture) - Megacam r (aperture):\n", " Number of outliers: 15\n", "DECam r (total) - Megacam r (total):\n", " Number of outliers: 45\n", "SUPRIME r (aperture) - Megacam r (aperture):\n", " Number of outliers: 1\n", "SUPRIME r (total) - Megacam r (total):\n", " Number of outliers: 1\n", "GPC1 r (aperture) - Megacam r (aperture):\n", " Number of outliers: 0\n", "GPC1 r (total) - Megacam r (total):\n", " Number of outliers: 8\n", "SUPRIME r (aperture) - DECam r (aperture):\n", " Number of outliers: 0\n", "SUPRIME r (total) - DECam r (total):\n", " Number of outliers: 1\n", "GPC1 r (aperture) - DECam r (aperture):\n", " Number of outliers: 0\n", "GPC1 r (total) - DECam r (total):\n", " Number of outliers: 29\n", "GPC1 r (aperture) - SUPRIME r (aperture):\n", " Number of outliers: 0\n", "GPC1 r (total) - SUPRIME r (total):\n", " Number of outliers: 0\n", "DECam i (aperture) - Megacam i (aperture):\n", " Number of outliers: 46\n", "DECam i (total) - Megacam i (total):\n", " Number of outliers: 58\n", "SUPRIME i (aperture) - Megacam i (aperture):\n", " Number of outliers: 3\n", "SUPRIME i (total) - Megacam i (total):\n", " Number of outliers: 1\n", "GPC1 i (aperture) - Megacam i (aperture):\n", " Number of outliers: 0\n", "GPC1 i (total) - Megacam i (total):\n", " Number of outliers: 0\n", "SUPRIME i (aperture) - DECam i (aperture):\n", " Number of outliers: 4\n", "SUPRIME i (total) - DECam i (total):\n", " Number of outliers: 5\n", "GPC1 i (aperture) - DECam i (aperture):\n", " Number of outliers: 0\n", "GPC1 i (total) - DECam i (total):\n", " Number of outliers: 73\n", "GPC1 i (aperture) - SUPRIME i (aperture):\n", " Number of outliers: 0\n", "GPC1 i (total) - SUPRIME i (total):\n", " Number of outliers: 0\n", "DECam z (aperture) - Megacam z (aperture):\n", " Number of outliers: 38\n", "DECam z (total) - Megacam z (total):\n", " Number of outliers: 63\n", "SUPRIME z (aperture) - Megacam z (aperture):\n", " Number of outliers: 0\n", "SUPRIME z (total) - Megacam z (total):\n", " Number of outliers: 1\n", "GPC1 z (aperture) - Megacam z (aperture):\n", " Number of outliers: 0\n", "GPC1 z (total) - Megacam z (total):\n", " Number of outliers: 0\n", "No sources have both Megacam z (aperture) and VISTA z (aperture) values.\n", "\n", "No sources have both Megacam z (total) and VISTA z (total) values.\n", "\n", "SUPRIME z (aperture) - DECam z (aperture):\n", " Number of outliers: 0\n", "SUPRIME z (total) - DECam z (total):\n", " Number of outliers: 7\n", "GPC1 z (aperture) - DECam z (aperture):\n", " Number of outliers: 0\n", "GPC1 z (total) - DECam z (total):\n", " Number of outliers: 12\n", "No sources have both DECam z (aperture) and VISTA z (aperture) values.\n", "\n", "No sources have both DECam z (total) and VISTA z (total) values.\n", "\n", "GPC1 z (aperture) - SUPRIME z (aperture):\n", " Number of outliers: 0\n", "GPC1 z (total) - SUPRIME z (total):\n", " Number of outliers: 0\n", "No sources have both SUPRIME z (aperture) and VISTA z (aperture) values.\n", "\n", "No sources have both SUPRIME z (total) and VISTA z (total) values.\n", "\n", "No sources have both GPC1 z (aperture) and VISTA z (aperture) values.\n", "\n", "No sources have both GPC1 z (total) and VISTA z (total) values.\n", "\n", "DECam y (aperture) - Megacam y (aperture):\n", " Number of outliers: 0\n", "DECam y (total) - Megacam y (total):\n", " Number of outliers: 0\n", "SUPRIME y (aperture) - Megacam y (aperture):\n", " Number of outliers: 0\n", "SUPRIME y (total) - Megacam y (total):\n", " Number of outliers: 0\n", "GPC1 y (aperture) - Megacam y (aperture):\n", " Number of outliers: 0\n", "GPC1 y (total) - Megacam y (total):\n", " Number of outliers: 0\n", "No sources have both Megacam y (aperture) and VISTA y (aperture) values.\n", "\n", "No sources have both Megacam y (total) and VISTA y (total) values.\n", "\n", "SUPRIME y (aperture) - DECam y (aperture):\n", " Number of outliers: 0\n", "SUPRIME y (total) - DECam y (total):\n", " Number of outliers: 0\n", "GPC1 y (aperture) - DECam y (aperture):\n", " Number of outliers: 7\n", "GPC1 y (total) - DECam y (total):\n", " Number of outliers: 4\n", "No sources have both DECam y (aperture) and VISTA y (aperture) values.\n", "\n", "No sources have both DECam y (total) and VISTA y (total) values.\n", "\n", "GPC1 y (aperture) - SUPRIME y (aperture):\n", " Number of outliers: 0\n", "GPC1 y (total) - SUPRIME y (total):\n", " Number of outliers: 0\n", "No sources have both SUPRIME y (aperture) and VISTA y (aperture) values.\n", "\n", "No sources have both SUPRIME y (total) and VISTA y (total) values.\n", "\n", "No sources have both GPC1 y (aperture) and VISTA y (aperture) values.\n", "\n", "No sources have both GPC1 y (total) and VISTA y (total) values.\n", "\n", "No sources have both VISTA J (aperture) and UKIDSS J (aperture) values.\n", "\n", "No sources have both VISTA J (total) and UKIDSS J (total) values.\n", "\n", "No sources have both VISTA J (aperture) and WIRCAM J (aperture) values.\n", "\n", "No sources have both VISTA J (total) and WIRCAM J (total) values.\n", "\n", "No sources have both UKIDSS J (aperture) and WIRCAM J (aperture) values.\n", "\n", "No sources have both UKIDSS J (total) and WIRCAM J (total) values.\n", "\n", "No sources have both VISTA H (aperture) and UKIDSS H (aperture) values.\n", "\n", "No sources have both VISTA H (total) and UKIDSS H (total) values.\n", "\n", "No sources have both VISTA H (aperture) and WIRCAM H (aperture) values.\n", "\n", "No sources have both VISTA H (total) and WIRCAM H (total) values.\n", "\n", "No sources have both UKIDSS H (aperture) and WIRCAM H (aperture) values.\n", "\n", "No sources have both UKIDSS H (total) and WIRCAM H (total) values.\n", "\n", "No sources have both VISTA Ks (aperture) and UKIDSS K (aperture) values.\n", "\n", "No sources have both VISTA Ks (total) and UKIDSS K (total) values.\n", "\n", "No sources have both VISTA Ks (aperture) and WIRCAM Ks (aperture) values.\n", "\n", "WIRCAM Ks (total) - VISTA Ks (total):\n", " Number of outliers: 0\n", "No sources have both UKIDSS K (aperture) and WIRCAM Ks (aperture) values.\n", "\n", "No sources have both UKIDSS K (total) and WIRCAM Ks (total) values.\n", "\n", "GPC1 g\n", " Aperture magnitude\n", " Number of flagged objects: 2\n", " Total magnitude\n", " Number of flagged objects: 2\n", "GPC1 r\n", " Aperture magnitude\n", " Number of flagged objects: 1\n", " Total magnitude\n", " Number of flagged objects: 1\n", "GPC1 i\n", " Aperture magnitude\n", " Number of flagged objects: 2\n", " Total magnitude\n", " Number of flagged objects: 2\n", "GPC1 z\n", " Aperture magnitude\n", " Number of flagged objects: 2\n", " Total magnitude\n", " Number of flagged objects: 2\n", "GPC1 y\n", " Aperture magnitude\n", " Number of flagged objects: 4\n", " Total magnitude\n", " Number of flagged objects: 4\n", "IRAC i1\n", " Aperture magnitude\n", " Number of flagged objects: 0\n", "IRAC i2\n", " Aperture magnitude\n", " Number of flagged objects: 0\n", "IRAC i3\n", " Aperture magnitude\n", " Number of flagged objects: 0\n", "IRAC i4\n", " Aperture magnitude\n", " Number of flagged objects: 0\n", "DECam g (aperture) - Megacam g (aperture):\n", " Number of outliers: 16\n", "DECam g (total) - Megacam g (total):\n", " Number of outliers: 27\n", "SUPRIME g (aperture) - Megacam g (aperture):\n", " Number of outliers: 0\n", "SUPRIME g (total) - Megacam g (total):\n", " Number of outliers: 0\n", "GPC1 g (aperture) - Megacam g (aperture):\n", " Number of outliers: 0\n", "GPC1 g (total) - Megacam g (total):\n", " Number of outliers: 0\n", "SUPRIME g (aperture) - DECam g (aperture):\n", " Number of outliers: 0\n", "SUPRIME g (total) - DECam g (total):\n", " Number of outliers: 1\n", "GPC1 g (aperture) - DECam g (aperture):\n", " Number of outliers: 1\n", "GPC1 g (total) - DECam g (total):\n", " Number of outliers: 5\n", "GPC1 g (aperture) - SUPRIME g (aperture):\n", " Number of outliers: 0\n", "GPC1 g (total) - SUPRIME g (total):\n", " Number of outliers: 0\n", "DECam r (aperture) - Megacam r (aperture):\n", " Number of outliers: 0\n", "DECam r (total) - Megacam r (total):\n", " Number of outliers: 17\n", "SUPRIME r (aperture) - Megacam r (aperture):\n", " Number of outliers: 0\n", "SUPRIME r (total) - Megacam r (total):\n", " Number of outliers: 0\n", "GPC1 r (aperture) - Megacam r (aperture):\n", " Number of outliers: 0\n", "GPC1 r (total) - Megacam r (total):\n", " Number of outliers: 0\n", "SUPRIME r (aperture) - DECam r (aperture):\n", " Number of outliers: 0\n", "SUPRIME r (total) - DECam r (total):\n", " Number of outliers: 1\n", "GPC1 r (aperture) - DECam r (aperture):\n", " Number of outliers: 0\n", "GPC1 r (total) - DECam r (total):\n", " Number of outliers: 7\n", "GPC1 r (aperture) - SUPRIME r (aperture):\n", " Number of outliers: 0\n", "GPC1 r (total) - SUPRIME r (total):\n", " Number of outliers: 0\n", "DECam i (aperture) - Megacam i (aperture):\n", " Number of outliers: 12\n", "DECam i (total) - Megacam i (total):\n", " Number of outliers: 38\n", "SUPRIME i (aperture) - Megacam i (aperture):\n", " Number of outliers: 5\n", "SUPRIME i (total) - Megacam i (total):\n", " Number of outliers: 0\n", "GPC1 i (aperture) - Megacam i (aperture):\n", " Number of outliers: 0\n", "GPC1 i (total) - Megacam i (total):\n", " Number of outliers: 0\n", "SUPRIME i (aperture) - DECam i (aperture):\n", " Number of outliers: 3\n", "SUPRIME i (total) - DECam i (total):\n", " Number of outliers: 6\n", "GPC1 i (aperture) - DECam i (aperture):\n", " Number of outliers: 0\n", "GPC1 i (total) - DECam i (total):\n", " Number of outliers: 37\n", "GPC1 i (aperture) - SUPRIME i (aperture):\n", " Number of outliers: 0\n", "GPC1 i (total) - SUPRIME i (total):\n", " Number of outliers: 0\n", "DECam z (aperture) - Megacam z (aperture):\n", " Number of outliers: 9\n", "DECam z (total) - Megacam z (total):\n", " Number of outliers: 26\n", "SUPRIME z (aperture) - Megacam z (aperture):\n", " Number of outliers: 0\n", "SUPRIME z (total) - Megacam z (total):\n", " Number of outliers: 0\n", "GPC1 z (aperture) - Megacam z (aperture):\n", " Number of outliers: 0\n", "GPC1 z (total) - Megacam z (total):\n", " Number of outliers: 0\n", "VISTA z (aperture) - Megacam z (aperture):\n", " Number of outliers: 12\n", "VISTA z (total) - Megacam z (total):\n", " Number of outliers: 0\n", "SUPRIME z (aperture) - DECam z (aperture):\n", " Number of outliers: 0\n", "SUPRIME z (total) - DECam z (total):\n", " Number of outliers: 0\n", "GPC1 z (aperture) - DECam z (aperture):\n", " Number of outliers: 0\n", "GPC1 z (total) - DECam z (total):\n", " Number of outliers: 0\n", "VISTA z (aperture) - DECam z (aperture):\n", " Number of outliers: 24\n", "VISTA z (total) - DECam z (total):\n", " Number of outliers: 26\n", "GPC1 z (aperture) - SUPRIME z (aperture):\n", " Number of outliers: 0\n", "GPC1 z (total) - SUPRIME z (total):\n", " Number of outliers: 0\n", "VISTA z (aperture) - SUPRIME z (aperture):\n", " Number of outliers: 0\n", "VISTA z (total) - SUPRIME z (total):\n", " Number of outliers: 0\n", "VISTA z (aperture) - GPC1 z (aperture):\n", " Number of outliers: 0\n", "VISTA z (total) - GPC1 z (total):\n", " Number of outliers: 0\n", "DECam y (aperture) - Megacam y (aperture):\n", " Number of outliers: 0\n", "DECam y (total) - Megacam y (total):\n", " Number of outliers: 0\n", "SUPRIME y (aperture) - Megacam y (aperture):\n", " Number of outliers: 0\n", "SUPRIME y (total) - Megacam y (total):\n", " Number of outliers: 0\n", "GPC1 y (aperture) - Megacam y (aperture):\n", " Number of outliers: 0\n", "GPC1 y (total) - Megacam y (total):\n", " Number of outliers: 0\n", "No sources have both Megacam y (aperture) and VISTA y (aperture) values.\n", "\n", "No sources have both Megacam y (total) and VISTA y (total) values.\n", "\n", "SUPRIME y (aperture) - DECam y (aperture):\n", " Number of outliers: 0\n", "SUPRIME y (total) - DECam y (total):\n", " Number of outliers: 0\n", "GPC1 y (aperture) - DECam y (aperture):\n", " Number of outliers: 3\n", "GPC1 y (total) - DECam y (total):\n", " Number of outliers: 1\n", "VISTA y (aperture) - DECam y (aperture):\n", " Number of outliers: 2\n", "VISTA y (total) - DECam y (total):\n", " Number of outliers: 2\n", "GPC1 y (aperture) - SUPRIME y (aperture):\n", " Number of outliers: 0\n", "GPC1 y (total) - SUPRIME y (total):\n", " Number of outliers: 0\n", "VISTA y (aperture) - SUPRIME y (aperture):\n", " Number of outliers: 0\n", "VISTA y (total) - SUPRIME y (total):\n", " Number of outliers: 0\n", "VISTA y (aperture) - GPC1 y (aperture):\n", " Number of outliers: 0\n", "VISTA y (total) - GPC1 y (total):\n", " Number of outliers: 0\n", "UKIDSS J (aperture) - VISTA J (aperture):\n", " Number of outliers: 0\n", "UKIDSS J (total) - VISTA J (total):\n", " Number of outliers: 4\n", "No sources have both VISTA J (aperture) and WIRCAM J (aperture) values.\n", "\n", "No sources have both VISTA J (total) and WIRCAM J (total) values.\n", "\n", "No sources have both UKIDSS J (aperture) and WIRCAM J (aperture) values.\n", "\n", "No sources have both UKIDSS J (total) and WIRCAM J (total) values.\n", "\n", "UKIDSS H (aperture) - VISTA H (aperture):\n", " Number of outliers: 0\n", "UKIDSS H (total) - VISTA H (total):\n", " Number of outliers: 2\n", "No sources have both VISTA H (aperture) and WIRCAM H (aperture) values.\n", "\n", "No sources have both VISTA H (total) and WIRCAM H (total) values.\n", "\n", "No sources have both UKIDSS H (aperture) and WIRCAM H (aperture) values.\n", "\n", "No sources have both UKIDSS H (total) and WIRCAM H (total) values.\n", "\n", "UKIDSS K (aperture) - VISTA Ks (aperture):\n", " Number of outliers: 0\n", "UKIDSS K (total) - VISTA Ks (total):\n", " Number of outliers: 2\n", "No sources have both VISTA Ks (aperture) and WIRCAM Ks (aperture) values.\n", "\n", "WIRCAM Ks (total) - VISTA Ks (total):\n", " Number of outliers: 0\n", "No sources have both UKIDSS K (aperture) and WIRCAM Ks (aperture) values.\n", "\n", "WIRCAM Ks (total) - UKIDSS K (total):\n", " Number of outliers: 0\n", "GPC1 g\n", " Aperture magnitude\n", " Number of flagged objects: 1\n", " Total magnitude\n", " Number of flagged objects: 1\n", "GPC1 r\n", " Aperture magnitude\n", " Number of flagged objects: 2\n", " Total magnitude\n", " Number of flagged objects: 2\n", "GPC1 i\n", " Aperture magnitude\n", " Number of flagged objects: 4\n", " Total magnitude\n", " Number of flagged objects: 4\n", "GPC1 z\n", " Aperture magnitude\n", " Number of flagged objects: 3\n", " Total magnitude\n", " Number of flagged objects: 3\n", "GPC1 y\n", " Aperture magnitude\n", " Number of flagged objects: 2\n", " Total magnitude\n", " Number of flagged objects: 2\n", "IRAC i1\n", " Aperture magnitude\n", " Number of flagged objects: 0\n", "IRAC i2\n", " Aperture magnitude\n", " Number of flagged objects: 0\n", "IRAC i3\n", " Aperture magnitude\n", " Number of flagged objects: 0\n", "IRAC i4\n", " Aperture magnitude\n", " Number of flagged objects: 0\n", "DECam g (aperture) - Megacam g (aperture):\n", " Number of outliers: 18\n", "DECam g (total) - Megacam g (total):\n", " Number of outliers: 22\n", "SUPRIME g (aperture) - Megacam g (aperture):\n", " Number of outliers: 8\n", "SUPRIME g (total) - Megacam g (total):\n", " Number of outliers: 3\n", "GPC1 g (aperture) - Megacam g (aperture):\n", " Number of outliers: 0\n", "GPC1 g (total) - Megacam g (total):\n", " Number of outliers: 1\n", "SUPRIME g (aperture) - DECam g (aperture):\n", " Number of outliers: 5\n", "SUPRIME g (total) - DECam g (total):\n", " Number of outliers: 6\n", "GPC1 g (aperture) - DECam g (aperture):\n", " Number of outliers: 0\n", "GPC1 g (total) - DECam g (total):\n", " Number of outliers: 19\n", "GPC1 g (aperture) - SUPRIME g (aperture):\n", " Number of outliers: 0\n", "GPC1 g (total) - SUPRIME g (total):\n", " Number of outliers: 0\n", "DECam r (aperture) - Megacam r (aperture):\n", " Number of outliers: 33\n", "DECam r (total) - Megacam r (total):\n", " Number of outliers: 35\n", "SUPRIME r (aperture) - Megacam r (aperture):\n", " Number of outliers: 14\n", "SUPRIME r (total) - Megacam r (total):\n", " Number of outliers: 5\n", "GPC1 r (aperture) - Megacam r (aperture):\n", " Number of outliers: 0\n", "GPC1 r (total) - Megacam r (total):\n", " Number of outliers: 2\n", "SUPRIME r (aperture) - DECam r (aperture):\n", " Number of outliers: 3\n", "SUPRIME r (total) - DECam r (total):\n", " Number of outliers: 7\n", "GPC1 r (aperture) - DECam r (aperture):\n", " Number of outliers: 0\n", "GPC1 r (total) - DECam r (total):\n", " Number of outliers: 4\n", "GPC1 r (aperture) - SUPRIME r (aperture):\n", " Number of outliers: 0\n", "GPC1 r (total) - SUPRIME r (total):\n", " Number of outliers: 0\n", "DECam i (aperture) - Megacam i (aperture):\n", " Number of outliers: 29\n", "DECam i (total) - Megacam i (total):\n", " Number of outliers: 45\n", "SUPRIME i (aperture) - Megacam i (aperture):\n", " Number of outliers: 21\n", "SUPRIME i (total) - Megacam i (total):\n", " Number of outliers: 10\n", "GPC1 i (aperture) - Megacam i (aperture):\n", " Number of outliers: 0\n", "GPC1 i (total) - Megacam i (total):\n", " Number of outliers: 1\n", "SUPRIME i (aperture) - DECam i (aperture):\n", " Number of outliers: 9\n", "SUPRIME i (total) - DECam i (total):\n", " Number of outliers: 18\n", "GPC1 i (aperture) - DECam i (aperture):\n", " Number of outliers: 0\n", "GPC1 i (total) - DECam i (total):\n", " Number of outliers: 38\n", "GPC1 i (aperture) - SUPRIME i (aperture):\n", " Number of outliers: 0\n", "GPC1 i (total) - SUPRIME i (total):\n", " Number of outliers: 1\n", "DECam z (aperture) - Megacam z (aperture):\n", " Number of outliers: 32\n", "DECam z (total) - Megacam z (total):\n", " Number of outliers: 35\n", "SUPRIME z (aperture) - Megacam z (aperture):\n", " Number of outliers: 1\n", "SUPRIME z (total) - Megacam z (total):\n", " Number of outliers: 1\n", "GPC1 z (aperture) - Megacam z (aperture):\n", " Number of outliers: 0\n", "GPC1 z (total) - Megacam z (total):\n", " Number of outliers: 0\n", "No sources have both Megacam z (aperture) and VISTA z (aperture) values.