{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This notebook prepare the catalogues that will be analysed by CIGALE for SED fitting and physical parameter estimation."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import os\n",
    "os.environ['LOG_LEVEL'] = 'INFO'\n",
    "\n",
    "from astropy.table import Table\n",
    "\n",
    "from herschelhelp.filters import correct_galactic_extinction\n",
    "from herschelhelp.external import convert_table_for_cigale\n",
    "\n",
    "import glob\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')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "SUFFIX = '20180307'\n",
    "file_list = glob.glob('../../dmu32/dmu32_Herschel-Stripe-82/data/tiles/Herschel-Stripe-82_cigale_{}_*.fits'.format(SUFFIX))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Best sources\n",
    "\n",
    "Define a good far-IR measurement as:\n",
    "- an existing flux in the band;\n",
    "- the flag from XID+ must not be set;\n",
    "- the signal to noise ratio must be over 2."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# good = {}\n",
    "# for band in ['pacs_green', 'pacs_red', 'spire_250', 'spire_350', 'spire_500']:\n",
    "#     good[band] = (~np.isnan(master_catalogue['f_{}'.format(band)]) & \n",
    "#                                    ~master_catalogue['flag_{}'.format(band)])\n",
    "#     good[band][good[band]] &= (master_catalogue[good[band]]['f_{}'.format(band)] /\n",
    "#                               master_catalogue[good[band]]['ferr_{}'.format(band)] >= 2)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We will keep only sources with at leat 2 good far-IR measurements (we may actually use less sources are not all may have a redshift)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# combined_good = np.sum(list(good.values()), axis=0) >= 2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# print(\"Number of good sources: {}\".format(np.sum(combined_good)))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# Only sources with at least two optical and at least two near infrared detections\n",
    "# optnir = ((master_catalogue['flag_optnir_det'] == 3) \n",
    "#           | (master_catalogue['flag_optnir_det'] == 7))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Main catalogue for CIGALE"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# best_catalogue = master_catalogue[combined_good].copy()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# Correction for galactic extinction\n",
    "# best_catalogue = correct_galactic_extinction(best_catalogue, inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "collapsed": true,
    "scrolled": false
   },
   "outputs": [],
   "source": [
    "# Convertion to CIGALE format\n",
    "# best_catalogue = convert_table_for_cigale(best_catalogue, inplace=True, remove_zerofluxes=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Band selection\n",
    "\n",
    "We want to use only one filter for similar bands. We define an order of preference and set to NaN the flux in the lower prefered bands when a prefered band is available. Some band may have a 0 flux, we set there values to NaN."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "u_bands = [                                     \"sdss_u\"]\n",
    "g_bands = [\"megacam_g\", \"suprime_g\", \"decam_g\", \"sdss_g\",                                   \"gpc1_g\"]\n",
    "r_bands = [\"megacam_r\", \"suprime_r\", \"decam_r\", \"sdss_r\",                                   \"gpc1_r\"]\n",
    "i_bands = [\"megacam_i\", \"suprime_i\", \"decam_i\", \"sdss_i\",                                   \"gpc1_i\"]\n",
    "z_bands = [\"megacam_z\", \"suprime_z\", \"decam_z\", \"sdss_z\",                                   \"gpc1_z\"]\n",
    "y_bands = [\"megacam_y\", \"suprime_y\", \"decam_y\",           \"vista_y\",  \"ukidss_y\",           \"gpc1_y\"] \n",
    "j_bands = [                                               \"vista_j\",  \"ukidss_j\", \"wircam_j\"]\n",
    "h_bands = [                                               \"vista_h\",  \"ukidss_h\"]\n",
    "k_bands = [                                               \"vista_ks\",             \"wircam_ks\"]#\"ukidss_k\"]\n",
    "\n",
    "def remove_unneeded_fluxes(list_of_bands):\n",
    "    for band_idx, band in enumerate(list_of_bands[:-1]):\n",
    "        mask = ~np.isnan(best_catalogue[band])\n",
    "        for lower_band in list_of_bands[band_idx+1:]:\n",
    "            best_catalogue[lower_band][mask] = np.nan\n",
    "            best_catalogue[\"{}_err\".format(lower_band)][mask] = np.nan"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# remove_unneeded_fluxes(g_bands)\n",
    "# remove_unneeded_fluxes(u_bands)\n",
    "# remove_unneeded_fluxes(r_bands)\n",
    "# remove_unneeded_fluxes(i_bands)\n",
    "# remove_unneeded_fluxes(z_bands)\n",
    "# remove_unneeded_fluxes(y_bands)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "for tile in file_list:\n",
    "        \n",
    "    file_num = tile.split('_')[4].split('.')[0]\n",
    "    best_catalogue = Table.read(tile)\n",
    "    optnir = ((best_catalogue['flag_optnir_det'] == 3) \n",
    "          | (best_catalogue['flag_optnir_det'] == 7))\n",
    "    \n",
    "    best_catalogue = best_catalogue[optnir]\n",
    "\n",
    "\n",
    "    best_catalogue = best_catalogue[~np.isnan(best_catalogue[\"redshift\"])]\n",
    "\n",
    "    print(\"Number of sources with z-spec in file {}: {}\".format(file_num, len(best_catalogue)))\n",
    "\n",
    "    # Correction for galactic extinction\n",
    "    best_catalogue = correct_galactic_extinction(best_catalogue, inplace=True)\n",
    "\n",
    "    # Convertion to CIGALE format\n",
    "\n",
    "    best_catalogue = convert_table_for_cigale(best_catalogue, inplace=True, remove_zerofluxes=True)\n",
    "\n",
    "    remove_unneeded_fluxes(g_bands)\n",
    "    remove_unneeded_fluxes(u_bands)\n",
    "    remove_unneeded_fluxes(r_bands)\n",
    "    remove_unneeded_fluxes(i_bands)\n",
    "    remove_unneeded_fluxes(z_bands)\n",
    "    remove_unneeded_fluxes(y_bands)\n",
    "    remove_unneeded_fluxes(j_bands)\n",
    "    remove_unneeded_fluxes(h_bands)\n",
    "    remove_unneeded_fluxes(k_bands)\n",
    "\n",
    "    best_catalogue.write(\"data_tmp/tiles/herschel-stripe-82_cigale_optnir_extcor_{}_{}.fits\".format(SUFFIX, file_num), overwrite=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Catalogue using spectroscopic redshift"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "collapsed": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 282: 187\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 12 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 2 sources, the band sdss_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 2 sources, the band suprime_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 2 sources, the band decam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band megacam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 2 sources, the band gpc1_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 165: 218\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 9 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 3 sources, the band sdss_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band suprime_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band decam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band megacam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band gpc1_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 439: 151\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 7 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band sdss_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band suprime_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band decam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band megacam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band gpc1_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 472: 156\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 6 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 2 sources, the band sdss_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band suprime_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band decam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band megacam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band gpc1_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 344: 251\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 10 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 2 sources, the band sdss_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 2 sources, the band suprime_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 2 sources, the band decam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 2 sources, the band megacam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 2 sources, the band gpc1_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 220: 248\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 6 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band sdss_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band suprime_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band decam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band megacam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band gpc1_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 211: 214\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 5 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band sdss_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band suprime_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band decam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band megacam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band gpc1_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 35: 252\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 5 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 375: 108\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 2 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 154: 156\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 4 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 97: 229\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 7 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 2 sources, the band sdss_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band decam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 443: 157\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 4 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band sdss_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band suprime_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band decam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band megacam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band gpc1_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 408: 144\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 6 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 194: 187\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 4 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band sdss_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 238: 297\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 14 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 3 sources, the band sdss_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band suprime_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 2 sources, the band decam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band megacam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band gpc1_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 57: 163\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 2 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band sdss_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band suprime_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band decam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band megacam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band gpc1_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 273: 210\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 8 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 2 sources, the band sdss_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band suprime_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band decam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band megacam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band gpc1_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 317: 214\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 4 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 2 sources, the band sdss_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band suprime_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band decam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band megacam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band gpc1_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 483: 174\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 4 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band sdss_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band suprime_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band decam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band megacam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band gpc1_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 421: 151\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 6 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 136: 184\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 5 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band sdss_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 410: 242\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 5 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 384: 314\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 3 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 107: 357\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 13 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 2 sources, the band sdss_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 326: 242\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 7 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band sdss_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 5: 157\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 8 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band sdss_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band suprime_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band decam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band megacam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band gpc1_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 66: 174\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 9 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 3 sources, the band sdss_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band suprime_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 3 sources, the band decam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band gpc1_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 242: 187\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 7 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band sdss_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band suprime_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band decam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band megacam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band gpc1_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 209: 202\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 5 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band sdss_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band suprime_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band decam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band megacam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band gpc1_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 31: 180\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 8 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 3 sources, the band sdss_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 3 sources, the band suprime_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 3 sources, the band decam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 3 sources, the band megacam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 3 sources, the band gpc1_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 215: 158\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 3 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 371: 77\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 3 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 93: 219\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 4 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 150: 166\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 7 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band sdss_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band suprime_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band decam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band megacam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band gpc1_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 398: 307\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 4 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 447: 123\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 2 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 2 sources, the band sdss_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 161: 219\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 7 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 2 sources, the band sdss_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band suprime_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band decam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band megacam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band gpc1_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 286: 139\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 8 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 2 sources, the band sdss_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 476: 191\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 7 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band sdss_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band suprime_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band decam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band gpc1_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 340: 267\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 8 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 3 sources, the band sdss_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band suprime_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band decam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band megacam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band gpc1_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 224: 230\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 5 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band sdss_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 188: 211\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 7 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 2 sources, the band sdss_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band suprime_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band decam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band megacam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band gpc1_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 414: 288\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 5 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 3 sources, the band sdss_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band decam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 103: 140\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 3 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band sdss_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band suprime_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band decam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band megacam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band gpc1_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 380: 115\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 2 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 2 sources, the band sdss_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band suprime_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band decam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band megacam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band gpc1_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 148: 186\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 3 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band sdss_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band suprime_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band decam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band megacam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band gpc1_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 369: 104\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 2 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 29: 165\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 4 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 322: 313\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 11 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 2 sources, the band sdss_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 2 sources, the band suprime_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 2 sources, the band decam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 2 sources, the band megacam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 2 sources, the band gpc1_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 1: 39\n",
