{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# GBM, LAT LLE and Swift Catalogs\n",
    "\n",
    "\n",
    "Using **3ML's** catalog and data downloading tools, it is easy to build an analysis for either a single or multiple GRBs from start to finish. \n",
    "\n",
    "Here, we demostrate how we can search the catalogs for trigger information and then use this to perform analysis. Currently, Swift analysis is performed with the Generic **OGIPLike** or **XRTLike** plugin only and no data dowloaders are provided. In the future, a more capable Swift plugin can be included. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Configuration read from /Users/jburgess/.threeML/threeML_config.yml\n",
      "Available plugins:\n",
      "\n",
      "SwiftXRTLike for Swift XRT\n",
      "FermiGBMTTELike for Fermi GBM TTE (all detectors)\n",
      "OGIPLike for All OGIP-compliant instruments\n",
      "FermiLATLLELike for Fermi LAT LLE\n",
      "XYLike for n.a.\n"
     ]
    }
   ],
   "source": [
    "%matplotlib inline\n",
    "%matplotlib notebook\n",
    "\n",
    "from astropy.time import Time\n",
    "\n",
    "from threeML import *\n",
    "\n",
    "get_available_plugins()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## GBM catalog\n",
    "\n",
    "The **3ML** GBM catalog allows you to search via cones on the sky, trigger names, T90s, date ranges and model parameters."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "gbm_catalog = FermiGBMBurstCatalog()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Searching cones on the sky\n",
    "\n",
    "We can perform a cone search for a given Ra and Dec to see what GRBs are in this region of the sky."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Trying http://heasarc.gsfc.nasa.gov/cgi-bin/vo/cone/coneGet.pl?table=fermigbrst&\n",
      "Downloading http://heasarc.gsfc.nasa.gov/cgi-bin/vo/cone/coneGet.pl?table=fermigbrst&SR=10.0&DEC=0.0&RA=0.0&VERB=3 [Done]\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<Table masked=True length=17>\n",
       "<table id=\"table4814908944\" class=\"table-striped table-bordered table-condensed\">\n",
       "<thead><tr><th>name</th><th>ra</th><th>dec</th><th>trigger_time</th><th>t90</th></tr></thead>\n",
       "<thead><tr><th></th><th>deg</th><th>deg</th><th>mjd</th><th>s</th></tr></thead>\n",
       "<thead><tr><th>object</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th></tr></thead>\n",
       "<tr><td>GRB080810549</td><td>356.800</td><td>0.320</td><td>54688.5487567</td><td>107.457</td></tr>\n",
       "<tr><td>GRB090703329</td><td>0.770</td><td>9.680</td><td>55015.3291953</td><td>8.960</td></tr>\n",
       "<tr><td>GRB100612726</td><td>352.000</td><td>-1.830</td><td>55359.7264598</td><td>8.576</td></tr>\n",
       "<tr><td>GRB100924165</td><td>0.672</td><td>7.004</td><td>55463.1653740</td><td>9.024</td></tr>\n",
       "<tr><td>GRB110729142</td><td>353.390</td><td>4.970</td><td>55771.1424297</td><td>408.582</td></tr>\n",
       "<tr><td>GRB110921444</td><td>6.090</td><td>-5.830</td><td>55825.4436135</td><td>149.507</td></tr>\n",
       "<tr><td>GRB111113410</td><td>4.320</td><td>-7.520</td><td>55878.4098583</td><td>15.360</td></tr>\n",
       "<tr><td>GRB120624309</td><td>4.773</td><td>7.167</td><td>56102.3086266</td><td>0.640</td></tr>\n",
       "<tr><td>GRB121122870</td><td>355.450</td><td>6.340</td><td>56253.8700119</td><td>125.439</td></tr>\n",
       "<tr><td>GRB130628531</td><td>6.290</td><td>-5.070</td><td>56471.5305801</td><td>21.504</td></tr>\n",
       "<tr><td>GRB140106345</td><td>2.340</td><td>-8.750</td><td>56663.3449463</td><td>33.024</td></tr>\n",
       "<tr><td>GRB140406120</td><td>357.550</td><td>5.630</td><td>56753.1196037</td><td>109.312</td></tr>\n",
       "<tr><td>GRB140918379</td><td>356.180</td><td>-0.540</td><td>56918.3791791</td><td>165.632</td></tr>\n",
       "<tr><td>GRB150724782</td><td>351.920</td><td>3.670</td><td>57227.7816865</td><td>37.889</td></tr>\n",
       "<tr><td>GRB150911315</td><td>355.280</td><td>-2.900</td><td>57276.3145181</td><td>41.728</td></tr>\n",
       "<tr><td>GRB160215773</td><td>356.790</td><td>1.730</td><td>57433.7732684</td><td>141.314</td></tr>\n",
       "<tr><td>GRB160503567</td><td>0.540</td><td>-1.930</td><td>57511.5670371</td><td>59.392</td></tr>\n",
       "</table>"
      ],
      "text/plain": [
       "<Table masked=True length=17>\n",
       "    name        ra     dec    trigger_time   t90   \n",
       "               deg     deg        mjd         s    \n",
       "   object    float64 float64    float64    float64 \n",
       "------------ ------- ------- ------------- --------\n",
       "GRB080810549 356.800   0.320 54688.5487567  107.457\n",
       "GRB090703329   0.770   9.680 55015.3291953    8.960\n",
       "GRB100612726 352.000  -1.830 55359.7264598    8.576\n",
       "GRB100924165   0.672   7.004 55463.1653740    9.024\n",
       "GRB110729142 353.390   4.970 55771.1424297  408.582\n",
       "GRB110921444   6.090  -5.830 55825.4436135  149.507\n",
       "GRB111113410   4.320  -7.520 55878.4098583   15.360\n",
       "GRB120624309   4.773   7.167 56102.3086266    0.640\n",
       "GRB121122870 355.450   6.340 56253.8700119  125.439\n",
       "GRB130628531   6.290  -5.070 56471.5305801   21.504\n",
       "GRB140106345   2.340  -8.750 56663.3449463   33.024\n",
