{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Selection Functions\n", "## Depth maps and selection functions\n", "\n", "The simplest selection function available is the field MOC which specifies the area for which there is Herschel data. Each pristine catalogue also has a MOC defining the area for which that data is available.\n", "\n", "This notebook should determine the correct field and filenames based on being placed in the correct folder.\n", "\n", "The next stage is to provide mean flux standard deviations which act as a proxy for the catalogue's 5$\\sigma$ depth" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "This notebook was run with herschelhelp_internal version: \n", "017bb1e (Mon Jun 18 14:58:59 2018 +0100) [with local modifications]\n", "This notebook was executed on: \n", "2021-01-19 12:33:04.676211\n" ] } ], "source": [ "from herschelhelp_internal import git_version\n", "print(\"This notebook was run with herschelhelp_internal version: \\n{}\".format(git_version()))\n", "import datetime\n", "print(\"This notebook was executed on: \\n{}\".format(datetime.datetime.now()))" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "%matplotlib inline\n", "#%config InlineBackend.figure_format = 'svg'\n", "\n", "import matplotlib.pyplot as plt\n", "plt.rc('figure', figsize=(10, 6))\n", "\n", "import os\n", "import time\n", "\n", "from astropy import units as u\n", "from astropy.coordinates import SkyCoord\n", "from astropy.table import Column, Table, join\n", "import numpy as np\n", "from pymoc import MOC\n", "import healpy as hp\n", "#import pandas as pd #Astropy has group_by function so apandas isn't required.\n", "import seaborn as sns\n", "import glob\n", "import gc\n", "import warnings\n", "#We ignore warnings - this is a little dangerous but a huge number of warnings are generated by empty cells later\n", "warnings.filterwarnings('ignore')\n", "\n", "from herschelhelp_internal.utils import inMoc, coords_to_hpidx, flux_to_mag\n", "from herschelhelp_internal.masterlist import find_last_ml_suffix, nb_ccplots\n", "\n", "from astropy.io.votable import parse_single_table\n", "import yaml\n", "import time" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "TODAY = time.strftime(\"%Y%m%d\")" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "'20210119'" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "TODAY" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "def make_depth_map(meta_yml):\n", " meta = yaml.load(open(meta_yml, 'r'))\n", " FIELD = meta['field']\n", " #FILTERS_DIR = \"/Users/rs548/GitHub/herschelhelp_python/database_builder/filters/\"\n", " FILTERS_DIR = \"/opt/herschelhelp_python/database_builder/filters/\"\n", "\n", " OUT_DIR = meta_yml.replace('meta_main.yml','data')\n", " #SUFFIX = find_last_ml_suffix()\n", " SUFFIX = meta['final'].split('/')[-1].split('_')[-1].strip('.fits')\n", "\n", " master_catalogue_filename = meta['final'].split('/')[-1]\n", " master_catalogue = Table.read(\"{}/{}\".format(OUT_DIR, master_catalogue_filename))\n", "\n", " for col in master_catalogue.colnames:\n", " if (\n", " col.startswith('m')\n", " or col.startswith('flag')\n", " or col =='redshift'\n", " or col=='zspec'\n", " \n", " ):\n", " master_catalogue.remove_column(col)\n", " \n", " print(\"Depth maps produced using: {}\".format(master_catalogue_filename))\n", "\n", " ORDER = 10\n", " \n", "\n", " field_moc = MOC(filename=\"../../dmu2/dmu2_field_coverages/{}_MOC.fits\".format(FIELD))\n", " # Remove sources whose signal to noise ratio is less than five as these will have been selected using forced \n", " # photometry and so the errors will not refelct the RMS of the map \n", " # For xid+ saource use s/n >2 as that is criteria we use for CIGALE\n", " for n,col in enumerate(master_catalogue.colnames):\n", " if col.startswith(\"f_spire\") or col.startswith(\"f_pacs\")or col.startswith(\"f_mips\"):\n", " err_col = \"ferr{}\".format(col[1:])\n", " errs = master_catalogue[err_col]\n", " fluxes = master_catalogue[col]\n", " mask = fluxes/errs < 2.0\n", " master_catalogue[col][mask] = np.nan\n", " master_catalogue[err_col][mask] = np.nan\n", " elif col.startswith(\"f_\"):\n", " err_col = \"ferr{}\".format(col[1:])\n", " errs = master_catalogue[err_col]\n", " fluxes = master_catalogue[col]\n", " mask = fluxes/errs < 5.0\n", " master_catalogue[col][mask] = np.nan\n", " master_catalogue[err_col][mask] = np.nan\n", " \n", " \n", " #Add a column to the catalogue with the order=ORDER hp_idx\n", " master_catalogue.add_column(Column(data=coords_to_hpidx(master_catalogue['ra'],\n", " master_catalogue['dec'],\n", " ORDER), \n", " name=\"hp_idx_O_{}\".format(str(ORDER))\n", " )\n", " )\n", " # Convert catalogue to pandas and group by the order=ORDER pixel\n", " group = master_catalogue.group_by([\"hp_idx_O_{}\".format(str(ORDER))])\n", " depths = Table()\n", " depths['hp_idx_O_13'] = list(field_moc.flattened(13))\n", " depths.add_column(Column(data=hp.pixelfunc.ang2pix(2**ORDER,\n", " hp.pixelfunc.pix2ang(2**13, depths['hp_idx_O_13'], nest=True)[0],\n", " hp.pixelfunc.pix2ang(2**13, depths['hp_idx_O_13'], nest=True)[1],\n", " nest = True),\n", " name=\"hp_idx_O_{}\".format(str(ORDER))\n", " )\n", " )\n", " for col in master_catalogue.colnames:\n", " if col.startswith(\"f_\"):\n", " errcol = \"ferr{}\".format(col[1:])\n", " depths = join(depths, \n", " group[\"hp_idx_O_{}\".format(str(ORDER)), errcol].groups.aggregate(np.nanmean),\n", " join_type='left')\n", " depths[errcol].name = errcol + \"_mean\"\n", " depths = join(depths, \n", " group[\"hp_idx_O_{}\".format(str(ORDER)), col].groups.aggregate(lambda x: np.nanpercentile(x, 90.)),\n", " join_type='left')\n", " depths[col].name = col + \"_p90\"\n", " \n", " standard = ['u', 'g', 'r', 'i', 'z', 'y', 'j', 'h', 'k', 'ks']\n", " tot_bands = [column[2:] for column in master_catalogue.colnames \n", " if (column.startswith('f_') & ~column.startswith('f_ap_'))]\n", " print('tot_bands', tot_bands)\n", " ap_bands = [column[5:] for column in master_catalogue.colnames \n", " if column.startswith('f_ap_') ]\n", " print('ap_bands', ap_bands)\n", " bands = set(tot_bands) | set(ap_bands)\n", " bands\n", " \n", " for col in depths.colnames:\n", " if depths[col].dtype == 'float64' or depths[col].dtype == 'float32':\n", " depths[col].fill_value = np.nan\n", " \n", " depths = depths.filled()\n", " \n", " for band in standard:\n", " print(band)\n", " #ap_bands\n", " list_of_ap_cols = np.array([ b if b.endswith('_{}'.format(band)) else None for b in ap_bands])\n", " list_of_ap_cols = list_of_ap_cols[list_of_ap_cols != None]\n", " list_of_ap_cols = ['ferr_ap_{}_mean'.format(b) for b in list_of_ap_cols]\n", " print(list_of_ap_cols)\n", " if len(list_of_ap_cols) >0:\n", " depths['ferr_ap_{}_mean'.format(band)] = np.nanmin([depths[t] for t in list_of_ap_cols], axis=0)\n", " #tot_bands\n", " list_of_tot_cols = np.array([ b if b.endswith('_{}'.format(band)) else None for b in tot_bands])\n", " list_of_tot_cols = list_of_tot_cols[list_of_tot_cols != None]\n", " list_of_tot_cols = ['ferr_{}_mean'.format(b) for b in list_of_tot_cols]\n", " print(list_of_tot_cols)\n", " if len(list_of_tot_cols) >0:\n", " depths['ferr_{}_mean'.format(band)] = np.nanmin([depths[t] for t in list_of_tot_cols], axis=0)\n", " \n", " depth_filename = \"../dmu32_{}/data/depths_{}_{}.fits\".format(\n", " FIELD.replace('HATLAS-',''), \n", " FIELD.lower(), \n", " SUFFIX )\n", " depths.write(depth_filename, overwrite=True)" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "meta_files = glob.glob('../*/meta_main.yml')" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "['../dmu32_SA13/meta_main.yml',\n", " '../dmu32_Bootes/meta_main.yml',\n", " '../dmu32_xFLS/meta_main.yml',\n", " '../dmu32_GAMA-15/meta_main.yml',\n", " '../dmu32_GAMA-12/meta_main.yml',\n", " '../dmu32_HDF-N/meta_main.yml',\n", " '../dmu32_NGP/meta_main.yml',\n", " '../dmu32_ELAIS-N2/meta_main.yml',\n", " '../dmu32_EGS/meta_main.yml',\n", " '../dmu32_COSMOS/meta_main.yml',\n", " '../dmu32_SGP/meta_main.yml',\n", " '../dmu32_Lockman-SWIRE/meta_main.yml',\n", " '../dmu32_XMM-LSS/meta_main.yml',\n", " '../dmu32_ELAIS-N1/meta_main.yml',\n", " '../dmu32_AKARI-SEP/meta_main.yml',\n", " '../dmu32_GAMA-09/meta_main.yml',\n", " '../dmu32_AKARI-NEP/meta_main.yml',\n", " '../dmu32_ELAIS-S1/meta_main.yml',\n", " '../dmu32_XMM-13hr/meta_main.yml',\n", " '../dmu32_Herschel-Stripe-82/meta_main.yml',\n", " '../dmu32_CDFS-SWIRE/meta_main.yml',\n", " '../dmu32_SPIRE-NEP/meta_main.yml',\n", " '../dmu32_SSDF/meta_main.yml']" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "meta_files" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Depth maps produced using: SA13_20180501.fits\n", "tot_bands ['90prime_g', '90prime_r', 'mosaic_z', 'ukidss_j', 'spire_250', 'spire_350', 'spire_500']\n", "ap_bands ['90prime_g', '90prime_r', 'mosaic_z', 'ukidss_j']\n", "u\n", "[]\n", "[]\n", "g\n", "['ferr_ap_90prime_g_mean']\n", "['ferr_90prime_g_mean']\n", "r\n", "['ferr_ap_90prime_r_mean']\n", "['ferr_90prime_r_mean']\n", "i\n", "[]\n", "[]\n", "z\n", "['ferr_ap_mosaic_z_mean']\n", "['ferr_mosaic_z_mean']\n", "y\n", "[]\n", "[]\n", "j\n", "['ferr_ap_ukidss_j_mean']\n", "['ferr_ukidss_j_mean']\n", "h\n", "[]\n", "[]\n", "k\n", "[]\n", "[]\n", "ks\n", "[]\n", "[]\n", "Depth maps produced using: Bootes_20190701.fits\n", "tot_bands ['lbc_u', 'mosaic_b', '90prime_g', 'gpc1_g', 'gpc1_r', '90prime_r', 'mosaic_r', 'gpc1_i', 'mosaic_i', 'gpc1_z', 'suprime_z', 'mosaic_z', 'gpc1_y', '90prime_z', 'lbc_y', 'ukidss_j', 'newfirm_j', 'newfirm_h', 'tifkam_ks', 'newfirm_k', 'irac_i1', 'irac_i2', 'irac_i3', 'irac_i4', 'mips_24', 'pacs_green', 'pacs_red', 'spire_250', 'spire_350', 'spire_500']\n", "ap_bands ['lbc_u', 'mosaic_b', '90prime_g', 'gpc1_g', 'gpc1_r', '90prime_r', 'mosaic_r', 'gpc1_i', 'mosaic_i', 'gpc1_z', 'suprime_z', 'mosaic_z', 'gpc1_y', '90prime_z', 'lbc_y', 'ukidss_j', 'newfirm_j', 'newfirm_h', 'tifkam_ks', 'newfirm_k', 'irac_i1', 'irac_i2', 'irac_i3', 'irac_i4']\n", "u\n", "['ferr_ap_lbc_u_mean']\n", "['ferr_lbc_u_mean']\n", "g\n", "['ferr_ap_90prime_g_mean', 'ferr_ap_gpc1_g_mean']\n", "['ferr_90prime_g_mean', 'ferr_gpc1_g_mean']\n", "r\n", "['ferr_ap_gpc1_r_mean', 'ferr_ap_90prime_r_mean', 'ferr_ap_mosaic_r_mean']\n", "['ferr_gpc1_r_mean', 'ferr_90prime_r_mean', 'ferr_mosaic_r_mean']\n", "i\n", "['ferr_ap_gpc1_i_mean', 'ferr_ap_mosaic_i_mean']\n", "['ferr_gpc1_i_mean', 'ferr_mosaic_i_mean']\n", "z\n", "['ferr_ap_gpc1_z_mean', 'ferr_ap_suprime_z_mean', 'ferr_ap_mosaic_z_mean', 'ferr_ap_90prime_z_mean']\n", "['ferr_gpc1_z_mean', 'ferr_suprime_z_mean', 'ferr_mosaic_z_mean', 'ferr_90prime_z_mean']\n", "y\n", "['ferr_ap_gpc1_y_mean', 'ferr_ap_lbc_y_mean']\n", "['ferr_gpc1_y_mean', 'ferr_lbc_y_mean']\n", "j\n", "['ferr_ap_ukidss_j_mean', 'ferr_ap_newfirm_j_mean']\n", "['ferr_ukidss_j_mean', 'ferr_newfirm_j_mean']\n", "h\n", "['ferr_ap_newfirm_h_mean']\n", "['ferr_newfirm_h_mean']\n", "k\n", "['ferr_ap_newfirm_k_mean']\n", "['ferr_newfirm_k_mean']\n", "ks\n", "['ferr_ap_tifkam_ks_mean']\n", "['ferr_tifkam_ks_mean']\n", "Depth maps produced using: xFLS_20180501.fits\n", "tot_bands ['wfc_u', '90prime_g', 'gpc1_g', 'wfc_g', 'gpc1_r', 'wfc_r', '90prime_r', 'mosaic_r', 'gpc1_i', 'wfc_i', 'gpc1_z', 'wfc_z', 'mosaic_z', 'gpc1_y', 'ukidss_j', 'irac_i1', 'irac_i2', 'irac_i3', 'irac_i4', 'mips_24', 'spire_250', 'spire_350', 'spire_500']\n", "ap_bands ['wfc_u', '90prime_g', 'gpc1_g', 'wfc_g', 'gpc1_r', 'wfc_r', '90prime_r', 'mosaic_r', 'gpc1_i', 'wfc_i', 'gpc1_z', 'wfc_z', 'mosaic_z', 'gpc1_y', 'ukidss_j', 'irac_i1', 'irac_i2', 'irac_i3', 'irac_i4']\n", "u\n", "['ferr_ap_wfc_u_mean']\n", "['ferr_wfc_u_mean']\n", "g\n", "['ferr_ap_90prime_g_mean', 'ferr_ap_gpc1_g_mean', 'ferr_ap_wfc_g_mean']\n", "['ferr_90prime_g_mean', 'ferr_gpc1_g_mean', 'ferr_wfc_g_mean']\n", "r\n", "['ferr_ap_gpc1_r_mean', 'ferr_ap_wfc_r_mean', 'ferr_ap_90prime_r_mean', 'ferr_ap_mosaic_r_mean']\n", "['ferr_gpc1_r_mean', 'ferr_wfc_r_mean', 'ferr_90prime_r_mean', 'ferr_mosaic_r_mean']\n", "i\n", "['ferr_ap_gpc1_i_mean', 'ferr_ap_wfc_i_mean']\n", "['ferr_gpc1_i_mean', 'ferr_wfc_i_mean']\n", "z\n", "['ferr_ap_gpc1_z_mean', 'ferr_ap_wfc_z_mean', 'ferr_ap_mosaic_z_mean']\n", "['ferr_gpc1_z_mean', 