\n", "\n", "No sources have both Megacam z (total) and VISTA z (total) values.\n", "\n", "SUPRIME z (aperture) - DECam z (aperture):\n", " Number of outliers: 0\n", "SUPRIME z (total) - DECam z (total):\n", " Number of outliers: 8\n", "GPC1 z (aperture) - DECam z (aperture):\n", " Number of outliers: 0\n", "GPC1 z (total) - DECam z (total):\n", " Number of outliers: 1\n", "No sources have both DECam z (aperture) and VISTA z (aperture) values.\n", "\n", "No sources have both DECam z (total) and VISTA z (total) values.\n", "\n", "GPC1 z (aperture) - SUPRIME z (aperture):\n", " Number of outliers: 0\n", "GPC1 z (total) - SUPRIME z (total):\n", " Number of outliers: 0\n", "No sources have both SUPRIME z (aperture) and VISTA z (aperture) values.\n", "\n", "No sources have both SUPRIME z (total) and VISTA z (total) values.\n", "\n", "No sources have both GPC1 z (aperture) and VISTA z (aperture) values.\n", "\n", "No sources have both GPC1 z (total) and VISTA z (total) values.\n", "\n", "No sources have both Megacam y (aperture) and DECam y (aperture) values.\n", "\n", "DECam y (total) - Megacam y (total):\n", " Number of outliers: 0\n", "No sources have both Megacam y (aperture) and SUPRIME y (aperture) values.\n", "\n", "SUPRIME y (total) - Megacam y (total):\n", " Number of outliers: 0\n", "No sources have both Megacam y (aperture) and GPC1 y (aperture) values.\n", "\n", "GPC1 y (total) - Megacam y (total):\n", " Number of outliers: 0\n", "No sources have both Megacam y (aperture) and VISTA y (aperture) values.\n", "\n", "No sources have both Megacam y (total) and VISTA y (total) values.\n", "\n", "SUPRIME y (aperture) - DECam y (aperture):\n", " Number of outliers: 3\n", "SUPRIME y (total) - DECam y (total):\n", " Number of outliers: 5\n", "GPC1 y (aperture) - DECam y (aperture):\n", " Number of outliers: 1\n", "GPC1 y (total) - DECam y (total):\n", " Number of outliers: 4\n", "No sources have both DECam y (aperture) and VISTA y (aperture) values.\n", "\n", "No sources have both DECam y (total) and VISTA y (total) values.\n", "\n", "GPC1 y (aperture) - SUPRIME y (aperture):\n", " Number of outliers: 0\n", "GPC1 y (total) - SUPRIME y (total):\n", " Number of outliers: 0\n", "No sources have both SUPRIME y (aperture) and VISTA y (aperture) values.\n", "\n", "No sources have both SUPRIME y (total) and VISTA y (total) values.\n", "\n", "No sources have both GPC1 y (aperture) and VISTA y (aperture) values.\n", "\n", "No sources have both GPC1 y (total) and VISTA y (total) values.\n", "\n", "No sources have both VISTA J (aperture) and UKIDSS J (aperture) values.\n", "\n", "No sources have both VISTA J (total) and UKIDSS J (total) values.\n", "\n", "No sources have both VISTA J (aperture) and WIRCAM J (aperture) values.\n", "\n", "No sources have both VISTA J (total) and WIRCAM J (total) values.\n", "\n", "No sources have both UKIDSS J (aperture) and WIRCAM J (aperture) values.\n", "\n", "No sources have both UKIDSS J (total) and WIRCAM J (total) values.\n", "\n", "No sources have both VISTA H (aperture) and UKIDSS H (aperture) values.\n", "\n", "No sources have both VISTA H (total) and UKIDSS H (total) values.\n", "\n", "No sources have both VISTA H (aperture) and WIRCAM H (aperture) values.\n", "\n", "No sources have both VISTA H (total) and WIRCAM H (total) values.\n", "\n", "No sources have both UKIDSS H (aperture) and WIRCAM H (aperture) values.\n", "\n", "No sources have both UKIDSS H (total) and WIRCAM H (total) values.\n", "\n", "No sources have both VISTA Ks (aperture) and UKIDSS K (aperture) values.\n", "\n", "No sources have both VISTA Ks (total) and UKIDSS K (total) values.\n", "\n", "No sources have both VISTA Ks (aperture) and WIRCAM Ks (aperture) values.\n", "\n", "WIRCAM Ks (total) - VISTA Ks (total):\n", " Number of outliers: 0\n", "No sources have both UKIDSS K (aperture) and WIRCAM Ks (aperture) values.\n", "\n", "No sources have both UKIDSS K (total) and WIRCAM Ks (total) values.\n", "\n", "GPC1 g\n", " Aperture magnitude\n", " Number of flagged objects: 0\n", " Total magnitude\n", " Number of flagged objects: 1\n", "GPC1 r\n", " Aperture magnitude\n", " Number of flagged objects: 5\n", " Total magnitude\n", " Number of flagged objects: 5\n", "GPC1 i\n", " Aperture magnitude\n", " Number of flagged objects: 5\n", " Total magnitude\n", " Number of flagged objects: 5\n", "GPC1 z\n", " Aperture magnitude\n", " Number of flagged objects: 5\n", " Total magnitude\n", " Number of flagged objects: 4\n", "GPC1 y\n", " Aperture magnitude\n", " Number of flagged objects: 2\n", " Total magnitude\n", " Number of flagged objects: 2\n", "IRAC i1\n", " Aperture magnitude\n", " Number of flagged objects: 0\n", "IRAC i2\n", " Aperture magnitude\n", " Number of flagged objects: 0\n", "IRAC i3\n", " Aperture magnitude\n", " Number of flagged objects: 0\n", "IRAC i4\n", " Aperture magnitude\n", " Number of flagged objects: 0\n", "DECam g (aperture) - Megacam g (aperture):\n", " Number of outliers: 30\n", "DECam g (total) - Megacam g (total):\n", " Number of outliers: 43\n", "SUPRIME g (aperture) - Megacam g (aperture):\n", " Number of outliers: 1\n", "SUPRIME g (total) - Megacam g (total):\n", " Number of outliers: 0\n", "GPC1 g (aperture) - Megacam g (aperture):\n", " Number of outliers: 0\n", "GPC1 g (total) - Megacam g (total):\n", " Number of outliers: 4\n", "SUPRIME g (aperture) - DECam g (aperture):\n", " Number of outliers: 1\n", "SUPRIME g (total) - DECam g (total):\n", " Number of outliers: 6\n", "GPC1 g (aperture) - DECam g (aperture):\n", " Number of outliers: 0\n", "GPC1 g (total) - DECam g (total):\n", " Number of outliers: 7\n", "GPC1 g (aperture) - SUPRIME g (aperture):\n", " Number of outliers: 0\n", "GPC1 g (total) - SUPRIME g (total):\n", " Number of outliers: 0\n", "DECam r (aperture) - Megacam r (aperture):\n", " Number of outliers: 40\n", "DECam r (total) - Megacam r (total):\n", " Number of outliers: 51\n", "SUPRIME r (aperture) - Megacam r (aperture):\n", " Number of outliers: 1\n", "SUPRIME r (total) - Megacam r (total):\n", " Number of outliers: 2\n", "GPC1 r (aperture) - Megacam r (aperture):\n", " Number of outliers: 0\n", "GPC1 r (total) - Megacam r (total):\n", " Number of outliers: 21\n", "SUPRIME r (aperture) - DECam r (aperture):\n", " Number of outliers: 3\n", "SUPRIME r (total) - DECam r (total):\n", " Number of outliers: 8\n", "GPC1 r (aperture) - DECam r (aperture):\n", " Number of outliers: 0\n", "GPC1 r (total) - DECam r (total):\n", " Number of outliers: 29\n", "GPC1 r (aperture) - SUPRIME r (aperture):\n", " Number of outliers: 0\n", "GPC1 r (total) - SUPRIME r (total):\n", " Number of outliers: 0\n", "DECam i (aperture) - Megacam i (aperture):\n", " Number of outliers: 32\n", "DECam i (total) - Megacam i (total):\n", " Number of outliers: 37\n", "SUPRIME i (aperture) - Megacam i (aperture):\n", " Number of outliers: 4\n", "SUPRIME i (total) - Megacam i (total):\n", " Number of outliers: 1\n", "GPC1 i (aperture) - Megacam i (aperture):\n", " Number of outliers: 0\n", "GPC1 i (total) - Megacam i (total):\n", " Number of outliers: 0\n", "SUPRIME i (aperture) - DECam i (aperture):\n", " Number of outliers: 3\n", "SUPRIME i (total) - DECam i (total):\n", " Number of outliers: 11\n", "GPC1 i (aperture) - DECam i (aperture):\n", " Number of outliers: 0\n", "GPC1 i (total) - DECam i (total):\n", " Number of outliers: 13\n", "GPC1 i (aperture) - SUPRIME i (aperture):\n", " Number of outliers: 0\n", "GPC1 i (total) - SUPRIME i (total):\n", " Number of outliers: 0\n", "DECam z (aperture) - Megacam z (aperture):\n", " Number of outliers: 31\n", "DECam z (total) - Megacam z (total):\n", " Number of outliers: 49\n", "SUPRIME z (aperture) - Megacam z (aperture):\n", " Number of outliers: 0\n", "SUPRIME z (total) - Megacam z (total):\n", " Number of outliers: 0\n", "GPC1 z (aperture) - Megacam z (aperture):\n", " Number of outliers: 1\n", "GPC1 z (total) - Megacam z (total):\n", " Number of outliers: 2\n", "VISTA z (aperture) - Megacam z (aperture):\n", " Number of outliers: 3\n", "VISTA z (total) - Megacam z (total):\n", " Number of outliers: 0\n", "SUPRIME z (aperture) - DECam z (aperture):\n", " Number of outliers: 0\n", "SUPRIME z (total) - DECam z (total):\n", " Number of outliers: 10\n", "GPC1 z (aperture) - DECam z (aperture):\n", " Number of outliers: 0\n", "GPC1 z (total) - DECam z (total):\n", " Number of outliers: 26\n", "VISTA z (aperture) - DECam z (aperture):\n", " Number of outliers: 29\n", "VISTA z (total) - DECam z (total):\n", " Number of outliers: 34\n", "GPC1 z (aperture) - SUPRIME z (aperture):\n", " Number of outliers: 0\n", "GPC1 z (total) - SUPRIME z (total):\n", " Number of outliers: 0\n", "VISTA z (aperture) - SUPRIME z (aperture):\n", " Number of outliers: 3\n", "VISTA z (total) - SUPRIME z (total):\n", " Number of outliers: 1\n", "VISTA z (aperture) - GPC1 z (aperture):\n", " Number of outliers: 0\n", "VISTA z (total) - GPC1 z (total):\n", " Number of outliers: 0\n", "DECam y (aperture) - Megacam y (aperture):\n", " Number of outliers: 0\n", "DECam y (total) - Megacam y (total):\n", " Number of outliers: 0\n", "SUPRIME y (aperture) - Megacam y (aperture):\n", " Number of outliers: 0\n", "SUPRIME y (total) - Megacam y (total):\n", " Number of outliers: 0\n", "GPC1 y (aperture) - Megacam y (aperture):\n", " Number of outliers: 0\n", "GPC1 y (total) - Megacam y (total):\n", " Number of outliers: 0\n", "VISTA y (aperture) - Megacam y (aperture):\n", " Number of outliers: 0\n", "VISTA y (total) - Megacam y (total):\n", " Number of outliers: 0\n", "SUPRIME y (aperture) - DECam y (aperture):\n", " Number of outliers: 0\n", "SUPRIME y (total) - DECam y (total):\n", " Number of outliers: 2\n", "GPC1 y (aperture) - DECam y (aperture):\n", " Number of outliers: 5\n", "GPC1 y (total) - DECam y (total):\n", " Number of outliers: 5\n", "VISTA y (aperture) - DECam y (aperture):\n", " Number of outliers: 8\n", "VISTA y (total) - DECam y (total):\n", " Number of outliers: 7\n", "GPC1 y (aperture) - SUPRIME y (aperture):\n", " Number of outliers: 0\n", "GPC1 y (total) - SUPRIME y (total):\n", " Number of outliers: 0\n", "VISTA y (aperture) - SUPRIME y (aperture):\n", " Number of outliers: 2\n", "VISTA y (total) - SUPRIME y (total):\n", " Number of outliers: 1\n", "VISTA y (aperture) - GPC1 y (aperture):\n", " Number of outliers: 1\n", "VISTA y (total) - GPC1 y (total):\n", " Number of outliers: 1\n", "UKIDSS J (aperture) - VISTA J (aperture):\n", " Number of outliers: 0\n", "UKIDSS J (total) - VISTA J (total):\n", " Number of outliers: 0\n", "WIRCAM J (aperture) - VISTA J (aperture):\n", " Number of outliers: 0\n", "WIRCAM J (total) - VISTA J (total):\n", " Number of outliers: 2\n", "WIRCAM J (aperture) - UKIDSS J (aperture):\n", " Number of outliers: 0\n", "WIRCAM J (total) - UKIDSS J (total):\n", " Number of outliers: 0\n", "No sources have both VISTA H (aperture) and UKIDSS H (aperture) values.\n", "\n", "No sources have both VISTA H (total) and UKIDSS H (total) values.\n", "\n", "WIRCAM H (aperture) - VISTA H (aperture):\n", " Number of outliers: 0\n", "WIRCAM H (total) - VISTA H (total):\n", " Number of outliers: 1\n", "No sources have both UKIDSS H (aperture) and WIRCAM H (aperture) values.\n", "\n", "No sources have both UKIDSS H (total) and WIRCAM H (total) values.\n", "\n", "UKIDSS K (aperture) - VISTA Ks (aperture):\n", " Number of outliers: 0\n", "UKIDSS K (total) - VISTA Ks (total):\n", " Number of outliers: 0\n", "WIRCAM Ks (aperture) - VISTA Ks (aperture):\n", " Number of outliers: 0\n", "WIRCAM Ks (total) - VISTA Ks (total):\n", " Number of outliers: 1\n", "WIRCAM Ks (aperture) - UKIDSS K (aperture):\n", " Number of outliers: 0\n", "WIRCAM Ks (total) - UKIDSS K (total):\n", " Number of outliers: 0\n", "GPC1 g\n", " Aperture magnitude\n", " Number of flagged objects: 4\n", " Total magnitude\n", " Number of flagged objects: 4\n", "GPC1 r\n", " Aperture magnitude\n", " Number of flagged objects: 6\n", " Total magnitude\n", " Number of flagged objects: 6\n", "GPC1 i\n", " Aperture magnitude\n", " Number of flagged objects: 2\n", " Total magnitude\n", " Number of flagged objects: 3\n", "GPC1 z\n", " Aperture magnitude\n", " Number of flagged objects: 3\n", " Total magnitude\n", " Number of flagged objects: 3\n", "GPC1 y\n", " Aperture magnitude\n", " Number of flagged objects: 0\n", " Total magnitude\n", " Number of flagged objects: 0\n", "IRAC i1\n", " Aperture magnitude\n", " Number of flagged objects: 0\n", "IRAC i2\n", " Aperture magnitude\n", " Number of flagged objects: 0\n", "IRAC i3\n", " Aperture magnitude\n", " Number of flagged objects: 0\n", "IRAC i4\n", " Aperture magnitude\n", " Number of flagged objects: 0\n", "DECam g (aperture) - Megacam g (aperture):\n", " Number of outliers: 21\n", "DECam g (total) - Megacam g (total):\n", " Number of outliers: 38\n", "SUPRIME g (aperture) - Megacam g (aperture):\n", " Number of outliers: 0\n", "SUPRIME g (total) - Megacam g (total):\n", " Number of outliers: 0\n", "GPC1 g (aperture) - Megacam g (aperture):\n", " Number of outliers: 0\n", "GPC1 g (total) - Megacam g (total):\n", " Number of outliers: 0\n", "SUPRIME g (aperture) - DECam g (aperture):\n", " Number of outliers: 0\n", "SUPRIME g (total) - DECam g (total):\n", " Number of outliers: 2\n", "GPC1 g (aperture) - DECam g (aperture):\n", " Number of outliers: 0\n", "GPC1 g (total) - DECam g (total):\n", " Number of outliers: 11\n", "GPC1 g (aperture) - SUPRIME g (aperture):\n", " Number of outliers: 0\n", "GPC1 g (total) - SUPRIME g (total):\n", " Number of outliers: 0\n", "DECam r (aperture) - Megacam r (aperture):\n", " Number of outliers: 39\n", "DECam r (total) - Megacam r (total):\n", " Number of outliers: 35\n", "SUPRIME r (aperture) - Megacam r (aperture):\n", " Number of outliers: 0\n", "SUPRIME r (total) - Megacam r (total):\n", " Number of outliers: 0\n", "GPC1 r (aperture) - Megacam r (aperture):\n", " Number of outliers: 0\n", "GPC1 r (total) - Megacam r (total):\n", " Number of outliers: 5\n", "SUPRIME r (aperture) - DECam r (aperture):\n", " Number of outliers: 0\n", "SUPRIME r (total) - DECam r (total):\n", " Number of outliers: 1\n", "GPC1 r (aperture) - DECam r (aperture):\n", " Number of outliers: 0\n", "GPC1 r (total) - DECam r (total):\n", " Number of outliers: 19\n", "GPC1 r (aperture) - SUPRIME r (aperture):\n", " Number of outliers: 0\n", "GPC1 r (total) - SUPRIME r (total):\n", " Number of outliers: 0\n", "DECam i (aperture) - Megacam i (aperture):\n", " Number of outliers: 34\n", "DECam i (total) - Megacam i (total):\n", " Number of outliers: 40\n", "SUPRIME i (aperture) - Megacam i (aperture):\n", " Number of outliers: 7\n", "SUPRIME i (total) - Megacam i (total):\n", " Number of outliers: 1\n", "GPC1 i (aperture) - Megacam i (aperture):\n", " Number of outliers: 0\n", "GPC1 i (total) - Megacam i (total):\n", " Number of outliers: 0\n", "SUPRIME i (aperture) - DECam i (aperture):\n", " Number of outliers: 8\n", "SUPRIME i (total) - DECam i (total):\n", " Number of outliers: 7\n", "GPC1 i (aperture) - DECam i (aperture):\n", " Number of outliers: 0\n", "GPC1 i (total) - DECam i (total):\n", " Number of outliers: 41\n", "GPC1 i (aperture) - SUPRIME i (aperture):\n", " Number of outliers: 0\n", "GPC1 i (total) - SUPRIME i (total):\n", " Number of outliers: 0\n", "DECam z (aperture) - Megacam z (aperture):\n", " Number of outliers: 30\n", "DECam z (total) - Megacam z (total):\n", " Number of outliers: 49\n", "SUPRIME z (aperture) - Megacam z (aperture):\n", " Number of outliers: 0\n", "SUPRIME z (total) - Megacam z (total):\n", " Number of outliers: 0\n", "GPC1 z (aperture) - Megacam z (aperture):\n", " Number of outliers: 0\n", "GPC1 z (total) - Megacam z (total):\n", " Number of outliers: 1\n", "VISTA z (aperture) - Megacam z (aperture):\n", " Number of outliers: 0\n", "VISTA z (total) - Megacam z (total):\n", " Number of outliers: 0\n", "SUPRIME z (aperture) - DECam z (aperture):\n", " Number of outliers: 1\n", "SUPRIME z (total) - DECam z (total):\n", " Number of outliers: 1\n", "GPC1 z (aperture) - DECam z (aperture):\n", " Number of outliers: 0\n", "GPC1 z (total) - DECam z (total):\n", " Number of outliers: 1\n", "VISTA z (aperture) - DECam z (aperture):\n", " Number of outliers: 6\n", "VISTA z (total) - DECam z (total):\n", " Number of outliers: 14\n", "GPC1 z (aperture) - SUPRIME z (aperture):\n", " Number of outliers: 0\n", "GPC1 z (total) - SUPRIME z (total):\n", " Number of outliers: 0\n", "VISTA z (aperture) - SUPRIME z (aperture):\n", " Number of outliers: 0\n", "VISTA z (total) - SUPRIME z (total):\n", " Number of outliers: 0\n", "VISTA z (aperture) - GPC1 z (aperture):\n", " Number of outliers: 0\n", "VISTA z (total) - GPC1 z (total):\n", " Number of outliers: 0\n", "DECam y (aperture) - Megacam y (aperture):\n", " Number of outliers: 0\n", "DECam y (total) - Megacam y (total):\n", " Number of outliers: 0\n", "SUPRIME y (aperture) - Megacam y (aperture):\n", " Number of outliers: 0\n", "SUPRIME y (total) - Megacam y (total):\n", " Number of outliers: 0\n", "GPC1 y (aperture) - Megacam y (aperture):\n", " Number of outliers: 0\n", "GPC1 y (total) - Megacam y (total):\n", " Number of outliers: 0\n", "No sources have both Megacam y (aperture) and VISTA y (aperture) values.