Plot Test.ipynb

{
 "metadata": {
  "name": "Plot Test"
 },
 "nbformat": 3,
 "nbformat_minor": 0,
 "worksheets": [
  {
   "cells": [
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "%pylab inline"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "Welcome to pylab, a matplotlib-based Python environment [backend: module://IPython.kernel.zmq.pylab.backend_inline].\n",
        "For more information, type 'help(pylab)'.\n"
       ]
      }
     ],
     "prompt_number": 5
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "from matplotlib.patches import Ellipse"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 6
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "from LC_VHE_test_v2 import *"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 7
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "GRB080916C = take_data(Burst = '080916009', redshift = 4.35, eblModel = 'Dominguez', instrument = 'VERITAS', zenith = 20)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "WARNING - Using maximum redshift in EBL table.\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "WARNING - Spectrum starts below minimum energy in EBL table.\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "WARNING - Spectrum continues beyond maximum energy in EBL table.\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "WARNING - Using 659.0 counts/hr as the rate from the Crab Nebula.\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "WARNING - Time to detection assumes a Crab Nebula Spectrum.\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "INFO - Using Effective_Areas/VERITAS/ea_Nov2010_na_ATM21_vegasv240rc1_7sam_050off_soft-1.summary.csv\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "INFO - Using EffectiveArea_Azimuth_0_Zenith_20_Noise_4.07\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "INFO - Safe energy range: 177.83 to 25,118.86 GeV\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "INFO - dNdE at 1 GeV: 5.19e+01 s^-1 cm^-2 GeV^-1\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "INFO - dNdE at 400 GeV: 2.32e-05 s^-1 cm^-2 GeV^-1\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "INFO - dNdE at 1 TeV: 2.48e-06 s^-1 cm^-2 GeV^-1\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "INFO - tau at min safe E: 5.37\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "INFO - tau at max safe E: 3,150.77\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "INFO - Predicted counts/hour: 1.84e+07\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "INFO - This is approximately 2,793,934.1626% of the Crab Nebula's Flux\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "INFO - This will take approximately 0.0107 hours to detect at a 5 sigma level\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "WARNING - Using maximum redshift in EBL table.\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "WARNING - Spectrum starts below minimum energy in EBL table.\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "WARNING - Spectrum continues beyond maximum energy in EBL table.\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "WARNING - Using 659.0 counts/hr as the rate from the Crab Nebula.\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "WARNING - Time to detection assumes a Crab Nebula Spectrum.\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "INFO - Using Effective_Areas/VERITAS/ea_Nov2010_na_ATM21_vegasv240rc1_7sam_050off_soft-1.summary.csv\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "INFO - Using EffectiveArea_Azimuth_0_Zenith_20_Noise_4.07\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "INFO - Safe energy range: 177.83 to 25,118.86 GeV\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "INFO - dNdE at 1 GeV: 8.69e+00 s^-1 cm^-2 GeV^-1\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "INFO - dNdE at 400 GeV: 1.54e-05 s^-1 cm^-2 GeV^-1\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "INFO - dNdE at 1 TeV: 2.04e-06 s^-1 cm^-2 GeV^-1\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "INFO - tau at min safe E: 5.37\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "INFO - tau at max safe E: 3,150.77\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "INFO - Predicted counts/hour: 1.04e+07\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "INFO - This is approximately 1,577,237.3227% of the Crab Nebula's Flux\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "INFO - This will take approximately 0.0107 hours to detect at a 5 sigma level\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "WARNING - Using maximum redshift in EBL table.\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "WARNING - Spectrum starts below minimum energy in EBL table.\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "WARNING - Spectrum continues beyond maximum energy in EBL table.\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "WARNING - Using 659.0 counts/hr as the rate from the Crab Nebula.\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "WARNING - Time to detection assumes a Crab Nebula Spectrum.\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "INFO - Using Effective_Areas/VERITAS/ea_Nov2010_na_ATM21_vegasv240rc1_7sam_050off_soft-1.summary.csv\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "INFO - Using EffectiveArea_Azimuth_0_Zenith_20_Noise_4.07\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "INFO - Safe energy range: 177.83 to 25,118.86 GeV\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "INFO - dNdE at 1 GeV: 1.43e+00 s^-1 cm^-2 GeV^-1\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "INFO - dNdE at 400 GeV: 1.45e-05 s^-1 cm^-2 GeV^-1\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "INFO - dNdE at 1 TeV: 2.49e-06 s^-1 cm^-2 GeV^-1\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "INFO - tau at min safe E: 5.37\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "INFO - tau at max safe E: 3,150.77\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "INFO - Predicted counts/hour: 7.94e+06\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "INFO - This is approximately 1,204,305.1328% of the Crab Nebula's Flux\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "INFO - This will take approximately 0.0107 hours to detect at a 5 sigma level\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "WARNING - Using maximum redshift in EBL table.\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "WARNING - Spectrum starts below minimum energy in EBL table.\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "WARNING - Spectrum continues beyond maximum energy in EBL table.\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "WARNING - Using 659.0 counts/hr as the rate from the Crab Nebula.\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "WARNING - Time to detection assumes a Crab Nebula Spectrum.\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "INFO - Using Effective_Areas/VERITAS/ea_Nov2010_na_ATM21_vegasv240rc1_7sam_050off_soft-1.summary.csv\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "INFO - Using EffectiveArea_Azimuth_0_Zenith_20_Noise_4.07\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "INFO - Safe energy range: 177.83 to 25,118.86 GeV\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "INFO - dNdE at 1 GeV: 2.01e+00 s^-1 cm^-2 GeV^-1\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "INFO - dNdE at 400 GeV: 2.21e-06 s^-1 cm^-2 GeV^-1\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "INFO - dNdE at 1 TeV: 2.72e-07 s^-1 cm^-2 GeV^-1\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "INFO - tau at min safe E: 5.37\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "INFO - tau at max safe E: 3,150.77\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "INFO - Predicted counts/hour: 1.58e+06\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "INFO - This is approximately 239,324.1314% of the Crab Nebula's Flux\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "INFO - This will take approximately 0.0107 hours to detect at a 5 sigma level\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "WARNING - Using maximum redshift in EBL table.\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "WARNING - Spectrum starts below minimum energy in EBL table.\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "WARNING - Spectrum continues beyond maximum energy in EBL table.\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "WARNING - Using 659.0 counts/hr as the rate from the Crab Nebula.\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "WARNING - Time to detection assumes a Crab Nebula Spectrum.\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "INFO - Using Effective_Areas/VERITAS/ea_Nov2010_na_ATM21_vegasv240rc1_7sam_050off_soft-1.summary.csv\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "INFO - Using EffectiveArea_Azimuth_0_Zenith_20_Noise_4.07\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "INFO - Safe energy range: 177.83 to 25,118.86 GeV\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "INFO - dNdE at 1 GeV: 2.21e-01 s^-1 cm^-2 GeV^-1\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "INFO - dNdE at 400 GeV: 1.56e-06 s^-1 cm^-2 GeV^-1\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "INFO - dNdE at 1 TeV: 2.54e-07 s^-1 cm^-2 GeV^-1\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "INFO - tau at min safe E: 5.37\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "INFO - tau at max safe E: 3,150.77\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "INFO - Predicted counts/hour: 8.90e+05\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "INFO - This is approximately 135,024.7456% of the Crab Nebula's Flux\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "INFO - This will take approximately 0.0107 hours to detect at a 5 sigma level\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "WARNING - Using maximum redshift in EBL table.\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "WARNING - Spectrum starts below minimum energy in EBL table.\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "WARNING - Spectrum continues beyond maximum energy in EBL table.\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "WARNING - Using 659.0 counts/hr as the rate from the Crab Nebula.