'ferr_wfc_z_mean', 'ferr_mosaic_z_mean']\n", "y\n", "['ferr_ap_gpc1_y_mean']\n", "['ferr_gpc1_y_mean']\n", "j\n", "['ferr_ap_ukidss_j_mean']\n", "['ferr_ukidss_j_mean']\n", "h\n", "[]\n", "[]\n", "k\n", "[]\n", "[]\n", "ks\n", "[]\n", "[]\n", "Depth maps produced using: GAMA-15_20180213.fits\n", "tot_bands ['omegacam_u', 'omegacam_g', 'suprime_g', 'decam_g', 'gpc1_g', 'suprime_r', 'gpc1_r', 'omegacam_r', 'decam_r', 'gpc1_i', 'omegacam_i', 'suprime_i', 'gpc1_z', 'vista_z', 'suprime_z', 'decam_z', 'gpc1_y', 'suprime_y', 'vista_y', 'ukidss_y', 'ukidss_j', 'vista_j', 'ukidss_h', 'vista_h', 'vista_ks', 'ukidss_k', 'pacs_green', 'pacs_red', 'spire_250', 'spire_350', 'spire_500']\n", "ap_bands ['omegacam_u', 'omegacam_g', 'suprime_g', 'decam_g', 'gpc1_g', 'suprime_r', 'gpc1_r', 'omegacam_r', 'decam_r', 'gpc1_i', 'omegacam_i', 'suprime_i', 'gpc1_z', 'vista_z', 'suprime_z', 'decam_z', 'gpc1_y', 'suprime_y', 'vista_y', 'ukidss_y', 'ukidss_j', 'vista_j', 'ukidss_h', 'vista_h', 'vista_ks', 'ukidss_k']\n", "u\n", "['ferr_ap_omegacam_u_mean']\n", "['ferr_omegacam_u_mean']\n", "g\n", "['ferr_ap_omegacam_g_mean', 'ferr_ap_suprime_g_mean', 'ferr_ap_decam_g_mean', 'ferr_ap_gpc1_g_mean']\n", "['ferr_omegacam_g_mean', 'ferr_suprime_g_mean', 'ferr_decam_g_mean', 'ferr_gpc1_g_mean']\n", "r\n", "['ferr_ap_suprime_r_mean', 'ferr_ap_gpc1_r_mean', 'ferr_ap_omegacam_r_mean', 'ferr_ap_decam_r_mean']\n", "['ferr_suprime_r_mean', 'ferr_gpc1_r_mean', 'ferr_omegacam_r_mean', 'ferr_decam_r_mean']\n", "i\n", "['ferr_ap_gpc1_i_mean', 'ferr_ap_omegacam_i_mean', 'ferr_ap_suprime_i_mean']\n", "['ferr_gpc1_i_mean', 'ferr_omegacam_i_mean', 'ferr_suprime_i_mean']\n", "z\n", "['ferr_ap_gpc1_z_mean', 'ferr_ap_vista_z_mean', 'ferr_ap_suprime_z_mean', 'ferr_ap_decam_z_mean']\n", "['ferr_gpc1_z_mean', 'ferr_vista_z_mean', 'ferr_suprime_z_mean', 'ferr_decam_z_mean']\n", "y\n", "['ferr_ap_gpc1_y_mean', 'ferr_ap_suprime_y_mean', 'ferr_ap_vista_y_mean', 'ferr_ap_ukidss_y_mean']\n", "['ferr_gpc1_y_mean', 'ferr_suprime_y_mean', 'ferr_vista_y_mean', 'ferr_ukidss_y_mean']\n", "j\n", "['ferr_ap_ukidss_j_mean', 'ferr_ap_vista_j_mean']\n", "['ferr_ukidss_j_mean', 'ferr_vista_j_mean']\n", "h\n", "['ferr_ap_ukidss_h_mean', 'ferr_ap_vista_h_mean']\n", "['ferr_ukidss_h_mean', 'ferr_vista_h_mean']\n", "k\n", "['ferr_ap_ukidss_k_mean']\n", "['ferr_ukidss_k_mean']\n", "ks\n", "['ferr_ap_vista_ks_mean']\n", "['ferr_vista_ks_mean']\n", "Depth maps produced using: GAMA-12_20180218.fits\n", "tot_bands ['omegacam_u', 'omegacam_g', 'suprime_g', 'decam_g', 'gpc1_g', 'suprime_r', 'gpc1_r', 'omegacam_r', 'decam_r', 'gpc1_i', 'omegacam_i', 'suprime_i', 'gpc1_z', 'vista_z', 'suprime_z', 'decam_z', 'gpc1_y', 'suprime_y', 'vista_y', 'ukidss_y', 'ukidss_j', 'vista_j', 'ukidss_h', 'vista_h', 'vista_ks', 'ukidss_k', 'pacs_green', 'pacs_red', 'spire_250', 'spire_350', 'spire_500']\n", "ap_bands ['omegacam_u', 'omegacam_g', 'suprime_g', 'decam_g', 'gpc1_g', 'suprime_r', 'gpc1_r', 'omegacam_r', 'decam_r', 'gpc1_i', 'omegacam_i', 'suprime_i', 'gpc1_z', 'vista_z', 'suprime_z', 'decam_z', 'gpc1_y', 'suprime_y', 'vista_y', 'ukidss_y', 'ukidss_j', 'vista_j', 'ukidss_h', 'vista_h', 'vista_ks', 'ukidss_k']\n", "u\n", "['ferr_ap_omegacam_u_mean']\n", "['ferr_omegacam_u_mean']\n", "g\n", "['ferr_ap_omegacam_g_mean', 'ferr_ap_suprime_g_mean', 'ferr_ap_decam_g_mean', 'ferr_ap_gpc1_g_mean']\n", "['ferr_omegacam_g_mean', 'ferr_suprime_g_mean', 'ferr_decam_g_mean', 'ferr_gpc1_g_mean']\n", "r\n", "['ferr_ap_suprime_r_mean', 'ferr_ap_gpc1_r_mean', 'ferr_ap_omegacam_r_mean', 'ferr_ap_decam_r_mean']\n", "['ferr_suprime_r_mean', 'ferr_gpc1_r_mean', 'ferr_omegacam_r_mean', 'ferr_decam_r_mean']\n", "i\n", "['ferr_ap_gpc1_i_mean', 'ferr_ap_omegacam_i_mean', 'ferr_ap_suprime_i_mean']\n", "['ferr_gpc1_i_mean', 'ferr_omegacam_i_mean', 'ferr_suprime_i_mean']\n", "z\n", "['ferr_ap_gpc1_z_mean', 'ferr_ap_vista_z_mean', 'ferr_ap_suprime_z_mean', 'ferr_ap_decam_z_mean']\n", "['ferr_gpc1_z_mean', 'ferr_vista_z_mean', 'ferr_suprime_z_mean', 'ferr_decam_z_mean']\n", "y\n", "['ferr_ap_gpc1_y_mean', 'ferr_ap_suprime_y_mean', 'ferr_ap_vista_y_mean', 'ferr_ap_ukidss_y_mean']\n", "['ferr_gpc1_y_mean', 'ferr_suprime_y_mean', 'ferr_vista_y_mean', 'ferr_ukidss_y_mean']\n", "j\n", "['ferr_ap_ukidss_j_mean', 'ferr_ap_vista_j_mean']\n", "['ferr_ukidss_j_mean', 'ferr_vista_j_mean']\n", "h\n", "['ferr_ap_ukidss_h_mean', 'ferr_ap_vista_h_mean']\n", "['ferr_ukidss_h_mean', 'ferr_vista_h_mean']\n", "k\n", "['ferr_ap_ukidss_k_mean']\n", "['ferr_ukidss_k_mean']\n", "ks\n", "['ferr_ap_vista_ks_mean']\n", "['ferr_vista_ks_mean']\n", "Depth maps produced using: HDF-N_20180427.fits\n", "tot_bands ['mosaic_u', 'acs_f435w', 'suprime_b', 'gpc1_g', 'suprime_v', 'acs_f606w', 'suprime_r', 'gpc1_r', 'gpc1_i', 'suprime_ip', 'acs_f775w', 'acs_f814w', 'suprime_zp', 'quirc_hk', 'gpc1_z', 'acs_f850lp', 'gpc1_y', 'wfc3_f105w', 'wfc3_f125w', 'wfc3_f140w', 'wfc3_f160w', 'wircam_ks', 'moircs_k', 'irac_i1', 'irac_i2', 'irac_i3', 'irac_i4', 'spire_250', 'spire_350', 'spire_500']\n", "ap_bands ['mosaic_u', 'suprime_b', 'gpc1_g', 'suprime_v', 'suprime_r', 'gpc1_r', 'gpc1_i', 'suprime_ip', 'suprime_zp', 'quirc_hk', 'gpc1_z', 'gpc1_y']\n", "u\n", "['ferr_ap_mosaic_u_mean']\n", "['ferr_mosaic_u_mean']\n", "g\n", "['ferr_ap_gpc1_g_mean']\n", "['ferr_gpc1_g_mean']\n", "r\n", "['ferr_ap_suprime_r_mean', 'ferr_ap_gpc1_r_mean']\n", "['ferr_suprime_r_mean', 'ferr_gpc1_r_mean']\n", "i\n", "['ferr_ap_gpc1_i_mean']\n", "['ferr_gpc1_i_mean']\n", "z\n", "['ferr_ap_gpc1_z_mean']\n", "['ferr_gpc1_z_mean']\n", "y\n", "['ferr_ap_gpc1_y_mean']\n", "['ferr_gpc1_y_mean']\n", "j\n", "[]\n", "[]\n", "h\n", "[]\n", "[]\n", "k\n", "[]\n", "['ferr_moircs_k_mean']\n", "ks\n", "[]\n", "['ferr_wircam_ks_mean']\n", "Depth maps produced using: NGP_20180219.fits\n", "tot_bands ['90prime_g', 'gpc1_g', 'gpc1_r', '90prime_r', 'gpc1_i', 'gpc1_z', 'decam_z', 'mosaic_z', 'gpc1_y', 'ukidss_y', 'ukidss_j', 'ukidss_h', 'ukidss_k', 'pacs_green', 'pacs_red', 'spire_250', 'spire_350', 'spire_500']\n", "ap_bands ['90prime_g', 'gpc1_g', 'gpc1_r', '90prime_r', 