       "GRB140406120 357.550   5.630 56753.1196037  109.312\n",
       "GRB140918379 356.180  -0.540 56918.3791791  165.632\n",
       "GRB150724782 351.920   3.670 57227.7816865   37.889\n",
       "GRB150911315 355.280  -2.900 57276.3145181   41.728\n",
       "GRB160215773 356.790   1.730 57433.7732684  141.314\n",
       "GRB160503567   0.540  -1.930 57511.5670371   59.392"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "gbm_catalog.cone_search(ra=0,dec=0,radius=10)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Or perhaps we want to know the GRBs around the Crab nebula:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Trying http://heasarc.gsfc.nasa.gov/cgi-bin/vo/cone/coneGet.pl?table=fermigbrst&\n",
      "Downloading http://heasarc.gsfc.nasa.gov/cgi-bin/vo/cone/coneGet.pl?table=fermigbrst&SR=5.0&DEC=22.0144947866&RA=83.6330906247&VERB=3 [Done]\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "(83.63309062468973, 22.014494786634714, <Table masked=True length=4>\n",
       "     name        ra     dec    trigger_time   t90   \n",
       "                deg     deg        mjd         s    \n",
       "    object    float64 float64    float64    float64 \n",
       " ------------ ------- ------- ------------- --------\n",
       " GRB090612619  81.030  17.710 54994.6186400   42.433\n",
       " GRB090907808  81.060  20.500 55081.8081884    0.832\n",
       " GRB100130777  78.570  20.830 55226.7767993   86.018\n",
       " GRB100915243  85.394  25.095 55454.2428196    7.936)"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "gbm_catalog.search_around_source('Crab',radius=5)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Searching on T90 and time\n",
    "\n",
    "Perhaps we want to analyze all short GRBs or GRBs in a specific date range.\n",
    "\n",
    "First let's search on T90:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "&lt;Table masked=True length=353&gt;\n",
       "<table id=\"table4843728272\" class=\"table-striped table-bordered table-condensed\">\n",
       "<thead><tr><th>name</th><th>ra</th><th>dec</th><th>trigger_time</th><th>t90</th></tr></thead>\n",
       "<thead><tr><th>object</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th></tr></thead>\n",
       "<tr><td>GRB080714086</td><td>41.900</td><td>8.500</td><td>54661.0862506</td><td>5.376</td></tr>\n",
       "<tr><td>GRB080715950</td><td>214.700</td><td>9.900</td><td>54662.9504649</td><td>7.872</td></tr>\n",
       "<tr><td>GRB080806584</td><td>94.600</td><td>57.800</td><td>54684.5841575</td><td>2.304</td></tr>\n",
       "<tr><td>GRB080808451</td><td>107.400</td><td>-33.800</td><td>54686.4514267</td><td>4.352</td></tr>\n",
       "<tr><td>GRB080816989</td><td>289.500</td><td>-6.800</td><td>54694.9888274</td><td>4.608</td></tr>\n",
       "<tr><td>GRB080817720</td><td>80.200</td><td>-17.100</td><td>54695.7202259</td><td>4.416</td></tr>\n",
       "<tr><td>GRB080821332</td><td>238.600</td><td>32.600</td><td>54699.3315565</td><td>5.888</td></tr>\n",
       "<tr><td>GRB080824909</td><td>122.400</td><td>-2.800</td><td>54702.9089668</td><td>7.424</td></tr>\n",
       "<tr><td>GRB080828189</td><td>221.300</td><td>-12.300</td><td>54706.1890193</td><td>3.008</td></tr>\n",
       "<tr><td>GRB080829790</td><td>221.900</td><td>3.200</td><td>54707.7900049</td><td>7.68</td></tr>\n",
       "<tr><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td></tr>\n",
       "<tr><td>GRB160929529</td><td>340.230</td><td>22.790</td><td>57660.5288005</td><td>4.864</td></tr>\n",
       "<tr><td>GRB161001045</td><td>79.150</td><td>-55.360</td><td>57662.0453324</td><td>2.24</td></tr>\n",
       "<tr><td>GRB161012637</td><td>160.430</td><td>-74.280</td><td>57673.6369775</td><td>6.4</td></tr>\n",
       "<tr><td>GRB161128216</td><td>262.430</td><td>-46.050</td><td>57720.2164965</td><td>6.912</td></tr>\n",
       "<tr><td>GRB161207224</td><td>294.810</td><td>-9.930</td><td>57729.2241632</td><td>8.192</td></tr>\n",
       "<tr><td>GRB161210524</td><td>283.120</td><td>63.050</td><td>57732.5235458</td><td>2.304</td></tr>\n",
       "<tr><td>GRB161212652</td><td>24.940</td><td>68.230</td><td>57734.6520761</td><td>2.816</td></tr>\n",
       "<tr><td>GRB161217128</td><td>216.630</td><td>51.980</td><td>57739.1276133</td><td>3.584</td></tr>\n",
       "<tr><td>GRB161227498</td><td>79.500</td><td>39.150</td><td>57749.4981275</td><td>2.56</td></tr>\n",
       "<tr><td>GRB170101374</td><td>157.490</td><td>28.900</td><td>57754.3740036</td><td>2.304</td></tr>\n",
       "</table>"
      ],
      "text/plain": [
       "<Table masked=True length=353>\n",
       "    name        ra     dec    trigger_time   t90  \n",
       "   object    float64 float64    float64    float64\n",
       "------------ ------- ------- ------------- -------\n",
       "GRB080714086  41.900   8.500 54661.0862506   5.376\n",
       "GRB080715950 214.700   9.900 54662.9504649   7.872\n",
       "GRB080806584  94.600  57.800 54684.5841575   2.304\n",
       "GRB080808451 107.400 -33.800 54686.4514267   4.352\n",
       "GRB080816989 289.500  -6.800 54694.9888274   4.608\n",
       "GRB080817720  80.200 -17.100 54695.7202259   4.416\n",
       "GRB080821332 238.600  32.600 54699.3315565   5.888\n",
       "GRB080824909 122.400  -2.800 54702.9089668   7.424\n",
       "GRB080828189 221.300 -12.300 54706.1890193   3.008\n",