\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "WARNING - Time to detection assumes a Crab Nebula Spectrum.\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "INFO - Using Effective_Areas/VERITAS/ea_Nov2010_na_ATM21_vegasv240rc1_7sam_050off_soft-1.summary.csv\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "INFO - Using EffectiveArea_Azimuth_0_Zenith_20_Noise_4.07\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "INFO - Safe energy range: 177.83 to 25,118.86 GeV\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "INFO - dNdE at 1 GeV: 1.49e-01 s^-1 cm^-2 GeV^-1\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "INFO - dNdE at 400 GeV: 1.15e-07 s^-1 cm^-2 GeV^-1\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "INFO - dNdE at 1 TeV: 1.33e-08 s^-1 cm^-2 GeV^-1\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "INFO - tau at min safe E: 5.37\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "INFO - tau at max safe E: 3,150.77\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "INFO - Predicted counts/hour: 8.52e+04\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "INFO - This is approximately 12,933.0975% of the Crab Nebula's Flux\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "INFO - This will take approximately 0.0107 hours to detect at a 5 sigma level\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "WARNING - Using maximum redshift in EBL table.\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "WARNING - Spectrum starts below minimum energy in EBL table.\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "WARNING - Spectrum continues beyond maximum energy in EBL table.\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "WARNING - Using 659.0 counts/hr as the rate from the Crab Nebula.\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "WARNING - Time to detection assumes a Crab Nebula Spectrum.\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "INFO - Using Effective_Areas/VERITAS/ea_Nov2010_na_ATM21_vegasv240rc1_7sam_050off_soft-1.summary.csv\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "INFO - Using EffectiveArea_Azimuth_0_Zenith_20_Noise_4.07\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "INFO - Safe energy range: 177.83 to 25,118.86 GeV\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "INFO - dNdE at 1 GeV: 2.10e+02 s^-1 cm^-2 GeV^-1\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "INFO - dNdE at 400 GeV: 3.14e-09 s^-1 cm^-2 GeV^-1\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "INFO - dNdE at 1 TeV: 6.95e-11 s^-1 cm^-2 GeV^-1\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "INFO - tau at min safe E: 5.37\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "INFO - tau at max safe E: 3,150.77\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "INFO - Predicted counts/hour: 8.59e+03\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "INFO - This is approximately 1,304.1178% of the Crab Nebula's Flux\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "INFO - This will take approximately 0.0107 hours to detect at a 5 sigma level\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "WARNING - Using maximum redshift in EBL table.\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "WARNING - Spectrum starts below minimum energy in EBL table.\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "WARNING - Spectrum continues beyond maximum energy in EBL table.\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "WARNING - Using 659.0 counts/hr as the rate from the Crab Nebula.\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "WARNING - Time to detection assumes a Crab Nebula Spectrum.\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "INFO - Using Effective_Areas/VERITAS/ea_Nov2010_na_ATM21_vegasv240rc1_7sam_050off_soft-1.summary.csv\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "INFO - Using EffectiveArea_Azimuth_0_Zenith_20_Noise_4.07\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "INFO - Safe energy range: 177.83 to 25,118.86 GeV\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "INFO - dNdE at 1 GeV: 1.25e-02 s^-1 cm^-2 GeV^-1\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "INFO - dNdE at 400 GeV: 5.12e-08 s^-1 cm^-2 GeV^-1\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "INFO - dNdE at 1 TeV: 7.69e-09 s^-1 cm^-2 GeV^-1\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "INFO - tau at min safe E: 5.37\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "INFO - tau at max safe E: 3,150.77\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "INFO - Predicted counts/hour: 3.12e+04\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "INFO - This is approximately 4,737.6059% of the Crab Nebula's Flux\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "INFO - This will take approximately 0.0107 hours to detect at a 5 sigma level\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "WARNING - Using maximum redshift in EBL table.\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "WARNING - Spectrum starts below minimum energy in EBL table.\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "WARNING - Spectrum continues beyond maximum energy in EBL table.\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "WARNING - Using 659.0 counts/hr as the rate from the Crab Nebula.\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "WARNING - Time to detection assumes a Crab Nebula Spectrum.\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "INFO - Using Effective_Areas/VERITAS/ea_Nov2010_na_ATM21_vegasv240rc1_7sam_050off_soft-1.summary.csv\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "INFO - Using EffectiveArea_Azimuth_0_Zenith_20_Noise_4.07\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "INFO - Safe energy range: 177.83 to 25,118.86 GeV\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "INFO - dNdE at 1 GeV: 5.81e+01 s^-1 cm^-2 GeV^-1\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "INFO - dNdE at 400 GeV: 2.60e-05 s^-1 cm^-2 GeV^-1\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "INFO - dNdE at 1 TeV: 2.78e-06 s^-1 cm^-2 GeV^-1\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "INFO - tau at min safe E: 5.37\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "INFO - tau at max safe E: 3,150.77\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "INFO - Predicted counts/hour: 2.06e+07\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "INFO - This is approximately 3,126,828.4458% of the Crab Nebula's Flux\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "INFO - This will take approximately 0.0107 hours to detect at a 5 sigma level\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "WARNING - Using maximum redshift in EBL table.\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "WARNING - Spectrum starts below minimum energy in EBL table.\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "WARNING - Spectrum continues beyond maximum energy in EBL table.\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "WARNING - Using 659.0 counts/hr as the rate from the Crab Nebula.\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "WARNING - Time to detection assumes a Crab Nebula Spectrum.\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "INFO - Using Effective_Areas/VERITAS/ea_Nov2010_na_ATM21_vegasv240rc1_7sam_050off_soft-1.summary.csv\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "INFO - Using EffectiveArea_Azimuth_0_Zenith_20_Noise_4.07\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "INFO - Safe energy range: 177.83 to 25,118.86 GeV\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "INFO - dNdE at 1 GeV: 1.01e+01 s^-1 cm^-2 GeV^-1\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "INFO - dNdE at 400 GeV: 1.80e-05 s^-1 cm^-2 GeV^-1\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "INFO - dNdE at 1 TeV: 2.38e-06 s^-1 cm^-2 GeV^-1\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "INFO - tau at min safe E: 5.37\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "INFO - tau at max safe E: 3,150.77\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "INFO - Predicted counts/hour: 1.21e+07\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "INFO - This is approximately 1,839,118.2366% of the Crab Nebula's Flux\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "INFO - This will take approximately 0.0107 hours to detect at a 5 sigma level\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "WARNING - Using maximum redshift in EBL table.\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "WARNING - Spectrum starts below minimum energy in EBL table.\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "WARNING - Spectrum continues beyond maximum energy in EBL table.\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "WARNING - Using 659.0 counts/hr as the rate from the Crab Nebula.\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "WARNING - Time to detection assumes a Crab Nebula Spectrum.\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "INFO - Using Effective_Areas/VERITAS/ea_Nov2010_na_ATM21_vegasv240rc1_7sam_050off_soft-1.summary.csv\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "INFO - Using EffectiveArea_Azimuth_0_Zenith_20_Noise_4.07\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "INFO - Safe energy range: 177.83 to 25,118.86 GeV\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "INFO - dNdE at 1 GeV: 1.66e+00 s^-1 cm^-2 GeV^-1\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "INFO - dNdE at 400 GeV: 1.67e-05 s^-1 cm^-2 GeV^-1\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "INFO - dNdE at 1 TeV: 2.88e-06 s^-1 cm^-2 GeV^-1\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "INFO - tau at min safe E: 5.37\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "INFO - tau at max safe E: 3,150.77\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "INFO - Predicted counts/hour: 9.17e+06\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "INFO - This is approximately 1,391,420.3105% of the Crab Nebula's Flux\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "INFO - This will take approximately 0.0107 hours to detect at a 5 sigma level\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "WARNING - Using maximum redshift in EBL table.