      "Number of sources with z-spec in file 246: 187\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 5 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 62: 130\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 3 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band sdss_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band suprime_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band decam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band megacam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band gpc1_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 277: 145\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 9 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band sdss_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band suprime_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band decam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band megacam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band gpc1_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 53: 175\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 7 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band sdss_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band suprime_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band decam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band gpc1_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 313: 187\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 4 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 190: 285\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 5 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 2 sources, the band sdss_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band suprime_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band decam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band megacam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band gpc1_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band sdss_r should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band suprime_r should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band gpc1_r should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band megacam_r should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band decam_r should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 18: 172\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 6 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 2 sources, the band sdss_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 2 sources, the band suprime_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 2 sources, the band decam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 2 sources, the band megacam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 2 sources, the band gpc1_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 358: 279\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 7 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band sdss_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band suprime_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band decam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band gpc1_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 487: 143\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 8 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band sdss_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band suprime_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band decam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band megacam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band gpc1_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 425: 188\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 4 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 2 sources, the band sdss_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 179: 174\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 4 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band sdss_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band suprime_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band decam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band megacam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band gpc1_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band sdss_r should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band suprime_r should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band gpc1_r should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band megacam_r should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band decam_r should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band sdss_i should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band gpc1_i should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band megacam_i should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band megacam_y should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band suprime_i should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band decam_i should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 132: 229\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 3 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 354: 221\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 5 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band sdss_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band suprime_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band decam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band megacam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band gpc1_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 14: 106\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 6 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band sdss_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 230: 174\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 5 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band sdss_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 175: 189\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 5 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 5 sources, the band sdss_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 5 sources, the band suprime_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 5 sources, the band decam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 5 sources, the band megacam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 5 sources, the band gpc1_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 292: 117\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 9 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 2 sources, the band sdss_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 2 sources, the band suprime_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 2 sources, the band decam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 2 sources, the band megacam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 2 sources, the band gpc1_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 462: 155\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 2 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 429: 178\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 5 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 87: 160\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 8 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 144: 164\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 5 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 418: 322\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 4 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band sdss_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 453: 192\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 3 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band sdss_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band suprime_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band decam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band megacam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band gpc1_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 25: 188\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 4 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 2 sources, the band sdss_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 2 sources, the band suprime_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 2 sources, the band decam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 2 sources, the band megacam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 2 sources, the band gpc1_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 201: 281\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 4 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 365: 25\n",
      "Number of sources with z-spec in file 431: 130\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 3 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 126: 176\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 7 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band sdss_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band decam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 263: 177\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 7 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 47: 193\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 5 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band sdss_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 307: 121\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 5 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 228: 237\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 8 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band sdss_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 184: 165\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 5 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band sdss_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band suprime_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band decam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band megacam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band gpc1_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 493: 221\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 11 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 219: 222\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 2 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 336: 283\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 14 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band sdss_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band suprime_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band decam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band megacam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band gpc1_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 252: 250\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 4 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band sdss_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band suprime_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band decam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band megacam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band gpc1_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 76: 146\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 1 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 400: 326\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 5 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 117: 282\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 7 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band sdss_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band suprime_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band decam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band megacam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band gpc1_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 394: 219\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 4 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 388: 270\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 2 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 140: 231\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 4 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band sdss_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band suprime_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band decam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band megacam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band gpc1_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 83: 213\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 3 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 457: 105\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 5 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 9: 166\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 4 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 205: 240\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 9 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 2 sources, the band sdss_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 21: 216\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 8 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 361: 272\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 9 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 2 sources, the band sdss_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 2 sources, the band suprime_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 2 sources, the band decam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 2 sources, the band megacam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 2 sources, the band gpc1_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 198: 212\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 4 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 350: 250\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 11 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 2 sources, the band sdss_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 2 sources, the band suprime_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 2 sources, the band decam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 2 sources, the band megacam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 2 sources, the band gpc1_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band sdss_r should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band suprime_r should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band gpc1_r should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band megacam_r should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band decam_r should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 234: 300\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 16 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 3 sources, the band sdss_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 3 sources, the band suprime_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 3 sources, the band decam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 2 sources, the band megacam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 3 sources, the band gpc1_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 10: 177\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 7 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band sdss_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band suprime_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band decam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band megacam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band gpc1_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 296: 157\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 10 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 171: 194\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 5 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 466: 161\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 5 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band sdss_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band decam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 332: 308\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 8 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 4 sources, the band sdss_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 4 sources, the band suprime_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 4 sources, the band decam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 4 sources, the band megacam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 4 sources, the band gpc1_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 72: 169\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 5 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 256: 137\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 7 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band sdss_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band suprime_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band decam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band megacam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band gpc1_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 379: 119\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 2 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band sdss_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band suprime_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band decam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band megacam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band gpc1_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 39: 152\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 8 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 404: 300\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 7 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 158: 187\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 8 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band sdss_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 390: 306\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 5 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 113: 248\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 13 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 2 sources, the band sdss_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 2 sources, the band suprime_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 2 sources, the band decam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 2 sources, the band megacam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 2 sources, the band gpc1_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 435: 138\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 6 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 2 sources, the band sdss_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 2 sources, the band suprime_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 2 sources, the band decam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 2 sources, the band megacam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 2 sources, the band gpc1_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 122: 267\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 6 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band