\n", "\n", "VISTA y (total) - Megacam y (total):\n", " Number of outliers: 0\n", "SUPRIME y (aperture) - DECam y (aperture):\n", " Number of outliers: 1\n", "SUPRIME y (total) - DECam y (total):\n", " Number of outliers: 1\n", "GPC1 y (aperture) - DECam y (aperture):\n", " Number of outliers: 4\n", "GPC1 y (total) - DECam y (total):\n", " Number of outliers: 1\n", "VISTA y (aperture) - DECam y (aperture):\n", " Number of outliers: 1\n", "VISTA y (total) - DECam y (total):\n", " Number of outliers: 0\n", "GPC1 y (aperture) - SUPRIME y (aperture):\n", " Number of outliers: 0\n", "GPC1 y (total) - SUPRIME y (total):\n", " Number of outliers: 0\n", "VISTA y (aperture) - SUPRIME y (aperture):\n", " Number of outliers: 1\n", "VISTA y (total) - SUPRIME y (total):\n", " Number of outliers: 0\n", "VISTA y (aperture) - GPC1 y (aperture):\n", " Number of outliers: 0\n", "VISTA y (total) - GPC1 y (total):\n", " Number of outliers: 0\n", "UKIDSS J (aperture) - VISTA J (aperture):\n", " Number of outliers: 0\n", "UKIDSS J (total) - VISTA J (total):\n", " Number of outliers: 0\n", "No sources have both VISTA J (aperture) and WIRCAM J (aperture) values.\n", "\n", "No sources have both VISTA J (total) and WIRCAM J (total) values.\n", "\n", "No sources have both UKIDSS J (aperture) and WIRCAM J (aperture) values.\n", "\n", "No sources have both UKIDSS J (total) and WIRCAM J (total) values.\n", "\n", "No sources have both VISTA H (aperture) and UKIDSS H (aperture) values.\n", "\n", "No sources have both VISTA H (total) and UKIDSS H (total) values.\n", "\n", "No sources have both VISTA H (aperture) and WIRCAM H (aperture) values.\n", "\n", "No sources have both VISTA H (total) and WIRCAM H (total) values.\n", "\n", "No sources have both UKIDSS H (aperture) and WIRCAM H (aperture) values.\n", "\n", "No sources have both UKIDSS H (total) and WIRCAM H (total) values.\n", "\n", "UKIDSS K (aperture) - VISTA Ks (aperture):\n", " Number of outliers: 0\n", "UKIDSS K (total) - VISTA Ks (total):\n", " Number of outliers: 1\n", "No sources have both VISTA Ks (aperture) and WIRCAM Ks (aperture) values.\n", "\n", "WIRCAM Ks (total) - VISTA Ks (total):\n", " Number of outliers: 0\n", "No sources have both UKIDSS K (aperture) and WIRCAM Ks (aperture) values.\n", "\n", "WIRCAM Ks (total) - UKIDSS K (total):\n", " Number of outliers: 0\n", "GPC1 g\n", " Aperture magnitude\n", " Number of flagged objects: 5\n", " Total magnitude\n", " Number of flagged objects: 5\n", "GPC1 r\n", " Aperture magnitude\n", " Number of flagged objects: 4\n", " Total magnitude\n", " Number of flagged objects: 4\n", "GPC1 i\n", " Aperture magnitude\n", " Number of flagged objects: 5\n", " Total magnitude\n", " Number of flagged objects: 4\n", "GPC1 z\n", " Aperture magnitude\n", " Number of flagged objects: 2\n", " Total magnitude\n", " Number of flagged objects: 2\n", "GPC1 y\n", " Aperture magnitude\n", " Number of flagged objects: 1\n", " Total magnitude\n", " Number of flagged objects: 1\n", "IRAC i1\n", " Aperture magnitude\n", " Number of flagged objects: 0\n", "IRAC i2\n", " Aperture magnitude\n", " Number of flagged objects: 0\n", "IRAC i3\n", " Aperture magnitude\n", " Number of flagged objects: 0\n", "IRAC i4\n", " Aperture magnitude\n", " Number of flagged objects: 0\n", "DECam g (aperture) - Megacam g (aperture):\n", " Number of outliers: 13\n", "DECam g (total) - Megacam g (total):\n", " Number of outliers: 22\n", "SUPRIME g (aperture) - Megacam g (aperture):\n", " Number of outliers: 2\n", "SUPRIME g (total) - Megacam g (total):\n", " Number of outliers: 2\n", "GPC1 g (aperture) - Megacam g (aperture):\n", " Number of outliers: 0\n", "GPC1 g (total) - Megacam g (total):\n", " Number of outliers: 1\n", "SUPRIME g (aperture) - DECam g (aperture):\n", " Number of outliers: 0\n", "SUPRIME g (total) - DECam g (total):\n", " Number of outliers: 4\n", "GPC1 g (aperture) - DECam g (aperture):\n", " Number of outliers: 0\n", "GPC1 g (total) - DECam g (total):\n", " Number of outliers: 10\n", "GPC1 g (aperture) - SUPRIME g (aperture):\n", " Number of outliers: 0\n", "GPC1 g (total) - SUPRIME g (total):\n", " Number of outliers: 1\n", "DECam r (aperture) - Megacam r (aperture):\n", " Number of outliers: 8\n", "DECam r (total) - Megacam r (total):\n", " Number of outliers: 21\n", "SUPRIME r (aperture) - Megacam r (aperture):\n", " Number of outliers: 1\n", "SUPRIME r (total) - Megacam r (total):\n", " Number of outliers: 1\n", "GPC1 r (aperture) - Megacam r (aperture):\n", " Number of outliers: 0\n", "GPC1 r (total) - Megacam r (total):\n", " Number of outliers: 7\n", "SUPRIME r (aperture) - DECam r (aperture):\n", " Number of outliers: 0\n", "SUPRIME r (total) - DECam r (total):\n", " Number of outliers: 2\n", "GPC1 r (aperture) - DECam r (aperture):\n", " Number of outliers: 0\n", "GPC1 r (total) - DECam r (total):\n", " Number of outliers: 15\n", "GPC1 r (aperture) - SUPRIME r (aperture):\n", " Number of outliers: 0\n", "GPC1 r (total) - SUPRIME r (total):\n", " Number of outliers: 0\n", "DECam i (aperture) - Megacam i (aperture):\n", " Number of outliers: 24\n", "DECam i (total) - Megacam i (total):\n", " Number of outliers: 31\n", "SUPRIME i (aperture) - Megacam i (aperture):\n", " Number of outliers: 4\n", "SUPRIME i (total) - Megacam i (total):\n", " Number of outliers: 2\n", "GPC1 i (aperture) - Megacam i (aperture):\n", " Number of outliers: 0\n", "GPC1 i (total) - Megacam i (total):\n", " Number of outliers: 0\n", "SUPRIME i (aperture) - DECam i (aperture):\n", " Number of outliers: 1\n", "SUPRIME i (total) - DECam i (total):\n", " Number of outliers: 10\n", "GPC1 i (aperture) - DECam i (aperture):\n", " Number of outliers: 0\n", "GPC1 i (total) - DECam i (total):\n", " Number of outliers: 44\n", "GPC1 i (aperture) - SUPRIME i (aperture):\n", " Number of outliers: 0\n", "GPC1 i (total) - SUPRIME i (total):\n", " Number of outliers: 0\n", "DECam z (aperture) - Megacam z (aperture):\n", " Number of outliers: 13\n", "DECam z (total) - Megacam z (total):\n", " Number of outliers: 28\n", "SUPRIME z (aperture) - Megacam z (aperture):\n", " Number of outliers: 0\n", "SUPRIME z (total) - Megacam z (total):\n", " Number of outliers: 0\n", "GPC1 z (aperture) - Megacam z (aperture):\n", " Number of outliers: 0\n", "GPC1 z (total) - Megacam z (total):\n", " Number of outliers: 1\n", "VISTA z (aperture) - Megacam z (aperture):\n", " Number of outliers: 6\n", "VISTA z (total) - Megacam z (total):\n", " Number of outliers: 1\n", "SUPRIME z (aperture) - DECam z (aperture):\n", " Number of outliers: 0\n", "SUPRIME z (total) - DECam z (total):\n", " Number of outliers: 4\n", "GPC1 z (aperture) - DECam z (aperture):\n", " Number of outliers: 1\n", "GPC1 z (total) - DECam z (total):\n", " Number of outliers: 10\n", "VISTA z (aperture) - DECam z (aperture):\n", " Number of outliers: 12\n", "VISTA z (total) - DECam z (total):\n", " Number of outliers: 21\n", "GPC1 z (aperture) - SUPRIME z (aperture):\n", " Number of outliers: 0\n", "GPC1 z (total) - SUPRIME z (total):\n", " Number of outliers: 0\n", "VISTA z (aperture) - SUPRIME z (aperture):\n", " Number of outliers: 1\n", "VISTA z (total) - SUPRIME z (total):\n", " Number of outliers: 2\n", "VISTA z (aperture) - GPC1 z (aperture):\n", " Number of outliers: 1\n", "VISTA z (total) - GPC1 z (total):\n", " Number of outliers: 1\n", "DECam y (aperture) - Megacam y (aperture):\n", " Number of outliers: 0\n", "DECam y (total) - Megacam y (total):\n", " Number of outliers: 0\n", "SUPRIME y (aperture) - Megacam y (aperture):\n", " Number of outliers: 0\n", "SUPRIME y (total) - Megacam y (total):\n", " Number of outliers: 0\n", "GPC1 y (aperture) - Megacam y (aperture):\n", " Number of outliers: 0\n", "GPC1 y (total) - Megacam y (total):\n", " Number of outliers: 0\n", "No sources have both Megacam y (aperture) and VISTA y (aperture) values.\n", "\n", "No sources have both Megacam y (total) and VISTA y (total) values.\n", "\n", "SUPRIME y (aperture) - DECam y (aperture):\n", " Number of outliers: 1\n", "SUPRIME y (total) - DECam y (total):\n", " Number of outliers: 1\n", "GPC1 y (aperture) - DECam y (aperture):\n", " Number of outliers: 2\n", "GPC1 y (total) - DECam y (total):\n", " Number of outliers: 1\n", "VISTA y (aperture) - DECam y (aperture):\n", " Number of outliers: 1\n", "VISTA y (total) - DECam y (total):\n", " Number of outliers: 1\n", "GPC1 y (aperture) - SUPRIME y (aperture):\n", " Number of outliers: 0\n", "GPC1 y (total) - SUPRIME y (total):\n", " Number of outliers: 0\n", "VISTA y (aperture) - SUPRIME y (aperture):\n", " Number of outliers: 0\n", "VISTA y (total) - SUPRIME y (total):\n", " Number of outliers: 2\n", "VISTA y (aperture) - GPC1 y (aperture):\n", " Number of outliers: 0\n", "VISTA y (total) - GPC1 y (total):\n", " Number of outliers: 0\n", "UKIDSS J (aperture) - VISTA J (aperture):\n", " Number of outliers: 0\n", "UKIDSS J (total) - VISTA J (total):\n", " Number of outliers: 4\n", "No sources have both VISTA J (aperture) and WIRCAM J (aperture) values.\n", "\n", "No sources have both VISTA J (total) and WIRCAM J (total) values.\n", "\n", "No sources have both UKIDSS J (aperture) and WIRCAM J (aperture) values.\n", "\n", "No sources have both UKIDSS J (total) and WIRCAM J (total) values.\n", "\n", "UKIDSS H (aperture) - VISTA H (aperture):\n", " Number of outliers: 0\n", "UKIDSS H (total) - VISTA H (total):\n", " Number of outliers: 4\n", "No sources have both VISTA H (aperture) and WIRCAM H (aperture) values.\n", "\n", "No sources have both VISTA H (total) and WIRCAM H (total) values.\n", "\n", "No sources have both UKIDSS H (aperture) and WIRCAM H (aperture) values.\n", "\n", "No sources have both UKIDSS H (total) and WIRCAM H (total) values.\n", "\n", "UKIDSS K (aperture) - VISTA Ks (aperture):\n", " Number of outliers: 0\n", "UKIDSS K (total) - VISTA Ks (total):\n", " Number of outliers: 1\n", "No sources have both VISTA Ks (aperture) and WIRCAM Ks (aperture) values.\n", "\n", "WIRCAM Ks (total) - VISTA Ks (total):\n", " Number of outliers: 0\n", "No sources have both UKIDSS K (aperture) and WIRCAM Ks (aperture) values.\n", "\n", "WIRCAM Ks (total) - UKIDSS K (total):\n", " Number of outliers: 0\n", "GPC1 g\n", " Aperture magnitude\n", " Number of flagged objects: 2\n", " Total magnitude\n", " Number of flagged objects: 0\n", "GPC1 r\n", " Aperture magnitude\n", " Number of flagged objects: 0\n", " Total magnitude\n", " Number of flagged objects: 1\n", "GPC1 i\n", " Aperture magnitude\n", " Number of flagged objects: 1\n", " Total magnitude\n", " Number of flagged objects: 1\n", "GPC1 z\n", " Aperture magnitude\n", " Number of flagged objects: 0\n", " Total magnitude\n", " Number of flagged objects: 0\n", "GPC1 y\n", " Aperture magnitude\n", " Number of flagged objects: 0\n", " Total magnitude\n", " Number of flagged objects: 0\n", "IRAC i1\n", " Aperture magnitude\n", " Number of flagged objects: 0\n", "IRAC i2\n", " Aperture magnitude\n", " Number of flagged objects: 0\n", "IRAC i3\n", " Aperture magnitude\n", " Number of flagged objects: 0\n", "IRAC i4\n", " Aperture magnitude\n", " Number of flagged objects: 0\n", "DECam g (aperture) - Megacam g (aperture):\n", " Number of outliers: 1\n", "DECam g (total) - Megacam g (total):\n", " Number of outliers: 2\n", "SUPRIME g (aperture) - Megacam g (aperture):\n", " Number of outliers: 1\n", "SUPRIME g (total) - Megacam g (total):\n", " Number of outliers: 0\n", "GPC1 g (aperture) - Megacam g (aperture):\n", " Number of outliers: 0\n", "GPC1 g (total) - Megacam g (total):\n", " Number of outliers: 0\n", "SUPRIME g (aperture) - DECam g (aperture):\n", " Number of outliers: 0\n", "SUPRIME g (total) - DECam g (total):\n", " Number of outliers: 0\n", "GPC1 g (aperture) - DECam g (aperture):\n", " Number of outliers: 0\n", "GPC1 g (total) - DECam g (total):\n", " Number of outliers: 0\n", "GPC1 g (aperture) - SUPRIME g (aperture):\n", " Number of outliers: 0\n", "GPC1 g (total) - SUPRIME g (total):\n", " Number of outliers: 0\n", "DECam r (aperture) - Megacam r (aperture):\n", " Number of outliers: 3\n", "DECam r (total) - Megacam r (total):\n", " Number of outliers: 3\n", "SUPRIME r (aperture) - Megacam r (aperture):\n", " Number of outliers: 0\n", "SUPRIME r (total) - Megacam r (total):\n", " Number of outliers: 0\n", "GPC1 r (aperture) - Megacam r (aperture):\n", " Number of outliers: 0\n", "GPC1 r (total) - Megacam r (total):\n", " Number of outliers: 3\n", "SUPRIME r (aperture) - DECam r (aperture):\n", " Number of outliers: 0\n", "SUPRIME r (total) - DECam r (total):\n", " Number of outliers: 0\n", "GPC1 r (aperture) - DECam r (aperture):\n", " Number of outliers: 2\n", "GPC1 r (total) - DECam r (total):\n", " Number of outliers: 2\n", "GPC1 r (aperture) - SUPRIME r (aperture):\n", " Number of outliers: 0\n", "GPC1 r (total) - SUPRIME r (total):\n", " Number of outliers: 0\n", "DECam i (aperture) - Megacam i (aperture):\n", " Number of outliers: 5\n", "DECam i (total) - Megacam i (total):\n", " Number of outliers: 5\n", "SUPRIME i (aperture) - Megacam i (aperture):\n", " Number of outliers: 0\n", "SUPRIME i (total) - Megacam i (total):\n", " Number of outliers: 0\n", "GPC1 i (aperture) - Megacam i (aperture):\n", " Number of outliers: 0\n", "GPC1 i (total) - Megacam i (total):\n", " Number of outliers: 0\n", "SUPRIME i (aperture) - DECam i (aperture):\n", " Number of outliers: 0\n", "SUPRIME i (total) - DECam i (total):\n", " Number of outliers: 0\n", "GPC1 i (aperture) - DECam i (aperture):\n", " Number of outliers: 0\n", "GPC1 i (total) - DECam i (total):\n", " Number of outliers: 5\n", "GPC1 i (aperture) - SUPRIME i (aperture):\n", " Number of outliers: 0\n", "GPC1 i (total) - SUPRIME i (total):\n", " Number of outliers: 0\n", "DECam z (aperture) - Megacam z (aperture):\n", " Number of outliers: 2\n", "DECam z (total) - Megacam z (total):\n", " Number of outliers: 5\n", "SUPRIME z (aperture) - Megacam z (aperture):\n", " Number of outliers: 0\n", "SUPRIME z (total) - Megacam z (total):\n", " Number of outliers: 0\n", "GPC1 z (aperture) - Megacam z (aperture):\n", " Number of outliers: 0\n", "GPC1 z (total) - Megacam z (total):\n", " Number of outliers: 0\n", "No sources have both Megacam z (aperture) and VISTA z (aperture) values.\n", "\n", "No sources have both Megacam z (total) and VISTA z (total) values.\n", "\n", "SUPRIME z (aperture) - DECam z (aperture):\n", " Number of outliers: 0\n", "SUPRIME z (total) - DECam z (total):\n", " Number of outliers: 0\n", "GPC1 z (aperture) - DECam z (aperture):\n", " Number of outliers: 0\n", "GPC1 z (total) - DECam z (total):\n", " Number of outliers: 2\n", "No sources have both DECam z (aperture) and VISTA z (aperture) values.