'gpc1_i', 'gpc1_z', 'decam_z', 'mosaic_z', 'gpc1_y', 'ukidss_y', 'ukidss_j', 'ukidss_h', 'ukidss_k']\n", "u\n", "[]\n", "[]\n", "g\n", "['ferr_ap_90prime_g_mean', 'ferr_ap_gpc1_g_mean']\n", "['ferr_90prime_g_mean', 'ferr_gpc1_g_mean']\n", "r\n", "['ferr_ap_gpc1_r_mean', 'ferr_ap_90prime_r_mean']\n", "['ferr_gpc1_r_mean', 'ferr_90prime_r_mean']\n", "i\n", "['ferr_ap_gpc1_i_mean']\n", "['ferr_gpc1_i_mean']\n", "z\n", "['ferr_ap_gpc1_z_mean', 'ferr_ap_decam_z_mean', 'ferr_ap_mosaic_z_mean']\n", "['ferr_gpc1_z_mean', 'ferr_decam_z_mean', 'ferr_mosaic_z_mean']\n", "y\n", "['ferr_ap_gpc1_y_mean', 'ferr_ap_ukidss_y_mean']\n", "['ferr_gpc1_y_mean', 'ferr_ukidss_y_mean']\n", "j\n", "['ferr_ap_ukidss_j_mean']\n", "['ferr_ukidss_j_mean']\n", "h\n", "['ferr_ap_ukidss_h_mean']\n", "['ferr_ukidss_h_mean']\n", "k\n", "['ferr_ap_ukidss_k_mean']\n", "['ferr_ukidss_k_mean']\n", "ks\n", "[]\n", "[]\n", "Depth maps produced using: ELAIS-N2_20180218.fits\n", "tot_bands ['wfc_u', 'megacam_u', 'megacam_g', 'gpc1_g', 'wfc_g', 'gpc1_r', 'wfc_r', 'megacam_r', 'gpc1_i', 'megacam_i', 'megacam_y', 'wfc_i', 'gpc1_z', 'wfc_z', 'megacam_z', 'gpc1_y', 'irac_i1', 'irac_i2', 'irac_i3', 'irac_i4', 'mips_24', 'pacs_green', 'pacs_red', 'spire_250', 'spire_350', 'spire_500']\n", "ap_bands ['wfc_u', 'megacam_u', 'megacam_g', 'gpc1_g', 'wfc_g', 'gpc1_r', 'wfc_r', 'megacam_r', 'gpc1_i', 'wfc_i', 'gpc1_z', 'wfc_z', 'megacam_z', 'gpc1_y', 'irac_i1', 'irac_i2', 'irac_i3', 'irac_i4']\n", "u\n", "['ferr_ap_wfc_u_mean', 'ferr_ap_megacam_u_mean']\n", "['ferr_wfc_u_mean', 'ferr_megacam_u_mean']\n", "g\n", "['ferr_ap_megacam_g_mean', 'ferr_ap_gpc1_g_mean', 'ferr_ap_wfc_g_mean']\n", "['ferr_megacam_g_mean', 'ferr_gpc1_g_mean', 'ferr_wfc_g_mean']\n", "r\n", "['ferr_ap_gpc1_r_mean', 'ferr_ap_wfc_r_mean', 'ferr_ap_megacam_r_mean']\n", "['ferr_gpc1_r_mean', 'ferr_wfc_r_mean', 'ferr_megacam_r_mean']\n", "i\n", "['ferr_ap_gpc1_i_mean', 'ferr_ap_wfc_i_mean']\n", "['ferr_gpc1_i_mean', 'ferr_megacam_i_mean', 'ferr_wfc_i_mean']\n", "z\n", "['ferr_ap_gpc1_z_mean', 'ferr_ap_wfc_z_mean', 'ferr_ap_megacam_z_mean']\n", "['ferr_gpc1_z_mean', 'ferr_wfc_z_mean', 'ferr_megacam_z_mean']\n", "y\n", "['ferr_ap_gpc1_y_mean']\n", "['ferr_megacam_y_mean', 'ferr_gpc1_y_mean']\n", "j\n", "[]\n", "[]\n", "h\n", "[]\n", "[]\n", "k\n", "[]\n", "[]\n", "ks\n", "[]\n", "[]\n", "Depth maps produced using: EGS_20180501.fits\n", "tot_bands ['mmt_u', 'megacam_u', 'cfht12k_b', 'mmt_g', 'suprime_g', '90prime_g', 'megacam_g', 'gpc1_g', 'acs_f606w', 'suprime_r', 'gpc1_r', 'megacam_r', '90prime_r', 'suprime_rc', 'cfht12k_r', 'gpc1_i', 'megacam_i', 'suprime_i', 'mmt_i', 'acs_f814w', 'cfht12k_i', 'gpc1_z', 'megacam_z', 'suprime_z', 'mmt_z', 'mosaic_z', 'gpc1_y', 'suprime_y', 'nicmos_f110w', 'wircs_j', 'omega2000_j', 'ukidss_j', 'newfirm_j1', 'newfirm_j2', 'newfirm_j3', 'wfc3_f125w', 'wircam_j', 'wfc3_f140w', 'wfc3_f160w', 'nicmos_f160w', 'wircam_h', 'newfirm_h1', 'newfirm_h2', 'omega2000_ks', 'newfirm_k', 'wircs_k', 'moircs_ks', 'wircam_ks', 'irac_i1', 'irac_i2', 'irac_i3', 'irac_i4', 'pacs_green', 'pacs_red', 'spire_250', 'spire_350', 'spire_500']\n", "ap_bands ['megacam_u', 'suprime_g', '90prime_g', 'megacam_g', 'gpc1_g', 'acs_f606w', 'suprime_r', 'gpc1_r', 'megacam_r', '90prime_r', 'gpc1_i', 'megacam_i', 'suprime_i', 'acs_f814w', 'gpc1_z', 'megacam_z', 'suprime_z', 'mosaic_z', 'gpc1_y', 'suprime_y', 'wircs_j', 'ukidss_j', 'newfirm_j1', 'newfirm_j2', 'newfirm_j3', 'wfc3_f125w', 'wircam_j', 'wfc3_f140w', 'wfc3_f160w', 'wircam_h', 'newfirm_h1', 'newfirm_h2', 'newfirm_k', 'wircs_k', 'wircam_ks']\n", "u\n", "['ferr_ap_megacam_u_mean']\n", "['ferr_mmt_u_mean', 'ferr_megacam_u_mean']\n", "g\n", "['ferr_ap_suprime_g_mean', 'ferr_ap_90prime_g_mean', 'ferr_ap_megacam_g_mean', 'ferr_ap_gpc1_g_mean']\n", "['ferr_mmt_g_mean', 'ferr_suprime_g_mean', 'ferr_90prime_g_mean', 'ferr_megacam_g_mean', 'ferr_gpc1_g_mean']\n", "r\n", "['ferr_ap_suprime_r_mean', 'ferr_ap_gpc1_r_mean', 'ferr_ap_megacam_r_mean', 'ferr_ap_90prime_r_mean']\n", "['ferr_suprime_r_mean', 'ferr_gpc1_r_mean', 'ferr_megacam_r_mean', 'ferr_90prime_r_mean', 'ferr_cfht12k_r_mean']\n", "i\n", "['ferr_ap_gpc1_i_mean', 'ferr_ap_megacam_i_mean', 'ferr_ap_suprime_i_mean']\n", "['ferr_gpc1_i_mean', 'ferr_megacam_i_mean', 'ferr_suprime_i_mean', 'ferr_mmt_i_mean', 'ferr_cfht12k_i_mean']\n", "z\n", "['ferr_ap_gpc1_z_mean', 'ferr_ap_megacam_z_mean', 'ferr_ap_suprime_z_mean', 'ferr_ap_mosaic_z_mean']\n", "['ferr_gpc1_z_mean', 'ferr_megacam_z_mean', 'ferr_suprime_z_mean', 'ferr_mmt_z_mean', 'ferr_mosaic_z_mean']\n", "y\n", "['ferr_ap_gpc1_y_mean', 'ferr_ap_suprime_y_mean']\n", "['ferr_gpc1_y_mean', 'ferr_suprime_y_mean']\n", "j\n", "['ferr_ap_wircs_j_mean', 'ferr_ap_ukidss_j_mean', 'ferr_ap_wircam_j_mean']\n", "['ferr_wircs_j_mean', 'ferr_omega2000_j_mean', 'ferr_ukidss_j_mean', 'ferr_wircam_j_mean']\n", "h\n", "['ferr_ap_wircam_h_mean']\n", "['ferr_wircam_h_mean']\n", "k\n", "['ferr_ap_newfirm_k_mean', 'ferr_ap_wircs_k_mean']\n", "['ferr_newfirm_k_mean', 'ferr_wircs_k_mean']\n", "ks\n", "['ferr_ap_wircam_ks_mean']\n", "['ferr_omega2000_ks_mean', 'ferr_moircs_ks_mean', 'ferr_wircam_ks_mean']\n", "Depth maps produced using: COSMOS_20190402.fits\n", "tot_bands ['omegacam_u', 'megacam_u', 'suprime_ib427', 'suprime_b', 'suprime_ib464', 'omegacam_g', 'suprime_g', 'decam_g', 'suprime_ia484', 'megacam_g', 'gpc1_g', 'suprime_ib505', 'suprime_ia527', 'suprime_v', 'suprime_ib574', 'acs_f606w', 'suprime_r', 'gpc1_r', 'suprime_ia624', 'megacam_r', 'omegacam_r', 'decam_r', 'suprime_rc', 'suprime_ia679', 'suprime_ib709', 'suprime_nb711', 'suprime_ia738', 'gpc1_i', 'megacam_i', 'omegacam_i', 'suprime_ip', 'suprime_ia767', 'suprime_i', 'acs_f814w', 'suprime_nb816', 'suprime_zp', 'suprime_ib827', 'gpc1_z', 'megacam_z', 'suprime_z', 'decam_z', 'suprime_zpp', 'suprime_n921', 'gpc1_y', 'suprime_y', 'vista_y', 'ukidss_y', 'ukidss_j', 'wfc3_f125w', 'vista_j', 'wircam_j', 'wfc3_f140w', 'wfc3_f160w', 'wircam_h', 'ukidss_h', 'vista_h', 'vista_ks', 'wircam_ks', 'ukidss_k', 'irac_i1', 'irac_i2', 'irac_i3', 'irac_i4', 'mips_24', 'pacs_green', 'pacs_red', 