       "GRB080829790 221.900   3.200 54707.7900049    7.68\n",
       "         ...     ...     ...           ...     ...\n",
       "GRB160929529 340.230  22.790 57660.5288005   4.864\n",
       "GRB161001045  79.150 -55.360 57662.0453324    2.24\n",
       "GRB161012637 160.430 -74.280 57673.6369775     6.4\n",
       "GRB161128216 262.430 -46.050 57720.2164965   6.912\n",
       "GRB161207224 294.810  -9.930 57729.2241632   8.192\n",
       "GRB161210524 283.120  63.050 57732.5235458   2.304\n",
       "GRB161212652  24.940  68.230 57734.6520761   2.816\n",
       "GRB161217128 216.630  51.980 57739.1276133   3.584\n",
       "GRB161227498  79.500  39.150 57749.4981275    2.56\n",
       "GRB170101374 157.490  28.900 57754.3740036   2.304"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "gbm_catalog.query(\"2<t90<10\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We can also search MJD or UTC. The GBM catalog uses MJD to index time. We can use astroy's time module to convert from UTC to MJD:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "&lt;Table masked=True length=242&gt;\n",
       "<table id=\"table4633361232\" class=\"table-striped table-bordered table-condensed\">\n",
       "<thead><tr><th>name</th><th>ra</th><th>dec</th><th>trigger_time</th><th>t90</th></tr></thead>\n",
       "<thead><tr><th>object</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th></tr></thead>\n",
       "<tr><td>GRB100101028</td><td>307.320</td><td>-27.000</td><td>55197.0276543</td><td>2.816</td></tr>\n",
       "<tr><td>GRB100101988</td><td>70.660</td><td>18.690</td><td>55197.9876757</td><td>1.984</td></tr>\n",
       "<tr><td>GRB100107074</td><td>6.310</td><td>-21.240</td><td>55203.0739799</td><td>0.576</td></tr>\n",
       "<tr><td>GRB100111176</td><td>247.048</td><td>15.551</td><td>55207.1755752</td><td>19.52</td></tr>\n",
       "<tr><td>GRB100112418</td><td>240.140</td><td>-75.100</td><td>55208.4175643</td><td>23.04</td></tr>\n",
       "<tr><td>GRB100116897</td><td>305.020</td><td>14.450</td><td>55212.8965306</td><td>102.53</td></tr>\n",
       "<tr><td>GRB100117879</td><td>11.260</td><td>-1.594</td><td>55213.8793943</td><td>0.256</td></tr>\n",
       "<tr><td>GRB100118100</td><td>9.260</td><td>-37.370</td><td>55214.0996956</td><td>9.216</td></tr>\n",
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       "<tr><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td></tr>\n",
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       "<tr><td>GRB101227406</td><td>240.500</td><td>-24.500</td><td>55557.406326</td><td>153.347</td></tr>\n",
       "<tr><td>GRB101227536</td><td>150.870</td><td>-49.440</td><td>55557.5359513</td><td>28.864</td></tr>\n",
       "<tr><td>GRB101231067</td><td>191.710</td><td>17.640</td><td>55561.0672524</td><td>23.613</td></tr>\n",
       "</table>"
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      "text/plain": [
       "<Table masked=True length=242>\n",
       "    name        ra     dec    trigger_time   t90  \n",
       "   object    float64 float64    float64    float64\n",
       "------------ ------- ------- ------------- -------\n",
       "GRB100101028 307.320 -27.000 55197.0276543   2.816\n",
       "GRB100101988  70.660  18.690 55197.9876757   1.984\n",
       "GRB100107074   6.310 -21.240 55203.0739799   0.576\n",
       "GRB100111176 247.048  15.551 55207.1755752   19.52\n",
       "GRB100112418 240.140 -75.100 55208.4175643   23.04\n",
       "GRB100116897 305.020  14.450 55212.8965306  102.53\n",
       "GRB100117879  11.260  -1.594 55213.8793943   0.256\n",
       "GRB100118100   9.260 -37.370 55214.0996956   9.216\n",
       "GRB100122616  79.200  -2.710 55218.6164041  22.529\n",
       "GRB100126460 338.370 -18.740  55222.460476  10.624\n",
       "         ...     ...     ...           ...     ...\n",
       "GRB101223834 250.550  48.220 55553.8335428  56.065\n",
       "GRB101224227 285.926  45.715 55554.2272438   1.728\n",
       "GRB101224578 289.140 -55.250 55554.5784517  44.737\n",
       "GRB101224614 290.160  34.460 55554.6135756  25.601\n",
       "GRB101224998 325.170 -38.660 55554.9983211  18.688\n",
       "GRB101225377  60.680  32.770 55555.3770081  81.218\n",
       "GRB101227195 186.790 -83.550 55557.1947768  95.488\n",
       "GRB101227406 240.500 -24.500  55557.406326 153.347\n",
       "GRB101227536 150.870 -49.440 55557.5359513  28.864\n",
       "GRB101231067 191.710  17.640 55561.0672524  23.613"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "mjd = Time(['2010-01-01T00:00:00','2011-01-01T00:00:00']).mjd\n",
    "gbm_catalog.query(' %f <trigger_time < %f' % tuple(mjd))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Searching on parameter space\n",
    "\n",
    "We can also make selections on energy fluxes or model parameters.\n",
    "\n",
    "GBM catalog fluxes depend on the model and the interval in which that model was fitted. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "&lt;Table length=23&gt;\n",
       "<table id=\"table4751151952\" class=\"table-striped table-bordered table-condensed\">\n",
       "<thead><tr><th>name</th><th>ra</th><th>dec</th><th>trigger_time</th><th>t90</th></tr></thead>\n",
       "<thead><tr><th>object</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th></tr></thead>\n",
       "<tr><td>GRB090424592</td><td>189.500</td><td>16.800</td><td>54945.591767</td><td>14.144</td></tr>\n",