\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "WARNING - Spectrum starts below minimum energy in EBL table.\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "WARNING - Spectrum continues beyond maximum energy in EBL table.\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "WARNING - Using 659.0 counts/hr as the rate from the Crab Nebula.\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "WARNING - Time to detection assumes a Crab Nebula Spectrum.\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "INFO - Using Effective_Areas/VERITAS/ea_Nov2010_na_ATM21_vegasv240rc1_7sam_050off_soft-1.summary.csv\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "INFO - Using EffectiveArea_Azimuth_0_Zenith_20_Noise_4.07\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "INFO - Safe energy range: 177.83 to 25,118.86 GeV\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "INFO - dNdE at 1 GeV: 2.46e+00 s^-1 cm^-2 GeV^-1\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "INFO - dNdE at 400 GeV: 2.70e-06 s^-1 cm^-2 GeV^-1\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "INFO - dNdE at 1 TeV: 3.32e-07 s^-1 cm^-2 GeV^-1\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "INFO - tau at min safe E: 5.37\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "INFO - tau at max safe E: 3,150.77\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "INFO - Predicted counts/hour: 1.93e+06\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "INFO - This is approximately 292,278.0340% of the Crab Nebula's Flux\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "INFO - This will take approximately 0.0107 hours to detect at a 5 sigma level\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "WARNING - Using maximum redshift in EBL table.\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "WARNING - Spectrum starts below minimum energy in EBL table.\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "WARNING - Spectrum continues beyond maximum energy in EBL table.\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "WARNING - Using 659.0 counts/hr as the rate from the Crab Nebula.\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "WARNING - Time to detection assumes a Crab Nebula Spectrum.\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "INFO - Using Effective_Areas/VERITAS/ea_Nov2010_na_ATM21_vegasv240rc1_7sam_050off_soft-1.summary.csv\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "INFO - Using EffectiveArea_Azimuth_0_Zenith_20_Noise_4.07\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "INFO - Safe energy range: 177.83 to 25,118.86 GeV\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "INFO - dNdE at 1 GeV: 2.67e-01 s^-1 cm^-2 GeV^-1\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "INFO - dNdE at 400 GeV: 1.88e-06 s^-1 cm^-2 GeV^-1\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "INFO - dNdE at 1 TeV: 3.07e-07 s^-1 cm^-2 GeV^-1\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "INFO - tau at min safe E: 5.37\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "INFO - tau at max safe E: 3,150.77\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "INFO - Predicted counts/hour: 1.08e+06\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "INFO - This is approximately 163,490.4340% of the Crab Nebula's Flux\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "INFO - This will take approximately 0.0107 hours to detect at a 5 sigma level\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "WARNING - Using maximum redshift in EBL table.\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "WARNING - Spectrum starts below minimum energy in EBL table.\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "WARNING - Spectrum continues beyond maximum energy in EBL table.\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "WARNING - Using 659.0 counts/hr as the rate from the Crab Nebula.\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "WARNING - Time to detection assumes a Crab Nebula Spectrum.\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "INFO - Using Effective_Areas/VERITAS/ea_Nov2010_na_ATM21_vegasv240rc1_7sam_050off_soft-1.summary.csv\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "INFO - Using EffectiveArea_Azimuth_0_Zenith_20_Noise_4.07\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "INFO - Safe energy range: 177.83 to 25,118.86 GeV\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "INFO - dNdE at 1 GeV: 2.33e-01 s^-1 cm^-2 GeV^-1\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "INFO - dNdE at 400 GeV: 1.79e-07 s^-1 cm^-2 GeV^-1\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "INFO - dNdE at 1 TeV: 2.08e-08 s^-1 cm^-2 GeV^-1\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "INFO - tau at min safe E: 5.37\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "INFO - tau at max safe E: 3,150.77\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "INFO - Predicted counts/hour: 1.33e+05\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "INFO - This is approximately 20,171.4810% of the Crab Nebula's Flux\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "INFO - This will take approximately 0.0107 hours to detect at a 5 sigma level\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "WARNING - Using maximum redshift in EBL table.\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "WARNING - Spectrum starts below minimum energy in EBL table.\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "WARNING - Spectrum continues beyond maximum energy in EBL table.\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "WARNING - Using 659.0 counts/hr as the rate from the Crab Nebula.\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "WARNING - Time to detection assumes a Crab Nebula Spectrum.\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "INFO - Using Effective_Areas/VERITAS/ea_Nov2010_na_ATM21_vegasv240rc1_7sam_050off_soft-1.summary.csv\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "INFO - Using EffectiveArea_Azimuth_0_Zenith_20_Noise_4.07\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "INFO - Safe energy range: 177.83 to 25,118.86 GeV\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "INFO - dNdE at 1 GeV: 3.43e+02 s^-1 cm^-2 GeV^-1\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "INFO - dNdE at 400 GeV: 5.14e-09 s^-1 cm^-2 GeV^-1\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "INFO - dNdE at 1 TeV: 1.14e-10 s^-1 cm^-2 GeV^-1\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "INFO - tau at min safe E: 5.37\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "INFO - tau at max safe E: 3,150.77\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "INFO - Predicted counts/hour: 1.40e+04\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "INFO - This is approximately 2,129.8912% of the Crab Nebula's Flux\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "INFO - This will take approximately 0.0107 hours to detect at a 5 sigma level\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "WARNING - Using maximum redshift in EBL table.\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "WARNING - Spectrum starts below minimum energy in EBL table.\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "WARNING - Spectrum continues beyond maximum energy in EBL table.\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "WARNING - Using 659.0 counts/hr as the rate from the Crab Nebula.\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "WARNING - Time to detection assumes a Crab Nebula Spectrum.\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "INFO - Using Effective_Areas/VERITAS/ea_Nov2010_na_ATM21_vegasv240rc1_7sam_050off_soft-1.summary.csv\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "INFO - Using EffectiveArea_Azimuth_0_Zenith_20_Noise_4.07\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "INFO - Safe energy range: 177.83 to 25,118.86 GeV\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "INFO - dNdE at 1 GeV: 2.07e-02 s^-1 cm^-2 GeV^-1\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "INFO - dNdE at 400 GeV: 8.51e-08 s^-1 cm^-2 GeV^-1\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "INFO - dNdE at 1 TeV: 1.28e-08 s^-1 cm^-2 GeV^-1\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "INFO - tau at min safe E: 5.37\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "INFO - tau at max safe E: 3,150.77\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "INFO - Predicted counts/hour: 5.18e+04\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "INFO - This is approximately 7,867.5044% of the Crab Nebula's Flux\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "INFO - This will take approximately 0.0107 hours to detect at a 5 sigma level\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "WARNING - Using maximum redshift in EBL table.\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "WARNING - Spectrum starts below minimum energy in EBL table.\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "WARNING - Spectrum continues beyond maximum energy in EBL table.\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "WARNING - Using 659.0 counts/hr as the rate from the Crab Nebula.\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "WARNING - Time to detection assumes a Crab Nebula Spectrum.\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "INFO - Using Effective_Areas/VERITAS/ea_Nov2010_na_ATM21_vegasv240rc1_7sam_050off_soft-1.summary.csv\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "INFO - Using EffectiveArea_Azimuth_0_Zenith_20_Noise_4.07\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "INFO - Safe energy range: 177.83 to 25,118.86 GeV\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "INFO - dNdE at 1 GeV: 4.57e+01 s^-1 cm^-2 GeV^-1\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "INFO - dNdE at 400 GeV: 2.05e-05 s^-1 cm^-2 GeV^-1\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "INFO - dNdE at 1 TeV: 2.19e-06 s^-1 cm^-2 GeV^-1\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "INFO - tau at min safe E: 5.37\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "INFO - tau at max safe E: 3,150.77\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "INFO - Predicted counts/hour: 1.62e+07\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "INFO - This is approximately 2,461,039.8794% of the Crab Nebula's Flux\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "INFO - This will take approximately 0.0107 hours to detect at a 5 sigma level\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "WARNING - Using maximum redshift in EBL table.