\n", "\n", "No sources have both DECam z (total) and VISTA z (total) values.\n", "\n", "GPC1 z (aperture) - SUPRIME z (aperture):\n", " Number of outliers: 0\n", "GPC1 z (total) - SUPRIME z (total):\n", " Number of outliers: 0\n", "No sources have both SUPRIME z (aperture) and VISTA z (aperture) values.\n", "\n", "No sources have both SUPRIME z (total) and VISTA z (total) values.\n", "\n", "No sources have both GPC1 z (aperture) and VISTA z (aperture) values.\n", "\n", "No sources have both GPC1 z (total) and VISTA z (total) values.\n", "\n", "No sources have both Megacam y (aperture) and DECam y (aperture) values.\n", "\n", "No sources have both Megacam y (total) and DECam y (total) values.\n", "\n", "No sources have both Megacam y (aperture) and SUPRIME y (aperture) values.\n", "\n", "No sources have both Megacam y (total) and SUPRIME y (total) values.\n", "\n", "No sources have both Megacam y (aperture) and GPC1 y (aperture) values.\n", "\n", "No sources have both Megacam y (total) and GPC1 y (total) values.\n", "\n", "No sources have both Megacam y (aperture) and VISTA y (aperture) values.\n", "\n", "No sources have both Megacam y (total) and VISTA y (total) values.\n", "\n", "SUPRIME y (aperture) - DECam y (aperture):\n", " Number of outliers: 0\n", "SUPRIME y (total) - DECam y (total):\n", " Number of outliers: 0\n", "GPC1 y (aperture) - DECam y (aperture):\n", " Number of outliers: 0\n", "GPC1 y (total) - DECam y (total):\n", " Number of outliers: 0\n", "No sources have both DECam y (aperture) and VISTA y (aperture) values.\n", "\n", "No sources have both DECam y (total) and VISTA y (total) values.\n", "\n", "GPC1 y (aperture) - SUPRIME y (aperture):\n", " Number of outliers: 0\n", "GPC1 y (total) - SUPRIME y (total):\n", " Number of outliers: 0\n", "No sources have both SUPRIME y (aperture) and VISTA y (aperture) values.\n", "\n", "No sources have both SUPRIME y (total) and VISTA y (total) values.\n", "\n", "No sources have both GPC1 y (aperture) and VISTA y (aperture) values.\n", "\n", "No sources have both GPC1 y (total) and VISTA y (total) values.\n", "\n", "No sources have both VISTA J (aperture) and UKIDSS J (aperture) values.\n", "\n", "No sources have both VISTA J (total) and UKIDSS J (total) values.\n", "\n", "No sources have both VISTA J (aperture) and WIRCAM J (aperture) values.\n", "\n", "No sources have both VISTA J (total) and WIRCAM J (total) values.\n", "\n", "No sources have both UKIDSS J (aperture) and WIRCAM J (aperture) values.\n", "\n", "No sources have both UKIDSS J (total) and WIRCAM J (total) values.\n", "\n", "No sources have both VISTA H (aperture) and UKIDSS H (aperture) values.\n", "\n", "No sources have both VISTA H (total) and UKIDSS H (total) values.\n", "\n", "No sources have both VISTA H (aperture) and WIRCAM H (aperture) values.\n", "\n", "No sources have both VISTA H (total) and WIRCAM H (total) values.\n", "\n", "No sources have both UKIDSS H (aperture) and WIRCAM H (aperture) values.\n", "\n", "No sources have both UKIDSS H (total) and WIRCAM H (total) values.\n", "\n", "No sources have both VISTA Ks (aperture) and UKIDSS K (aperture) values.\n", "\n", "No sources have both VISTA Ks (total) and UKIDSS K (total) values.\n", "\n", "No sources have both VISTA Ks (aperture) and WIRCAM Ks (aperture) values.\n", "\n", "WIRCAM Ks (total) - VISTA Ks (total):\n", " Number of outliers: 0\n", "No sources have both UKIDSS K (aperture) and WIRCAM Ks (aperture) values.\n", "\n", "No sources have both UKIDSS K (total) and WIRCAM Ks (total) values.\n", "\n", "GPC1 g\n", " Aperture magnitude\n", " Number of flagged objects: 1\n", " Total magnitude\n", " Number of flagged objects: 1\n", "GPC1 r\n", " Aperture magnitude\n", " Number of flagged objects: 3\n", " Total magnitude\n", " Number of flagged objects: 3\n", "GPC1 i\n", " Aperture magnitude\n", " Number of flagged objects: 3\n", " Total magnitude\n", " Number of flagged objects: 3\n", "GPC1 z\n", " Aperture magnitude\n", " Number of flagged objects: 3\n", " Total magnitude\n", " Number of flagged objects: 3\n", "GPC1 y\n", " Aperture magnitude\n", " Number of flagged objects: 1\n", " Total magnitude\n", " Number of flagged objects: 1\n", "IRAC i1\n", " Aperture magnitude\n", " Number of flagged objects: 0\n", "IRAC i2\n", " Aperture magnitude\n", " Number of flagged objects: 0\n", "IRAC i3\n", " Aperture magnitude\n", " Number of flagged objects: 0\n", "IRAC i4\n", " Aperture magnitude\n", " Number of flagged objects: 0\n", "DECam g (aperture) - Megacam g (aperture):\n", " Number of outliers: 15\n", "DECam g (total) - Megacam g (total):\n", " Number of outliers: 28\n", "SUPRIME g (aperture) - Megacam g (aperture):\n", " Number of outliers: 3\n", "SUPRIME g (total) - Megacam g (total):\n", " Number of outliers: 1\n", "GPC1 g (aperture) - Megacam g (aperture):\n", " Number of outliers: 0\n", "GPC1 g (total) - Megacam g (total):\n", " Number of outliers: 0\n", "SUPRIME g (aperture) - DECam g (aperture):\n", " Number of outliers: 4\n", "SUPRIME g (total) - DECam g (total):\n", " Number of outliers: 6\n", "GPC1 g (aperture) - DECam g (aperture):\n", " Number of outliers: 0\n", "GPC1 g (total) - DECam g (total):\n", " Number of outliers: 12\n", "GPC1 g (aperture) - SUPRIME g (aperture):\n", " Number of outliers: 0\n", "GPC1 g (total) - SUPRIME g (total):\n", " Number of outliers: 0\n", "DECam r (aperture) - Megacam r (aperture):\n", " Number of outliers: 30\n", "DECam r (total) - Megacam r (total):\n", " Number of outliers: 34\n", "SUPRIME r (aperture) - Megacam r (aperture):\n", " Number of outliers: 5\n", "SUPRIME r (total) - Megacam r (total):\n", " Number of outliers: 0\n", "GPC1 r (aperture) - Megacam r (aperture):\n", " Number of outliers: 0\n", "GPC1 r (total) - Megacam r (total):\n", " Number of outliers: 0\n", "SUPRIME r (aperture) - DECam r (aperture):\n", " Number of outliers: 1\n", "SUPRIME r (total) - DECam r (total):\n", " Number of outliers: 1\n", "GPC1 r (aperture) - DECam r (aperture):\n", " Number of outliers: 0\n", "GPC1 r (total) - DECam r (total):\n", " Number of outliers: 42\n", "GPC1 r (aperture) - SUPRIME r (aperture):\n", " Number of outliers: 0\n", "GPC1 r (total) - SUPRIME r (total):\n", " Number of outliers: 0\n", "DECam i (aperture) - Megacam i (aperture):\n", " Number of outliers: 41\n", "DECam i (total) - Megacam i (total):\n", " Number of outliers: 55\n", "SUPRIME i (aperture) - Megacam i (aperture):\n", " Number of outliers: 6\n", "SUPRIME i (total) - Megacam i (total):\n", " Number of outliers: 2\n", "GPC1 i (aperture) - Megacam i (aperture):\n", " Number of outliers: 0\n", "GPC1 i (total) - Megacam i (total):\n", " Number of outliers: 0\n", "SUPRIME i (aperture) - DECam i (aperture):\n", " Number of outliers: 7\n", "SUPRIME i (total) - DECam i (total):\n", " Number of outliers: 10\n", "GPC1 i (aperture) - DECam i (aperture):\n", " Number of outliers: 0\n", "GPC1 i (total) - DECam i (total):\n", " Number of outliers: 49\n", "GPC1 i (aperture) - SUPRIME i (aperture):\n", " Number of outliers: 0\n", "GPC1 i (total) - SUPRIME i (total):\n", " Number of outliers: 0\n", "DECam z (aperture) - Megacam z (aperture):\n", " Number of outliers: 35\n", "DECam z (total) - Megacam z (total):\n", " Number of outliers: 49\n", "SUPRIME z (aperture) - Megacam z (aperture):\n", " Number of outliers: 1\n", "SUPRIME z (total) - Megacam z (total):\n", " Number of outliers: 0\n", "GPC1 z (aperture) - Megacam z (aperture):\n", " Number of outliers: 0\n", "GPC1 z (total) - Megacam z (total):\n", " Number of outliers: 0\n", "No sources have both Megacam z (aperture) and VISTA z (aperture) values.\n", "\n", "No sources have both Megacam z (total) and VISTA z (total) values.\n", "\n", "SUPRIME z (aperture) - DECam z (aperture):\n", " Number of outliers: 3\n", "SUPRIME z (total) - DECam z (total):\n", " Number of outliers: 5\n", "GPC1 z (aperture) - DECam z (aperture):\n", " Number of outliers: 0\n", "GPC1 z (total) - DECam z (total):\n", " Number of outliers: 33\n", "No sources have both DECam z (aperture) and VISTA z (aperture) values.\n", "\n", "No sources have both DECam z (total) and VISTA z (total) values.\n", "\n", "GPC1 z (aperture) - SUPRIME z (aperture):\n", " Number of outliers: 0\n", "GPC1 z (total) - SUPRIME z (total):\n", " Number of outliers: 0\n", "No sources have both SUPRIME z (aperture) and VISTA z (aperture) values.\n", "\n", "No sources have both SUPRIME z (total) and VISTA z (total) values.\n", "\n", "No sources have both GPC1 z (aperture) and VISTA z (aperture) values.\n", "\n", "No sources have both GPC1 z (total) and VISTA z (total) values.\n", "\n", "No sources have both Megacam y (aperture) and DECam y (aperture) values.\n", "\n", "No sources have both Megacam y (total) and DECam y (total) values.\n", "\n", "No sources have both Megacam y (aperture) and SUPRIME y (aperture) values.\n", "\n", "No sources have both Megacam y (total) and SUPRIME y (total) values.\n", "\n", "No sources have both Megacam y (aperture) and GPC1 y (aperture) values.\n", "\n", "No sources have both Megacam y (total) and GPC1 y (total) values.\n", "\n", "No sources have both Megacam y (aperture) and VISTA y (aperture) values.\n", "\n", "No sources have both Megacam y (total) and VISTA y (total) values.\n", "\n", "SUPRIME y (aperture) - DECam y (aperture):\n", " Number of outliers: 0\n", "SUPRIME y (total) - DECam y (total):\n", " Number of outliers: 0\n", "GPC1 y (aperture) - DECam y (aperture):\n", " Number of outliers: 2\n", "GPC1 y (total) - DECam y (total):\n", " Number of outliers: 2\n", "No sources have both DECam y (aperture) and VISTA y (aperture) values.\n", "\n", "No sources have both DECam y (total) and VISTA y (total) values.\n", "\n", "GPC1 y (aperture) - SUPRIME y (aperture):\n", " Number of outliers: 0\n", "GPC1 y (total) - SUPRIME y (total):\n", " Number of outliers: 0\n", "No sources have both SUPRIME y (aperture) and VISTA y (aperture) values.\n", "\n", "No sources have both SUPRIME y (total) and VISTA y (total) values.\n", "\n", "No sources have both GPC1 y (aperture) and VISTA y (aperture) values.\n", "\n", "No sources have both GPC1 y (total) and VISTA y (total) values.\n", "\n", "No sources have both VISTA J (aperture) and UKIDSS J (aperture) values.\n", "\n", "No sources have both VISTA J (total) and UKIDSS J (total) values.\n", "\n", "No sources have both VISTA J (aperture) and WIRCAM J (aperture) values.\n", "\n", "No sources have both VISTA J (total) and WIRCAM J (total) values.\n", "\n", "No sources have both UKIDSS J (aperture) and WIRCAM J (aperture) values.\n", "\n", "No sources have both UKIDSS J (total) and WIRCAM J (total) values.\n", "\n", "No sources have both VISTA H (aperture) and UKIDSS H (aperture) values.\n", "\n", "No sources have both VISTA H (total) and UKIDSS H (total) values.\n", "\n", "No sources have both VISTA H (aperture) and WIRCAM H (aperture) values.\n", "\n", "No sources have both VISTA H (total) and WIRCAM H (total) values.\n", "\n", "No sources have both UKIDSS H (aperture) and WIRCAM H (aperture) values.\n", "\n", "No sources have both UKIDSS H (total) and WIRCAM H (total) values.\n", "\n", "No sources have both VISTA Ks (aperture) and UKIDSS K (aperture) values.\n", "\n", "No sources have both VISTA Ks (total) and UKIDSS K (total) values.\n", "\n", "No sources have both VISTA Ks (aperture) and WIRCAM Ks (aperture) values.\n", "\n", "WIRCAM Ks (total) - VISTA Ks (total):\n", " Number of outliers: 0\n", "No sources have both UKIDSS K (aperture) and WIRCAM Ks (aperture) values.\n", "\n", "No sources have both UKIDSS K (total) and WIRCAM Ks (total) values.\n", "\n", "GPC1 g\n", " Aperture magnitude\n", " Number of flagged objects: 3\n", " Total magnitude\n", " Number of flagged objects: 6\n", "GPC1 r\n", " Aperture magnitude\n", " Number of flagged objects: 2\n", " Total magnitude\n", " Number of flagged objects: 2\n", "GPC1 i\n", " Aperture magnitude\n", " Number of flagged objects: 1\n", " Total magnitude\n", " Number of flagged objects: 2\n", "GPC1 z\n", " Aperture magnitude\n", " Number of flagged objects: 4\n", " Total magnitude\n", " Number of flagged objects: 3\n", "GPC1 y\n", " Aperture magnitude\n", " Number of flagged objects: 2\n", " Total magnitude\n", " Number of flagged objects: 2\n", "IRAC i1\n", " Aperture magnitude\n", " Number of flagged objects: 0\n", "IRAC i2\n", " Aperture magnitude\n", " Number of flagged objects: 0\n", "IRAC i3\n", " Aperture magnitude\n", " Number of flagged objects: 0\n", "IRAC i4\n", " Aperture magnitude\n", " Number of flagged objects: 0\n", "DECam g (aperture) - Megacam g (aperture):\n", " Number of outliers: 12\n", "DECam g (total) - Megacam g (total):\n", " Number of outliers: 23\n", "SUPRIME g (aperture) - Megacam g (aperture):\n", " Number of outliers: 0\n", "SUPRIME g (total) - Megacam g (total):\n", " Number of outliers: 0\n", "GPC1 g (aperture) - Megacam g (aperture):\n", " Number of outliers: 0\n", "GPC1 g (total) - Megacam g (total):\n", " Number of outliers: 2\n", "SUPRIME g (aperture) - DECam g (aperture):\n", " Number of outliers: 0\n", "SUPRIME g (total) - DECam g (total):\n", " Number of outliers: 3\n", "GPC1 g (aperture) - DECam g (aperture):\n", " Number of outliers: 0\n", "GPC1 g (total) - DECam g (total):\n", " Number of outliers: 12\n", "GPC1 g (aperture) - SUPRIME g (aperture):\n", " Number of outliers: 0\n", "GPC1 g (total) - SUPRIME g (total):\n", " Number of outliers: 0\n", "DECam r (aperture) - Megacam r (aperture):\n", " Number of outliers: 16\n", "DECam r (total) - Megacam r (total):\n", " Number of outliers: 33\n", "SUPRIME r (aperture) - Megacam r (aperture):\n", " Number of outliers: 2\n", "SUPRIME r (total) - Megacam r (total):\n", " Number of outliers: 0\n", "GPC1 r (aperture) - Megacam r (aperture):\n", " Number of outliers: 0\n", "GPC1 r (total) - Megacam r (total):\n", " Number of outliers: 6\n", "SUPRIME r (aperture) - DECam r (aperture):\n", " Number of outliers: 0\n", "SUPRIME r (total) - DECam r (total):\n", " Number of outliers: 0\n", "GPC1 r (aperture) - DECam r (aperture):\n", " Number of outliers: 0\n", "GPC1 r (total) - DECam r (total):\n", " Number of outliers: 34\n", "GPC1 r (aperture) - SUPRIME r (aperture):\n", " Number of outliers: 0\n", "GPC1 r (total) - SUPRIME r (total):\n", " Number of outliers: 0\n", "DECam i (aperture) - Megacam i (aperture):\n", " Number of outliers: 26\n", "DECam i (total) - Megacam i (total):\n", " Number of outliers: 34\n", "SUPRIME i (aperture) - Megacam i (aperture):\n", " Number of outliers: 1\n", "SUPRIME i (total) - Megacam i (total):\n", " Number of outliers: 0\n", "GPC1 i (aperture) - Megacam i (aperture):\n", " Number of outliers: 0\n", "GPC1 i (total) - Megacam i (total):\n", " Number of outliers: 0\n", "SUPRIME i (aperture) - DECam i (aperture):\n", " Number of outliers: 6\n", "SUPRIME i (total) - DECam i (total):\n", " Number of outliers: 8\n", "GPC1 i (aperture) - DECam i (aperture):\n", " Number of outliers: 0\n", "GPC1 i (total) - DECam i (total):\n", " Number of outliers: 36\n", "GPC1 i (aperture) - SUPRIME i (aperture):\n", " Number of outliers: 0\n", "GPC1 i (total) - SUPRIME i (total):\n", " Number of outliers: 0\n", "DECam z (aperture) - Megacam z (aperture):\n", " Number of outliers: 22\n", "DECam z (total) - Megacam z (total):\n", " Number of outliers: 40\n", "SUPRIME z (aperture) - Megacam z (aperture):\n", " Number of outliers: 0\n", "SUPRIME z (total) - Megacam z (total):\n", " Number of outliers: 0\n", "GPC1 z (aperture) - Megacam z (aperture):\n", " Number of outliers: 0\n", "GPC1 z (total) - Megacam z (total):\n", " Number of outliers: 0\n", "VISTA z (aperture) - Megacam z (aperture):\n", " Number of outliers: 13\n", "VISTA z (total) - Megacam z (total):\n", " Number of outliers: 0\n", "SUPRIME z (aperture) - DECam z (aperture):\n", " Number of outliers: 0\n", "SUPRIME z (total) - DECam z (total):\n", " Number of outliers: 3\n", "GPC1 z (aperture) - DECam z (aperture):\n", " Number of outliers: 0\n", "GPC1 z (total) - DECam z (total):\n", " Number of outliers: 1\n", "VISTA z (aperture) - DECam z (aperture):\n", " Number of outliers: 18\n", "VISTA z (total) - DECam z (total):\n", " Number of outliers: 24\n", "GPC1 z (aperture) - SUPRIME z (aperture):\n", " Number of outliers: 0\n", "GPC1 z (total) - SUPRIME z (total):\n", " Number of outliers: 0\n", "VISTA z (aperture) - SUPRIME z (aperture):\n", " Number of outliers: 1\n", "VISTA z (total) - SUPRIME z (total):\n", " Number of outliers: 0\n", "VISTA z (aperture) - GPC1 z (aperture):\n", " Number of outliers: 0\n", "VISTA z (total) - GPC1 z (total):\n", " Number of outliers: 0\n", "DECam y (aperture) - Megacam y (aperture):\n", " Number of outliers: 0\n", "DECam y (total) - Megacam y (total):\n", " Number of outliers: 0\n", "SUPRIME y (aperture) - Megacam y (aperture):\n", " Number of outliers: 0\n", "SUPRIME y (total) - Megacam y (total):\n", " Number of outliers: 0\n", "GPC1 y (aperture) - Megacam y (aperture):\n", " Number of outliers: 0\n", "GPC1 y (total) - Megacam y (total):\n", " Number of outliers: 0\n", "No sources have both Megacam y (aperture) and VISTA y (aperture) values.