       "<tr><td>GRB090618353</td><td>293.990</td><td>78.358</td><td>55000.3530863</td><td>112.386</td></tr>\n",
       "<tr><td>GRB090902462</td><td>264.939</td><td>27.325</td><td>55076.4619018</td><td>19.328</td></tr>\n",
       "<tr><td>GRB101014175</td><td>26.940</td><td>-51.070</td><td>55483.1749146</td><td>449.415</td></tr>\n",
       "<tr><td>GRB110301214</td><td>229.350</td><td>29.400</td><td>55621.2143874</td><td>5.693</td></tr>\n",
       "<tr><td>GRB110529034</td><td>118.330</td><td>67.910</td><td>55710.0338295</td><td>0.512</td></tr>\n",
       "<tr><td>GRB110825102</td><td>44.896</td><td>15.407</td><td>55798.1019784</td><td>62.465</td></tr>\n",
       "<tr><td>GRB111222619</td><td>179.193</td><td>69.036</td><td>55917.6193868</td><td>0.32</td></tr>\n",
       "<tr><td>GRB120624309</td><td>4.773</td><td>7.167</td><td>56102.3086266</td><td>0.64</td></tr>\n",
       "<tr><td>GRB130504978</td><td>91.630</td><td>3.834</td><td>56416.9784435</td><td>73.217</td></tr>\n",
       "<tr><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td></tr>\n",
       "<tr><td>GRB140329295</td><td>145.698</td><td>-32.229</td><td>56745.2948881</td><td>21.504</td></tr>\n",
       "<tr><td>GRB150118409</td><td>240.240</td><td>-35.750</td><td>57040.408539</td><td>40.193</td></tr>\n",
       "<tr><td>GRB150213001</td><td>95.290</td><td>-4.850</td><td>57066.0012581</td><td>4.096</td></tr>\n",
       "<tr><td>GRB150330828</td><td>329.260</td><td>49.970</td><td>57111.8280239</td><td>153.859</td></tr>\n",
       "<tr><td>GRB150627183</td><td>117.490</td><td>-51.560</td><td>57200.182913</td><td>64.577</td></tr>\n",
       "<tr><td>GRB160422499</td><td>41.260</td><td>-58.220</td><td>57500.4993149</td><td>12.288</td></tr>\n",
       "<tr><td>GRB160509374</td><td>310.100</td><td>76.000</td><td>57517.3741461</td><td>369.67</td></tr>\n",
       "<tr><td>GRB160625945</td><td>308.300</td><td>6.900</td><td>57564.9446328</td><td>454.665</td></tr>\n",
       "<tr><td>GRB160720767</td><td>42.650</td><td>75.680</td><td>57589.7666319</td><td>78.849</td></tr>\n",
       "<tr><td>GRB160821857</td><td>171.248</td><td>42.343</td><td>57621.8572921</td><td>43.009</td></tr>\n",
       "</table>"
      ],
      "text/plain": [
       "<Table length=23>\n",
       "    name        ra     dec    trigger_time   t90  \n",
       "   object    float64 float64    float64    float64\n",
       "------------ ------- ------- ------------- -------\n",
       "GRB090424592 189.500  16.800  54945.591767  14.144\n",
       "GRB090618353 293.990  78.358 55000.3530863 112.386\n",
       "GRB090902462 264.939  27.325 55076.4619018  19.328\n",
       "GRB101014175  26.940 -51.070 55483.1749146 449.415\n",
       "GRB110301214 229.350  29.400 55621.2143874   5.693\n",
       "GRB110529034 118.330  67.910 55710.0338295   0.512\n",
       "GRB110825102  44.896  15.407 55798.1019784  62.465\n",
       "GRB111222619 179.193  69.036 55917.6193868    0.32\n",
       "GRB120624309   4.773   7.167 56102.3086266    0.64\n",
       "GRB130504978  91.630   3.834 56416.9784435  73.217\n",
       "         ...     ...     ...           ...     ...\n",
       "GRB140329295 145.698 -32.229 56745.2948881  21.504\n",
       "GRB150118409 240.240 -35.750  57040.408539  40.193\n",
       "GRB150213001  95.290  -4.850 57066.0012581   4.096\n",
       "GRB150330828 329.260  49.970 57111.8280239 153.859\n",
       "GRB150627183 117.490 -51.560  57200.182913  64.577\n",
       "GRB160422499  41.260 -58.220 57500.4993149  12.288\n",
       "GRB160509374 310.100  76.000 57517.3741461  369.67\n",
       "GRB160625945 308.300   6.900 57564.9446328 454.665\n",
       "GRB160720767  42.650  75.680 57589.7666319  78.849\n",
       "GRB160821857 171.248  42.343 57621.8572921  43.009"
      ]
     },
     "execution_count": 45,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "gbm_catalog.query(\"pflx_band_alpha < -2./3. & pflx_band_ergflux > 1E-5\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Searching for triggers\n",
    "\n",
    "We can also search for specific triggers"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "&lt;Table length=2&gt;\n",
       "<table id=\"table4844481680\" class=\"table-striped table-bordered table-condensed\">\n",
       "<thead><tr><th>name</th><th>ra</th><th>dec</th><th>trigger_time</th><th>t90</th></tr></thead>\n",
       "<thead><tr><th>object</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th></tr></thead>\n",
       "<tr><td>GRB080916009</td><td>119.800</td><td>-56.600</td><td>54725.0088613</td><td>62.977</td></tr>\n",
       "<tr><td>GRB100204024</td><td>50.780</td><td>-47.890</td><td>55231.0235364</td><td>136.195</td></tr>\n",
       "</table>"
      ],
      "text/plain": [
       "<Table length=2>\n",
       "    name        ra     dec    trigger_time   t90  \n",
       "   object    float64 float64    float64    float64\n",
       "------------ ------- ------- ------------- -------\n",
       "GRB080916009 119.800 -56.600 54725.0088613  62.977\n",
       "GRB100204024  50.780 -47.890 55231.0235364 136.195"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "gbm_catalog.query_sources(\"GRB080916009\",'GRB100204024')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Let's look at what a search can give us:\n",
    "\n",
    "The matching criteria can be used to extract information about the analysis as well as for setting up your own analysis.\n",