'spire_250', 'spire_350', 'spire_500']\n", "ap_bands ['omegacam_u', 'megacam_u', 'suprime_ib427', 'suprime_b', 'suprime_ib464', 'omegacam_g', 'suprime_g', 'decam_g', 'suprime_ia484', 'megacam_g', 'gpc1_g', 'suprime_ib505', 'suprime_ia527', 'suprime_v', 'suprime_ib574', 'suprime_r', 'gpc1_r', 'suprime_ia624', 'megacam_r', 'omegacam_r', 'decam_r', 'suprime_rc', 'suprime_ia679', 'suprime_ib709', 'suprime_nb711', 'suprime_ia738', 'gpc1_i', 'megacam_i', 'omegacam_i', 'suprime_ip', 'suprime_ia767', 'suprime_i', 'suprime_nb816', 'suprime_zp', 'suprime_ib827', 'gpc1_z', 'megacam_z', 'suprime_z', 'decam_z', 'suprime_zpp', 'suprime_n921', 'gpc1_y', 'suprime_y', 'vista_y', 'ukidss_y', 'ukidss_j', 'vista_j', 'wircam_j', 'wfc3_f140w', 'wfc3_f160w', 'wircam_h', 'ukidss_h', 'vista_h', 'vista_ks', 'wircam_ks', 'ukidss_k']\n", "u\n", "['ferr_ap_omegacam_u_mean', 'ferr_ap_megacam_u_mean']\n", "['ferr_omegacam_u_mean', 'ferr_megacam_u_mean']\n", "g\n", "['ferr_ap_omegacam_g_mean', 'ferr_ap_suprime_g_mean', 'ferr_ap_decam_g_mean', 'ferr_ap_megacam_g_mean', 'ferr_ap_gpc1_g_mean']\n", "['ferr_omegacam_g_mean', 'ferr_suprime_g_mean', 'ferr_decam_g_mean', 'ferr_megacam_g_mean', 'ferr_gpc1_g_mean']\n", "r\n", "['ferr_ap_suprime_r_mean', 'ferr_ap_gpc1_r_mean', 'ferr_ap_megacam_r_mean', 'ferr_ap_omegacam_r_mean', 'ferr_ap_decam_r_mean']\n", "['ferr_suprime_r_mean', 'ferr_gpc1_r_mean', 'ferr_megacam_r_mean', 'ferr_omegacam_r_mean', 'ferr_decam_r_mean']\n", "i\n", "['ferr_ap_gpc1_i_mean', 'ferr_ap_megacam_i_mean', 'ferr_ap_omegacam_i_mean', 'ferr_ap_suprime_i_mean']\n", "['ferr_gpc1_i_mean', 'ferr_megacam_i_mean', 'ferr_omegacam_i_mean', 'ferr_suprime_i_mean']\n", "z\n", "['ferr_ap_gpc1_z_mean', 'ferr_ap_megacam_z_mean', 'ferr_ap_suprime_z_mean', 'ferr_ap_decam_z_mean']\n", "['ferr_gpc1_z_mean', 'ferr_megacam_z_mean', 'ferr_suprime_z_mean', 'ferr_decam_z_mean']\n", "y\n", "['ferr_ap_gpc1_y_mean', 'ferr_ap_suprime_y_mean', 'ferr_ap_vista_y_mean', 'ferr_ap_ukidss_y_mean']\n", "['ferr_gpc1_y_mean', 'ferr_suprime_y_mean', 'ferr_vista_y_mean', 'ferr_ukidss_y_mean']\n", "j\n", "['ferr_ap_ukidss_j_mean', 'ferr_ap_vista_j_mean', 'ferr_ap_wircam_j_mean']\n", "['ferr_ukidss_j_mean', 'ferr_vista_j_mean', 'ferr_wircam_j_mean']\n", "h\n", "['ferr_ap_wircam_h_mean', 'ferr_ap_ukidss_h_mean', 'ferr_ap_vista_h_mean']\n", "['ferr_wircam_h_mean', 'ferr_ukidss_h_mean', 'ferr_vista_h_mean']\n", "k\n", "['ferr_ap_ukidss_k_mean']\n", "['ferr_ukidss_k_mean']\n", "ks\n", "['ferr_ap_vista_ks_mean', 'ferr_ap_wircam_ks_mean']\n", "['ferr_vista_ks_mean', 'ferr_wircam_ks_mean']\n", "Depth maps produced using: SGP_20180221.fits\n", "tot_bands ['omegacam_u', 'omegacam_g', 'decam_g', 'gpc1_g', 'gpc1_r', 'omegacam_r', 'decam_r', 'gpc1_i', 'omegacam_i', 'decam_i', 'gpc1_z', 'vista_z', 'omegacam_z', 'decam_z', 'gpc1_y', 'decam_y', 'vista_y', 'vista_j', 'vista_h', 'vista_ks', 'spire_250', 'spire_350', 'spire_500']\n", "ap_bands ['omegacam_u', 'omegacam_g', 'decam_g', 'gpc1_g', 'gpc1_r', 'omegacam_r', 'decam_r', 'gpc1_i', 'omegacam_i', 'decam_i', 'gpc1_z', 'vista_z', 'omegacam_z', 'decam_z', 'gpc1_y', 'decam_y', 'vista_y', 'vista_j', 'vista_h', 'vista_ks']\n", "u\n", "['ferr_ap_omegacam_u_mean']\n", "['ferr_omegacam_u_mean']\n", "g\n", "['ferr_ap_omegacam_g_mean', 'ferr_ap_decam_g_mean', 'ferr_ap_gpc1_g_mean']\n", "['ferr_omegacam_g_mean', 'ferr_decam_g_mean', 'ferr_gpc1_g_mean']\n", "r\n", "['ferr_ap_gpc1_r_mean', 'ferr_ap_omegacam_r_mean', 'ferr_ap_decam_r_mean']\n", "['ferr_gpc1_r_mean', 'ferr_omegacam_r_mean', 'ferr_decam_r_mean']\n", "i\n", "['ferr_ap_gpc1_i_mean', 'ferr_ap_omegacam_i_mean', 'ferr_ap_decam_i_mean']\n", "['ferr_gpc1_i_mean', 'ferr_omegacam_i_mean', 'ferr_decam_i_mean']\n", "z\n", "['ferr_ap_gpc1_z_mean', 'ferr_ap_vista_z_mean', 'ferr_ap_omegacam_z_mean', 'ferr_ap_decam_z_mean']\n", "['ferr_gpc1_z_mean', 'ferr_vista_z_mean', 'ferr_omegacam_z_mean', 'ferr_decam_z_mean']\n", "y\n", "['ferr_ap_gpc1_y_mean', 'ferr_ap_decam_y_mean', 'ferr_ap_vista_y_mean']\n", "['ferr_gpc1_y_mean', 'ferr_decam_y_mean', 'ferr_vista_y_mean']\n", "j\n", "['ferr_ap_vista_j_mean']\n", "['ferr_vista_j_mean']\n", "h\n", "['ferr_ap_vista_h_mean']\n", "['ferr_vista_h_mean']\n", "k\n", "[]\n", "[]\n", "ks\n", "['ferr_ap_vista_ks_mean']\n", "['ferr_vista_ks_mean']\n", "Depth maps produced using: Lockman-SWIRE_20180219.fits\n", "tot_bands ['wfc_u', 'wfc_g', 'wfc_r', 'wfc_i', 'wfc_z', 'gpc1_g', 'gpc1_r', 'gpc1_i', 'gpc1_z', 'gpc1_y', 'megacam_u', 'megacam_g', 'megacam_r', 'megacam_z', 'ukidss_k', 'irac_i3', 'irac_i4', 'irac_i1', 'irac_i2', 'ukidss_j', 'megacam_i', 'megacam_y', 'mips_24', 'pacs_green', 'pacs_red', 'spire_250', 'spire_350', 'spire_500']\n", "ap_bands ['wfc_u', 'wfc_g', 'wfc_r', 'wfc_i', 'wfc_z', 'gpc1_g', 'gpc1_r', 'gpc1_i', 'gpc1_z', 'gpc1_y', 'megacam_u', 'megacam_g', 'megacam_r', 'megacam_z', 'ukidss_k', 'irac_i3', 'irac_i4', 'irac_i1', 'irac_i2', 'ukidss_j']\n", "u\n", "['ferr_ap_wfc_u_mean', 'ferr_ap_megacam_u_mean']\n", "['ferr_wfc_u_mean', 'ferr_megacam_u_mean']\n", "g\n", "['ferr_ap_wfc_g_mean', 'ferr_ap_gpc1_g_mean', 'ferr_ap_megacam_g_mean']\n", "['ferr_wfc_g_mean', 'ferr_gpc1_g_mean', 'ferr_megacam_g_mean']\n", "r\n", "['ferr_ap_wfc_r_mean', 'ferr_ap_gpc1_r_mean', 'ferr_ap_megacam_r_mean']\n", "['ferr_wfc_r_mean', 'ferr_gpc1_r_mean', 'ferr_megacam_r_mean']\n", "i\n", "['ferr_ap_wfc_i_mean', 'ferr_ap_gpc1_i_mean']\n", "['ferr_wfc_i_mean', 'ferr_gpc1_i_mean', 'ferr_megacam_i_mean']\n", "z\n", "['ferr_ap_wfc_z_mean', 'ferr_ap_gpc1_z_mean', 'ferr_ap_megacam_z_mean']\n", "['ferr_wfc_z_mean', 'ferr_gpc1_z_mean', 'ferr_megacam_z_mean']\n", "y\n", "['ferr_ap_gpc1_y_mean']\n", "['ferr_gpc1_y_mean', 'ferr_megacam_y_mean']\n", "j\n", "['ferr_ap_ukidss_j_mean']\n", "['ferr_ukidss_j_mean']\n", "h\n", "[]\n", "[]\n", "k\n", "['ferr_ap_ukidss_k_mean']\n", "['ferr_ukidss_k_mean']\n", "ks\n", "[]\n", "[]\n", "Depth maps produced using: XMM-LSS_20190328.fits\n", "tot_bands ['megacam_u', 'suprime_b', 'suprime_g', 'decam_g', 'megacam_g', 'gpc1_g', 'suprime_v', 'acs_f606w', 'suprime_r', 'gpc1_r', 'megacam_r', 'decam_r', 'suprime_rc', 'gpc1_i', 'megacam_i', 