sdss_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 169: 220\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 6 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 3 sources, the band sdss_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band suprime_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 2 sources, the band decam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band megacam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band gpc1_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 348: 236\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 9 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 3 sources, the band sdss_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band decam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band gpc1_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 180: 214\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 9 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 5 sources, the band sdss_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 3 sources, the band suprime_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 3 sources, the band decam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 3 sources, the band megacam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 3 sources, the band gpc1_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 43: 181\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 7 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 3 sources, the band sdss_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 267: 138\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 2 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band sdss_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band suprime_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band decam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band megacam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band gpc1_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 303: 168\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 7 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 3 sources, the band sdss_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 2 sources, the band suprime_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 2 sources, the band decam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band megacam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 2 sources, the band gpc1_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 497: 189\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 7 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 355: 261\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 7 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band sdss_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 15: 131\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 5 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 2 sources, the band sdss_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band suprime_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band decam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band megacam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band gpc1_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 231: 211\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 8 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 2 sources, the band sdss_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 2 sources, the band suprime_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 2 sources, the band decam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 2 sources, the band megacam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 2 sources, the band gpc1_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 428: 156\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 3 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 463: 170\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 3 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 293: 110\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 12 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 2 sources, the band sdss_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 2 sources, the band suprime_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 2 sources, the band decam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 2 sources, the band megacam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 2 sources, the band gpc1_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band sdss_r should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band suprime_r should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band gpc1_r should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band megacam_r should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band decam_r should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band sdss_i should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band gpc1_i should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band megacam_i should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band megacam_y should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band suprime_i should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band decam_i should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 174: 221\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 6 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band sdss_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band suprime_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band decam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band megacam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band gpc1_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 452: 173\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 4 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band sdss_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band suprime_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band decam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band megacam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band gpc1_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 419: 176\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 4 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 2 sources, the band sdss_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 2 sources, the band suprime_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 2 sources, the band decam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 2 sources, the band megacam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 2 sources, the band gpc1_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 145: 122\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 2 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 86: 156\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 3 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 24: 176\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 8 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band sdss_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band suprime_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band decam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band megacam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band gpc1_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 200: 257\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 12 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 2 sources, the band sdss_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 2 sources, the band suprime_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 2 sources, the band decam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 2 sources, the band megacam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 2 sources, the band gpc1_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 364: 226\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 6 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band sdss_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band suprime_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band decam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band megacam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band gpc1_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 127: 202\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 9 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 2 sources, the band sdss_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 430: 146\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 3 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 492: 212\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 8 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 2 sources, the band sdss_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band suprime_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band decam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band megacam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band gpc1_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 229: 192\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 10 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 185: 143\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 2 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band sdss_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band suprime_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band decam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band megacam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band gpc1_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 262: 176\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 8 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 2 sources, the band sdss_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band suprime_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band decam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band megacam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band gpc1_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 46: 176\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 6 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 306: 148\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 8 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 337: 278\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 8 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 3 sources, the band sdss_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 2 sources, the band suprime_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 2 sources, the band decam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 2 sources, the band megacam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 2 sources, the band gpc1_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 253: 250\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 5 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band sdss_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band suprime_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band decam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band megacam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band gpc1_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 77: 170\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 5 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 218: 184\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 2 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 395: 317\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 1 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 116: 278\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 6 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 2 sources, the band sdss_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 401: 330\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 6 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 456: 147\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 4 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 82: 183\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 4 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band sdss_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band decam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band gpc1_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 389: 256\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 3 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band sdss_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band suprime_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band decam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band megacam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band gpc1_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 141: 206\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 2 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 204: 260\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 3 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band sdss_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band suprime_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band decam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band megacam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band gpc1_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 20: 164\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 7 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band sdss_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band suprime_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band decam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band megacam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band gpc1_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 360: 320\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 15 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 3 sources, the band sdss_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 3 sources, the band suprime_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 3 sources, the band decam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 3 sources, the band megacam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 3 sources, the band gpc1_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 8: 198\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 11 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band sdss_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band suprime_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band decam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band gpc1_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 199: 289\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 10 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 4 sources, the band sdss_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 3 sources, the band suprime_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 3 sources, the band decam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 3 sources, the band megacam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 3 sources, the band gpc1_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 351: 268\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 12 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 4 sources, the band sdss_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 3 sources, the band suprime_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 4 sources, the band decam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 3 sources, the band megacam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 4 sources, the band gpc1_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 235: 240\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 8 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 2 sources, the band sdss_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 2 sources, the band suprime_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 2 sources, the band decam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 2 sources, the band megacam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 2 sources, the band gpc1_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 11: 166\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 7 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 467: 192\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 4 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 170: 232\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 9 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 2 sources, the band sdss_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band suprime_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band decam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band megacam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band gpc1_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band sdss_r should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band suprime_r should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band gpc1_r should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band megacam_r should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band decam_r should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band sdss_i should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band gpc1_i should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band megacam_i should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band megacam_y should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band suprime_i should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band decam_i should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 297: 155\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 8 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 2 sources, the band sdss_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band decam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band gpc1_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 378: 108\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 2 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 38: 190\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 13 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 4 sources, the band sdss_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 2 sources, the band suprime_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 2 sources, the band decam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 2 sources, the band megacam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 2 sources, the band gpc1_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band sdss_r should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band suprime_r should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band gpc1_r should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band megacam_r should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band decam_r should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 333: 316\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 8 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 3 sources, the band sdss_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 3 sources, the band suprime_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 3 sources, the band decam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 3 sources, the band megacam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 3 sources, the band gpc1_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 73: 146\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 2 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 257: 186\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 7 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band sdss_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band suprime_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band decam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band megacam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band gpc1_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 112: 216\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 7 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band sdss_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band suprime_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band decam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band gpc1_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 159: 225\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 6 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 2 sources, the band sdss_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 2 sources, the band suprime_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 2 sources, the band decam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 