    "\n",
    "For example, we can look at the duration information from each GRB in our last search:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>t90</th>\n",
       "      <th>t50</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>name</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>GRB080916009</th>\n",
       "      <td>62.977</td>\n",
       "      <td>32.000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GRB100204024</th>\n",
       "      <td>136.195</td>\n",
       "      <td>21.504</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                  t90     t50\n",
       "name                         \n",
       "GRB080916009   62.977  32.000\n",
       "GRB100204024  136.195  21.504"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "gbm_catalog.result[['t90','t50']]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "To automate or repeat an analysis, it is good to know the values of source/background selections that were used in the catalog. These are extracted into a dictionary."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "det_info = gbm_catalog.get_detector_information()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's examine what we have for GRB080916C.\n",
    "\n",
    "We'll find the background selections and source (both peak and fluence) stored in a format readable by 3ML.\n",
    "\n",
    "Additonally, we have the detectors used for catalog spectral analysis."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'background': {'full': '-40.100000--6.250000,105.210000-146.350000',\n",
       "  'post': '105.210000-146.350000',\n",
       "  'pre': '-40.100000--6.250000'},\n",
       " 'best fit model': {'fluence': 'sbpl', 'peak': 'comp'},\n",
       " 'detectors': array(['n3', 'n4', 'b0'], \n",
       "       dtype='|S2'),\n",
       " 'source': {'fluence': '1.280000-64.257000', 'peak': '2.048000-3.072000'},\n",
       " 'trigger': 'bn080916009'}"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "det_info['GRB080916009']"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Downloading data\n",
    "\n",
    "We can now get the data now and have a look ourselves. Using the information from the search, we can get the TTE and RSP files needed via the GBM data downloader."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "gbm_data = download_GBM_trigger_data(trigger_name=det_info['GRB080916009']['trigger'],\n",
    "                                      detectors=det_info['GRB080916009']['detectors'],\n",
    "                                      destination_directory='gbm/bn080916009',\n",
    "                                      compress_tte=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We now have our data locally downloaded from the HEASARC servers. This gets the most current version of the files and prefers RSP2 to RSP. You can of course use other methods to obtain earlier versions or differnt DRM types.\n",
    "\n",
    "We can see where they are stored:"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "If the data already exist in that location, the downloader will skip them."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Making an analysis\n",
    "\n",
    "Now we have everything we need to make an analysis. We just need to create our plugins and set our models.\n",
    "\n",
    "### Getting a model from the selection\n",
    "\n",
    "3ML's GBM catalog will build a model for you from the HEASARC values. We simply choose the model and interval we want, i.e., Band, Comt, PL, SBPL and either peak or fluence interval.\n",
    "\n",
    "\n",
    "Here we will use the best fit model (SBPL) for the fluence interval."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "interval = 'fluence'\n",
    "\n",
    "models = gbm_catalog.get_model(model=det_info['GRB080916009']['best fit model'][interval],interval=interval)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "Model summary:<br><br><div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>N</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Point sources</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Extended sources</th>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Particle sources</th>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div><br><br>Free parameters (5):<br><br><div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>value</th>\n",
       "      <th>min_value</th>\n",
       "      <th>max_value</th>\n",
       "      <th>unit</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>GRB080916009.spectrum.main.SmoothlyBrokenPowerLaw.K</th>\n",
       "      <td>0.0122397</td>\n",
       "      <td>0</td>\n",
       "      <td>None</td>\n",
       "      <td>1 / (cm2 keV s)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GRB080916009.spectrum.main.SmoothlyBrokenPowerLaw.alpha</th>\n",
       "      <td>-1.13938</td>\n",
       "      <td>-1.5</td>\n",
       "      <td>2</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GRB080916009.spectrum.main.SmoothlyBrokenPowerLaw.break_energy</th>\n",
       "      <td>301.647</td>\n",
       "      <td>10</td>\n",
       "      <td>None</td>\n",
       "      <td>keV</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GRB080916009.spectrum.main.SmoothlyBrokenPowerLaw.break_scale</th>\n",