'suprime_ip', 'megacam_y', 'suprime_i', 'decam_i', 'acs_f814w', 'suprime_n816', 'suprime_zp', 'gpc1_z', 'vista_z', 'megacam_z', 'suprime_z', 'decam_z', 'suprime_n921', 'gpc1_y', 'suprime_y', 'decam_y', 'vista_y', 'ukidss_j', 'wfc3_f125w', 'vista_j', 'wircam_j', 'wfc3_f160w', 'wircam_h', 'ukidss_h', 'vista_h', 'hawki_k', 'vista_ks', 'wircam_ks', 'ukidss_k', 'irac_i1', 'irac_i2', 'irac_i3', 'irac_i4', 'mips_24', 'pacs_green', 'pacs_red', 'spire_250', 'spire_350', 'spire_500']\n", "ap_bands ['megacam_u', 'suprime_b', 'suprime_g', 'decam_g', 'megacam_g', 'gpc1_g', 'suprime_v', 'acs_f606w', 'suprime_r', 'gpc1_r', 'megacam_r', 'decam_r', 'suprime_rc', 'gpc1_i', 'megacam_i', 'suprime_ip', 'megacam_y', 'suprime_i', 'decam_i', 'acs_f814w', 'suprime_n816', 'suprime_zp', 'gpc1_z', 'vista_z', 'megacam_z', 'suprime_z', 'decam_z', 'suprime_n921', 'gpc1_y', 'suprime_y', 'decam_y', 'vista_y', 'ukidss_j', 'wfc3_f125w', 'vista_j', 'wircam_j', 'wfc3_f160w', 'wircam_h', 'ukidss_h', 'vista_h', 'vista_ks', 'wircam_ks', 'ukidss_k', 'irac_i1', 'irac_i2', 'irac_i3', 'irac_i4']\n", "u\n", "['ferr_ap_megacam_u_mean']\n", "['ferr_megacam_u_mean']\n", "g\n", "['ferr_ap_suprime_g_mean', 'ferr_ap_decam_g_mean', 'ferr_ap_megacam_g_mean', 'ferr_ap_gpc1_g_mean']\n", "['ferr_suprime_g_mean', 'ferr_decam_g_mean', 'ferr_megacam_g_mean', 'ferr_gpc1_g_mean']\n", "r\n", "['ferr_ap_suprime_r_mean', 'ferr_ap_gpc1_r_mean', 'ferr_ap_megacam_r_mean', 'ferr_ap_decam_r_mean']\n", "['ferr_suprime_r_mean', 'ferr_gpc1_r_mean', 'ferr_megacam_r_mean', 'ferr_decam_r_mean']\n", "i\n", "['ferr_ap_gpc1_i_mean', 'ferr_ap_megacam_i_mean', 'ferr_ap_suprime_i_mean', 'ferr_ap_decam_i_mean']\n", "['ferr_gpc1_i_mean', 'ferr_megacam_i_mean', 'ferr_suprime_i_mean', 'ferr_decam_i_mean']\n", "z\n", "['ferr_ap_gpc1_z_mean', 'ferr_ap_vista_z_mean', 'ferr_ap_megacam_z_mean', 'ferr_ap_suprime_z_mean', 'ferr_ap_decam_z_mean']\n", "['ferr_gpc1_z_mean', 'ferr_vista_z_mean', 'ferr_megacam_z_mean', 'ferr_suprime_z_mean', 'ferr_decam_z_mean']\n", "y\n", "['ferr_ap_megacam_y_mean', 'ferr_ap_gpc1_y_mean', 'ferr_ap_suprime_y_mean', 'ferr_ap_decam_y_mean', 'ferr_ap_vista_y_mean']\n", "['ferr_megacam_y_mean', 'ferr_gpc1_y_mean', 'ferr_suprime_y_mean', 'ferr_decam_y_mean', 'ferr_vista_y_mean']\n", "j\n", "['ferr_ap_ukidss_j_mean', 'ferr_ap_vista_j_mean', 'ferr_ap_wircam_j_mean']\n", "['ferr_ukidss_j_mean', 'ferr_vista_j_mean', 'ferr_wircam_j_mean']\n", "h\n", "['ferr_ap_wircam_h_mean', 'ferr_ap_ukidss_h_mean', 'ferr_ap_vista_h_mean']\n", "['ferr_wircam_h_mean', 'ferr_ukidss_h_mean', 'ferr_vista_h_mean']\n", "k\n", "['ferr_ap_ukidss_k_mean']\n", "['ferr_hawki_k_mean', 'ferr_ukidss_k_mean']\n", "ks\n", "['ferr_ap_vista_ks_mean', 'ferr_ap_wircam_ks_mean']\n", "['ferr_vista_ks_mean', 'ferr_wircam_ks_mean']\n", "Depth maps produced using: ELAIS-N1_20171016.fits\n", "tot_bands ['wfc_u', 'megacam_u', 'suprime_g', 'megacam_g', 'gpc1_g', 'wfc_g', 'suprime_r', 'gpc1_r', 'wfc_r', 'megacam_r', 'gpc1_i', 'suprime_i', 'wfc_i', 'gpc1_z', 'wfc_z', 'megacam_z', 'suprime_z', 'suprime_n921', 'gpc1_y', 'suprime_y', 'ukidss_j', 'ukidss_k', 'irac_i1', 'irac_i2', 'irac_i3', 'irac_i4', 'mips_24', 'pacs_green', 'pacs_red', 'spire_250', 'spire_350', 'spire_500']\n", "ap_bands ['wfc_u', 'megacam_u', 'suprime_g', 'megacam_g', 'gpc1_g', 'wfc_g', 'suprime_r', 'gpc1_r', 'wfc_r', 'megacam_r', 'gpc1_i', 'suprime_i', 'wfc_i', 'gpc1_z', 'wfc_z', 'megacam_z', 'suprime_z', 'suprime_n921', 'gpc1_y', 'suprime_y', 'ukidss_j', 'ukidss_k', 'irac_i1', 'irac_i2', 'irac_i3', 'irac_i4']\n", "u\n", "['ferr_ap_wfc_u_mean', 'ferr_ap_megacam_u_mean']\n", "['ferr_wfc_u_mean', 'ferr_megacam_u_mean']\n", "g\n", "['ferr_ap_suprime_g_mean', 'ferr_ap_megacam_g_mean', 'ferr_ap_gpc1_g_mean', 'ferr_ap_wfc_g_mean']\n", "['ferr_suprime_g_mean', 'ferr_megacam_g_mean', 'ferr_gpc1_g_mean', 'ferr_wfc_g_mean']\n", "r\n", "['ferr_ap_suprime_r_mean', 'ferr_ap_gpc1_r_mean', 'ferr_ap_wfc_r_mean', 'ferr_ap_megacam_r_mean']\n", "['ferr_suprime_r_mean', 'ferr_gpc1_r_mean', 'ferr_wfc_r_mean', 'ferr_megacam_r_mean']\n", "i\n", "['ferr_ap_gpc1_i_mean', 'ferr_ap_suprime_i_mean', 'ferr_ap_wfc_i_mean']\n", "['ferr_gpc1_i_mean', 'ferr_suprime_i_mean', 'ferr_wfc_i_mean']\n", "z\n", "['ferr_ap_gpc1_z_mean', 'ferr_ap_wfc_z_mean', 'ferr_ap_megacam_z_mean', 'ferr_ap_suprime_z_mean']\n", "['ferr_gpc1_z_mean', 'ferr_wfc_z_mean', 'ferr_megacam_z_mean', 'ferr_suprime_z_mean']\n", "y\n", "['ferr_ap_gpc1_y_mean', 'ferr_ap_suprime_y_mean']\n", "['ferr_gpc1_y_mean', 'ferr_suprime_y_mean']\n", "j\n", "['ferr_ap_ukidss_j_mean']\n", "['ferr_ukidss_j_mean']\n", "h\n", "[]\n", "[]\n", "k\n", "['ferr_ap_ukidss_k_mean']\n", "['ferr_ukidss_k_mean']\n", "ks\n", "[]\n", "[]\n", "Depth maps produced using: AKARI-SEP_20180221.fits\n", "tot_bands ['decam_g', 'decam_r', 'decam_i', 'decam_z', 'decam_y', 'vista_j', 'vista_h', 'vista_ks', 'irac_i1', 'irac_i2', 'mips_24', 'pacs_green', 'pacs_red', 'spire_250', 'spire_350', 'spire_500']\n", "ap_bands ['decam_g', 'decam_r', 'decam_i', 'decam_z', 'decam_y', 'vista_j', 'vista_h', 'vista_ks', 'irac_i1', 'irac_i2']\n", "u\n", "[]\n", "[]\n", "g\n", "['ferr_ap_decam_g_mean']\n", "['ferr_decam_g_mean']\n", "r\n", "['ferr_ap_decam_r_mean']\n", "['ferr_decam_r_mean']\n", "i\n", "['ferr_ap_decam_i_mean']\n", "['ferr_decam_i_mean']\n", "z\n", "['ferr_ap_decam_z_mean']\n", "['ferr_decam_z_mean']\n", "y\n", "['ferr_ap_decam_y_mean']\n", "['ferr_decam_y_mean']\n", "j\n", "['ferr_ap_vista_j_mean']\n", "['ferr_vista_j_mean']\n", "h\n", "['ferr_ap_vista_h_mean']\n", "['ferr_vista_h_mean']\n", "k\n", "[]\n", "[]\n", "ks\n", "['ferr_ap_vista_ks_mean']\n", "['ferr_vista_ks_mean']\n", "Depth maps produced using: GAMA-09_20180601.fits\n", "tot_bands ['omegacam_u', 'megacam_u', 'omegacam_g', 'suprime_g', 'decam_g', 'megacam_g', 'gpc1_g', 'suprime_r', 'gpc1_r', 'megacam_r', 'omegacam_r', 'decam_r', 'gpc1_i', 'megacam_i', 'omegacam_i', 'suprime_i', 'gpc1_z', 'vista_z', 'megacam_z', 'suprime_z', 'decam_z', 'gpc1_y', 'suprime_y', 'vista_y', 'ukidss_y', 'ukidss_j', 'vista_j', 'ukidss_h', 'vista_h', 'vista_ks', 'ukidss_k', 'pacs_green', 'pacs_red', 