\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "WARNING - Spectrum starts below minimum energy in EBL table.\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "WARNING - Spectrum continues beyond maximum energy in EBL table.\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "WARNING - Using 659.0 counts/hr as the rate from the Crab Nebula.\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "WARNING - Time to detection assumes a Crab Nebula Spectrum.\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "INFO - Using Effective_Areas/VERITAS/ea_Nov2010_na_ATM21_vegasv240rc1_7sam_050off_soft-1.summary.csv\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "INFO - Using EffectiveArea_Azimuth_0_Zenith_20_Noise_4.07\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "INFO - Safe energy range: 177.83 to 25,118.86 GeV\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "INFO - dNdE at 1 GeV: 7.25e+00 s^-1 cm^-2 GeV^-1\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "INFO - dNdE at 400 GeV: 1.29e-05 s^-1 cm^-2 GeV^-1\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "INFO - dNdE at 1 TeV: 1.70e-06 s^-1 cm^-2 GeV^-1\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "INFO - tau at min safe E: 5.37\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "INFO - tau at max safe E: 3,150.77\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "INFO - Predicted counts/hour: 8.67e+06\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "INFO - This is approximately 1,315,356.4087% of the Crab Nebula's Flux\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "INFO - This will take approximately 0.0107 hours to detect at a 5 sigma level\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "WARNING - Using maximum redshift in EBL table.\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "WARNING - Spectrum starts below minimum energy in EBL table.\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "WARNING - Spectrum continues beyond maximum energy in EBL table.\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "WARNING - Using 659.0 counts/hr as the rate from the Crab Nebula.\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "WARNING - Time to detection assumes a Crab Nebula Spectrum.\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "INFO - Using Effective_Areas/VERITAS/ea_Nov2010_na_ATM21_vegasv240rc1_7sam_050off_soft-1.summary.csv\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "INFO - Using EffectiveArea_Azimuth_0_Zenith_20_Noise_4.07\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "INFO - Safe energy range: 177.83 to 25,118.86 GeV\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "INFO - dNdE at 1 GeV: 1.21e+00 s^-1 cm^-2 GeV^-1\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "INFO - dNdE at 400 GeV: 1.22e-05 s^-1 cm^-2 GeV^-1\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "INFO - dNdE at 1 TeV: 2.11e-06 s^-1 cm^-2 GeV^-1\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "INFO - tau at min safe E: 5.37\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "INFO - tau at max safe E: 3,150.77\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "INFO - Predicted counts/hour: 6.70e+06\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "INFO - This is approximately 1,017,189.9552% of the Crab Nebula's Flux\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "INFO - This will take approximately 0.0107 hours to detect at a 5 sigma level\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "WARNING - Using maximum redshift in EBL table.\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "WARNING - Spectrum starts below minimum energy in EBL table.\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "WARNING - Spectrum continues beyond maximum energy in EBL table.\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "WARNING - Using 659.0 counts/hr as the rate from the Crab Nebula.\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "WARNING - Time to detection assumes a Crab Nebula Spectrum.\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "INFO - Using Effective_Areas/VERITAS/ea_Nov2010_na_ATM21_vegasv240rc1_7sam_050off_soft-1.summary.csv\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "INFO - Using EffectiveArea_Azimuth_0_Zenith_20_Noise_4.07\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "INFO - Safe energy range: 177.83 to 25,118.86 GeV\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "INFO - dNdE at 1 GeV: 1.57e+00 s^-1 cm^-2 GeV^-1\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "INFO - dNdE at 400 GeV: 1.72e-06 s^-1 cm^-2 GeV^-1\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "INFO - dNdE at 1 TeV: 2.11e-07 s^-1 cm^-2 GeV^-1\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "INFO - tau at min safe E: 5.37\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "INFO - tau at max safe E: 3,150.77\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "INFO - Predicted counts/hour: 1.23e+06\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "INFO - This is approximately 186,370.2287% of the Crab Nebula's Flux\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "INFO - This will take approximately 0.0107 hours to detect at a 5 sigma level\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "WARNING - Using maximum redshift in EBL table.\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "WARNING - Spectrum starts below minimum energy in EBL table.\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "WARNING - Spectrum continues beyond maximum energy in EBL table.\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "WARNING - Using 659.0 counts/hr as the rate from the Crab Nebula.\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "WARNING - Time to detection assumes a Crab Nebula Spectrum.\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "INFO - Using Effective_Areas/VERITAS/ea_Nov2010_na_ATM21_vegasv240rc1_7sam_050off_soft-1.summary.csv\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "INFO - Using EffectiveArea_Azimuth_0_Zenith_20_Noise_4.07\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "INFO - Safe energy range: 177.83 to 25,118.86 GeV\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "INFO - dNdE at 1 GeV: 1.74e-01 s^-1 cm^-2 GeV^-1\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "INFO - dNdE at 400 GeV: 1.23e-06 s^-1 cm^-2 GeV^-1\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "INFO - dNdE at 1 TeV: 2.00e-07 s^-1 cm^-2 GeV^-1\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "INFO - tau at min safe E: 5.37\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "INFO - tau at max safe E: 3,150.77\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "INFO - Predicted counts/hour: 7.02e+05\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "INFO - This is approximately 106,559.0572% of the Crab Nebula's Flux\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "INFO - This will take approximately 0.0107 hours to detect at a 5 sigma level\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "WARNING - Using maximum redshift in EBL table.\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "WARNING - Spectrum starts below minimum energy in EBL table.\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "WARNING - Spectrum continues beyond maximum energy in EBL table.\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "WARNING - Using 659.0 counts/hr as the rate from the Crab Nebula.\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "WARNING - Time to detection assumes a Crab Nebula Spectrum.\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "INFO - Using Effective_Areas/VERITAS/ea_Nov2010_na_ATM21_vegasv240rc1_7sam_050off_soft-1.summary.csv\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "INFO - Using EffectiveArea_Azimuth_0_Zenith_20_Noise_4.07\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "INFO - Safe energy range: 177.83 to 25,118.86 GeV\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "INFO - dNdE at 1 GeV: 6.57e-02 s^-1 cm^-2 GeV^-1\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "INFO - dNdE at 400 GeV: 5.05e-08 s^-1 cm^-2 GeV^-1\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "INFO - dNdE at 1 TeV: 5.86e-09 s^-1 cm^-2 GeV^-1\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "INFO - tau at min safe E: 5.37\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "INFO - tau at max safe E: 3,150.77\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "INFO - Predicted counts/hour: 3.75e+04\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "INFO - This is approximately 5,694.7139% of the Crab Nebula's Flux\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "INFO - This will take approximately 0.0107 hours to detect at a 5 sigma level\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "WARNING - Using maximum redshift in EBL table.\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "WARNING - Spectrum starts below minimum energy in EBL table.\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "WARNING - Spectrum continues beyond maximum energy in EBL table.\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "WARNING - Using 659.0 counts/hr as the rate from the Crab Nebula.\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "WARNING - Time to detection assumes a Crab Nebula Spectrum.