       "      <td>0.3</td>\n",
       "      <td>0</td>\n",
       "      <td>10</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GRB080916009.spectrum.main.SmoothlyBrokenPowerLaw.beta</th>\n",
       "      <td>-2.08541</td>\n",
       "      <td>-5</td>\n",
       "      <td>-1.6</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div><br><br>Fixed parameters (3):<br>(abridged. Use complete=True to see all fixed parameters)<br><br><br>Linked parameters (0):<br><br>(none)<br>"
      ],
      "text/plain": [
       "Model summary:\n",
       "==============\n",
       "\n",
       "                  N\n",
       "Point sources     1\n",
       "Extended sources  0\n",
       "Particle sources  0\n",
       "\n",
       "Free parameters (5):\n",
       "--------------------\n",
       "\n",
       "                                 value min_value max_value             unit\n",
       "GRB080916009...K             0.0122397         0      None  1 / (cm2 keV s)\n",
       "GRB080916009...alpha          -1.13938      -1.5         2                 \n",
       "GRB080916009...break_energy    301.647        10      None              keV\n",
       "GRB080916009...break_scale         0.3         0        10                 \n",
       "GRB080916009...beta           -2.08541        -5      -1.6                 \n",
       "\n",
       "Fixed parameters (3):\n",
       "(abridged. Use complete=True to see all fixed parameters)\n",
       "\n",
       "\n",
       "Linked parameters (0):\n",
       "----------------------\n",
       "\n",
       "(none)"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "models['GRB080916009']"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 3ML Analysis\n",
    "\n",
    "#### Plugin setup\n",
    "\n",
    "Let's build some plugins"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n",
      "WARNING UserWarning: No TLMIN keyword found. This DRM does not follow OGIP standards. Assuming TLMIN=1\n",
      "\n",
      "\n",
      "WARNING RuntimeWarning: Maximum MC energy is smaller than maximum EBOUNDS energy\n",
      "\n",
      "\n",
      "WARNING RuntimeWarning: Maximum MC energy is smaller than maximum EBOUNDS energy\n",
      "\n",
      "\n",
      "WARNING RuntimeWarning: Maximum MC energy is smaller than maximum EBOUNDS energy\n",
      "\n",
      "\n",
      "WARNING RuntimeWarning: Maximum MC energy is smaller than maximum EBOUNDS energy\n",
      "\n",
      "\n",
      "WARNING UserWarning: The time interval -40.100000--6.250000 started before the first arrival time (-25.943198), so we are changing the intervals to -25.943198--6.250000\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Auto-determined polynomial order: 0\n",
      "\n",
      "\n",
      "Unbinned 0-order polynomial fit with the Nelder-Mead method\n",
      "\n",
      "\n",
      "Auto-probed noise models:\n",
      "- observation: poisson\n",
      "- background: gaussian\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n",
      "WARNING RuntimeWarning: Maximum MC energy is smaller than maximum EBOUNDS energy\n",
      "\n",
      "\n",
      "WARNING RuntimeWarning: Maximum MC energy is smaller than maximum EBOUNDS energy\n",
      "\n",
      "\n",
      "WARNING RuntimeWarning: Maximum MC energy is smaller than maximum EBOUNDS energy\n",
      "\n",
      "\n",
      "WARNING RuntimeWarning: Maximum MC energy is smaller than maximum EBOUNDS energy\n",
      "\n",
      "\n",
      "WARNING UserWarning: The time interval -40.100000--6.250000 started before the first arrival time (-25.943522), so we are changing the intervals to -25.943522--6.250000\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Auto-determined polynomial order: 0\n",
      "\n",
      "\n",
      "Unbinned 0-order polynomial fit with the Nelder-Mead method\n",
      "\n",
      "\n",
      "Auto-probed noise models:\n",
      "- observation: poisson\n",
      "- background: gaussian\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n",
      "WARNING RuntimeWarning: Maximum MC energy is smaller than maximum EBOUNDS energy\n",
      "\n",
      "\n",
      "WARNING RuntimeWarning: Minimum MC energy is larger than minimum EBOUNDS energy\n",
      "\n",
      "\n",
      "WARNING RuntimeWarning: Maximum MC energy is smaller than maximum EBOUNDS energy\n",
      "\n",
      "\n",
      "WARNING RuntimeWarning: Minimum MC energy is larger than minimum EBOUNDS energy\n",
      "\n",
      "\n",
      "WARNING RuntimeWarning: Maximum MC energy is smaller than maximum EBOUNDS energy\n",
      "\n",
      "\n",
      "WARNING RuntimeWarning: Minimum MC energy is larger than minimum EBOUNDS energy\n",
      "\n",
      "\n",
      "WARNING RuntimeWarning: Maximum MC energy is smaller than maximum EBOUNDS energy\n",
      "\n",
      "\n",
      "WARNING RuntimeWarning: Minimum MC energy is larger than minimum EBOUNDS energy\n",
      "\n",
      "\n",
      "WARNING UserWarning: The time interval -40.100000--6.250000 started before the first arrival time (-25.943228), so we are changing the intervals to -25.943228--6.250000\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Auto-determined polynomial order: 1\n",
      "\n",
      "\n",
      "Unbinned 1-order polynomial fit with the Nelder-Mead method\n",
      "\n",
      "\n",
      "Auto-probed noise models:\n",