2 sources, the band megacam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 2 sources, the band gpc1_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 391: 337\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 1 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 405: 271\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 5 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band sdss_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band suprime_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band decam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band megacam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band gpc1_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 168: 269\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 12 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 123: 223\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 6 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 3 sources, the band sdss_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 2 sources, the band suprime_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 2 sources, the band decam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band megacam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 2 sources, the band gpc1_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 434: 97\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 3 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band sdss_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band suprime_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band decam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band megacam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band gpc1_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 496: 164\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 6 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 2 sources, the band sdss_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band suprime_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 2 sources, the band decam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band megacam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band gpc1_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 42: 164\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 6 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 266: 109\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 1 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band sdss_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band suprime_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band decam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band megacam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band gpc1_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 302: 170\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 14 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 2 sources, the band sdss_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band suprime_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 2 sources, the band decam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band megacam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 2 sources, the band gpc1_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 349: 288\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 13 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 3 sources, the band sdss_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 3 sources, the band suprime_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 3 sources, the band decam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 3 sources, the band megacam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 3 sources, the band gpc1_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 181: 171\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 3 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 473: 202\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 6 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 438: 156\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 6 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 2 sources, the band sdss_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band suprime_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band decam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band megacam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band gpc1_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 164: 247\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 5 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 283: 149\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 4 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 345: 243\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 8 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 221: 210\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 6 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 210: 255\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 5 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band sdss_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 34: 229\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 12 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 374: 126\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 2 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 409: 253\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 3 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 442: 213\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 8 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 2 sources, the band sdss_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 2 sources, the band suprime_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 2 sources, the band decam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band megacam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 2 sources, the band gpc1_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 96: 232\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 8 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 155: 187\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 7 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band sdss_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band suprime_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band decam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band megacam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band gpc1_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 482: 145\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 3 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 2 sources, the band sdss_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 56: 155\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 4 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band sdss_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band suprime_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band decam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band megacam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band gpc1_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 272: 203\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 4 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 316: 265\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 7 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 2 sources, the band sdss_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 2 sources, the band suprime_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 2 sources, the band decam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 2 sources, the band megacam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 2 sources, the band gpc1_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 195: 197\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 4 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 239: 246\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 5 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 2 sources, the band sdss_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 2 sources, the band suprime_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 2 sources, the band decam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 2 sources, the band megacam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 2 sources, the band gpc1_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 137: 216\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 6 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band sdss_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band suprime_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band decam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band megacam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band gpc1_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 420: 169\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 2 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band sdss_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 106: 350\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 12 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 385: 306\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 1 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 411: 186\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 2 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 208: 208\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 3 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 4: 123\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 4 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band sdss_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band suprime_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band decam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band megacam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band gpc1_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 327: 257\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 6 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 67: 183\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 10 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band sdss_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band suprime_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band decam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band gpc1_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 243: 205\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 4 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 2 sources, the band sdss_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band suprime_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band decam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band megacam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band gpc1_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 30: 155\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 4 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 214: 142\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 1 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 370: 75\n",
      "Number of sources with z-spec in file 446: 143\n",
      "Number of sources with z-spec in file 151: 162\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 1 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 399: 325\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 3 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 92: 185\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 3 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band sdss_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band suprime_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band decam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band megacam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band gpc1_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 477: 240\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 7 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band sdss_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band suprime_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band decam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band megacam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band gpc1_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 287: 165\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 8 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 2 sources, the band sdss_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 2 sources, the band suprime_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 2 sources, the band decam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 2 sources, the band megacam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 2 sources, the band gpc1_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 160: 217\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 9 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 341: 235\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 10 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 5 sources, the band sdss_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 3 sources, the band suprime_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 3 sources, the band decam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 3 sources, the band megacam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 3 sources, the band gpc1_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 225: 251\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 6 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 189: 252\n",
      "Number of sources with z-spec in file 381: 146\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 3 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 149: 184\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 11 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 2 sources, the band sdss_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band suprime_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band decam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band megacam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band gpc1_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 102: 140\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 4 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band sdss_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band suprime_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band decam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band megacam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band gpc1_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 415: 283\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 6 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 2 sources, the band sdss_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 2 sources, the band suprime_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 2 sources, the band decam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 2 sources, the band megacam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 2 sources, the band gpc1_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 0: 37\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 1 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 323: 317\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 10 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band sdss_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 247: 194\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 2 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band sdss_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 63: 144\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 5 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band sdss_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 368: 87\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 3 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 28: 146\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 5 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 2 sources, the band sdss_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 2 sources, the band suprime_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 2 sources, the band decam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 2 sources, the band megacam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 2 sources, the band gpc1_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 486: 119\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 3 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 2 sources, the band sdss_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band suprime_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band decam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band megacam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band gpc1_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 191: 324\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 4 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 2 sources, the band sdss_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band decam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 19: 192\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 6 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 3 sources, the band sdss_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 2 sources, the band suprime_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 2 sources, the band decam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 2 sources, the band megacam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 2 sources, the band gpc1_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 359: 283\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 9 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 2 sources, the band sdss_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band suprime_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band decam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band megacam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band gpc1_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 276: 152\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 7 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 2 sources, the band sdss_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 2 sources, the band suprime_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 2 sources, the band decam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 2 sources, the band megacam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 2 sources, the band gpc1_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 52: 179\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 6 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band sdss_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 312: 156\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 4 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 133: 250\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 7 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 178: 163\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 3 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 2 sources, the band sdss_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band suprime_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band decam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band megacam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band gpc1_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 424: 186\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 7 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band sdss_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band suprime_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band decam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band megacam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band gpc1_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 291: 146\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 9 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band sdss_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band suprime_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band decam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band gpc1_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 176: 174\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 8 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 2 sources, the band sdss_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 2 sources, the band suprime_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 2 sources, the band decam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 2 sources, the band