\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "INFO - Using Effective_Areas/VERITAS/ea_Nov2010_na_ATM21_vegasv240rc1_7sam_050off_soft-1.summary.csv\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "INFO - Using EffectiveArea_Azimuth_0_Zenith_20_Noise_4.07\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "INFO - Safe energy range: 177.83 to 25,118.86 GeV\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "INFO - dNdE at 1 GeV: 7.70e+01 s^-1 cm^-2 GeV^-1\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "INFO - dNdE at 400 GeV: 1.15e-09 s^-1 cm^-2 GeV^-1\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "INFO - dNdE at 1 TeV: 2.55e-11 s^-1 cm^-2 GeV^-1\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "INFO - tau at min safe E: 5.37\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "INFO - tau at max safe E: 3,150.77\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "INFO - Predicted counts/hour: 3.15e+03\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "INFO - This is approximately 478.3444% of the Crab Nebula's Flux\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "INFO - This will take approximately 0.0107 hours to detect at a 5 sigma level\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "WARNING - Using maximum redshift in EBL table.\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "WARNING - Spectrum starts below minimum energy in EBL table.\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "WARNING - Spectrum continues beyond maximum energy in EBL table.\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "WARNING - Using 659.0 counts/hr as the rate from the Crab Nebula.\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "WARNING - Time to detection assumes a Crab Nebula Spectrum.\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "INFO - Using Effective_Areas/VERITAS/ea_Nov2010_na_ATM21_vegasv240rc1_7sam_050off_soft-1.summary.csv\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "INFO - Using EffectiveArea_Azimuth_0_Zenith_20_Noise_4.07\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "INFO - Safe energy range: 177.83 to 25,118.86 GeV\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "INFO - dNdE at 1 GeV: 4.23e-03 s^-1 cm^-2 GeV^-1\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "INFO - dNdE at 400 GeV: 1.74e-08 s^-1 cm^-2 GeV^-1\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "INFO - dNdE at 1 TeV: 2.61e-09 s^-1 cm^-2 GeV^-1\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "INFO - tau at min safe E: 5.37\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "INFO - tau at max safe E: 3,150.77\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "INFO - Predicted counts/hour: 1.06e+04\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "INFO - This is approximately 1,607.7074% of the Crab Nebula's Flux\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "INFO - This will take approximately 0.0107 hours to detect at a 5 sigma level\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "WARNING - Using maximum redshift in EBL table.\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "WARNING - Spectrum starts below minimum energy in EBL table.\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "WARNING - Spectrum continues beyond maximum energy in EBL table.\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "WARNING - Using 659.0 counts/hr as the rate from the Crab Nebula.\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "WARNING - Time to detection assumes a Crab Nebula Spectrum.\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "INFO - Using Effective_Areas/VERITAS/ea_Nov2010_na_ATM21_vegasv240rc1_7sam_050off_soft-1.summary.csv\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "INFO - Using EffectiveArea_Azimuth_0_Zenith_20_Noise_4.07\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "INFO - Safe energy range: 177.83 to 25,118.86 GeV\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "INFO - dNdE at 1 GeV: 5.81e+01 s^-1 cm^-2 GeV^-1\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "INFO - dNdE at 400 GeV: 6.31e-05 s^-1 cm^-2 GeV^-1\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "INFO - dNdE at 1 TeV: 7.72e-06 s^-1 cm^-2 GeV^-1\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "INFO - tau at min safe E: 5.37\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "INFO - tau at max safe E: 3,150.77\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "INFO - Predicted counts/hour: 4.50e+07\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "INFO - This is approximately 6,830,369.3811% of the Crab Nebula's Flux\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "INFO - This will take approximately 0.0107 hours to detect at a 5 sigma level\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "WARNING - Using maximum redshift in EBL table.\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "WARNING - Spectrum starts below minimum energy in EBL table.\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "WARNING - Spectrum continues beyond maximum energy in EBL table.\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "WARNING - Using 659.0 counts/hr as the rate from the Crab Nebula.\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "WARNING - Time to detection assumes a Crab Nebula Spectrum.\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "INFO - Using Effective_Areas/VERITAS/ea_Nov2010_na_ATM21_vegasv240rc1_7sam_050off_soft-1.summary.csv\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "INFO - Using EffectiveArea_Azimuth_0_Zenith_20_Noise_4.07\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "INFO - Safe energy range: 177.83 to 25,118.86 GeV\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "INFO - dNdE at 1 GeV: 1.01e+01 s^-1 cm^-2 GeV^-1\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "INFO - dNdE at 400 GeV: 5.08e-05 s^-1 cm^-2 GeV^-1\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "INFO - dNdE at 1 TeV: 7.85e-06 s^-1 cm^-2 GeV^-1\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "INFO - tau at min safe E: 5.37\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "INFO - tau at max safe E: 3,150.77\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "INFO - Predicted counts/hour: 3.02e+07\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "INFO - This is approximately 4,586,013.4261% of the Crab Nebula's Flux\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "INFO - This will take approximately 0.0107 hours to detect at a 5 sigma level\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "WARNING - Using maximum redshift in EBL table.\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "WARNING - Spectrum starts below minimum energy in EBL table.\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "WARNING - Spectrum continues beyond maximum energy in EBL table.\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "WARNING - Using 659.0 counts/hr as the rate from the Crab Nebula.\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "WARNING - Time to detection assumes a Crab Nebula Spectrum.\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "INFO - Using Effective_Areas/VERITAS/ea_Nov2010_na_ATM21_vegasv240rc1_7sam_050off_soft-1.summary.csv\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "INFO - Using EffectiveArea_Azimuth_0_Zenith_20_Noise_4.07\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "INFO - Safe energy range: 177.83 to 25,118.86 GeV\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "INFO - dNdE at 1 GeV: 1.66e+00 s^-1 cm^-2 GeV^-1\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "INFO - dNdE at 400 GeV: 3.52e-05 s^-1 cm^-2 GeV^-1\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "INFO - dNdE at 1 TeV: 6.78e-06 s^-1 cm^-2 GeV^-1\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "INFO - tau at min safe E: 5.37\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "INFO - tau at max safe E: 3,150.77\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "INFO - Predicted counts/hour: 1.77e+07\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "INFO - This is approximately 2,679,310.6426% of the Crab Nebula's Flux\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "INFO - This will take approximately 0.0107 hours to detect at a 5 sigma level\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "WARNING - Using maximum redshift in EBL table.\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "WARNING - Spectrum starts below minimum energy in EBL table.\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "WARNING - Spectrum continues beyond maximum energy in EBL table.\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "WARNING - Using 659.0 counts/hr as the rate from the Crab Nebula.\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "WARNING - Time to detection assumes a Crab Nebula Spectrum.\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "INFO - Using Effective_Areas/VERITAS/ea_Nov2010_na_ATM21_vegasv240rc1_7sam_050off_soft-1.summary.csv\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "INFO - Using EffectiveArea_Azimuth_0_Zenith_20_Noise_4.07\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "INFO - Safe energy range: 177.83 to 25,118.86 GeV\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "INFO - dNdE at 1 GeV: 2.46e+00 s^-1 cm^-2 GeV^-1\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "INFO - dNdE at 400 GeV: 1.01e-05 s^-1 cm^-2 GeV^-1\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "INFO - dNdE at 1 TeV: 1.52e-06 s^-1 cm^-2 GeV^-1\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "INFO - tau at min safe E: 5.37\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "INFO - tau at max safe E: 3,150.77\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "INFO - Predicted counts/hour: 6.16e+06\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "INFO - This is approximately 934,072.4764% of the Crab Nebula's Flux\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "INFO - This will take approximately 0.0107 hours to detect at a 5 sigma level\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "WARNING - Using maximum redshift in EBL table.\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "WARNING - Spectrum starts below minimum energy in EBL table.\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "WARNING - Spectrum continues beyond maximum energy in EBL table.\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "WARNING - Using 659.0 counts/hr as the rate from the Crab Nebula.\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "WARNING - Time to detection assumes a Crab Nebula Spectrum.