      "- observation: poisson\n",
      "- background: gaussian\n",
      "Range 8-900 translates to channels 4-124\n",
      "Now using 121 channels out of 128\n",
      "Range 8-900 translates to channels 3-123\n",
      "Now using 121 channels out of 128\n",
      "Range 250-42000 translates to channels 1-125\n",
      "Now using 125 channels out of 128\n"
     ]
    }
   ],
   "source": [
    "det = 'n3'\n",
    "\n",
    "nai3 = FermiGBMTTELike(name=det,\n",
    "                       source_intervals=det_info['GRB080916009']['source']['fluence'],\n",
    "                       background_selections=det_info['GRB080916009']['background']['full'],\n",
    "                       tte_file=gbm_data[det]['tte'],\n",
    "                       rsp_file=gbm_data[det]['rsp'])\n",
    "\n",
    "det = 'n4'\n",
    "\n",
    "nai4 = FermiGBMTTELike(name=det,\n",
    "                       source_intervals=det_info['GRB080916009']['source']['fluence'],\n",
    "                       background_selections=det_info['GRB080916009']['background']['full'],\n",
    "                       tte_file=gbm_data[det]['tte'],\n",
    "                       rsp_file=gbm_data[det]['rsp'])\n",
    "\n",
    "det = 'b0'\n",
    "\n",
    "bgo0 = FermiGBMTTELike(name=det,\n",
    "                       source_intervals=det_info['GRB080916009']['source']['fluence'],\n",
    "                       background_selections=det_info['GRB080916009']['background']['full'],\n",
    "                       tte_file=gbm_data[det]['tte'],\n",
    "                       rsp_file=gbm_data[det]['rsp'])\n",
    "\n",
    "\n",
    "nai3.set_active_measurements('8-900')\n",
    "nai4.set_active_measurements('8-900')\n",
    "bgo0.set_active_measurements('250-42000')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "application/javascript": [
       "/* Put everything inside the global mpl namespace */\n",
       "window.mpl = {};\n",
       "\n",
       "mpl.get_websocket_type = function() {\n",
       "    if (typeof(WebSocket) !== 'undefined') {\n",
       "        return WebSocket;\n",
       "    } else if (typeof(MozWebSocket) !== 'undefined') {\n",
       "        return MozWebSocket;\n",
       "    } else {\n",
       "        alert('Your browser does not have WebSocket support.' +\n",
       "              'Please try Chrome, Safari or Firefox ≥ 6. ' +\n",
       "              'Firefox 4 and 5 are also supported but you ' +\n",
       "              'have to enable WebSockets in about:config.');\n",
       "    };\n",
       "}\n",
       "\n",
       "mpl.figure = function(figure_id, websocket, ondownload, parent_element) {\n",
       "    this.id = figure_id;\n",
       "\n",
       "    this.ws = websocket;\n",
       "\n",
       "    this.supports_binary = (this.ws.binaryType != undefined);\n",
       "\n",
       "    if (!this.supports_binary) {\n",
       "        var warnings = document.getElementById(\"mpl-warnings\");\n",
       "        if (warnings) {\n",
       "            warnings.style.display = 'block';\n",
       "            warnings.textContent = (\n",
       "                \"This browser does not support binary websocket messages. \" +\n",
       "                    \"Performance may be slow.\");\n",
       "        }\n",
       "    }\n",
       "\n",
       "    this.imageObj = new Image();\n",
       "\n",
       "    this.context = undefined;\n",
       "    this.message = undefined;\n",
       "    this.canvas = undefined;\n",
       "    this.rubberband_canvas = undefined;\n",
       "    this.rubberband_context = undefined;\n",
       "    this.format_dropdown = undefined;\n",
       "\n",
       "    this.image_mode = 'full';\n",
       "\n",
       "    this.root = $('<div/>');\n",
       "    this._root_extra_style(this.root)\n",
       "    this.root.attr('style', 'display: inline-block');\n",
       "\n",
       "    $(parent_element).append(this.root);\n",
       "\n",
       "    this._init_header(this);\n",
       "    this._init_canvas(this);\n",
       "    this._init_toolbar(this);\n",
       "\n",
       "    var fig = this;\n",
       "\n",
       "    this.waiting = false;\n",
       "\n",
       "    this.ws.onopen =  function () {\n",
       "            fig.send_message(\"supports_binary\", {value: fig.supports_binary});\n",
       "            fig.send_message(\"send_image_mode\", {});\n",
       "            fig.send_message(\"refresh\", {});\n",
       "        }\n",
       "\n",
       "    this.imageObj.onload = function() {\n",
       "            if (fig.image_mode == 'full') {\n",
       "                // Full images could contain transparency (where diff images\n",
       "                // almost always do), so we need to clear the canvas so that\n",
       "                // there is no ghosting.\n",
       "                fig.context.clearRect(0, 0, fig.canvas.width, fig.canvas.height);\n",
       "            }\n",
       "            fig.context.drawImage(fig.imageObj, 0, 0);\n",
       "        };\n",
       "\n",
       "    this.imageObj.onunload = function() {\n",
       "        this.ws.close();\n",
       "    }\n",
       "\n",
       "    this.ws.onmessage = this._make_on_message_function(this);\n",
       "\n",
       "    this.ondownload = ondownload;\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._init_header = function() {\n",