megacam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 2 sources, the band gpc1_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 461: 112\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 3 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band sdss_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 488: 164\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 4 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 357: 250\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 9 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 2 sources, the band sdss_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band suprime_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band decam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band megacam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band gpc1_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 233: 216\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 6 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 17: 109\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 6 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 278: 117\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 3 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 2 sources, the band sdss_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 2 sources, the band suprime_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 2 sources, the band decam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 2 sources, the band megacam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 2 sources, the band gpc1_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band sdss_r should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band suprime_r should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band gpc1_r should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band megacam_r should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band decam_r should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 249: 207\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 13 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 3 sources, the band sdss_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 3 sources, the band suprime_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 3 sources, the band decam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 3 sources, the band megacam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 3 sources, the band gpc1_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band sdss_r should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band suprime_r should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band gpc1_r should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band megacam_r should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band decam_r should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 202: 285\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 7 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band sdss_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band decam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 26: 217\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 5 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 366: 72\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 2 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 147: 214\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 6 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 84: 202\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 8 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band sdss_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 450: 218\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 6 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 2 sources, the band sdss_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band suprime_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band decam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band megacam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band gpc1_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 187: 201\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 6 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band sdss_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 44: 134\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 3 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band sdss_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band suprime_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band decam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band megacam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band gpc1_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 260: 227\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 10 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 304: 142\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 10 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 490: 200\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 4 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 2 sources, the band sdss_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 2 sources, the band suprime_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 2 sources, the band decam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 2 sources, the band megacam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 2 sources, the band gpc1_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 432: 134\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 4 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band sdss_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band suprime_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band decam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band megacam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band gpc1_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 479: 207\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 8 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 125: 200\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 3 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 289: 180\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 6 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 2 sources, the band sdss_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band decam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 448: 131\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 5 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 2 sources, the band sdss_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band suprime_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band decam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band megacam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band gpc1_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 403: 305\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 6 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 397: 179\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 10 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 2 sources, the band sdss_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band suprime_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band decam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band megacam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band gpc1_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 114: 259\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 4 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band sdss_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 335: 261\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 8 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band sdss_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band suprime_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band decam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band megacam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band gpc1_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band suprime_r should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band gpc1_r should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 75: 114\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 4 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 251: 224\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 2 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band sdss_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 22: 188\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 10 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 3 sources, the band sdss_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 3 sources, the band suprime_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 3 sources, the band decam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 3 sources, the band megacam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 3 sources, the band gpc1_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band sdss_r should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band suprime_r should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band gpc1_r should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band megacam_r should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band decam_r should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 206: 221\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 8 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 362: 238\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 5 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 2 sources, the band sdss_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band decam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 69: 154\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 8 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band sdss_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 329: 250\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 4 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 2 sources, the band sdss_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band suprime_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band decam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band megacam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band gpc1_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 108: 342\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 9 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 2 sources, the band sdss_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band suprime_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band decam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band megacam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band gpc1_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 80: 196\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 9 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 2 sources, the band sdss_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band suprime_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band decam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band megacam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band gpc1_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 143: 123\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 2 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band sdss_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band suprime_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band decam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band megacam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band gpc1_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 454: 161\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 7 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 2 sources, the band sdss_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band suprime_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band decam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band megacam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band gpc1_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 172: 178\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 2 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 295: 174\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 14 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band sdss_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 139: 258\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 10 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 3 sources, the band sdss_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 3 sources, the band suprime_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 3 sources, the band decam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 2 sources, the band megacam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 3 sources, the band gpc1_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 465: 203\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 9 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 2 sources, the band sdss_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 2 sources, the band suprime_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 2 sources, the band decam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band megacam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 2 sources, the band gpc1_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 501: 45\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 1 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 318: 292\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 11 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 58: 179\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 7 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 353: 246\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 8 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band sdss_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band suprime_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band decam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band megacam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band gpc1_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band sdss_r should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band suprime_r should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band gpc1_r should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band megacam_r should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band decam_r should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band sdss_i should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band gpc1_i should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band megacam_i should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band megacam_y should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band suprime_i should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band decam_i should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 13: 130\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 3 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 237: 290\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 9 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 2 sources, the band sdss_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 2 sources, the band suprime_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 2 sources, the band decam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 2 sources, the band megacam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 2 sources, the band gpc1_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 407: 192\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 2 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 98: 181\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 3 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 110: 297\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 5 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band sdss_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 393: 375\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 3 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band sdss_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band suprime_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band decam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band megacam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band gpc1_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 331: 256\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 9 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 255: 217\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 8 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 71: 150\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 2 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 264: 176\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 3 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 40: 188\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 4 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 2 sources, the band sdss_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band suprime_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band decam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band megacam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band gpc1_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 300: 149\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 9 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band sdss_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band suprime_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band decam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band megacam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band gpc1_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 183: 172\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 4 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 2 sources, the band sdss_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band suprime_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band decam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band megacam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band gpc1_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 494: 167\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 4 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band sdss_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band suprime_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band decam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band megacam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band gpc1_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 436: 142\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 3 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 121: 226\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 8 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 3 sources, the band sdss_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 3 sources, the band suprime_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 3 sources, the band decam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 3 sources, the band megacam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 3 sources, the band gpc1_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 498: 214\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 7 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band sdss_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 268: 139\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 7 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 2 sources, the band sdss_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 2 sources, the band suprime_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 2 sources, the band decam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 2 sources, the band megacam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 2 sources, the band gpc1_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 347: 257\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 12 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 2 sources, the band sdss_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 2 sources, the band suprime_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 2 sources, the band decam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band megacam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 2 sources, the band gpc1_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band suprime_r should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band gpc1_r should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 223: 