\n", "\n", "No sources have both Megacam y (total) and VISTA y (total) values.\n", "\n", "SUPRIME y (aperture) - DECam y (aperture):\n", " Number of outliers: 0\n", "SUPRIME y (total) - DECam y (total):\n", " Number of outliers: 1\n", "GPC1 y (aperture) - DECam y (aperture):\n", " Number of outliers: 4\n", "GPC1 y (total) - DECam y (total):\n", " Number of outliers: 5\n", "VISTA y (aperture) - DECam y (aperture):\n", " Number of outliers: 5\n", "VISTA y (total) - DECam y (total):\n", " Number of outliers: 2\n", "GPC1 y (aperture) - SUPRIME y (aperture):\n", " Number of outliers: 0\n", "GPC1 y (total) - SUPRIME y (total):\n", " Number of outliers: 0\n", "VISTA y (aperture) - SUPRIME y (aperture):\n", " Number of outliers: 1\n", "VISTA y (total) - SUPRIME y (total):\n", " Number of outliers: 0\n", "VISTA y (aperture) - GPC1 y (aperture):\n", " Number of outliers: 0\n", "VISTA y (total) - GPC1 y (total):\n", " Number of outliers: 0\n", "No sources have both VISTA J (aperture) and UKIDSS J (aperture) values.\n", "\n", "No sources have both VISTA J (total) and UKIDSS J (total) values.\n", "\n", "No sources have both VISTA J (aperture) and WIRCAM J (aperture) values.\n", "\n", "No sources have both VISTA J (total) and WIRCAM J (total) values.\n", "\n", "No sources have both UKIDSS J (aperture) and WIRCAM J (aperture) values.\n", "\n", "No sources have both UKIDSS J (total) and WIRCAM J (total) values.\n", "\n", "No sources have both VISTA H (aperture) and UKIDSS H (aperture) values.\n", "\n", "No sources have both VISTA H (total) and UKIDSS H (total) values.\n", "\n", "No sources have both VISTA H (aperture) and WIRCAM H (aperture) values.\n", "\n", "No sources have both VISTA H (total) and WIRCAM H (total) values.\n", "\n", "No sources have both UKIDSS H (aperture) and WIRCAM H (aperture) values.\n", "\n", "No sources have both UKIDSS H (total) and WIRCAM H (total) values.\n", "\n", "No sources have both VISTA Ks (aperture) and UKIDSS K (aperture) values.\n", "\n", "No sources have both VISTA Ks (total) and UKIDSS K (total) values.\n", "\n", "No sources have both VISTA Ks (aperture) and WIRCAM Ks (aperture) values.\n", "\n", "WIRCAM Ks (total) - VISTA Ks (total):\n", " Number of outliers: 0\n", "No sources have both UKIDSS K (aperture) and WIRCAM Ks (aperture) values.\n", "\n", "No sources have both UKIDSS K (total) and WIRCAM Ks (total) values.\n", "\n", "GPC1 g\n", " Aperture magnitude\n", " Number of flagged objects: 4\n", " Total magnitude\n", " Number of flagged objects: 5\n", "GPC1 r\n", " Aperture magnitude\n", " Number of flagged objects: 7\n", " Total magnitude\n", " Number of flagged objects: 7\n", "GPC1 i\n", " Aperture magnitude\n", " Number of flagged objects: 1\n", " Total magnitude\n", " Number of flagged objects: 1\n", "GPC1 z\n", " Aperture magnitude\n", " Number of flagged objects: 7\n", " Total magnitude\n", " Number of flagged objects: 7\n", "GPC1 y\n", " Aperture magnitude\n", " Number of flagged objects: 1\n", " Total magnitude\n", " Number of flagged objects: 2\n", "IRAC i1\n", " Aperture magnitude\n", " Number of flagged objects: 0\n", "IRAC i2\n", " Aperture magnitude\n", " Number of flagged objects: 0\n", "IRAC i3\n", " Aperture magnitude\n", " Number of flagged objects: 0\n", "IRAC i4\n", " Aperture magnitude\n", " Number of flagged objects: 0\n", "DECam g (aperture) - Megacam g (aperture):\n", " Number of outliers: 19\n", "DECam g (total) - Megacam g (total):\n", " Number of outliers: 33\n", "SUPRIME g (aperture) - Megacam g (aperture):\n", " Number of outliers: 1\n", "SUPRIME g (total) - Megacam g (total):\n", " Number of outliers: 1\n", "GPC1 g (aperture) - Megacam g (aperture):\n", " Number of outliers: 0\n", "GPC1 g (total) - Megacam g (total):\n", " Number of outliers: 3\n", "SUPRIME g (aperture) - DECam g (aperture):\n", " Number of outliers: 2\n", "SUPRIME g (total) - DECam g (total):\n", " Number of outliers: 1\n", "GPC1 g (aperture) - DECam g (aperture):\n", " Number of outliers: 1\n", "GPC1 g (total) - DECam g (total):\n", " Number of outliers: 14\n", "GPC1 g (aperture) - SUPRIME g (aperture):\n", " Number of outliers: 0\n", "GPC1 g (total) - SUPRIME g (total):\n", " Number of outliers: 0\n", "DECam r (aperture) - Megacam r (aperture):\n", " Number of outliers: 3\n", "DECam r (total) - Megacam r (total):\n", " Number of outliers: 21\n", "SUPRIME r (aperture) - Megacam r (aperture):\n", " Number of outliers: 12\n", "SUPRIME r (total) - Megacam r (total):\n", " Number of outliers: 8\n", "GPC1 r (aperture) - Megacam r (aperture):\n", " Number of outliers: 0\n", "GPC1 r (total) - Megacam r (total):\n", " Number of outliers: 12\n", "SUPRIME r (aperture) - DECam r (aperture):\n", " Number of outliers: 1\n", "SUPRIME r (total) - DECam r (total):\n", " Number of outliers: 1\n", "GPC1 r (aperture) - DECam r (aperture):\n", " Number of outliers: 0\n", "GPC1 r (total) - DECam r (total):\n", " Number of outliers: 21\n", "GPC1 r (aperture) - SUPRIME r (aperture):\n", " Number of outliers: 0\n", "GPC1 r (total) - SUPRIME r (total):\n", " Number of outliers: 0\n", "DECam i (aperture) - Megacam i (aperture):\n", " Number of outliers: 25\n", "DECam i (total) - Megacam i (total):\n", " Number of outliers: 40\n", "SUPRIME i (aperture) - Megacam i (aperture):\n", " Number of outliers: 3\n", "SUPRIME i (total) - Megacam i (total):\n", " Number of outliers: 1\n", "GPC1 i (aperture) - Megacam i (aperture):\n", " Number of outliers: 0\n", "GPC1 i (total) - Megacam i (total):\n", " Number of outliers: 0\n", "SUPRIME i (aperture) - DECam i (aperture):\n", " Number of outliers: 6\n", "SUPRIME i (total) - DECam i (total):\n", " Number of outliers: 7\n", "GPC1 i (aperture) - DECam i (aperture):\n", " Number of outliers: 0\n", "GPC1 i (total) - DECam i (total):\n", " Number of outliers: 13\n", "GPC1 i (aperture) - SUPRIME i (aperture):\n", " Number of outliers: 0\n", "GPC1 i (total) - SUPRIME i (total):\n", " Number of outliers: 0\n", "DECam z (aperture) - Megacam z (aperture):\n", " Number of outliers: 19\n", "DECam z (total) - Megacam z (total):\n", " Number of outliers: 37\n", "SUPRIME z (aperture) - Megacam z (aperture):\n", " Number of outliers: 0\n", "SUPRIME z (total) - Megacam z (total):\n", " Number of outliers: 0\n", "GPC1 z (aperture) - Megacam z (aperture):\n", " Number of outliers: 0\n", "GPC1 z (total) - Megacam z (total):\n", " Number of outliers: 2\n", "VISTA z (aperture) - Megacam z (aperture):\n", " Number of outliers: 14\n", "VISTA z (total) - Megacam z (total):\n", " Number of outliers: 2\n", "SUPRIME z (aperture) - DECam z (aperture):\n", " Number of outliers: 1\n", "SUPRIME z (total) - DECam z (total):\n", " Number of outliers: 2\n", "GPC1 z (aperture) - DECam z (aperture):\n", " Number of outliers: 0\n", "GPC1 z (total) - DECam z (total):\n", " Number of outliers: 0\n", "VISTA z (aperture) - DECam z (aperture):\n", " Number of outliers: 18\n", "VISTA z (total) - DECam z (total):\n", " Number of outliers: 28\n", "GPC1 z (aperture) - SUPRIME z (aperture):\n", " Number of outliers: 0\n", "GPC1 z (total) - SUPRIME z (total):\n", " Number of outliers: 0\n", "VISTA z (aperture) - SUPRIME z (aperture):\n", " Number of outliers: 3\n", "VISTA z (total) - SUPRIME z (total):\n", " Number of outliers: 1\n", "VISTA z (aperture) - GPC1 z (aperture):\n", " Number of outliers: 0\n", "VISTA z (total) - GPC1 z (total):\n", " Number of outliers: 0\n", "DECam y (aperture) - Megacam y (aperture):\n", " Number of outliers: 0\n", "DECam y (total) - Megacam y (total):\n", " Number of outliers: 0\n", "SUPRIME y (aperture) - Megacam y (aperture):\n", " Number of outliers: 0\n", "SUPRIME y (total) - Megacam y (total):\n", " Number of outliers: 0\n", "GPC1 y (aperture) - Megacam y (aperture):\n", " Number of outliers: 0\n", "GPC1 y (total) - Megacam y (total):\n", " Number of outliers: 0\n", "No sources have both Megacam y (aperture) and VISTA y (aperture) values.\n", "\n", "No sources have both Megacam y (total) and VISTA y (total) values.\n", "\n", "SUPRIME y (aperture) - DECam y (aperture):\n", " Number of outliers: 1\n", "SUPRIME y (total) - DECam y (total):\n", " Number of outliers: 1\n", "GPC1 y (aperture) - DECam y (aperture):\n", " Number of outliers: 4\n", "GPC1 y (total) - DECam y (total):\n", " Number of outliers: 2\n", "VISTA y (aperture) - DECam y (aperture):\n", " Number of outliers: 6\n", "VISTA y (total) - DECam y (total):\n", " Number of outliers: 6\n", "GPC1 y (aperture) - SUPRIME y (aperture):\n", " Number of outliers: 0\n", "GPC1 y (total) - SUPRIME y (total):\n", " Number of outliers: 0\n", "VISTA y (aperture) - SUPRIME y (aperture):\n", " Number of outliers: 1\n", "VISTA y (total) - SUPRIME y (total):\n", " Number of outliers: 1\n", "VISTA y (aperture) - GPC1 y (aperture):\n", " Number of outliers: 0\n", "VISTA y (total) - GPC1 y (total):\n", " Number of outliers: 0\n", "UKIDSS J (aperture) - VISTA J (aperture):\n", " Number of outliers: 0\n", "UKIDSS J (total) - VISTA J (total):\n", " Number of outliers: 8\n", "No sources have both VISTA J (aperture) and WIRCAM J (aperture) values.\n", "\n", "No sources have both VISTA J (total) and WIRCAM J (total) values.\n", "\n", "No sources have both UKIDSS J (aperture) and WIRCAM J (aperture) values.\n", "\n", "No sources have both UKIDSS J (total) and WIRCAM J (total) values.\n", "\n", "UKIDSS H (aperture) - VISTA H (aperture):\n", " Number of outliers: 0\n", "UKIDSS H (total) - VISTA H (total):\n", " Number of outliers: 7\n", "No sources have both VISTA H (aperture) and WIRCAM H (aperture) values.\n", "\n", "No sources have both VISTA H (total) and WIRCAM H (total) values.\n", "\n", "No sources have both UKIDSS H (aperture) and WIRCAM H (aperture) values.\n", "\n", "No sources have both UKIDSS H (total) and WIRCAM H (total) values.\n", "\n", "UKIDSS K (aperture) - VISTA Ks (aperture):\n", " Number of outliers: 0\n", "UKIDSS K (total) - VISTA Ks (total):\n", " Number of outliers: 2\n", "No sources have both VISTA Ks (aperture) and WIRCAM Ks (aperture) values.\n", "\n", "WIRCAM Ks (total) - VISTA Ks (total):\n", " Number of outliers: 0\n", "No sources have both UKIDSS K (aperture) and WIRCAM Ks (aperture) values.\n", "\n", "WIRCAM Ks (total) - UKIDSS K (total):\n", " Number of outliers: 0\n", "GPC1 g\n", " Aperture magnitude\n", " Number of flagged objects: 0\n", " Total magnitude\n", " Number of flagged objects: 3\n", "GPC1 r\n", " Aperture magnitude\n", " Number of flagged objects: 1\n", " Total magnitude\n", " Number of flagged objects: 2\n", "GPC1 i\n", " Aperture magnitude\n", " Number of flagged objects: 3\n", " Total magnitude\n", " Number of flagged objects: 2\n", "GPC1 z\n", " Aperture magnitude\n", " Number of flagged objects: 3\n", " Total magnitude\n", " Number of flagged objects: 2\n", "GPC1 y\n", " Aperture magnitude\n", " Number of flagged objects: 2\n", " Total magnitude\n", " Number of flagged objects: 2\n", "IRAC i1\n", " Aperture magnitude\n", " Number of flagged objects: 0\n", "IRAC i2\n", " Aperture magnitude\n", " Number of flagged objects: 0\n", "IRAC i3\n", " Aperture magnitude\n", " Number of flagged objects: 0\n", "IRAC i4\n", " Aperture magnitude\n", " Number of flagged objects: 0\n", "DECam g (aperture) - Megacam g (aperture):\n", " Number of outliers: 31\n", "DECam g (total) - Megacam g (total):\n", " Number of outliers: 38\n", "SUPRIME g (aperture) - Megacam g (aperture):\n", " Number of outliers: 4\n", "SUPRIME g (total) - Megacam g (total):\n", " Number of outliers: 0\n", "GPC1 g (aperture) - Megacam g (aperture):\n", " Number of outliers: 0\n", "GPC1 g (total) - Megacam g (total):\n", " Number of outliers: 2\n", "SUPRIME g (aperture) - DECam g (aperture):\n", " Number of outliers: 4\n", "SUPRIME g (total) - DECam g (total):\n", " Number of outliers: 7\n", "GPC1 g (aperture) - DECam g (aperture):\n", " Number of outliers: 0\n", "GPC1 g (total) - DECam g (total):\n", " Number of outliers: 19\n", "GPC1 g (aperture) - SUPRIME g (aperture):\n", " Number of outliers: 0\n", "GPC1 g (total) - SUPRIME g (total):\n", " Number of outliers: 0\n", "DECam r (aperture) - Megacam r (aperture):\n", " Number of outliers: 38\n", "DECam r (total) - Megacam r (total):\n", " Number of outliers: 39\n", "SUPRIME r (aperture) - Megacam r (aperture):\n", " Number of outliers: 7\n", "SUPRIME r (total) - Megacam r (total):\n", " Number of outliers: 1\n", "GPC1 r (aperture) - Megacam r (aperture):\n", " Number of outliers: 0\n", "GPC1 r (total) - Megacam r (total):\n", " Number of outliers: 9\n", "SUPRIME r (aperture) - DECam r (aperture):\n", " Number of outliers: 1\n", "SUPRIME r (total) - DECam r (total):\n", " Number of outliers: 10\n", "GPC1 r (aperture) - DECam r (aperture):\n", " Number of outliers: 0\n", "GPC1 r (total) - DECam r (total):\n", " Number of outliers: 31\n", "GPC1 r (aperture) - SUPRIME r (aperture):\n", " Number of outliers: 0\n", "GPC1 r (total) - SUPRIME r (total):\n", " Number of outliers: 0\n", "DECam i (aperture) - Megacam i (aperture):\n", " Number of outliers: 31\n", "DECam i (total) - Megacam i (total):\n", " Number of outliers: 36\n", "SUPRIME i (aperture) - Megacam i (aperture):\n", " Number of outliers: 4\n", "SUPRIME i (total) - Megacam i (total):\n", " Number of outliers: 0\n", "GPC1 i (aperture) - Megacam i (aperture):\n", " Number of outliers: 0\n", "GPC1 i (total) - Megacam i (total):\n", " Number of outliers: 0\n", "SUPRIME i (aperture) - DECam i (aperture):\n", " Number of outliers: 7\n", "SUPRIME i (total) - DECam i (total):\n", " Number of outliers: 13\n", "GPC1 i (aperture) - DECam i (aperture):\n", " Number of outliers: 0\n", "GPC1 i (total) - DECam i (total):\n", " Number of outliers: 38\n", "GPC1 i (aperture) - SUPRIME i (aperture):\n", " Number of outliers: 0\n", "GPC1 i (total) - SUPRIME i (total):\n", " Number of outliers: 0\n", "DECam z (aperture) - Megacam z (aperture):\n", " Number of outliers: 29\n", "DECam z (total) - Megacam z (total):\n", " Number of outliers: 44\n", "SUPRIME z (aperture) - Megacam z (aperture):\n", " Number of outliers: 0\n", "SUPRIME z (total) - Megacam z (total):\n", " Number of outliers: 0\n", "GPC1 z (aperture) - Megacam z (aperture):\n", " Number of outliers: 1\n", "GPC1 z (total) - Megacam z (total):\n", " Number of outliers: 4\n", "VISTA z (aperture) - Megacam z (aperture):\n", " Number of outliers: 0\n", "VISTA z (total) - Megacam z (total):\n", " Number of outliers: 0\n", "SUPRIME z (aperture) - DECam z (aperture):\n", " Number of outliers: 1\n", "SUPRIME z (total) - DECam z (total):\n", " Number of outliers: 9\n", "GPC1 z (aperture) - DECam z (aperture):\n", " Number of outliers: 0\n", "GPC1 z (total) - DECam z (total):\n", " Number of outliers: 5\n", "VISTA z (aperture) - DECam z (aperture):\n", " Number of outliers: 0\n", "VISTA z (total) - DECam z (total):\n", " Number of outliers: 9\n", "GPC1 z (aperture) - SUPRIME z (aperture):\n", " Number of outliers: 0\n", "GPC1 z (total) - SUPRIME z (total):\n", " Number of outliers: 0\n", "VISTA z (aperture) - SUPRIME z (aperture):\n", " Number of outliers: 0\n", "VISTA z (total) - SUPRIME z (total):\n", " Number of outliers: 0\n", "VISTA z (aperture) - GPC1 z (aperture):\n", " Number of outliers: 0\n", "VISTA z (total) - GPC1 z (total):\n", " Number of outliers: 0\n", "DECam y (aperture) - Megacam y (aperture):\n", " Number of outliers: 0\n", "DECam y (total) - Megacam y (total):\n", " Number of outliers: 0\n", "SUPRIME y (aperture) - Megacam y (aperture):\n", " Number of outliers: 0\n", "SUPRIME y (total) - Megacam y (total):\n", " Number of outliers: 0\n", "GPC1 y (aperture) - Megacam y (aperture):\n", " Number of outliers: 0\n", "GPC1 y (total) - Megacam y (total):\n", " Number of outliers: 0\n", "No sources have both Megacam y (aperture) and VISTA y (aperture) values.