\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "INFO - Using Effective_Areas/VERITAS/ea_Nov2010_na_ATM21_vegasv240rc1_7sam_050off_soft-1.summary.csv\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "INFO - Using EffectiveArea_Azimuth_0_Zenith_20_Noise_4.07\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "INFO - Safe energy range: 177.83 to 25,118.86 GeV\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "INFO - dNdE at 1 GeV: 2.67e-01 s^-1 cm^-2 GeV^-1\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "INFO - dNdE at 400 GeV: 5.31e-06 s^-1 cm^-2 GeV^-1\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "INFO - dNdE at 1 TeV: 1.01e-06 s^-1 cm^-2 GeV^-1\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "INFO - tau at min safe E: 5.37\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "INFO - tau at max safe E: 3,150.77\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "INFO - Predicted counts/hour: 2.69e+06\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "INFO - This is approximately 407,831.2193% of the Crab Nebula's Flux\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "INFO - This will take approximately 0.0107 hours to detect at a 5 sigma level\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "WARNING - Using maximum redshift in EBL table.\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "WARNING - Spectrum starts below minimum energy in EBL table.\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "WARNING - Spectrum continues beyond maximum energy in EBL table.\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "WARNING - Using 659.0 counts/hr as the rate from the Crab Nebula.\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "WARNING - Time to detection assumes a Crab Nebula Spectrum.\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "INFO - Using Effective_Areas/VERITAS/ea_Nov2010_na_ATM21_vegasv240rc1_7sam_050off_soft-1.summary.csv\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "INFO - Using EffectiveArea_Azimuth_0_Zenith_20_Noise_4.07\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "INFO - Safe energy range: 177.83 to 25,118.86 GeV\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "INFO - dNdE at 1 GeV: 2.33e-01 s^-1 cm^-2 GeV^-1\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "INFO - dNdE at 400 GeV: 4.82e-06 s^-1 cm^-2 GeV^-1\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "INFO - dNdE at 1 TeV: 9.27e-07 s^-1 cm^-2 GeV^-1\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "INFO - tau at min safe E: 5.37\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "INFO - tau at max safe E: 3,150.77\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "INFO - Predicted counts/hour: 2.43e+06\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "INFO - This is approximately 368,496.8804% of the Crab Nebula's Flux\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "INFO - This will take approximately 0.0107 hours to detect at a 5 sigma level\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "WARNING - Using maximum redshift in EBL table.\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "WARNING - Spectrum starts below minimum energy in EBL table.\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "WARNING - Spectrum continues beyond maximum energy in EBL table.\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "WARNING - Using 659.0 counts/hr as the rate from the Crab Nebula.\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "WARNING - Time to detection assumes a Crab Nebula Spectrum.\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "INFO - Using Effective_Areas/VERITAS/ea_Nov2010_na_ATM21_vegasv240rc1_7sam_050off_soft-1.summary.csv\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "INFO - Using EffectiveArea_Azimuth_0_Zenith_20_Noise_4.07\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "INFO - Safe energy range: 177.83 to 25,118.86 GeV\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "INFO - dNdE at 1 GeV: 3.43e+02 s^-1 cm^-2 GeV^-1\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "INFO - dNdE at 400 GeV: 1.89e-05 s^-1 cm^-2 GeV^-1\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "INFO - dNdE at 1 TeV: 1.46e-06 s^-1 cm^-2 GeV^-1\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "INFO - tau at min safe E: 5.37\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "INFO - tau at max safe E: 3,150.77\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "INFO - Predicted counts/hour: 1.92e+07\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "INFO - This is approximately 2,912,466.5620% of the Crab Nebula's Flux\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "INFO - This will take approximately 0.0107 hours to detect at a 5 sigma level\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "WARNING - Using maximum redshift in EBL table.\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "WARNING - Spectrum starts below minimum energy in EBL table.\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "WARNING - Spectrum continues beyond maximum energy in EBL table.\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "WARNING - Using 659.0 counts/hr as the rate from the Crab Nebula.\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "WARNING - Time to detection assumes a Crab Nebula Spectrum.\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "INFO - Using Effective_Areas/VERITAS/ea_Nov2010_na_ATM21_vegasv240rc1_7sam_050off_soft-1.summary.csv\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "INFO - Using EffectiveArea_Azimuth_0_Zenith_20_Noise_4.07\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "INFO - Safe energy range: 177.83 to 25,118.86 GeV\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "INFO - dNdE at 1 GeV: 2.07e-02 s^-1 cm^-2 GeV^-1\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "INFO - dNdE at 400 GeV: 1.82e-06 s^-1 cm^-2 GeV^-1\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "INFO - dNdE at 1 TeV: 4.36e-07 s^-1 cm^-2 GeV^-1\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "INFO - tau at min safe E: 5.37\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "INFO - tau at max safe E: 3,150.77\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "INFO - Predicted counts/hour: 7.72e+05\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "INFO - This is approximately 117,116.0434% of the Crab Nebula's Flux\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "INFO - This will take approximately 0.0107 hours to detect at a 5 sigma level\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "WARNING - Using maximum redshift in EBL table.\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "WARNING - Spectrum starts below minimum energy in EBL table.\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "WARNING - Spectrum continues beyond maximum energy in EBL table.\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "WARNING - Using 659.0 counts/hr as the rate from the Crab Nebula.\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "WARNING - Time to detection assumes a Crab Nebula Spectrum.\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "INFO - Using Effective_Areas/VERITAS/ea_Nov2010_na_ATM21_vegasv240rc1_7sam_050off_soft-1.summary.csv\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "INFO - Using EffectiveArea_Azimuth_0_Zenith_20_Noise_4.07\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "INFO - Safe energy range: 177.83 to 25,118.86 GeV\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "INFO - dNdE at 1 GeV: 4.57e+01 s^-1 cm^-2 GeV^-1\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "INFO - dNdE at 400 GeV: 8.43e-06 s^-1 cm^-2 GeV^-1\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "INFO - dNdE at 1 TeV: 7.87e-07 s^-1 cm^-2 GeV^-1\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "INFO - tau at min safe E: 5.37\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "INFO - tau at max safe E: 3,150.77\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "INFO - Predicted counts/hour: 7.43e+06\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "INFO - This is approximately 1,126,838.4108% of the Crab Nebula's Flux\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "INFO - This will take approximately 0.0107 hours to detect at a 5 sigma level\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "WARNING - Using maximum redshift in EBL table.\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "WARNING - Spectrum starts below minimum energy in EBL table.\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "WARNING - Spectrum continues beyond maximum energy in EBL table.\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "WARNING - Using 659.0 counts/hr as the rate from the Crab Nebula.\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "WARNING - Time to detection assumes a Crab Nebula Spectrum.\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "INFO - Using Effective_Areas/VERITAS/ea_Nov2010_na_ATM21_vegasv240rc1_7sam_050off_soft-1.summary.csv\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "INFO - Using EffectiveArea_Azimuth_0_Zenith_20_Noise_4.07\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "INFO - Safe energy range: 177.83 to 25,118.86 GeV\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "INFO - dNdE at 1 GeV: 7.25e+00 s^-1 cm^-2 GeV^-1\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "INFO - dNdE at 400 GeV: 4.57e-06 s^-1 cm^-2 GeV^-1\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "INFO - dNdE at 1 TeV: 5.14e-07 s^-1 cm^-2 GeV^-1\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "INFO - tau at min safe E: 5.37\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "INFO - tau at max safe E: 3,150.77\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "INFO - Predicted counts/hour: 3.48e+06\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "INFO - This is approximately 527,637.7201% of the Crab Nebula's Flux\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "INFO - This will take approximately 0.0107 hours to detect at a 5 sigma level\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "WARNING - Using maximum redshift in EBL table.