259\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 4 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 166: 263\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 9 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 3 sources, the band sdss_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 2 sources, the band suprime_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 2 sources, the band decam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 2 sources, the band megacam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 2 sources, the band gpc1_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band sdss_r should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band suprime_r should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band gpc1_r should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band megacam_r should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band decam_r should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 281: 201\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 4 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 2 sources, the band sdss_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 2 sources, the band suprime_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 2 sources, the band decam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 2 sources, the band megacam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 2 sources, the band gpc1_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 471: 158\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 5 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band sdss_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band suprime_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band decam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band megacam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band gpc1_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 94: 214\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 5 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 157: 171\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 6 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 2 sources, the band sdss_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band suprime_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band decam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band megacam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band gpc1_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 440: 156\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 4 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 36: 249\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 7 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band sdss_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 212: 216\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 4 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band sdss_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band suprime_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band decam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band megacam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band gpc1_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 376: 120\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 3 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band sdss_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band suprime_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band decam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band megacam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band gpc1_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 259: 217\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 12 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 469: 234\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 6 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band sdss_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band suprime_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band decam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band megacam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band gpc1_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 422: 145\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 4 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band sdss_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band suprime_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band decam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band megacam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band gpc1_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 299: 128\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 9 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 2 sources, the band sdss_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 2 sources, the band suprime_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 2 sources, the band decam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 2 sources, the band megacam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 2 sources, the band gpc1_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 135: 187\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 5 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 3 sources, the band sdss_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band suprime_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band decam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band megacam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band gpc1_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 270: 218\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 4 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band sdss_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band suprime_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band decam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band megacam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band gpc1_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band sdss_r should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band suprime_r should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band gpc1_r should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band megacam_r should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band decam_r should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band sdss_i should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band gpc1_i should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band megacam_i should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band megacam_y should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band suprime_i should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 54: 179\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 6 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 314: 243\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 6 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band sdss_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 197: 162\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 8 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 3 sources, the band sdss_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 2 sources, the band suprime_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 2 sources, the band decam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 2 sources, the band megacam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 2 sources, the band gpc1_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band sdss_r should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band suprime_r should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band gpc1_r should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band megacam_r should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band decam_r should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 480: 199\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 8 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 2 sources, the band sdss_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 2 sources, the band suprime_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 2 sources, the band decam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 2 sources, the band megacam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 2 sources, the band gpc1_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 6: 168\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 9 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 2 sources, the band sdss_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 2 sources, the band suprime_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 2 sources, the band decam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 2 sources, the band megacam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 2 sources, the band gpc1_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 325: 272\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 8 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 3 sources, the band sdss_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 3 sources, the band suprime_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 3 sources, the band decam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 3 sources, the band megacam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 3 sources, the band gpc1_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 241: 226\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 8 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band sdss_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 65: 208\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 12 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band sdss_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 413: 234\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 2 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band sdss_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 458: 145\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 5 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 104: 259\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 9 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band sdss_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 387: 211\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 2 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band sdss_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band suprime_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band decam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band megacam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band gpc1_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 153: 170\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 10 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 2 sources, the band sdss_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 2 sources, the band suprime_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 2 sources, the band decam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 2 sources, the band megacam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 2 sources, the band gpc1_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 90: 162\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 2 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band sdss_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band suprime_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band decam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band megacam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band gpc1_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 118: 207\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 11 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 2 sources, the band sdss_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 2 sources, the band suprime_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 2 sources, the band decam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band megacam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 2 sources, the band gpc1_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 444: 174\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 4 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band sdss_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band suprime_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band decam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band gpc1_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 79: 178\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 4 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band sdss_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band suprime_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band decam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band megacam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band gpc1_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 339: 218\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 9 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 4 sources, the band sdss_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 4 sources, the band suprime_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 4 sources, the band decam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 3 sources, the band megacam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 4 sources, the band gpc1_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 216: 160\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 3 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 32: 159\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 5 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 372: 86\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 2 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band sdss_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 343: 227\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 6 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band sdss_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 227: 274\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 9 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band sdss_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 308: 166\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 8 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band sdss_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band suprime_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band decam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band megacam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band gpc1_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 48: 197\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 5 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 129: 201\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 6 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 2 sources, the band sdss_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 2 sources, the band suprime_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 2 sources, the band decam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 2 sources, the band megacam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 2 sources, the band gpc1_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 285: 147\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 8 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 2 sources, the band sdss_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 2 sources, the band suprime_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 2 sources, the band decam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 2 sources, the band megacam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 2 sources, the band gpc1_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band sdss_r should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band suprime_r should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band gpc1_r should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band megacam_r should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band decam_r should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 162: 207\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 6 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 475: 231\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 10 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band sdss_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band suprime_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band decam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band megacam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band gpc1_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 2: 70\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 3 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 321: 282\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 3 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band sdss_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band suprime_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band decam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band megacam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band gpc1_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 61: 157\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 4 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 3 sources, the band sdss_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 2 sources, the band suprime_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 3 sources, the band decam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 2 sources, the band megacam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 3 sources, the band gpc1_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 245: 199\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 6 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 417: 315\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 3 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 2 sources, the band sdss_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 383: 225\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 3 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band sdss_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band suprime_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band decam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band megacam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band gpc1_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 100: 168\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 6 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 2 sources, the band sdss_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 2 sources, the band suprime_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 2 sources, the band decam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 2 sources, the band megacam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 2 sources, the band gpc1_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 88: 146\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 7 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 426: 176\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 4 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band sdss_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band suprime_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band decam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band megacam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band gpc1_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 131: 224\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 4 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 193: 201\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 4 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band sdss_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 50: 188\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 7 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 274: 179\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 10 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band sdss_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band suprime_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band decam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band megacam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band gpc1_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 310: 177\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 13 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 3 sources, the band sdss_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band