\n", "\n", "VISTA y (total) - Megacam y (total):\n", " Number of outliers: 0\n", "SUPRIME y (aperture) - DECam y (aperture):\n", " Number of outliers: 0\n", "SUPRIME y (total) - DECam y (total):\n", " Number of outliers: 2\n", "GPC1 y (aperture) - DECam y (aperture):\n", " Number of outliers: 1\n", "GPC1 y (total) - DECam y (total):\n", " Number of outliers: 4\n", "VISTA y (aperture) - DECam y (aperture):\n", " Number of outliers: 4\n", "VISTA y (total) - DECam y (total):\n", " Number of outliers: 2\n", "GPC1 y (aperture) - SUPRIME y (aperture):\n", " Number of outliers: 0\n", "GPC1 y (total) - SUPRIME y (total):\n", " Number of outliers: 0\n", "VISTA y (aperture) - SUPRIME y (aperture):\n", " Number of outliers: 0\n", "VISTA y (total) - SUPRIME y (total):\n", " Number of outliers: 0\n", "VISTA y (aperture) - GPC1 y (aperture):\n", " Number of outliers: 0\n", "VISTA y (total) - GPC1 y (total):\n", " Number of outliers: 0\n", "UKIDSS J (aperture) - VISTA J (aperture):\n", " Number of outliers: 0\n", "UKIDSS J (total) - VISTA J (total):\n", " Number of outliers: 0\n", "No sources have both VISTA J (aperture) and WIRCAM J (aperture) values.\n", "\n", "No sources have both VISTA J (total) and WIRCAM J (total) values.\n", "\n", "No sources have both UKIDSS J (aperture) and WIRCAM J (aperture) values.\n", "\n", "No sources have both UKIDSS J (total) and WIRCAM J (total) values.\n", "\n", "No sources have both VISTA H (aperture) and UKIDSS H (aperture) values.\n", "\n", "No sources have both VISTA H (total) and UKIDSS H (total) values.\n", "\n", "No sources have both VISTA H (aperture) and WIRCAM H (aperture) values.\n", "\n", "No sources have both VISTA H (total) and WIRCAM H (total) values.\n", "\n", "No sources have both UKIDSS H (aperture) and WIRCAM H (aperture) values.\n", "\n", "No sources have both UKIDSS H (total) and WIRCAM H (total) values.\n", "\n", "UKIDSS K (aperture) - VISTA Ks (aperture):\n", " Number of outliers: 0\n", "UKIDSS K (total) - VISTA Ks (total):\n", " Number of outliers: 0\n", "No sources have both VISTA Ks (aperture) and WIRCAM Ks (aperture) values.\n", "\n", "WIRCAM Ks (total) - VISTA Ks (total):\n", " Number of outliers: 0\n", "No sources have both UKIDSS K (aperture) and WIRCAM Ks (aperture) values.\n", "\n", "No sources have both UKIDSS K (total) and WIRCAM Ks (total) values.\n", "\n", "GPC1 g\n", " Aperture magnitude\n", " Number of flagged objects: 0\n", " Total magnitude\n", " Number of flagged objects: 0\n", "GPC1 r\n", " Aperture magnitude\n", " Number of flagged objects: 7\n", " Total magnitude\n", " Number of flagged objects: 4\n", "GPC1 i\n", " Aperture magnitude\n", " Number of flagged objects: 4\n", " Total magnitude\n", " Number of flagged objects: 4\n", "GPC1 z\n", " Aperture magnitude\n", " Number of flagged objects: 4\n", " Total magnitude\n", " Number of flagged objects: 3\n", "GPC1 y\n", " Aperture magnitude\n", " Number of flagged objects: 1\n", " Total magnitude\n", " Number of flagged objects: 1\n", "IRAC i1\n", " Aperture magnitude\n", " Number of flagged objects: 0\n", "IRAC i2\n", " Aperture magnitude\n", " Number of flagged objects: 0\n", "IRAC i3\n", " Aperture magnitude\n", " Number of flagged objects: 0\n", "IRAC i4\n", " Aperture magnitude\n", " Number of flagged objects: 0\n", "DECam g (aperture) - Megacam g (aperture):\n", " Number of outliers: 20\n", "DECam g (total) - Megacam g (total):\n", " Number of outliers: 30\n", "SUPRIME g (aperture) - Megacam g (aperture):\n", " Number of outliers: 1\n", "SUPRIME g (total) - Megacam g (total):\n", " Number of outliers: 0\n", "GPC1 g (aperture) - Megacam g (aperture):\n", " Number of outliers: 0\n", "GPC1 g (total) - Megacam g (total):\n", " Number of outliers: 6\n", "SUPRIME g (aperture) - DECam g (aperture):\n", " Number of outliers: 3\n", "SUPRIME g (total) - DECam g (total):\n", " Number of outliers: 3\n", "GPC1 g (aperture) - DECam g (aperture):\n", " Number of outliers: 0\n", "GPC1 g (total) - DECam g (total):\n", " Number of outliers: 7\n", "GPC1 g (aperture) - SUPRIME g (aperture):\n", " Number of outliers: 0\n", "GPC1 g (total) - SUPRIME g (total):\n", " Number of outliers: 0\n", "DECam r (aperture) - Megacam r (aperture):\n", " Number of outliers: 23\n", "DECam r (total) - Megacam r (total):\n", " Number of outliers: 24\n", "SUPRIME r (aperture) - Megacam r (aperture):\n", " Number of outliers: 3\n", "SUPRIME r (total) - Megacam r (total):\n", " Number of outliers: 0\n", "GPC1 r (aperture) - Megacam r (aperture):\n", " Number of outliers: 0\n", "GPC1 r (total) - Megacam r (total):\n", " Number of outliers: 10\n", "SUPRIME r (aperture) - DECam r (aperture):\n", " Number of outliers: 2\n", "SUPRIME r (total) - DECam r (total):\n", " Number of outliers: 4\n", "GPC1 r (aperture) - DECam r (aperture):\n", " Number of outliers: 0\n", "GPC1 r (total) - DECam r (total):\n", " Number of outliers: 27\n", "GPC1 r (aperture) - SUPRIME r (aperture):\n", " Number of outliers: 0\n", "GPC1 r (total) - SUPRIME r (total):\n", " Number of outliers: 0\n", "DECam i (aperture) - Megacam i (aperture):\n", " Number of outliers: 15\n", "DECam i (total) - Megacam i (total):\n", " Number of outliers: 17\n", "SUPRIME i (aperture) - Megacam i (aperture):\n", " Number of outliers: 3\n", "SUPRIME i (total) - Megacam i (total):\n", " Number of outliers: 0\n", "GPC1 i (aperture) - Megacam i (aperture):\n", " Number of outliers: 0\n", "GPC1 i (total) - Megacam i (total):\n", " Number of outliers: 0\n", "SUPRIME i (aperture) - DECam i (aperture):\n", " Number of outliers: 7\n", "SUPRIME i (total) - DECam i (total):\n", " Number of outliers: 5\n", "GPC1 i (aperture) - DECam i (aperture):\n", " Number of outliers: 0\n", "GPC1 i (total) - DECam i (total):\n", " Number of outliers: 26\n", "GPC1 i (aperture) - SUPRIME i (aperture):\n", " Number of outliers: 0\n", "GPC1 i (total) - SUPRIME i (total):\n", " Number of outliers: 0\n", "DECam z (aperture) - Megacam z (aperture):\n", " Number of outliers: 17\n", "DECam z (total) - Megacam z (total):\n", " Number of outliers: 27\n", "SUPRIME z (aperture) - Megacam z (aperture):\n", " Number of outliers: 0\n", "SUPRIME z (total) - Megacam z (total):\n", " Number of outliers: 0\n", "GPC1 z (aperture) - Megacam z (aperture):\n", " Number of outliers: 0\n", "GPC1 z (total) - Megacam z (total):\n", " Number of outliers: 2\n", "VISTA z (aperture) - Megacam z (aperture):\n", " Number of outliers: 0\n", "VISTA z (total) - Megacam z (total):\n", " Number of outliers: 0\n", "SUPRIME z (aperture) - DECam z (aperture):\n", " Number of outliers: 2\n", "SUPRIME z (total) - DECam z (total):\n", " Number of outliers: 2\n", "GPC1 z (aperture) - DECam z (aperture):\n", " Number of outliers: 0\n", "GPC1 z (total) - DECam z (total):\n", " Number of outliers: 0\n", "VISTA z (aperture) - DECam z (aperture):\n", " Number of outliers: 15\n", "VISTA z (total) - DECam z (total):\n", " Number of outliers: 19\n", "GPC1 z (aperture) - SUPRIME z (aperture):\n", " Number of outliers: 0\n", "GPC1 z (total) - SUPRIME z (total):\n", " Number of outliers: 0\n", "VISTA z (aperture) - SUPRIME z (aperture):\n", " Number of outliers: 0\n", "VISTA z (total) - SUPRIME z (total):\n", " Number of outliers: 0\n", "VISTA z (aperture) - GPC1 z (aperture):\n", " Number of outliers: 0\n", "VISTA z (total) - GPC1 z (total):\n", " Number of outliers: 0\n", "DECam y (aperture) - Megacam y (aperture):\n", " Number of outliers: 0\n", "DECam y (total) - Megacam y (total):\n", " Number of outliers: 0\n", "SUPRIME y (aperture) - Megacam y (aperture):\n", " Number of outliers: 0\n", "SUPRIME y (total) - Megacam y (total):\n", " Number of outliers: 0\n", "GPC1 y (aperture) - Megacam y (aperture):\n", " Number of outliers: 0\n", "GPC1 y (total) - Megacam y (total):\n", " Number of outliers: 0\n", "VISTA y (aperture) - Megacam y (aperture):\n", " Number of outliers: 0\n", "VISTA y (total) - Megacam y (total):\n", " Number of outliers: 0\n", "SUPRIME y (aperture) - DECam y (aperture):\n", " Number of outliers: 0\n", "SUPRIME y (total) - DECam y (total):\n", " Number of outliers: 1\n", "GPC1 y (aperture) - DECam y (aperture):\n", " Number of outliers: 4\n", "GPC1 y (total) - DECam y (total):\n", " Number of outliers: 2\n", "VISTA y (aperture) - DECam y (aperture):\n", " Number of outliers: 6\n", "VISTA y (total) - DECam y (total):\n", " Number of outliers: 3\n", "GPC1 y (aperture) - SUPRIME y (aperture):\n", " Number of outliers: 0\n", "GPC1 y (total) - SUPRIME y (total):\n", " Number of outliers: 0\n", "VISTA y (aperture) - SUPRIME y (aperture):\n", " Number of outliers: 1\n", "VISTA y (total) - SUPRIME y (total):\n", " Number of outliers: 0\n", "VISTA y (aperture) - GPC1 y (aperture):\n", " Number of outliers: 0\n", "VISTA y (total) - GPC1 y (total):\n", " Number of outliers: 0\n", "UKIDSS J (aperture) - VISTA J (aperture):\n", " Number of outliers: 0\n", "UKIDSS J (total) - VISTA J (total):\n", " Number of outliers: 0\n", "WIRCAM J (aperture) - VISTA J (aperture):\n", " Number of outliers: 1\n", "WIRCAM J (total) - VISTA J (total):\n", " Number of outliers: 4\n", "WIRCAM J (aperture) - UKIDSS J (aperture):\n", " Number of outliers: 3\n", "WIRCAM J (total) - UKIDSS J (total):\n", " Number of outliers: 0\n", "No sources have both VISTA H (aperture) and UKIDSS H (aperture) values.\n", "\n", "No sources have both VISTA H (total) and UKIDSS H (total) values.\n", "\n", "WIRCAM H (aperture) - VISTA H (aperture):\n", " Number of outliers: 1\n", "WIRCAM H (total) - VISTA H (total):\n", " Number of outliers: 3\n", "No sources have both UKIDSS H (aperture) and WIRCAM H (aperture) values.\n", "\n", "No sources have both UKIDSS H (total) and WIRCAM H (total) values.\n", "\n", "UKIDSS K (aperture) - VISTA Ks (aperture):\n", " Number of outliers: 0\n", "UKIDSS K (total) - VISTA Ks (total):\n", " Number of outliers: 0\n", "WIRCAM Ks (aperture) - VISTA Ks (aperture):\n", " Number of outliers: 1\n", "WIRCAM Ks (total) - VISTA Ks (total):\n", " Number of outliers: 3\n", "WIRCAM Ks (aperture) - UKIDSS K (aperture):\n", " Number of outliers: 1\n", "WIRCAM Ks (total) - UKIDSS K (total):\n", " Number of outliers: 0\n", "GPC1 g\n", " Aperture magnitude\n", " Number of flagged objects: 2\n", " Total magnitude\n", " Number of flagged objects: 1\n", "GPC1 r\n", " Aperture magnitude\n", " Number of flagged objects: 4\n", " Total magnitude\n", " Number of flagged objects: 3\n", "GPC1 i\n", " Aperture magnitude\n", " Number of flagged objects: 7\n", " Total magnitude\n", " Number of flagged objects: 8\n", "GPC1 z\n", " Aperture magnitude\n", " Number of flagged objects: 2\n", " Total magnitude\n", " Number of flagged objects: 2\n", "GPC1 y\n", " Aperture magnitude\n", " Number of flagged objects: 2\n", " Total magnitude\n", " Number of flagged objects: 2\n", "IRAC i1\n", " Aperture magnitude\n", " Number of flagged objects: 0\n", "IRAC i2\n", " Aperture magnitude\n", " Number of flagged objects: 0\n", "IRAC i3\n", " Aperture magnitude\n", " Number of flagged objects: 0\n", "IRAC i4\n", " Aperture magnitude\n", " Number of flagged objects: 0\n", "DECam g (aperture) - Megacam g (aperture):\n", " Number of outliers: 9\n", "DECam g (total) - Megacam g (total):\n", " Number of outliers: 19\n", "SUPRIME g (aperture) - Megacam g (aperture):\n", " Number of outliers: 6\n", "SUPRIME g (total) - Megacam g (total):\n", " Number of outliers: 1\n", "GPC1 g (aperture) - Megacam g (aperture):\n", " Number of outliers: 0\n", "GPC1 g (total) - Megacam g (total):\n", " Number of outliers: 2\n", "SUPRIME g (aperture) - DECam g (aperture):\n", " Number of outliers: 2\n", "SUPRIME g (total) - DECam g (total):\n", " Number of outliers: 5\n", "GPC1 g (aperture) - DECam g (aperture):\n", " Number of outliers: 0\n", "GPC1 g (total) - DECam g (total):\n", " Number of outliers: 9\n", "GPC1 g (aperture) - SUPRIME g (aperture):\n", " Number of outliers: 0\n", "GPC1 g (total) - SUPRIME g (total):\n", " Number of outliers: 0\n", "DECam r (aperture) - Megacam r (aperture):\n", " Number of outliers: 22\n", "DECam r (total) - Megacam r (total):\n", " Number of outliers: 13\n", "SUPRIME r (aperture) - Megacam r (aperture):\n", " Number of outliers: 2\n", "SUPRIME r (total) - Megacam r (total):\n", " Number of outliers: 0\n", "GPC1 r (aperture) - Megacam r (aperture):\n", " Number of outliers: 0\n", "GPC1 r (total) - Megacam r (total):\n", " Number of outliers: 1\n", "SUPRIME r (aperture) - DECam r (aperture):\n", " Number of outliers: 0\n", "SUPRIME r (total) - DECam r (total):\n", " Number of outliers: 2\n", "GPC1 r (aperture) - DECam r (aperture):\n", " Number of outliers: 0\n", "GPC1 r (total) - DECam r (total):\n", " Number of outliers: 1\n", "GPC1 r (aperture) - SUPRIME r (aperture):\n", " Number of outliers: 0\n", "GPC1 r (total) - SUPRIME r (total):\n", " Number of outliers: 0\n", "DECam i (aperture) - Megacam i (aperture):\n", " Number of outliers: 25\n", "DECam i (total) - Megacam i (total):\n", " Number of outliers: 40\n", "SUPRIME i (aperture) - Megacam i (aperture):\n", " Number of outliers: 1\n", "SUPRIME i (total) - Megacam i (total):\n", " Number of outliers: 0\n", "GPC1 i (aperture) - Megacam i (aperture):\n", " Number of outliers: 0\n", "GPC1 i (total) - Megacam i (total):\n", " Number of outliers: 0\n", "SUPRIME i (aperture) - DECam i (aperture):\n", " Number of outliers: 2\n", "SUPRIME i (total) - DECam i (total):\n", " Number of outliers: 12\n", "GPC1 i (aperture) - DECam i (aperture):\n", " Number of outliers: 0\n", "GPC1 i (total) - DECam i (total):\n", " Number of outliers: 34\n", "GPC1 i (aperture) - SUPRIME i (aperture):\n", " Number of outliers: 0\n", "GPC1 i (total) - SUPRIME i (total):\n", " Number of outliers: 0\n", "DECam z (aperture) - Megacam z (aperture):\n", " Number of outliers: 19\n", "DECam z (total) - Megacam z (total):\n", " Number of outliers: 29\n", "SUPRIME z (aperture) - Megacam z (aperture):\n", " Number of outliers: 0\n", "SUPRIME z (total) - Megacam z (total):\n", " Number of outliers: 0\n", "GPC1 z (aperture) - Megacam z (aperture):\n", " Number of outliers: 0\n", "GPC1 z (total) - Megacam z (total):\n", " Number of outliers: 0\n", "VISTA z (aperture) - Megacam z (aperture):\n", " Number of outliers: 2\n", "VISTA z (total) - Megacam z (total):\n", " Number of outliers: 1\n", "SUPRIME z (aperture) - DECam z (aperture):\n", " Number of outliers: 0\n", "SUPRIME z (total) - DECam z (total):\n", " Number of outliers: 10\n", "GPC1 z (aperture) - DECam z (aperture):\n", " Number of outliers: 0\n", "GPC1 z (total) - DECam z (total):\n", " Number of outliers: 16\n", "VISTA z (aperture) - DECam z (aperture):\n", " Number of outliers: 18\n", "VISTA z (total) - DECam z (total):\n", " Number of outliers: 23\n", "GPC1 z (aperture) - SUPRIME z (aperture):\n", " Number of outliers: 0\n", "GPC1 z (total) - SUPRIME z (total):\n", " Number of outliers: 0\n", "VISTA z (aperture) - SUPRIME z (aperture):\n", " Number of outliers: 0\n", "VISTA z (total) - SUPRIME z (total):\n", " Number of outliers: 0\n", "VISTA z (aperture) - GPC1 z (aperture):\n", " Number of outliers: 0\n", "VISTA z (total) - GPC1 z (total):\n", " Number of outliers: 0\n", "DECam y (aperture) - Megacam y (aperture):\n", " Number of outliers: 0\n", "DECam y (total) - Megacam y (total):\n", " Number of outliers: 0\n", "SUPRIME y (aperture) - Megacam y (aperture):\n", " Number of outliers: 0\n", "SUPRIME y (total) - Megacam y (total):\n", " Number of outliers: 0\n", "GPC1 y (aperture) - Megacam y (aperture):\n", " Number of outliers: 0\n", "GPC1 y (total) - Megacam y (total):\n", " Number of outliers: 0\n", "No sources have both Megacam y (aperture) and VISTA y (aperture) values.\n", "\n", "No sources have both Megacam y (total) and VISTA y (total) values.\n", "\n", "SUPRIME y (aperture) - DECam y (aperture):\n", " Number of outliers: 1\n", "SUPRIME y (total) - DECam y (total):\n", " Number of outliers: 2\n", "GPC1 y (aperture) - DECam y (aperture):\n", " Number of outliers: 4\n", "GPC1 y (total) - DECam y (total):\n", " Number of outliers: 1\n", "VISTA y (aperture) - DECam y (aperture):\n", " Number of outliers: 4\n", "VISTA y (total) - DECam y (total):\n", " Number of outliers: 1\n", "GPC1 y (aperture) - SUPRIME y (aperture):\n", " Number of outliers: 0\n", "GPC1 y (total) - SUPRIME y (total):\n", " Number of outliers: 0\n", "VISTA y (aperture) - SUPRIME y (aperture):\n", " Number of outliers: 1\n", "VISTA y (total) - SUPRIME y (total):\n", " Number of outliers: 1\n", "VISTA y (aperture) - GPC1 y (aperture):\n", " Number of outliers: 0\n", "VISTA y (total) - GPC1 y (total):\n", " Number of outliers: 0\n", "UKIDSS J (aperture) - VISTA J (aperture):\n", " Number of outliers: 0\n", "UKIDSS J (total) - VISTA J (total):\n", " Number of outliers: 8\n", "No sources have both VISTA J (aperture) and WIRCAM J (aperture) values.\n", "\n", "No sources have both VISTA J (total) and WIRCAM J (total) values.\n", "\n", "No sources have both UKIDSS J (aperture) and WIRCAM J (aperture) values.\n", "\n", "No sources have both UKIDSS J (total) and WIRCAM J (total) values.\n", "\n", "UKIDSS H (aperture) - VISTA H (aperture):\n", " Number of outliers: 0\n", "UKIDSS H (total) - VISTA H (total):\n", " Number of outliers: 6\n", "No sources have both VISTA H (aperture) and WIRCAM H (aperture) values.