\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "WARNING - Spectrum starts below minimum energy in EBL table.\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "WARNING - Spectrum continues beyond maximum energy in EBL table.\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "WARNING - Using 659.0 counts/hr as the rate from the Crab Nebula.\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "WARNING - Time to detection assumes a Crab Nebula Spectrum.\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "INFO - Using Effective_Areas/VERITAS/ea_Nov2010_na_ATM21_vegasv240rc1_7sam_050off_soft-1.summary.csv\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "INFO - Using EffectiveArea_Azimuth_0_Zenith_20_Noise_4.07\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "INFO - Safe energy range: 177.83 to 25,118.86 GeV\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "INFO - dNdE at 1 GeV: 1.21e+00 s^-1 cm^-2 GeV^-1\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "INFO - dNdE at 400 GeV: 5.82e-06 s^-1 cm^-2 GeV^-1\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "INFO - dNdE at 1 TeV: 8.94e-07 s^-1 cm^-2 GeV^-1\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "INFO - tau at min safe E: 5.37\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "INFO - tau at max safe E: 3,150.77\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "INFO - Predicted counts/hour: 3.48e+06\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "INFO - This is approximately 528,324.8828% of the Crab Nebula's Flux\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "INFO - This will take approximately 0.0107 hours to detect at a 5 sigma level\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "WARNING - Using maximum redshift in EBL table.\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "WARNING - Spectrum starts below minimum energy in EBL table.\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "WARNING - Spectrum continues beyond maximum energy in EBL table.\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "WARNING - Using 659.0 counts/hr as the rate from the Crab Nebula.\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "WARNING - Time to detection assumes a Crab Nebula Spectrum.\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "INFO - Using Effective_Areas/VERITAS/ea_Nov2010_na_ATM21_vegasv240rc1_7sam_050off_soft-1.summary.csv\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "INFO - Using EffectiveArea_Azimuth_0_Zenith_20_Noise_4.07\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "INFO - Safe energy range: 177.83 to 25,118.86 GeV\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "INFO - dNdE at 1 GeV: 1.57e+00 s^-1 cm^-2 GeV^-1\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "INFO - dNdE at 400 GeV: 4.61e-07 s^-1 cm^-2 GeV^-1\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "INFO - dNdE at 1 TeV: 4.63e-08 s^-1 cm^-2 GeV^-1\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "INFO - tau at min safe E: 5.37\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "INFO - tau at max safe E: 3,150.77\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "INFO - Predicted counts/hour: 3.84e+05\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "INFO - This is approximately 58,341.8927% of the Crab Nebula's Flux\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "INFO - This will take approximately 0.0107 hours to detect at a 5 sigma level\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "WARNING - Using maximum redshift in EBL table.\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "WARNING - Spectrum starts below minimum energy in EBL table.\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "WARNING - Spectrum continues beyond maximum energy in EBL table.\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "WARNING - Using 659.0 counts/hr as the rate from the Crab Nebula.\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "WARNING - Time to detection assumes a Crab Nebula Spectrum.\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "INFO - Using Effective_Areas/VERITAS/ea_Nov2010_na_ATM21_vegasv240rc1_7sam_050off_soft-1.summary.csv\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "INFO - Using EffectiveArea_Azimuth_0_Zenith_20_Noise_4.07\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "INFO - Safe energy range: 177.83 to 25,118.86 GeV\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "INFO - dNdE at 1 GeV: 1.74e-01 s^-1 cm^-2 GeV^-1\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "INFO - dNdE at 400 GeV: 4.36e-07 s^-1 cm^-2 GeV^-1\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "INFO - dNdE at 1 TeV: 6.06e-08 s^-1 cm^-2 GeV^-1\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "INFO - tau at min safe E: 5.37\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "INFO - tau at max safe E: 3,150.77\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "INFO - Predicted counts/hour: 2.82e+05\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "INFO - This is approximately 42,729.2268% of the Crab Nebula's Flux\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "INFO - This will take approximately 0.0107 hours to detect at a 5 sigma level\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "WARNING - Using maximum redshift in EBL table.\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "WARNING - Spectrum starts below minimum energy in EBL table.\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "WARNING - Spectrum continues beyond maximum energy in EBL table.\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "WARNING - Using 659.0 counts/hr as the rate from the Crab Nebula.\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "WARNING - Time to detection assumes a Crab Nebula Spectrum.\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "INFO - Using Effective_Areas/VERITAS/ea_Nov2010_na_ATM21_vegasv240rc1_7sam_050off_soft-1.summary.csv\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "INFO - Using EffectiveArea_Azimuth_0_Zenith_20_Noise_4.07\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "INFO - Safe energy range: 177.83 to 25,118.86 GeV\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "INFO - dNdE at 1 GeV: 6.57e-02 s^-1 cm^-2 GeV^-1\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "INFO - dNdE at 400 GeV: 1.87e-09 s^-1 cm^-2 GeV^-1\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "INFO - dNdE at 1 TeV: 1.31e-10 s^-1 cm^-2 GeV^-1\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "INFO - tau at min safe E: 5.37\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "INFO - tau at max safe E: 3,150.77\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "INFO - Predicted counts/hour: 2.06e+03\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "INFO - This is approximately 312.5665% of the Crab Nebula's Flux\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "INFO - This will take approximately 0.0109 hours to detect at a 5 sigma level\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "WARNING - Using maximum redshift in EBL table.\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "WARNING - Spectrum starts below minimum energy in EBL table.\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "WARNING - Spectrum continues beyond maximum energy in EBL table.\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "WARNING - Using 659.0 counts/hr as the rate from the Crab Nebula.\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "WARNING - Time to detection assumes a Crab Nebula Spectrum.\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "INFO - Using Effective_Areas/VERITAS/ea_Nov2010_na_ATM21_vegasv240rc1_7sam_050off_soft-1.summary.csv\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "INFO - Using EffectiveArea_Azimuth_0_Zenith_20_Noise_4.07\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "INFO - Safe energy range: 177.83 to 25,118.86 GeV\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "INFO - dNdE at 1 GeV: 7.70e+01 s^-1 cm^-2 GeV^-1\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "INFO - dNdE at 400 GeV: 3.14e-13 s^-1 cm^-2 GeV^-1\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "INFO - dNdE at 1 TeV: 1.98e-15 s^-1 cm^-2 GeV^-1\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "INFO - tau at min safe E: 5.37\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "INFO - tau at max safe E: 3,150.77\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "INFO - Predicted counts/hour: 2.33e+00\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "INFO - This is approximately 0.3542% of the Crab Nebula's Flux\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "INFO - This will take approximately 190.3283 hours to detect at a 5 sigma level\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "WARNING - Using maximum redshift in EBL table.\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "WARNING - Spectrum starts below minimum energy in EBL table.\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "WARNING - Spectrum continues beyond maximum energy in EBL table.\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "WARNING - Using 659.0 counts/hr as the rate from the Crab Nebula.\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "WARNING - Time to detection assumes a Crab Nebula Spectrum.\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "INFO - Using Effective_Areas/VERITAS/ea_Nov2010_na_ATM21_vegasv240rc1_7sam_050off_soft-1.summary.csv\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "INFO - Using EffectiveArea_Azimuth_0_Zenith_20_Noise_4.07\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "INFO - Safe energy range: 177.83 to 25,118.86 GeV\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "INFO - dNdE at 1 GeV: 4.23e-03 s^-1 cm^-2 GeV^-1\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "INFO - dNdE at 400 GeV: 8.14e-10 s^-1 cm^-2 GeV^-1\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "INFO - dNdE at 1 TeV: 7.65e-11 s^-1 cm^-2 GeV^-1\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "INFO - tau at min safe E: 5.37\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "INFO - tau at max safe E: 3,150.77\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "INFO - Predicted counts/hour: 7.13e+02\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "INFO - This is approximately 108.2638% of the Crab Nebula's Flux\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "INFO - This will take approximately 0.0313 hours to detect at a 5 sigma level\n"