suprime_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band decam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band megacam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band gpc1_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 484: 166\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 8 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band sdss_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band suprime_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band decam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band megacam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band gpc1_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 346: 214\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 8 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 222: 208\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 11 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band sdss_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band suprime_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band decam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band megacam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band gpc1_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 269: 156\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 3 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 499: 122\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 2 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 470: 153\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 6 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 2 sources, the band sdss_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 2 sources, the band suprime_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 2 sources, the band decam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 2 sources, the band megacam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 2 sources, the band gpc1_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 280: 186\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 11 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 3 sources, the band sdss_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 2 sources, the band decam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 2 sources, the band gpc1_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 167: 281\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 6 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 2 sources, the band sdss_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band suprime_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band decam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band megacam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band gpc1_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 441: 142\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 3 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band sdss_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band suprime_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band decam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band megacam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band gpc1_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 156: 162\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 4 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 95: 235\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 3 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 258: 176\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 4 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 2 sources, the band sdss_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band suprime_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 2 sources, the band decam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band megacam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 2 sources, the band gpc1_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 37: 210\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 9 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band sdss_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band decam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band gpc1_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 213: 173\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 5 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 377: 100\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 4 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 2 sources, the band sdss_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 2 sources, the band suprime_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 2 sources, the band decam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 2 sources, the band megacam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 2 sources, the band gpc1_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 298: 135\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 7 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band sdss_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band suprime_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band decam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band megacam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band gpc1_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 134: 185\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 3 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 423: 169\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 4 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 468: 228\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 3 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 481: 147\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 2 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 196: 142\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 3 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band sdss_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band suprime_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band decam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band megacam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band gpc1_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 271: 208\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 5 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 2 sources, the band sdss_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band suprime_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band decam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band megacam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band gpc1_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 55: 172\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 8 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band sdss_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 315: 278\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 9 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 3 sources, the band sdss_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 2 sources, the band suprime_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 2 sources, the band decam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band megacam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 2 sources, the band gpc1_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 324: 310\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 5 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band sdss_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band suprime_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band decam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band megacam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band gpc1_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band sdss_r should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band suprime_r should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band gpc1_r should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band megacam_r should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band decam_r should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 7: 158\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 7 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 240: 259\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 12 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 3 sources, the band sdss_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 2 sources, the band suprime_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 2 sources, the band decam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 2 sources, the band megacam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 2 sources, the band gpc1_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 64: 166\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 2 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 386: 265\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 1 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 105: 389\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 9 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 2 sources, the band sdss_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 2 sources, the band suprime_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 2 sources, the band decam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band megacam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 2 sources, the band gpc1_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 459: 66\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 1 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 412: 241\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 2 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band sdss_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 445: 158\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 7 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band sdss_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band suprime_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band decam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band gpc1_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 91: 177\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 2 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band sdss_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band suprime_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band decam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band megacam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band gpc1_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 119: 252\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 3 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 152: 158\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 3 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 217: 132\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 5 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band sdss_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band suprime_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band decam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band gpc1_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 33: 227\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 8 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 2 sources, the band sdss_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 2 sources, the band suprime_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 2 sources, the band decam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 2 sources, the band megacam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 2 sources, the band gpc1_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 373: 91\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 2 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 78: 189\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 3 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 338: 243\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 8 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 309: 175\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 14 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 3 sources, the band sdss_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 2 sources, the band suprime_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 2 sources, the band decam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 2 sources, the band megacam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 2 sources, the band gpc1_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 49: 244\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 5 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band sdss_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 342: 234\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 9 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 226: 240\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 9 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band sdss_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band suprime_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band decam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band megacam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band gpc1_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 474: 211\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 6 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band sdss_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 163: 223\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 5 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 2 sources, the band sdss_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 128: 194\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 5 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 284: 155\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 5 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 2 sources, the band sdss_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 320: 351\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 13 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 4 sources, the band sdss_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 2 sources, the band suprime_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 2 sources, the band decam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 2 sources, the band megacam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 2 sources, the band gpc1_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 3: 115\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 6 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 2 sources, the band sdss_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 2 sources, the band suprime_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 2 sources, the band decam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 2 sources, the band megacam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 2 sources, the band gpc1_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 60: 162\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 5 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 2 sources, the band sdss_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band suprime_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band decam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band megacam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band gpc1_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 244: 214\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 11 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 3 sources, the band sdss_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band suprime_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band decam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band megacam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band gpc1_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 101: 114\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 5 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band sdss_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band suprime_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band decam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band megacam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band gpc1_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 89: 129\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 6 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 382: 191\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 1 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 416: 334\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 3 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 130: 218\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 3 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 427: 184\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 6 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band sdss_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 485: 137\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 4 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band sdss_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band decam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 51: 193\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 5 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 275: 194\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 7 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 311: 183\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 8 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 2 sources, the band sdss_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band decam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 192: 258\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 4 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 2 sources, the band sdss_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 2 sources, the band suprime_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 2 sources, the band decam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band megacam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 2 sources, the band gpc1_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band sdss_r should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band suprime_r should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band gpc1_r should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band megacam_r should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band decam_r should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 460: 98\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 4 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band sdss_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 177: 192\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 8 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band sdss_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 290: 158\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 5 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 279: 180\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 10 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band sdss_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band suprime_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band decam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band megacam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band gpc1_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 356: 240\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 11 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 3 sources, the band sdss_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 2 sources, the band suprime_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 2 sources, the band decam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 2 sources, the band megacam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 2 sources, the band gpc1_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 232: 245\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 10 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band sdss_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band suprime_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band decam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band megacam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band gpc1_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 16: 103\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 3 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band sdss_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band decam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band