'spire_250', 'spire_350', 'spire_500']\n", "ap_bands ['omegacam_u', 'megacam_u', 'omegacam_g', 'suprime_g', 'decam_g', 'megacam_g', 'gpc1_g', 'suprime_r', 'gpc1_r', 'megacam_r', 'omegacam_r', 'decam_r', 'gpc1_i', 'megacam_i', 'omegacam_i', 'suprime_i', 'gpc1_z', 'vista_z', 'megacam_z', 'suprime_z', 'decam_z', 'gpc1_y', 'suprime_y', 'vista_y', 'ukidss_y', 'ukidss_j', 'vista_j', 'ukidss_h', 'vista_h', 'vista_ks', 'ukidss_k']\n", "u\n", "['ferr_ap_omegacam_u_mean', 'ferr_ap_megacam_u_mean']\n", "['ferr_omegacam_u_mean', 'ferr_megacam_u_mean']\n", "g\n", "['ferr_ap_omegacam_g_mean', 'ferr_ap_suprime_g_mean', 'ferr_ap_decam_g_mean', 'ferr_ap_megacam_g_mean', 'ferr_ap_gpc1_g_mean']\n", "['ferr_omegacam_g_mean', 'ferr_suprime_g_mean', 'ferr_decam_g_mean', 'ferr_megacam_g_mean', 'ferr_gpc1_g_mean']\n", "r\n", "['ferr_ap_suprime_r_mean', 'ferr_ap_gpc1_r_mean', 'ferr_ap_megacam_r_mean', 'ferr_ap_omegacam_r_mean', 'ferr_ap_decam_r_mean']\n", "['ferr_suprime_r_mean', 'ferr_gpc1_r_mean', 'ferr_megacam_r_mean', 'ferr_omegacam_r_mean', 'ferr_decam_r_mean']\n", "i\n", "['ferr_ap_gpc1_i_mean', 'ferr_ap_megacam_i_mean', 'ferr_ap_omegacam_i_mean', 'ferr_ap_suprime_i_mean']\n", "['ferr_gpc1_i_mean', 'ferr_megacam_i_mean', 'ferr_omegacam_i_mean', 'ferr_suprime_i_mean']\n", "z\n", "['ferr_ap_gpc1_z_mean', 'ferr_ap_vista_z_mean', 'ferr_ap_megacam_z_mean', 'ferr_ap_suprime_z_mean', 'ferr_ap_decam_z_mean']\n", "['ferr_gpc1_z_mean', 'ferr_vista_z_mean', 'ferr_megacam_z_mean', 'ferr_suprime_z_mean', 'ferr_decam_z_mean']\n", "y\n", "['ferr_ap_gpc1_y_mean', 'ferr_ap_suprime_y_mean', 'ferr_ap_vista_y_mean', 'ferr_ap_ukidss_y_mean']\n", "['ferr_gpc1_y_mean', 'ferr_suprime_y_mean', 'ferr_vista_y_mean', 'ferr_ukidss_y_mean']\n", "j\n", "['ferr_ap_ukidss_j_mean', 'ferr_ap_vista_j_mean']\n", "['ferr_ukidss_j_mean', 'ferr_vista_j_mean']\n", "h\n", "['ferr_ap_ukidss_h_mean', 'ferr_ap_vista_h_mean']\n", "['ferr_ukidss_h_mean', 'ferr_vista_h_mean']\n", "k\n", "['ferr_ap_ukidss_k_mean']\n", "['ferr_ukidss_k_mean']\n", "ks\n", "['ferr_ap_vista_ks_mean']\n", "['ferr_vista_ks_mean']\n", "Depth maps produced using: AKARI-NEP_20180215.fits\n", "tot_bands ['megacam_u', 'megacam_g', 'gpc1_g', 'gpc1_r', 'megacam_r', 'gpc1_i', 'megacam_i', 'gpc1_z', 'megacam_z', 'gpc1_y', 'wircam_y', 'wircam_j', 'wircam_ks', 'irac_i1', 'irac_i2', 'mips_24', 'pacs_green', 'pacs_red', 'spire_250', 'spire_350', 'spire_500']\n", "ap_bands ['gpc1_g', 'gpc1_r', 'gpc1_i', 'gpc1_z', 'gpc1_y', 'irac_i1', 'irac_i2']\n", "u\n", "[]\n", "['ferr_megacam_u_mean']\n", "g\n", "['ferr_ap_gpc1_g_mean']\n", "['ferr_megacam_g_mean', 'ferr_gpc1_g_mean']\n", "r\n", "['ferr_ap_gpc1_r_mean']\n", "['ferr_gpc1_r_mean', 'ferr_megacam_r_mean']\n", "i\n", "['ferr_ap_gpc1_i_mean']\n", "['ferr_gpc1_i_mean', 'ferr_megacam_i_mean']\n", "z\n", "['ferr_ap_gpc1_z_mean']\n", "['ferr_gpc1_z_mean', 'ferr_megacam_z_mean']\n", "y\n", "['ferr_ap_gpc1_y_mean']\n", "['ferr_gpc1_y_mean', 'ferr_wircam_y_mean']\n", "j\n", "[]\n", "['ferr_wircam_j_mean']\n", "h\n", "[]\n", "[]\n", "k\n", "[]\n", "[]\n", "ks\n", "[]\n", "['ferr_wircam_ks_mean']\n", "Depth maps produced using: ELAIS-S1_20180416.fits\n", "tot_bands ['wfi_b123', 'wfi_b', 'decam_g', 'wfi_v', 'decam_r', 'wfi_r', 'decam_i', 'vista_z', 'decam_z', 'decam_y', 'vista_y', 'vista_j', 'vista_h', 'vista_ks', 'irac_i1', 'irac_i2', 'irac_i3', 'irac_i4', 'mips_24', 'pacs_green', 'pacs_red', 'spire_250', 'spire_350', 'spire_500']\n", "ap_bands ['wfi_b123', 'wfi_b', 'decam_g', 'wfi_v', 'decam_r', 'wfi_r', 'decam_i', 'vista_z', 'decam_z', 'decam_y', 'vista_y', 'vista_j', 'vista_h', 'vista_ks', 'irac_i1', 'irac_i2', 'irac_i3', 'irac_i4']\n", "u\n", "[]\n", "[]\n", "g\n", "['ferr_ap_decam_g_mean']\n", "['ferr_decam_g_mean']\n", "r\n", "['ferr_ap_decam_r_mean', 'ferr_ap_wfi_r_mean']\n", "['ferr_decam_r_mean', 'ferr_wfi_r_mean']\n", "i\n", "['ferr_ap_decam_i_mean']\n", "['ferr_decam_i_mean']\n", "z\n", "['ferr_ap_vista_z_mean', 'ferr_ap_decam_z_mean']\n", "['ferr_vista_z_mean', 'ferr_decam_z_mean']\n", "y\n", "['ferr_ap_decam_y_mean', 'ferr_ap_vista_y_mean']\n", "['ferr_decam_y_mean', 'ferr_vista_y_mean']\n", "j\n", "['ferr_ap_vista_j_mean']\n", "['ferr_vista_j_mean']\n", "h\n", "['ferr_ap_vista_h_mean']\n", "['ferr_vista_h_mean']\n", "k\n", "[]\n", "[]\n", "ks\n", "['ferr_ap_vista_ks_mean']\n", "['ferr_vista_ks_mean']\n", "Depth maps produced using: XMM-13hr_20180501.fits\n", "tot_bands ['90prime_g', '90prime_r', 'mosaic_z', 'ukidss_j', 'spire_250', 'spire_350', 'spire_500']\n", "ap_bands ['90prime_g', '90prime_r', 'mosaic_z', 'ukidss_j']\n", "u\n", "[]\n", "[]\n", "g\n", "['ferr_ap_90prime_g_mean']\n", "['ferr_90prime_g_mean']\n", "r\n", "['ferr_ap_90prime_r_mean']\n", "['ferr_90prime_r_mean']\n", "i\n", "[]\n", "[]\n", "z\n", "['ferr_ap_mosaic_z_mean']\n", "['ferr_mosaic_z_mean']\n", "y\n", "[]\n", "[]\n", "j\n", "['ferr_ap_ukidss_j_mean']\n", "['ferr_ukidss_j_mean']\n", "h\n", "[]\n", "[]\n", "k\n", "[]\n", "[]\n", "ks\n", "[]\n", "[]\n", "Depth maps produced using: Herschel-Stripe-82_20180307.fits\n", "tot_bands ['sdss_u', 'sdss_g', 'suprime_g', 'decam_g', 'megacam_g', 'gpc1_g', 'sdss_r', 'suprime_r', 'gpc1_r', 'megacam_r', 'decam_r', 'sdss_i', 'gpc1_i', 'megacam_i', 'megacam_y', 'suprime_i', 'decam_i', 'suprime_n816', 'gpc1_z', 'megacam_z', 'suprime_z', 'sdss_z', 'decam_z', 'suprime_n921', 'gpc1_y', 'suprime_y', 'decam_y', 'vista_y', 'ukidss_y', 'ukidss_j', 'vista_j', 'wircam_j', 'ukidss_h', 'vista_h', 'vista_ks', 'wircam_ks', 'ukidss_k', 'irac_i1', 'irac_i2', 'mips_24', 'spire_250', 'spire_350', 'spire_500']\n", "ap_bands ['sdss_u', 'sdss_g', 'suprime_g', 'decam_g', 'gpc1_g', 'sdss_r', 'suprime_r', 'gpc1_r', 'decam_r', 'sdss_i', 'gpc1_i', 'suprime_i', 'decam_i', 'suprime_n816', 'gpc1_z', 'suprime_z', 'sdss_z', 'decam_z', 'suprime_n921', 'gpc1_y', 'suprime_y', 'decam_y', 'vista_y', 'ukidss_y', 'ukidss_j', 'vista_j', 'wircam_j', 'ukidss_h', 'vista_h', 'vista_ks', 'wircam_ks', 'ukidss_k', 'irac_i1', 'irac_i2']\n", "u\n", "['ferr_ap_sdss_u_mean']\n", "['ferr_sdss_u_mean']\n", "g\n", "['ferr_ap_sdss_g_mean', 'ferr_ap_suprime_g_mean', 