\n", "\n", "No sources have both VISTA H (total) and WIRCAM H (total) values.\n", "\n", "No sources have both UKIDSS H (aperture) and WIRCAM H (aperture) values.\n", "\n", "No sources have both UKIDSS H (total) and WIRCAM H (total) values.\n", "\n", "UKIDSS K (aperture) - VISTA Ks (aperture):\n", " Number of outliers: 0\n", "UKIDSS K (total) - VISTA Ks (total):\n", " Number of outliers: 2\n", "No sources have both VISTA Ks (aperture) and WIRCAM Ks (aperture) values.\n", "\n", "WIRCAM Ks (total) - VISTA Ks (total):\n", " Number of outliers: 0\n", "No sources have both UKIDSS K (aperture) and WIRCAM Ks (aperture) values.\n", "\n", "WIRCAM Ks (total) - UKIDSS K (total):\n", " Number of outliers: 0\n", "GPC1 g\n", " Aperture magnitude\n", " Number of flagged objects: 4\n", " Total magnitude\n", " Number of flagged objects: 3\n", "GPC1 r\n", " Aperture magnitude\n", " Number of flagged objects: 8\n", " Total magnitude\n", " Number of flagged objects: 6\n", "GPC1 i\n", " Aperture magnitude\n", " Number of flagged objects: 7\n", " Total magnitude\n", " Number of flagged objects: 5\n", "GPC1 z\n", " Aperture magnitude\n", " Number of flagged objects: 1\n", " Total magnitude\n", " Number of flagged objects: 0\n", "GPC1 y\n", " Aperture magnitude\n", " Number of flagged objects: 3\n", " Total magnitude\n", " Number of flagged objects: 4\n", "IRAC i1\n", " Aperture magnitude\n", " Number of flagged objects: 0\n", "IRAC i2\n", " Aperture magnitude\n", " Number of flagged objects: 0\n", "IRAC i3\n", " Aperture magnitude\n", " Number of flagged objects: 0\n", "IRAC i4\n", " Aperture magnitude\n", " Number of flagged objects: 0\n", "DECam g (aperture) - Megacam g (aperture):\n", " Number of outliers: 11\n", "DECam g (total) - Megacam g (total):\n", " Number of outliers: 12\n", "SUPRIME g (aperture) - Megacam g (aperture):\n", " Number of outliers: 1\n", "SUPRIME g (total) - Megacam g (total):\n", " Number of outliers: 1\n", "GPC1 g (aperture) - Megacam g (aperture):\n", " Number of outliers: 0\n", "GPC1 g (total) - Megacam g (total):\n", " Number of outliers: 1\n", "SUPRIME g (aperture) - DECam g (aperture):\n", " Number of outliers: 1\n", "SUPRIME g (total) - DECam g (total):\n", " Number of outliers: 2\n", "GPC1 g (aperture) - DECam g (aperture):\n", " Number of outliers: 0\n", "GPC1 g (total) - DECam g (total):\n", " Number of outliers: 15\n", "GPC1 g (aperture) - SUPRIME g (aperture):\n", " Number of outliers: 0\n", "GPC1 g (total) - SUPRIME g (total):\n", " Number of outliers: 0\n", "DECam r (aperture) - Megacam r (aperture):\n", " Number of outliers: 16\n", "DECam r (total) - Megacam r (total):\n", " Number of outliers: 16\n", "SUPRIME r (aperture) - Megacam r (aperture):\n", " Number of outliers: 1\n", "SUPRIME r (total) - Megacam r (total):\n", " Number of outliers: 0\n", "GPC1 r (aperture) - Megacam r (aperture):\n", " Number of outliers: 0\n", "GPC1 r (total) - Megacam r (total):\n", " Number of outliers: 0\n", "SUPRIME r (aperture) - DECam r (aperture):\n", " Number of outliers: 0\n", "SUPRIME r (total) - DECam r (total):\n", " Number of outliers: 1\n", "GPC1 r (aperture) - DECam r (aperture):\n", " Number of outliers: 0\n", "GPC1 r (total) - DECam r (total):\n", " Number of outliers: 14\n", "GPC1 r (aperture) - SUPRIME r (aperture):\n", " Number of outliers: 0\n", "GPC1 r (total) - SUPRIME r (total):\n", " Number of outliers: 0\n", "DECam i (aperture) - Megacam i (aperture):\n", " Number of outliers: 16\n", "DECam i (total) - Megacam i (total):\n", " Number of outliers: 25\n", "SUPRIME i (aperture) - Megacam i (aperture):\n", " Number of outliers: 4\n", "SUPRIME i (total) - Megacam i (total):\n", " Number of outliers: 1\n", "GPC1 i (aperture) - Megacam i (aperture):\n", " Number of outliers: 0\n", "GPC1 i (total) - Megacam i (total):\n", " Number of outliers: 0\n", "SUPRIME i (aperture) - DECam i (aperture):\n", " Number of outliers: 4\n", "SUPRIME i (total) - DECam i (total):\n", " Number of outliers: 5\n", "GPC1 i (aperture) - DECam i (aperture):\n", " Number of outliers: 0\n", "GPC1 i (total) - DECam i (total):\n", " Number of outliers: 28\n", "GPC1 i (aperture) - SUPRIME i (aperture):\n", " Number of outliers: 0\n", "GPC1 i (total) - SUPRIME i (total):\n", " Number of outliers: 1\n", "DECam z (aperture) - Megacam z (aperture):\n", " Number of outliers: 17\n", "DECam z (total) - Megacam z (total):\n", " Number of outliers: 23\n", "SUPRIME z (aperture) - Megacam z (aperture):\n", " Number of outliers: 0\n", "SUPRIME z (total) - Megacam z (total):\n", " Number of outliers: 0\n", "GPC1 z (aperture) - Megacam z (aperture):\n", " Number of outliers: 0\n", "GPC1 z (total) - Megacam z (total):\n", " Number of outliers: 0\n", "VISTA z (aperture) - Megacam z (aperture):\n", " Number of outliers: 1\n", "VISTA z (total) - Megacam z (total):\n", " Number of outliers: 0\n", "SUPRIME z (aperture) - DECam z (aperture):\n", " Number of outliers: 0\n", "SUPRIME z (total) - DECam z (total):\n", " Number of outliers: 4\n", "GPC1 z (aperture) - DECam z (aperture):\n", " Number of outliers: 0\n", "GPC1 z (total) - DECam z (total):\n", " Number of outliers: 0\n", "VISTA z (aperture) - DECam z (aperture):\n", " Number of outliers: 18\n", "VISTA z (total) - DECam z (total):\n", " Number of outliers: 21\n", "GPC1 z (aperture) - SUPRIME z (aperture):\n", " Number of outliers: 0\n", "GPC1 z (total) - SUPRIME z (total):\n", " Number of outliers: 0\n", "VISTA z (aperture) - SUPRIME z (aperture):\n", " Number of outliers: 0\n", "VISTA z (total) - SUPRIME z (total):\n", " Number of outliers: 0\n", "VISTA z (aperture) - GPC1 z (aperture):\n", " Number of outliers: 0\n", "VISTA z (total) - GPC1 z (total):\n", " Number of outliers: 0\n", "No sources have both Megacam y (aperture) and DECam y (aperture) values.\n", "\n", "No sources have both Megacam y (total) and DECam y (total) values.\n", "\n", "No sources have both Megacam y (aperture) and SUPRIME y (aperture) values.\n", "\n", "No sources have both Megacam y (total) and SUPRIME y (total) values.\n", "\n", "No sources have both Megacam y (aperture) and GPC1 y (aperture) values.\n", "\n", "No sources have both Megacam y (total) and GPC1 y (total) values.\n", "\n", "No sources have both Megacam y (aperture) and VISTA y (aperture) values.\n", "\n", "No sources have both Megacam y (total) and VISTA y (total) values.\n", "\n", "SUPRIME y (aperture) - DECam y (aperture):\n", " Number of outliers: 1\n", "SUPRIME y (total) - DECam y (total):\n", " Number of outliers: 0\n", "GPC1 y (aperture) - DECam y (aperture):\n", " Number of outliers: 1\n", "GPC1 y (total) - DECam y (total):\n", " Number of outliers: 1\n", "VISTA y (aperture) - DECam y (aperture):\n", " Number of outliers: 3\n", "VISTA y (total) - DECam y (total):\n", " Number of outliers: 1\n", "GPC1 y (aperture) - SUPRIME y (aperture):\n", " Number of outliers: 0\n", "GPC1 y (total) - SUPRIME y (total):\n", " Number of outliers: 0\n", "VISTA y (aperture) - SUPRIME y (aperture):\n", " Number of outliers: 0\n", "VISTA y (total) - SUPRIME y (total):\n", " Number of outliers: 0\n", "VISTA y (aperture) - GPC1 y (aperture):\n", " Number of outliers: 0\n", "VISTA y (total) - GPC1 y (total):\n", " Number of outliers: 0\n", "UKIDSS J (aperture) - VISTA J (aperture):\n", " Number of outliers: 0\n", "UKIDSS J (total) - VISTA J (total):\n", " Number of outliers: 3\n", "No sources have both VISTA J (aperture) and WIRCAM J (aperture) values.\n", "\n", "No sources have both VISTA J (total) and WIRCAM J (total) values.\n", "\n", "No sources have both UKIDSS J (aperture) and WIRCAM J (aperture) values.\n", "\n", "No sources have both UKIDSS J (total) and WIRCAM J (total) values.\n", "\n", "UKIDSS H (aperture) - VISTA H (aperture):\n", " Number of outliers: 0\n", "UKIDSS H (total) - VISTA H (total):\n", " Number of outliers: 1\n", "No sources have both VISTA H (aperture) and WIRCAM H (aperture) values.\n", "\n", "No sources have both VISTA H (total) and WIRCAM H (total) values.\n", "\n", "No sources have both UKIDSS H (aperture) and WIRCAM H (aperture) values.\n", "\n", "No sources have both UKIDSS H (total) and WIRCAM H (total) values.\n", "\n", "UKIDSS K (aperture) - VISTA Ks (aperture):\n", " Number of outliers: 0\n", "UKIDSS K (total) - VISTA Ks (total):\n", " Number of outliers: 3\n", "No sources have both VISTA Ks (aperture) and WIRCAM Ks (aperture) values.\n", "\n", "WIRCAM Ks (total) - VISTA Ks (total):\n", " Number of outliers: 0\n", "No sources have both UKIDSS K (aperture) and WIRCAM Ks (aperture) values.\n", "\n", "WIRCAM Ks (total) - UKIDSS K (total):\n", " Number of outliers: 0\n", "GPC1 g\n", " Aperture magnitude\n", " Number of flagged objects: 1\n", " Total magnitude\n", " Number of flagged objects: 1\n", "GPC1 r\n", " Aperture magnitude\n", " Number of flagged objects: 4\n", " Total magnitude\n", " Number of flagged objects: 3\n", "GPC1 i\n", " Aperture magnitude\n", " Number of flagged objects: 4\n", " Total magnitude\n", " Number of flagged objects: 5\n", "GPC1 z\n", " Aperture magnitude\n", " Number of flagged objects: 1\n", " Total magnitude\n", " Number of flagged objects: 1\n", "GPC1 y\n", " Aperture magnitude\n", " Number of flagged objects: 1\n", " Total magnitude\n", " Number of flagged objects: 1\n", "IRAC i1\n", " Aperture magnitude\n", " Number of flagged objects: 0\n", "IRAC i2\n", " Aperture magnitude\n", " Number of flagged objects: 0\n", "IRAC i3\n", " Aperture magnitude\n", " Number of flagged objects: 0\n", "IRAC i4\n", " Aperture magnitude\n", " Number of flagged objects: 0\n", "DECam g (aperture) - Megacam g (aperture):\n", " Number of outliers: 27\n", "DECam g (total) - Megacam g (total):\n", " Number of outliers: 35\n", "SUPRIME g (aperture) - Megacam g (aperture):\n", " Number of outliers: 0\n", "SUPRIME g (total) - Megacam g (total):\n", " Number of outliers: 0\n", "GPC1 g (aperture) - Megacam g (aperture):\n", " Number of outliers: 0\n", "GPC1 g (total) - Megacam g (total):\n", " Number of outliers: 1\n", "SUPRIME g (aperture) - DECam g (aperture):\n", " Number of outliers: 1\n", "SUPRIME g (total) - DECam g (total):\n", " Number of outliers: 1\n", "GPC1 g (aperture) - DECam g (aperture):\n", " Number of outliers: 0\n", "GPC1 g (total) - DECam g (total):\n", " Number of outliers: 16\n", "GPC1 g (aperture) - SUPRIME g (aperture):\n", " Number of outliers: 0\n", "GPC1 g (total) - SUPRIME g (total):\n", " Number of outliers: 1\n", "DECam r (aperture) - Megacam r (aperture):\n", " Number of outliers: 32\n", "DECam r (total) - Megacam r (total):\n", " Number of outliers: 41\n", "SUPRIME r (aperture) - Megacam r (aperture):\n", " Number of outliers: 1\n", "SUPRIME r (total) - Megacam r (total):\n", " Number of outliers: 0\n", "GPC1 r (aperture) - Megacam r (aperture):\n", " Number of outliers: 0\n", "GPC1 r (total) - Megacam r (total):\n", " Number of outliers: 13\n", "SUPRIME r (aperture) - DECam r (aperture):\n", " Number of outliers: 0\n", "SUPRIME r (total) - DECam r (total):\n", " Number of outliers: 3\n", "GPC1 r (aperture) - DECam r (aperture):\n", " Number of outliers: 0\n", "GPC1 r (total) - DECam r (total):\n", " Number of outliers: 14\n", "GPC1 r (aperture) - SUPRIME r (aperture):\n", " Number of outliers: 0\n", "GPC1 r (total) - SUPRIME r (total):\n", " Number of outliers: 1\n", "DECam i (aperture) - Megacam i (aperture):\n", " Number of outliers: 28\n", "DECam i (total) - Megacam i (total):\n", " Number of outliers: 32\n", "SUPRIME i (aperture) - Megacam i (aperture):\n", " Number of outliers: 3\n", "SUPRIME i (total) - Megacam i (total):\n", " Number of outliers: 0\n", "GPC1 i (aperture) - Megacam i (aperture):\n", " Number of outliers: 0\n", "GPC1 i (total) - Megacam i (total):\n", " Number of outliers: 1\n", "SUPRIME i (aperture) - DECam i (aperture):\n", " Number of outliers: 8\n", "SUPRIME i (total) - DECam i (total):\n", " Number of outliers: 8\n", "GPC1 i (aperture) - DECam i (aperture):\n", " Number of outliers: 0\n", "GPC1 i (total) - DECam i (total):\n", " Number of outliers: 25\n", "GPC1 i (aperture) - SUPRIME i (aperture):\n", " Number of outliers: 0\n", "GPC1 i (total) - SUPRIME i (total):\n", " Number of outliers: 1\n", "DECam z (aperture) - Megacam z (aperture):\n", " Number of outliers: 22\n", "DECam z (total) - Megacam z (total):\n", " Number of outliers: 42\n", "SUPRIME z (aperture) - Megacam z (aperture):\n", " Number of outliers: 0\n", "SUPRIME z (total) - Megacam z (total):\n", " Number of outliers: 0\n", "GPC1 z (aperture) - Megacam z (aperture):\n", " Number of outliers: 1\n", "GPC1 z (total) - Megacam z (total):\n", " Number of outliers: 1\n", "VISTA z (aperture) - Megacam z (aperture):\n", " Number of outliers: 4\n", "VISTA z (total) - Megacam z (total):\n", " Number of outliers: 0\n", "SUPRIME z (aperture) - DECam z (aperture):\n", " Number of outliers: 1\n", "SUPRIME z (total) - DECam z (total):\n", " Number of outliers: 6\n", "GPC1 z (aperture) - DECam z (aperture):\n", " Number of outliers: 0\n", "GPC1 z (total) - DECam z (total):\n", " Number of outliers: 1\n", "VISTA z (aperture) - DECam z (aperture):\n", " Number of outliers: 31\n", "VISTA z (total) - DECam z (total):\n", " Number of outliers: 34\n", "GPC1 z (aperture) - SUPRIME z (aperture):\n", " Number of outliers: 0\n", "GPC1 z (total) - SUPRIME z (total):\n", " Number of outliers: 0\n", "VISTA z (aperture) - SUPRIME z (aperture):\n", " Number of outliers: 0\n", "VISTA z (total) - SUPRIME z (total):\n", " Number of outliers: 0\n", "VISTA z (aperture) - GPC1 z (aperture):\n", " Number of outliers: 0\n", "VISTA z (total) - GPC1 z (total):\n", " Number of outliers: 0\n", "DECam y (aperture) - Megacam y (aperture):\n", " Number of outliers: 0\n", "DECam y (total) - Megacam y (total):\n", " Number of outliers: 0\n", "SUPRIME y (aperture) - Megacam y (aperture):\n", " Number of outliers: 0\n", "SUPRIME y (total) - Megacam y (total):\n", " Number of outliers: 0\n", "GPC1 y (aperture) - Megacam y (aperture):\n", " Number of outliers: 0\n", "GPC1 y (total) - Megacam y (total):\n", " Number of outliers: 0\n", "VISTA y (aperture) - Megacam y (aperture):\n", " Number of outliers: 0\n", "VISTA y (total) - Megacam y (total):\n", " Number of outliers: 0\n", "SUPRIME y (aperture) - DECam y (aperture):\n", " Number of outliers: 1\n", "SUPRIME y (total) - DECam y (total):\n", " Number of outliers: 1\n", "GPC1 y (aperture) - DECam y (aperture):\n", " Number of outliers: 0\n", "GPC1 y (total) - DECam y (total):\n", " Number of outliers: 0\n", "VISTA y (aperture) - DECam y (aperture):\n", " Number of outliers: 1\n", "VISTA y (total) - DECam y (total):\n", " Number of outliers: 2\n", "GPC1 y (aperture) - SUPRIME y (aperture):\n", " Number of outliers: 0\n", "GPC1 y (total) - SUPRIME y (total):\n", " Number of outliers: 0\n", "VISTA y (aperture) - SUPRIME y (aperture):\n", " Number of outliers: 1\n", "VISTA y (total) - SUPRIME y (total):\n", " Number of outliers: 0\n", "VISTA y (aperture) - GPC1 y (aperture):\n", " Number of outliers: 0\n", "VISTA y (total) - GPC1 y (total):\n", " Number of outliers: 0\n", "UKIDSS J (aperture) - VISTA J (aperture):\n", " Number of outliers: 0\n", "UKIDSS J (total) - VISTA J (total):\n", " Number of outliers: 0\n", "WIRCAM J (aperture) - VISTA J (aperture):\n", " Number of outliers: 2\n", "WIRCAM J (total) - VISTA J (total):\n", " Number of outliers: 8\n", "WIRCAM J (aperture) - UKIDSS J (aperture):\n", " Number of outliers: 3\n", "WIRCAM J (total) - UKIDSS J (total):\n", " Number of outliers: 0\n", "No sources have both VISTA H (aperture) and UKIDSS H (aperture) values.\n", "\n", "No sources have both VISTA H (total) and UKIDSS H (total) values.\n", "\n", "WIRCAM H (aperture) - VISTA H (aperture):\n", " Number of outliers: 2\n", "WIRCAM H (total) - VISTA H (total):\n", " Number of outliers: 8\n", "No sources have both UKIDSS H (aperture) and WIRCAM H (aperture) values.\n", "\n", "No sources have both UKIDSS H (total) and WIRCAM H (total) values.