gpc1_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 489: 193\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 8 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 3 sources, the band sdss_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 2 sources, the band suprime_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 2 sources, the band decam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 2 sources, the band megacam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 2 sources, the band gpc1_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 203: 276\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 4 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band sdss_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 27: 215\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 6 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band sdss_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band suprime_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band decam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band megacam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band gpc1_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 367: 101\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 4 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band sdss_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 248: 216\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 21 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 3 sources, the band sdss_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 2 sources, the band suprime_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 2 sources, the band decam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 2 sources, the band megacam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 2 sources, the band gpc1_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 451: 190\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 2 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 85: 187\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 3 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 146: 154\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 5 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band sdss_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band decam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band gpc1_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 491: 239\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 8 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 3 sources, the band sdss_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band suprime_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 2 sources, the band decam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band megacam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band gpc1_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 45: 171\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 6 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band sdss_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band suprime_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band decam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band gpc1_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 261: 170\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 9 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band sdss_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 305: 132\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 6 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band sdss_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band suprime_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band decam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band megacam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band gpc1_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 186: 180\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 3 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 124: 200\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 4 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 288: 154\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 9 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 3 sources, the band sdss_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band suprime_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band decam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band megacam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band gpc1_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 478: 262\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 8 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band sdss_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band suprime_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band decam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band megacam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band gpc1_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 433: 131\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 9 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 115: 254\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 4 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band sdss_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band suprime_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band decam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band megacam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band gpc1_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 396: 329\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 4 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 2 sources, the band sdss_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band suprime_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band decam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band megacam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band gpc1_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 402: 335\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 4 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 449: 191\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 4 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band sdss_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band suprime_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band decam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band megacam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band gpc1_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 334: 243\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 6 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 2 sources, the band sdss_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 2 sources, the band suprime_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 2 sources, the band decam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 2 sources, the band megacam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 2 sources, the band gpc1_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 74: 123\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 2 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band sdss_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band suprime_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band decam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band megacam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band gpc1_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 250: 203\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 4 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 2 sources, the band sdss_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 2 sources, the band suprime_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 2 sources, the band decam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 2 sources, the band megacam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 2 sources, the band gpc1_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 68: 196\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 6 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 328: 258\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 11 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 5 sources, the band sdss_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 2 sources, the band suprime_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 2 sources, the band decam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 2 sources, the band megacam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 2 sources, the band gpc1_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 23: 188\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 5 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 207: 243\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 8 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 363: 273\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 5 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 2 sources, the band sdss_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band suprime_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band decam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band megacam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band gpc1_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 455: 129\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 4 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band sdss_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band suprime_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band decam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band megacam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band gpc1_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 142: 150\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 4 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 3 sources, the band sdss_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 2 sources, the band suprime_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 2 sources, the band decam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 2 sources, the band megacam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 2 sources, the band gpc1_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 109: 275\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 9 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 3 sources, the band sdss_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 2 sources, the band suprime_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 2 sources, the band decam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 2 sources, the band megacam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 2 sources, the band gpc1_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band sdss_r should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band suprime_r should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band gpc1_r should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band megacam_r should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band decam_r should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 81: 225\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 11 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 2 sources, the band sdss_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 2 sources, the band suprime_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 2 sources, the band decam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 2 sources, the band megacam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 2 sources, the band gpc1_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 464: 177\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 7 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band sdss_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band suprime_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band decam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band megacam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band gpc1_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 500: 64\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 1 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band sdss_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band suprime_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band decam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band megacam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band gpc1_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 294: 167\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 12 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 3 sources, the band sdss_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band suprime_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band decam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band megacam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band gpc1_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 138: 245\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 6 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band sdss_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band suprime_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band decam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band megacam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band gpc1_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 173: 208\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 3 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 352: 231\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 13 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 4 sources, the band sdss_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 4 sources, the band suprime_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 4 sources, the band decam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 4 sources, the band megacam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 4 sources, the band gpc1_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 12: 151\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 3 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 236: 260\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 7 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 319: 299\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 6 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 2 sources, the band sdss_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band suprime_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band decam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band megacam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band gpc1_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 59: 161\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 4 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 392: 320\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 1 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 99: 154\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 7 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 3 sources, the band sdss_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 2 sources, the band suprime_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 3 sources, the band decam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 2 sources, the band megacam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 2 sources, the band gpc1_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 111: 254\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 10 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band sdss_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band suprime_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band decam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band megacam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band gpc1_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 406: 257\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 3 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band sdss_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band suprime_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band decam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band megacam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band gpc1_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 330: 276\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 6 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 254: 234\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 10 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band sdss_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 70: 133\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 4 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 495: 182\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 5 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 182: 157\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 3 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band sdss_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band suprime_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band decam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band megacam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band gpc1_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 265: 177\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 6 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 41: 182\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 9 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 2 sources, the band sdss_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band suprime_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band decam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band gpc1_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 301: 171\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 6 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band sdss_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band suprime_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band decam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band megacam_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band gpc1_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 120: 259\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 4 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n",
      "INFO:herschelhelp.external:For 1 sources, the band sdss_g should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of sources with z-spec in file 437: 132\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:herschelhelp.external:For 6 sources, the band sdss_u should not be used because it overlaps or is below the Lyman limit at the redshift of these sources. These fluxes were set to NaN.\n"
     ]
    }
   ],
   "source": [
    "for tile in file_list:\n",
    "        \n",
    "    file_num = tile.split('_')[4].split('.')[0]\n",
    "    best_catalogue = Table.read(tile)\n",
    "    optnir = ((best_catalogue['flag_optnir_det'] == 3) \n",
    "          | (best_catalogue['flag_optnir_det'] == 7))\n",
    "    \n",
    "    best_catalogue = best_catalogue[optnir]\n",
    "\n",
    "    best_catalogue.remove_column('redshift')\n",
    "    best_catalogue['zspec'].name = 'redshift'\n",
    "\n",
    "    best_catalogue = best_catalogue[~np.isnan(best_catalogue[\"redshift\"])]\n",
    "\n",
    "    print(\"Number of sources with z-spec in file {}: {}\".format(file_num, len(best_catalogue)))\n",
    "\n",
    "    # Correction for galactic extinction\n",
    "    best_catalogue = correct_galactic_extinction(best_catalogue, inplace=True)\n",
    "\n",
    "    # Convertion to CIGALE format\n",
    "\n",
    "    best_catalogue = convert_table_for_cigale(best_catalogue, inplace=True, remove_zerofluxes=True)\n",
    "\n",
    "    remove_unneeded_fluxes(g_bands)\n",
    "    remove_unneeded_fluxes(u_bands)\n",
    "    remove_unneeded_fluxes(r_bands)\n",
    "    remove_unneeded_fluxes(i_bands)\n",
    "    remove_unneeded_fluxes(z_bands)\n",
    "    remove_unneeded_fluxes(y_bands)\n",
    "    remove_unneeded_fluxes(j_bands)\n",
    "    remove_unneeded_fluxes(h_bands)\n",
    "    remove_unneeded_fluxes(k_bands)\n",
    "\n",
    "    best_catalogue.write(\"data_tmp/tiles/herschel-stripe-82_cigale_optnir_extcor_zspec_{}_{}.fits\".format(SUFFIX, file_num), overwrite=True)"
   ]
  }
 ],
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   "codemirror_mode": {
    "name": "ipython",
    "version": 3
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   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.8"
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 },
 "nbformat": 4,
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