'ferr_ap_decam_g_mean', 'ferr_ap_gpc1_g_mean']\n", "['ferr_sdss_g_mean', 'ferr_suprime_g_mean', 'ferr_decam_g_mean', 'ferr_megacam_g_mean', 'ferr_gpc1_g_mean']\n", "r\n", "['ferr_ap_sdss_r_mean', 'ferr_ap_suprime_r_mean', 'ferr_ap_gpc1_r_mean', 'ferr_ap_decam_r_mean']\n", "['ferr_sdss_r_mean', 'ferr_suprime_r_mean', 'ferr_gpc1_r_mean', 'ferr_megacam_r_mean', 'ferr_decam_r_mean']\n", "i\n", "['ferr_ap_sdss_i_mean', 'ferr_ap_gpc1_i_mean', 'ferr_ap_suprime_i_mean', 'ferr_ap_decam_i_mean']\n", "['ferr_sdss_i_mean', 'ferr_gpc1_i_mean', 'ferr_megacam_i_mean', 'ferr_suprime_i_mean', 'ferr_decam_i_mean']\n", "z\n", "['ferr_ap_gpc1_z_mean', 'ferr_ap_suprime_z_mean', 'ferr_ap_sdss_z_mean', 'ferr_ap_decam_z_mean']\n", "['ferr_gpc1_z_mean', 'ferr_megacam_z_mean', 'ferr_suprime_z_mean', 'ferr_sdss_z_mean', 'ferr_decam_z_mean']\n", "y\n", "['ferr_ap_gpc1_y_mean', 'ferr_ap_suprime_y_mean', 'ferr_ap_decam_y_mean', 'ferr_ap_vista_y_mean', 'ferr_ap_ukidss_y_mean']\n", "['ferr_megacam_y_mean', 'ferr_gpc1_y_mean', 'ferr_suprime_y_mean', 'ferr_decam_y_mean', 'ferr_vista_y_mean', 'ferr_ukidss_y_mean']\n", "j\n", "['ferr_ap_ukidss_j_mean', 'ferr_ap_vista_j_mean', 'ferr_ap_wircam_j_mean']\n", "['ferr_ukidss_j_mean', 'ferr_vista_j_mean', 'ferr_wircam_j_mean']\n", "h\n", "['ferr_ap_ukidss_h_mean', 'ferr_ap_vista_h_mean']\n", "['ferr_ukidss_h_mean', 'ferr_vista_h_mean']\n", "k\n", "['ferr_ap_ukidss_k_mean']\n", "['ferr_ukidss_k_mean']\n", "ks\n", "['ferr_ap_vista_ks_mean', 'ferr_ap_wircam_ks_mean']\n", "['ferr_vista_ks_mean', 'ferr_wircam_ks_mean']\n", "Depth maps produced using: CDFS-SWIRE_20180613.fits\n", "tot_bands ['omegacam_u', 'wfi_u', 'wfi_416nm', 'acs_f435w', 'wfi_b', 'wfi_461nm', 'omegacam_g', 'decam_g', 'wfi_485nm', 'gpc1_g', 'wfi_518nm', 'wfi_v', 'wfi_571nm', 'acs_f606w', 'wfi_604nm', 'gpc1_r', 'omegacam_r', 'decam_r', 'wfi_646nm', 'wfi_r', 'wfi_696nm', 'wfi_753nm', 'gpc1_i', 'omegacam_i', 'acs_f775w', 'decam_i', 'acs_f814w', 'wfi_815nm', 'wfi_856nm', 'wfi_i', 'gpc1_z', 'vista_z', 'omegacam_z', 'acs_f850lp', 'wfi_914nm', 'decam_z', 'gpc1_y', 'wfc3_f098m', 'decam_y', 'vista_y', 'wfc3_f105w', 'wfc3_f125w', 'vista_j', 'wfc3_f160w', 'vista_h', 'hawki_k', 'vista_ks', 'isaac_k', 'irac_i1', 'irac_i2', 'irac_i3', 'irac_i4', 'mips_24', 'pacs_green', 'pacs_red', 'spire_250', 'spire_350', 'spire_500']\n", "ap_bands ['omegacam_u', 'wfi_u', 'wfi_416nm', 'wfi_b', 'wfi_461nm', 'omegacam_g', 'decam_g', 'wfi_485nm', 'gpc1_g', 'wfi_518nm', 'wfi_v', 'wfi_571nm', 'wfi_604nm', 'gpc1_r', 'omegacam_r', 'decam_r', 'wfi_646nm', 'wfi_r', 'wfi_696nm', 'wfi_753nm', 'gpc1_i', 'omegacam_i', 'decam_i', 'wfi_815nm', 'wfi_856nm', 'wfi_i', 'gpc1_z', 'vista_z', 'omegacam_z', 'wfi_914nm', 'decam_z', 'gpc1_y', 'decam_y', 'vista_y', 'vista_j', 'vista_h', 'vista_ks', 'irac_i1', 'irac_i2', 'irac_i3', 'irac_i4']\n", "u\n", "['ferr_ap_omegacam_u_mean', 'ferr_ap_wfi_u_mean']\n", "['ferr_omegacam_u_mean', 'ferr_wfi_u_mean']\n", "g\n", "['ferr_ap_omegacam_g_mean', 'ferr_ap_decam_g_mean', 'ferr_ap_gpc1_g_mean']\n", "['ferr_omegacam_g_mean', 'ferr_decam_g_mean', 'ferr_gpc1_g_mean']\n", "r\n", "['ferr_ap_gpc1_r_mean', 'ferr_ap_omegacam_r_mean', 'ferr_ap_decam_r_mean', 'ferr_ap_wfi_r_mean']\n", "['ferr_gpc1_r_mean', 'ferr_omegacam_r_mean', 'ferr_decam_r_mean', 'ferr_wfi_r_mean']\n", "i\n", "['ferr_ap_gpc1_i_mean', 'ferr_ap_omegacam_i_mean', 'ferr_ap_decam_i_mean', 'ferr_ap_wfi_i_mean']\n", "['ferr_gpc1_i_mean', 'ferr_omegacam_i_mean', 'ferr_decam_i_mean', 'ferr_wfi_i_mean']\n", "z\n", "['ferr_ap_gpc1_z_mean', 'ferr_ap_vista_z_mean', 'ferr_ap_omegacam_z_mean', 'ferr_ap_decam_z_mean']\n", "['ferr_gpc1_z_mean', 'ferr_vista_z_mean', 'ferr_omegacam_z_mean', 'ferr_decam_z_mean']\n", "y\n", "['ferr_ap_gpc1_y_mean', 'ferr_ap_decam_y_mean', 'ferr_ap_vista_y_mean']\n", "['ferr_gpc1_y_mean', 'ferr_decam_y_mean', 'ferr_vista_y_mean']\n", "j\n", "['ferr_ap_vista_j_mean']\n", "['ferr_vista_j_mean']\n", "h\n", "['ferr_ap_vista_h_mean']\n", "['ferr_vista_h_mean']\n", "k\n", "[]\n", "['ferr_hawki_k_mean', 'ferr_isaac_k_mean']\n", "ks\n", "['ferr_ap_vista_ks_mean']\n", "['ferr_vista_ks_mean']\n", "Depth maps produced using: SPIRE-NEP_20180220.fits\n", "tot_bands ['gpc1_g', 'gpc1_r', 'gpc1_i', 'gpc1_z', 'gpc1_y', 'mips_24', 'spire_250', 'spire_350', 'spire_500']\n", "ap_bands ['gpc1_g', 'gpc1_r', 'gpc1_i', 'gpc1_z', 'gpc1_y']\n", "u\n", "[]\n", "[]\n", "g\n", "['ferr_ap_gpc1_g_mean']\n", "['ferr_gpc1_g_mean']\n", "r\n", "['ferr_ap_gpc1_r_mean']\n", "['ferr_gpc1_r_mean']\n", "i\n", "['ferr_ap_gpc1_i_mean']\n", "['ferr_gpc1_i_mean']\n", "z\n", "['ferr_ap_gpc1_z_mean']\n", "['ferr_gpc1_z_mean']\n", "y\n", "['ferr_ap_gpc1_y_mean']\n", "['ferr_gpc1_y_mean']\n", "j\n", "[]\n", "[]\n", "h\n", "[]\n", "[]\n", "k\n", "[]\n", "[]\n", "ks\n", "[]\n", "[]\n", "Depth maps produced using: SSDF_20180221.fits\n", "tot_bands ['decam_g', 'decam_r', 'decam_i', 'decam_z', 'decam_y', 'vista_j', 'vista_h', 'vista_ks', 'irac_i1', 'irac_i2', 'spire_250', 'spire_350', 'spire_500']\n", "ap_bands ['decam_g', 'decam_r', 'decam_i', 'decam_z', 'decam_y', 'vista_j', 'vista_h', 'vista_ks', 'irac_i1', 'irac_i2']\n", "u\n", "[]\n", "[]\n", "g\n", "['ferr_ap_decam_g_mean']\n", "['ferr_decam_g_mean']\n", "r\n", "['ferr_ap_decam_r_mean']\n", "['ferr_decam_r_mean']\n", "i\n", "['ferr_ap_decam_i_mean']\n", "['ferr_decam_i_mean']\n", "z\n", "['ferr_ap_decam_z_mean']\n", "['ferr_decam_z_mean']\n", "y\n", "['ferr_ap_decam_y_mean']\n", "['ferr_decam_y_mean']\n", "j\n", "['ferr_ap_vista_j_mean']\n", "['ferr_vista_j_mean']\n", "h\n", "['ferr_ap_vista_h_mean']\n", "['ferr_vista_h_mean']\n", "k\n", "[]\n", "[]\n", "ks\n", "['ferr_ap_vista_ks_mean']\n", "['ferr_vista_ks_mean']\n" ] }, { "data": { "text/plain": [ "set()" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "failures = set()\n", "for m in meta_files:\n", " try:\n", " make_depth_map(m)\n", " except:\n", " print(m, 'failed')\n", " failures.add(m)\n", " gc.collect()\n", " time.sleep(10)\n", "failures" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "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": "3.7.2" } }, "nbformat": 4, "nbformat_minor": 2 }