       ]
      }
     ],
     "prompt_number": 8
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "fig2 = pyplot.figure(figsize=(16,8))\n",
      "fig2ax1 = fig2.add_subplot(111)\n",
      "el = Ellipse((2, -1), 0.5, 0.5)\n",
      "\n",
      "\n",
      "#fig2ax2 = fig2.add_subplot(112)\n",
      "fig2ax1.set_ylabel(r'Integral Flux [cm$^{-2}$ s$^{-1}$ ]')\n",
      "fig2ax1.set_xlabel('Time [s]')\n",
      "fig2ax1.set_xscale('log')\n",
      "fig2ax1.set_yscale('log')\n",
      "msk1 = 2*np.array(GRB080916C.time_err) > np.array(GRB080916C.detTimes)\n",
      "msk2 = 2*np.array(GRB080916C.time_err) < np.array(GRB080916C.detTimes)\n",
      "l1 = fig2ax1.errorbar(np.array(GRB080916C.time)[msk1], np.array(GRB080916C.int_flux)[msk1], xerr = np.array(GRB080916C.time_err)[msk1],\n",
      "        yerr = [np.array(GRB080916C.merror)[msk1], np.array(GRB080916C.perror)[msk1]], fmt='_', color = 'g')\n",
      "l11 = fig2ax1.errorbar(np.array(GRB080916C.time)[msk2], np.array(GRB080916C.int_flux)[msk2], xerr = np.array(GRB080916C.time_err)[msk2],\n",
      "        yerr = [np.array(GRB080916C.merror)[msk2], np.array(GRB080916C.perror)[msk2]], fmt='_', color = 'r')\n",
      "#l2 = fig2ax1.scatter(np.array(self.time)[msk1], np.array(self.int_flux)[msk1], color = 'g')\n",
      "#l22 = fig2ax1.scatter(np.array(self.time)[msk2], np.array(self.int_flux)[msk2], color = 'r')\n",
      "\n",
      "fig2ax1.annotate('dN Plot Time Bin', xy=(740, 0.01),  xycoords='data',\n",
      "                xytext=(60, 80), textcoords='offset points',\n",
      "                size=20,\n",
      "                #bbox=dict(boxstyle=\"round\", fc=\"0.8\"),\n",
      "                arrowprops=dict(arrowstyle=\"simple\",\n",
      "                                fc=\"0.6\", ec=\"none\",\n",
      "                                patchB=el,\n",
      "                                connectionstyle=\"arc3,rad=0.45\"),\n",
      "                )\n",
      "\n",
      "fig2ax2 = fig2ax1.twinx()\n",
      "fig2.legend([l1, l11], ['Detectedable', 'Undetectedable'], 1)\n",
      "#fig2ax1.set_xlim(1,1e6)\n",
      "#fig2ax1.set_ylim(1e-12,1e-2)\n",
      "fig2ax1.axvline(100, color = 'k')"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "output_type": "pyout",
       "prompt_number": 11,
       "text": [
        "<matplotlib.lines.Line2D at 0xb514a20>"
       ]
      },
      {
       "output_type": "display_data",
       "png": "iVBORw0KGgoAAAANSUhEUgAAA8sAAAH1CAYAAADBHmxbAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n2zROmwAAAABJRU5ErkJggg==\n",
       "text": [
        "<matplotlib.figure.Figure at 0x21b0e198>"
       ]
      }
     ],
     "prompt_number": 11
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "fig = matplotlib.pyplot.gcf()\n",
      "fig.set_size_inches(18.5,10.5)\n",
      "\n",
      "ax1 = fig.add_subplot(3,1,1)\n",
      "ax2 = fig.add_subplot(3,1,2)\n",
      "ax3 = fig.add_subplot(3,1,3)\n",
      "fig.tight_layout()\n",
      "ax1.set_ylabel(r'LAT Flux [GeV$^{-1}$cm$^{-2}$ s$^{-1}$ ]', fontsize = '20')\n",
      "ax2.set_ylabel(r'Photon Index', fontsize = '20')\n",
      "ax3.set_ylabel(r'Integral Flux [cm$^{-2}$ s$^{-1}$ ]', fontsize = '20')\n",
      "ax3.set_xlabel('Time [s]', fontsize = '30')\n",
      "#ax1.set_title('Sharing both axes')\n",
      "ax1.set_xscale('log')\n",
      "ax1.set_yscale('log')\n",
      "ax2.set_xscale('log')\n",
      "ax3.set_xscale('log')\n",
      "ax3.set_yscale('log')\n",
      "ax3.annotate('Photon Index error ranges from',(0.8, 0.5),\n",
      "                 xycoords=\"axes fraction\", va=\"bottom\", ha=\"center\",\n",
      "                 bbox=dict(boxstyle=\"round, pad=1\", fc=\"w\"))\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "ax1.errorbar(GRB080916C.time, GRB080916C.Flux_GeV, xerr = GRB080916C.time_err, yerr = GRB080916C.Flux_GeV_error, fmt = '_', color = 'k')\n",
      "ax2.errorbar(GRB080916C.time, GRB080916C.PI, xerr = GRB080916C.time_err, yerr = GRB080916C.PI_err, fmt = '_', color = 'k')\n",
      "ax3.errorbar(np.array(GRB080916C.time)[msk1], np.array(GRB080916C.int_flux)[msk1], xerr = np.array(GRB080916C.time_err)[msk1],\n",
      "        yerr = [np.array(GRB080916C.merror)[msk1], np.array(GRB080916C.perror)[msk1]], fmt='_', color = 'g', label = 'Detectable')\n",
      "ax3.errorbar(np.array(GRB080916C.time)[msk2], np.array(GRB080916C.int_flux)[msk2], xerr = np.array(GRB080916C.time_err)[msk2],\n",
      "        yerr = [np.array(GRB080916C.merror)[msk2], np.array(GRB080916C.perror)[msk2]], fmt='_', color = 'r', label = 'Undetectable')\n",
      "ax3.legend( fontsize = '20')\n",
      "\n",
      "# Fine-tune figure; make subplots close to each other and hide x ticks for\n",
      "# all but bottom plot.\n",
      "fig.subplots_adjust(hspace = 0.1)\n",
      "plt.setp([a.get_xticklabels() for a in fig.axes[:-1]], visible=False)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "output_type": "pyout",
       "prompt_number": 13,
       "text": [
        "[None, None, None, None, None, None, None, None, None, None]"
       ]
      },
      {
       "output_type": "display_data",
       "png": "iVBORw0KGgoAAAANSUhEUgAABVQAAAMlCAYAAACcqnh6AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nAAAAGvoFJlVhywxOmK8AAAAASUVORK5CYII=\n",
       "text": [
        "<matplotlib.figure.Figure at 0x86d72b0>"
       ]
      }
     ],
     "prompt_number": 13
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "fig2 = pyplot.figure(figsize=(16,8))\n",
      "fig2ax1 = fig2.add_subplot(111)\n",
      "fig2ax1.set_ylabel(r'Differential Flux [cm$^{-2}$ s$^{-1}$ GeV$^{-1}$]')\n",
      "fig2ax1.set_xlabel('Energy [GeV]')\n",
      "l1 = fig2ax1.loglog(GRB080916C.myVOT['7'].VS.EBins, GRB080916C.myVOT['7'].VS.dNdE, 'b')\n",
      "l2 = fig2ax1.loglog(GRB080916C.myVOT_PIP['7'].VS.EBins, GRB080916C.myVOT_PIP['7'].VS.dNdE, 'g')\n",
      "l3 = fig2ax1.loglog(GRB080916C.myVOT_PIM['7'].VS.EBins, GRB080916C.myVOT_PIM['7'].VS.dNdE, 'r')\n",
      "\n",
      "\n",
      "fig2ax2 = fig2ax1.twinx()\n",
      "l0 = fig2ax2.loglog((10**GRB080916C.myVOT['7'].VR.EACurve[0:,0])[::2],(GRB080916C.myVOT['7'].VR.EACurve[0:,1])[::2],'ko')\n",
      "fig2ax2.set_ylabel(r'Effective Area [cm$^2$]')\n",
      "fig2ax2.axvline(10**GRB080916C.myVOT['7'].VR.EASummary['minSafeE'],color='k')\n",
      "fig2ax2.axvline(10**GRB080916C.myVOT['7'].VR.EASummary['maxSafeE'],color='k')\n",
      "fig2.legend([l1[0], l2[0], l3[0], l0[0]], ['Nominal value','Positive photon index error','Negative photon index error', 'EA'], 1, fontsize = '20')\n",
      "pyplot.show()"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "output_type": "display_data",
       "png": "iVBORw0KGgoAAAANSUhEUgAAA+0AAAH2CAYAAAAFyW1iAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nDQAAAABJRU5ErkJggg==\n",
       "text": [
        "<matplotlib.figure.Figure at 0x86f15c0>"
       ]
      }
     ],
     "prompt_number": 14
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "time_bin = range(0,7,1)\n",
      "print time_bin"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "[0, 1, 2, 3, 4, 5, 6]\n"
       ]
      }
     ],
     "prompt_number": 3
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "myVOT = {}\n",
      "for tb in time_bin:\n",
      "    myVOT['{}'.format(tb)] =  tb + 5"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 6
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "print myVOT"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "{'1': 6, '0': 5, '3': 8, '2': 7, '5': 10, '4': 9, '6': 11}\n"
       ]
      }
     ],
     "prompt_number": 11
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "instrument = 'VERITAS'"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 4
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "\n",
      "ZA = {}\n",
      "# In order to prevent running the darn thing over and over again I'm trying to loop in all the zenith angles\n",
      "VERITAS_Zenith_Angle = {0, 20, 30, 35, 40, 45, 50, 55, 60 ,65}\n",
      "HESS_Zenith_Angle = {20, 45, 60}\n",
      "HAWC_Zenith_Angle = {}\n",
      "CTA_Zenith_Angle = {}\n",
      "instruments_ZA = {'VERITAS': VERITAS_Zenith_Angle, 'HESS':  HESS_Zenith_Angle, 'HAWC':HAWC_Zenith_Angle, 'CTA': CTA_Zenith_Angle}\n",
      "\t \t"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 5
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "list(instruments_ZA[instrument])"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "output_type": "pyout",
       "prompt_number": 7,
       "text": [
        "[0, 65, 35, 40, 45, 50, 20, 55, 60, 30]"
       ]
      }
     ],
     "prompt_number": 7
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "\n",
      "for za in instruments_ZA[instrument]:\n",
      "    ZA['{}'.format(za)] = za\n",
      "    print ZA[str(za)]"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "0\n",
        "65\n",
        "35\n",
        "40\n",
        "45\n",
        "50\n",
        "20\n",
        "55\n",
        "60\n",
        "30\n"
       ]
      }
     ],
     "prompt_number": 7
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "print myVOT['0']    "
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "0\n"
       ]
      }
     ],
     "prompt_number": 37
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "print ZA['0']"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "0\n"
       ]
      }
     ],
     "prompt_number": 8
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "GRB080916C.error(timebin = 1)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 7
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "print GRB080916C.pm_error"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "66.6589978787\n"
       ]
      }
     ],
     "prompt_number": 16
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [],
     "language": "python",
     "metadata": {},
     "outputs": []
    }
   ],
   "metadata": {}
  }
 ]
}