\n", "\n", "UKIDSS K (aperture) - VISTA Ks (aperture):\n", " Number of outliers: 0\n", "UKIDSS K (total) - VISTA Ks (total):\n", " Number of outliers: 0\n", "WIRCAM Ks (aperture) - VISTA Ks (aperture):\n", " Number of outliers: 3\n", "WIRCAM Ks (total) - VISTA Ks (total):\n", " Number of outliers: 6\n", "WIRCAM Ks (aperture) - UKIDSS K (aperture):\n", " Number of outliers: 3\n", "WIRCAM Ks (total) - UKIDSS K (total):\n", " Number of outliers: 0\n", "GPC1 g\n", " Aperture magnitude\n", " Number of flagged objects: 1\n", " Total magnitude\n", " Number of flagged objects: 0\n", "GPC1 r\n", " Aperture magnitude\n", " Number of flagged objects: 4\n", " Total magnitude\n", " Number of flagged objects: 5\n", "GPC1 i\n", " Aperture magnitude\n", " Number of flagged objects: 0\n", " Total magnitude\n", " Number of flagged objects: 1\n", "GPC1 z\n", " Aperture magnitude\n", " Number of flagged objects: 2\n", " Total magnitude\n", " Number of flagged objects: 2\n", "GPC1 y\n", " Aperture magnitude\n", " Number of flagged objects: 3\n", " Total magnitude\n", " Number of flagged objects: 3\n", "IRAC i1\n", " Aperture magnitude\n", " Number of flagged objects: 0\n", "IRAC i2\n", " Aperture magnitude\n", " Number of flagged objects: 0\n", "IRAC i3\n", " Aperture magnitude\n", " Number of flagged objects: 0\n", "IRAC i4\n", " Aperture magnitude\n", " Number of flagged objects: 0\n", "DECam g (aperture) - Megacam g (aperture):\n", " Number of outliers: 24\n", "DECam g (total) - Megacam g (total):\n", " Number of outliers: 31\n", "SUPRIME g (aperture) - Megacam g (aperture):\n", " Number of outliers: 4\n", "SUPRIME g (total) - Megacam g (total):\n", " Number of outliers: 1\n", "GPC1 g (aperture) - Megacam g (aperture):\n", " Number of outliers: 0\n", "GPC1 g (total) - Megacam g (total):\n", " Number of outliers: 1\n", "SUPRIME g (aperture) - DECam g (aperture):\n", " Number of outliers: 4\n", "SUPRIME g (total) - DECam g (total):\n", " Number of outliers: 2\n", "GPC1 g (aperture) - DECam g (aperture):\n", " Number of outliers: 0\n", "GPC1 g (total) - DECam g (total):\n", " Number of outliers: 12\n", "GPC1 g (aperture) - SUPRIME g (aperture):\n", " Number of outliers: 0\n", "GPC1 g (total) - SUPRIME g (total):\n", " Number of outliers: 0\n", "DECam r (aperture) - Megacam r (aperture):\n", " Number of outliers: 31\n", "DECam r (total) - Megacam r (total):\n", " Number of outliers: 36\n", "SUPRIME r (aperture) - Megacam r (aperture):\n", " Number of outliers: 0\n", "SUPRIME r (total) - Megacam r (total):\n", " Number of outliers: 0\n", "GPC1 r (aperture) - Megacam r (aperture):\n", " Number of outliers: 0\n", "GPC1 r (total) - Megacam r (total):\n", " Number of outliers: 18\n", "SUPRIME r (aperture) - DECam r (aperture):\n", " Number of outliers: 2\n", "SUPRIME r (total) - DECam r (total):\n", " Number of outliers: 2\n", "GPC1 r (aperture) - DECam r (aperture):\n", " Number of outliers: 0\n", "GPC1 r (total) - DECam r (total):\n", " Number of outliers: 40\n", "GPC1 r (aperture) - SUPRIME r (aperture):\n", " Number of outliers: 0\n", "GPC1 r (total) - SUPRIME r (total):\n", " Number of outliers: 0\n", "DECam i (aperture) - Megacam i (aperture):\n", " Number of outliers: 31\n", "DECam i (total) - Megacam i (total):\n", " Number of outliers: 32\n", "SUPRIME i (aperture) - Megacam i (aperture):\n", " Number of outliers: 6\n", "SUPRIME i (total) - Megacam i (total):\n", " Number of outliers: 1\n", "GPC1 i (aperture) - Megacam i (aperture):\n", " Number of outliers: 0\n", "GPC1 i (total) - Megacam i (total):\n", " Number of outliers: 1\n", "SUPRIME i (aperture) - DECam i (aperture):\n", " Number of outliers: 7\n", "SUPRIME i (total) - DECam i (total):\n", " Number of outliers: 8\n", "GPC1 i (aperture) - DECam i (aperture):\n", " Number of outliers: 0\n", "GPC1 i (total) - DECam i (total):\n", " Number of outliers: 35\n", "GPC1 i (aperture) - SUPRIME i (aperture):\n", " Number of outliers: 0\n", "GPC1 i (total) - SUPRIME i (total):\n", " Number of outliers: 0\n", "DECam z (aperture) - Megacam z (aperture):\n", " Number of outliers: 25\n", "DECam z (total) - Megacam z (total):\n", " Number of outliers: 35\n", "SUPRIME z (aperture) - Megacam z (aperture):\n", " Number of outliers: 0\n", "SUPRIME z (total) - Megacam z (total):\n", " Number of outliers: 0\n", "GPC1 z (aperture) - Megacam z (aperture):\n", " Number of outliers: 0\n", "GPC1 z (total) - Megacam z (total):\n", " Number of outliers: 3\n", "VISTA z (aperture) - Megacam z (aperture):\n", " Number of outliers: 0\n", "VISTA z (total) - Megacam z (total):\n", " Number of outliers: 0\n", "SUPRIME z (aperture) - DECam z (aperture):\n", " Number of outliers: 3\n", "SUPRIME z (total) - DECam z (total):\n", " Number of outliers: 3\n", "GPC1 z (aperture) - DECam z (aperture):\n", " Number of outliers: 0\n", "GPC1 z (total) - DECam z (total):\n", " Number of outliers: 7\n", "VISTA z (aperture) - DECam z (aperture):\n", " Number of outliers: 3\n", "VISTA z (total) - DECam z (total):\n", " Number of outliers: 13\n", "GPC1 z (aperture) - SUPRIME z (aperture):\n", " Number of outliers: 0\n", "GPC1 z (total) - SUPRIME z (total):\n", " Number of outliers: 0\n", "VISTA z (aperture) - SUPRIME z (aperture):\n", " Number of outliers: 0\n", "VISTA z (total) - SUPRIME z (total):\n", " Number of outliers: 0\n", "VISTA z (aperture) - GPC1 z (aperture):\n", " Number of outliers: 0\n", "VISTA z (total) - GPC1 z (total):\n", " Number of outliers: 0\n", "DECam y (aperture) - Megacam y (aperture):\n", " Number of outliers: 0\n", "DECam y (total) - Megacam y (total):\n", " Number of outliers: 0\n", "SUPRIME y (aperture) - Megacam y (aperture):\n", " Number of outliers: 0\n", "SUPRIME y (total) - Megacam y (total):\n", " Number of outliers: 0\n", "GPC1 y (aperture) - Megacam y (aperture):\n", " Number of outliers: 0\n", "GPC1 y (total) - Megacam y (total):\n", " Number of outliers: 0\n", "No sources have both Megacam y (aperture) and VISTA y (aperture) values.\n", "\n", "VISTA y (total) - Megacam y (total):\n", " Number of outliers: 0\n", "SUPRIME y (aperture) - DECam y (aperture):\n", " Number of outliers: 1\n", "SUPRIME y (total) - DECam y (total):\n", " Number of outliers: 2\n", "GPC1 y (aperture) - DECam y (aperture):\n", " Number of outliers: 2\n", "GPC1 y (total) - DECam y (total):\n", " Number of outliers: 2\n", "VISTA y (aperture) - DECam y (aperture):\n", " Number of outliers: 9\n", "VISTA y (total) - DECam y (total):\n", " Number of outliers: 1\n", "GPC1 y (aperture) - SUPRIME y (aperture):\n", " Number of outliers: 0\n", "GPC1 y (total) - SUPRIME y (total):\n", " Number of outliers: 0\n", "VISTA y (aperture) - SUPRIME y (aperture):\n", " Number of outliers: 1\n", "VISTA y (total) - SUPRIME y (total):\n", " Number of outliers: 1\n", "VISTA y (aperture) - GPC1 y (aperture):\n", " Number of outliers: 0\n", "VISTA y (total) - GPC1 y (total):\n", " Number of outliers: 0\n", "UKIDSS J (aperture) - VISTA J (aperture):\n", " Number of outliers: 0\n", "UKIDSS J (total) - VISTA J (total):\n", " Number of outliers: 0\n", "No sources have both VISTA J (aperture) and WIRCAM J (aperture) values.\n", "\n", "No sources have both VISTA J (total) and WIRCAM J (total) values.\n", "\n", "No sources have both UKIDSS J (aperture) and WIRCAM J (aperture) values.\n", "\n", "No sources have both UKIDSS J (total) and WIRCAM J (total) values.\n", "\n", "No sources have both VISTA H (aperture) and UKIDSS H (aperture) values.\n", "\n", "No sources have both VISTA H (total) and UKIDSS H (total) values.\n", "\n", "No sources have both VISTA H (aperture) and WIRCAM H (aperture) values.\n", "\n", "No sources have both VISTA H (total) and WIRCAM H (total) values.\n", "\n", "No sources have both UKIDSS H (aperture) and WIRCAM H (aperture) values.\n", "\n", "No sources have both UKIDSS H (total) and WIRCAM H (total) values.\n", "\n", "UKIDSS K (aperture) - VISTA Ks (aperture):\n", " Number of outliers: 0\n", "UKIDSS K (total) - VISTA Ks (total):\n", " Number of outliers: 0\n", "No sources have both VISTA Ks (aperture) and WIRCAM Ks (aperture) values.\n", "\n", "WIRCAM Ks (total) - VISTA Ks (total):\n", " Number of outliers: 2\n", "No sources have both UKIDSS K (aperture) and WIRCAM Ks (aperture) values.\n", "\n", "No sources have both UKIDSS K (total) and WIRCAM Ks (total) values.\n", "\n", "GPC1 g\n", " Aperture magnitude\n", " Number of flagged objects: 4\n", " Total magnitude\n", " Number of flagged objects: 4\n", "GPC1 r\n", " Aperture magnitude\n", " Number of flagged objects: 4\n", " Total magnitude\n", " Number of flagged objects: 3\n", "GPC1 i\n", " Aperture magnitude\n", " Number of flagged objects: 2\n", " Total magnitude\n", " Number of flagged objects: 3\n", "GPC1 z\n", " Aperture magnitude\n", " Number of flagged objects: 3\n", " Total magnitude\n", " Number of flagged objects: 3\n", "GPC1 y\n", " Aperture magnitude\n", " Number of flagged objects: 5\n", " Total magnitude\n", " Number of flagged objects: 5\n", "IRAC i1\n", " Aperture magnitude\n", " Number of flagged objects: 0\n", "IRAC i2\n", " Aperture magnitude\n", " Number of flagged objects: 0\n", "IRAC i3\n", " Aperture magnitude\n", " Number of flagged objects: 0\n", "IRAC i4\n", " Aperture magnitude\n", " Number of flagged objects: 0\n", "DECam g (aperture) - Megacam g (aperture):\n", " Number of outliers: 9\n", "DECam g (total) - Megacam g (total):\n", " Number of outliers: 11\n", "SUPRIME g (aperture) - Megacam g (aperture):\n", " Number of outliers: 1\n", "SUPRIME g (total) - Megacam g (total):\n", " Number of outliers: 2\n", "GPC1 g (aperture) - Megacam g (aperture):\n", " Number of outliers: 0\n", "GPC1 g (total) - Megacam g (total):\n", " Number of outliers: 0\n", "SUPRIME g (aperture) - DECam g (aperture):\n", " Number of outliers: 1\n", "SUPRIME g (total) - DECam g (total):\n", " Number of outliers: 1\n", "GPC1 g (aperture) - DECam g (aperture):\n", " Number of outliers: 0\n", "GPC1 g (total) - DECam g (total):\n", " Number of outliers: 9\n", "GPC1 g (aperture) - SUPRIME g (aperture):\n", " Number of outliers: 0\n", "GPC1 g (total) - SUPRIME g (total):\n", " Number of outliers: 0\n", "DECam r (aperture) - Megacam r (aperture):\n", " Number of outliers: 11\n", "DECam r (total) - Megacam r (total):\n", " Number of outliers: 11\n", "SUPRIME r (aperture) - Megacam r (aperture):\n", " Number of outliers: 1\n", "SUPRIME r (total) - Megacam r (total):\n", " Number of outliers: 0\n", "GPC1 r (aperture) - Megacam r (aperture):\n", " Number of outliers: 0\n", "GPC1 r (total) - Megacam r (total):\n", " Number of outliers: 1\n", "SUPRIME r (aperture) - DECam r (aperture):\n", " Number of outliers: 0\n", "SUPRIME r (total) - DECam r (total):\n", " Number of outliers: 0\n", "GPC1 r (aperture) - DECam r (aperture):\n", " Number of outliers: 0\n", "GPC1 r (total) - DECam r (total):\n", " Number of outliers: 6\n", "GPC1 r (aperture) - SUPRIME r (aperture):\n", " Number of outliers: 0\n", "GPC1 r (total) - SUPRIME r (total):\n", " Number of outliers: 0\n", "DECam i (aperture) - Megacam i (aperture):\n", " Number of outliers: 12\n", "DECam i (total) - Megacam i (total):\n", " Number of outliers: 16\n", "SUPRIME i (aperture) - Megacam i (aperture):\n", " Number of outliers: 0\n", "SUPRIME i (total) - Megacam i (total):\n", " Number of outliers: 0\n", "GPC1 i (aperture) - Megacam i (aperture):\n", " Number of outliers: 0\n", "GPC1 i (total) - Megacam i (total):\n", " Number of outliers: 0\n", "SUPRIME i (aperture) - DECam i (aperture):\n", " Number of outliers: 0\n", "SUPRIME i (total) - DECam i (total):\n", " Number of outliers: 3\n", "GPC1 i (aperture) - DECam i (aperture):\n", " Number of outliers: 0\n", "GPC1 i (total) - DECam i (total):\n", " Number of outliers: 15\n", "GPC1 i (aperture) - SUPRIME i (aperture):\n", " Number of outliers: 0\n", "GPC1 i (total) - SUPRIME i (total):\n", " Number of outliers: 0\n", "DECam z (aperture) - Megacam z (aperture):\n", " Number of outliers: 12\n", "DECam z (total) - Megacam z (total):\n", " Number of outliers: 15\n", "SUPRIME z (aperture) - Megacam z (aperture):\n", " Number of outliers: 0\n", "SUPRIME z (total) - Megacam z (total):\n", " Number of outliers: 0\n", "GPC1 z (aperture) - Megacam z (aperture):\n", " Number of outliers: 0\n", "GPC1 z (total) - Megacam z (total):\n", " Number of outliers: 0\n", "VISTA z (aperture) - Megacam z (aperture):\n", " Number of outliers: 1\n", "VISTA z (total) - Megacam z (total):\n", " Number of outliers: 0\n", "SUPRIME z (aperture) - DECam z (aperture):\n", " Number of outliers: 0\n", "SUPRIME z (total) - DECam z (total):\n", " Number of outliers: 0\n", "GPC1 z (aperture) - DECam z (aperture):\n", " Number of outliers: 0\n", "GPC1 z (total) - DECam z (total):\n", " Number of outliers: 1\n", "VISTA z (aperture) - DECam z (aperture):\n", " Number of outliers: 11\n", "VISTA z (total) - DECam z (total):\n", " Number of outliers: 12\n", "GPC1 z (aperture) - SUPRIME z (aperture):\n", " Number of outliers: 0\n", "GPC1 z (total) - SUPRIME z (total):\n", " Number of outliers: 0\n", "VISTA z (aperture) - SUPRIME z (aperture):\n", " Number of outliers: 0\n", "VISTA z (total) - SUPRIME z (total):\n", " Number of outliers: 0\n", "VISTA z (aperture) - GPC1 z (aperture):\n", " Number of outliers: 0\n", "VISTA z (total) - GPC1 z (total):\n", " Number of outliers: 0\n", "No sources have both Megacam y (aperture) and DECam y (aperture) values.\n", "\n", "No sources have both Megacam y (total) and DECam y (total) values.\n", "\n", "No sources have both Megacam y (aperture) and SUPRIME y (aperture) values.\n", "\n", "No sources have both Megacam y (total) and SUPRIME y (total) values.\n", "\n", "No sources have both Megacam y (aperture) and GPC1 y (aperture) values.\n", "\n", "No sources have both Megacam y (total) and GPC1 y (total) values.\n", "\n", "No sources have both Megacam y (aperture) and VISTA y (aperture) values.\n", "\n", "No sources have both Megacam y (total) and VISTA y (total) values.\n", "\n", "SUPRIME y (aperture) - DECam y (aperture):\n", " Number of outliers: 0\n", "SUPRIME y (total) - DECam y (total):\n", " Number of outliers: 0\n", "GPC1 y (aperture) - DECam y (aperture):\n", " Number of outliers: 0\n", "GPC1 y (total) - DECam y (total):\n", " Number of outliers: 1\n", "VISTA y (aperture) - DECam y (aperture):\n", " Number of outliers: 1\n", "VISTA y (total) - DECam y (total):\n", " Number of outliers: 1\n", "GPC1 y (aperture) - SUPRIME y (aperture):\n", " Number of outliers: 0\n", "GPC1 y (total) - SUPRIME y (total):\n", " Number of outliers: 0\n", "VISTA y (aperture) - SUPRIME y (aperture):\n", " Number of outliers: 0\n", "VISTA y (total) - SUPRIME y (total):\n", " Number of outliers: 0\n", "VISTA y (aperture) - GPC1 y (aperture):\n", " Number of outliers: 0\n", "VISTA y (total) - GPC1 y (total):\n", " Number of outliers: 0\n", "UKIDSS J (aperture) - VISTA J (aperture):\n", " Number of outliers: 0\n", "UKIDSS J (total) - VISTA J (total):\n", " Number of outliers: 1\n", "No sources have both VISTA J (aperture) and WIRCAM J (aperture) values.\n", "\n", "No sources have both VISTA J (total) and WIRCAM J (total) values.\n", "\n", "No sources have both UKIDSS J (aperture) and WIRCAM J (aperture) values.\n", "\n", "No sources have both UKIDSS J (total) and WIRCAM J (total) values.\n", "\n", "UKIDSS H (aperture) - VISTA H (aperture):\n", " Number of outliers: 0\n", "UKIDSS H (total) - VISTA H (total):\n", " Number of outliers: 0\n", "No sources have both VISTA H (aperture) and WIRCAM H (aperture) values.\n", "\n", "No sources have both VISTA H (total) and WIRCAM H (total) values.\n", "\n", "No sources have both UKIDSS H (aperture) and WIRCAM H (aperture) values.\n", "\n", "No sources have both UKIDSS H (total) and WIRCAM H (total) values.\n", "\n", "UKIDSS K (aperture) - VISTA Ks (aperture):\n", " Number of outliers: 0\n", "UKIDSS K (total) - VISTA Ks (total):\n", " Number of outliers: 0\n", "No sources have both VISTA Ks (aperture) and WIRCAM Ks (aperture) values.\n", "\n", "WIRCAM Ks (total) - VISTA Ks (total):\n", " Number of outliers: 0\n", "No sources have both UKIDSS K (aperture) and WIRCAM Ks (aperture) values.\n", "\n", "WIRCAM Ks (total) - UKIDSS K (total):\n", " Number of outliers: 0\n" ] } ], "source": [ "for tile in file_list:\n", " master_catalogue = Table.read(tile)\n", " master_catalogue = panstars_loopable(master_catalogue)\n", " master_catalogue = irac_loopable(master_catalogue)\n", " master_catalogue = outliers_loopable(master_catalogue)\n", " \n", " #Merge any aperture flags\n", " for col in master_catalogue.colnames:\n", " if col.startswith(\"flag_ap_\"):\n", " try:\n", " master_catalogue[col.replace(\"_ap_\", \"_\")] = (master_catalogue[col.replace(\"_ap_\", \"_\")] |\n", " master_catalogue[col])\n", " master_catalogue.remove_column(col)\n", " except KeyError:\n", " print(\"{} only has aperture flags.\".format(col))\n", " master_catalogue.rename_column(col, col.replace(\"_ap_\", \"_\"))\n", " \n", " \n", " \n", " file_num = tile.split('_')[6].split('.')[0]\n", " \n", " flag_cols = [\"help_id\"]\n", " for col in master_catalogue.colnames:\n", " if col.startswith(\"flag_\"):\n", " flag_cols += [col]\n", " new_catname = \"./data/tiles/{}_{}_{}_flags.fits\".format(FIELD.lower(),SUFFIX, file_num)\n", " master_catalogue[flag_cols].write(new_catname, overwrite = True)" ] } ], "metadata": { "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": "3.6.4" } }, "nbformat": 4, "nbformat_minor": 1 }