       "    var titlebar = $(\n",
       "        '<div class=\"ui-dialog-titlebar ui-widget-header ui-corner-all ' +\n",
       "        'ui-helper-clearfix\"/>');\n",
       "    var titletext = $(\n",
       "        '<div class=\"ui-dialog-title\" style=\"width: 100%; ' +\n",
       "        'text-align: center; padding: 3px;\"/>');\n",
       "    titlebar.append(titletext)\n",
       "    this.root.append(titlebar);\n",
       "    this.header = titletext[0];\n",
       "}\n",
       "\n",
       "\n",
       "\n",
       "mpl.figure.prototype._canvas_extra_style = function(canvas_div) {\n",
       "\n",
       "}\n",
       "\n",
       "\n",
       "mpl.figure.prototype._root_extra_style = function(canvas_div) {\n",
       "\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._init_canvas = function() {\n",
       "    var fig = this;\n",
       "\n",
       "    var canvas_div = $('<div/>');\n",
       "\n",
       "    canvas_div.attr('style', 'position: relative; clear: both; outline: 0');\n",
       "\n",
       "    function canvas_keyboard_event(event) {\n",
       "        return fig.key_event(event, event['data']);\n",
       "    }\n",
       "\n",
       "    canvas_div.keydown('key_press', canvas_keyboard_event);\n",
       "    canvas_div.keyup('key_release', canvas_keyboard_event);\n",
       "    this.canvas_div = canvas_div\n",
       "    this._canvas_extra_style(canvas_div)\n",
       "    this.root.append(canvas_div);\n",
       "\n",
       "    var canvas = $('<canvas/>');\n",
       "    canvas.addClass('mpl-canvas');\n",
       "    canvas.attr('style', \"left: 0; top: 0; z-index: 0; outline: 0\")\n",
       "\n",
       "    this.canvas = canvas[0];\n",
       "    this.context = canvas[0].getContext(\"2d\");\n",
       "\n",
       "    var rubberband = $('<canvas/>');\n",
       "    rubberband.attr('style', \"position: absolute; left: 0; top: 0; z-index: 1;\")\n",
       "\n",
       "    var pass_mouse_events = true;\n",
       "\n",
       "    canvas_div.resizable({\n",
       "        start: function(event, ui) {\n",
       "            pass_mouse_events = false;\n",
       "        },\n",
       "        resize: function(event, ui) {\n",
       "            fig.request_resize(ui.size.width, ui.size.height);\n",
       "        },\n",
       "        stop: function(event, ui) {\n",
       "            pass_mouse_events = true;\n",
       "            fig.request_resize(ui.size.width, ui.size.height);\n",
       "        },\n",
       "    });\n",
       "\n",
       "    function mouse_event_fn(event) {\n",
       "        if (pass_mouse_events)\n",
       "            return fig.mouse_event(event, event['data']);\n",
       "    }\n",
       "\n",
       "    rubberband.mousedown('button_press', mouse_event_fn);\n",
       "    rubberband.mouseup('button_release', mouse_event_fn);\n",
       "    // Throttle sequential mouse events to 1 every 20ms.\n",
       "    rubberband.mousemove('motion_notify', mouse_event_fn);\n",
       "\n",
       "    rubberband.mouseenter('figure_enter', mouse_event_fn);\n",
       "    rubberband.mouseleave('figure_leave', mouse_event_fn);\n",
       "\n",
       "    canvas_div.on(\"wheel\", function (event) {\n",
       "        event = event.originalEvent;\n",
       "        event['data'] = 'scroll'\n",
       "        if (event.deltaY < 0) {\n",
       "            event.step = 1;\n",
       "        } else {\n",
       "            event.step = -1;\n",
       "        }\n",
       "        mouse_event_fn(event);\n",
       "    });\n",
       "\n",
       "    canvas_div.append(canvas);\n",
       "    canvas_div.append(rubberband);\n",
       "\n",
       "    this.rubberband = rubberband;\n",
       "    this.rubberband_canvas = rubberband[0];\n",
       "    this.rubberband_context = rubberband[0].getContext(\"2d\");\n",
       "    this.rubberband_context.strokeStyle = \"#000000\";\n",
       "\n",
       "    this._resize_canvas = function(width, height) {\n",
       "        // Keep the size of the canvas, canvas container, and rubber band\n",
       "        // canvas in synch.\n",
       "        canvas_div.css('width', width)\n",
       "        canvas_div.css('height', height)\n",
       "\n",
       "        canvas.attr('width', width);\n",
       "        canvas.attr('height', height);\n",
       "\n",
       "        rubberband.attr('width', width);\n",
       "        rubberband.attr('height', height);\n",
       "    }\n",
       "\n",
       "    // Set the figure to an initial 600x600px, this will subsequently be updated\n",
       "    // upon first draw.\n",
       "    this._resize_canvas(600, 600);\n",
       "\n",
       "    // Disable right mouse context menu.\n",
       "    $(this.rubberband_canvas).bind(\"contextmenu\",function(e){\n",
       "        return false;\n",
       "    });\n",
       "\n",
       "    function set_focus () {\n",
       "        canvas.focus();\n",
       "        canvas_div.focus();\n",
       "    }\n",
       "\n",
       "    window.setTimeout(set_focus, 100);\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._init_toolbar = function() {\n",
       "    var fig = this;\n",
       "\n",
       "    var nav_element = $('<div/>')\n",
       "    nav_element.attr('style', 'width: 100%');\n",
       "    this.root.append(nav_element);\n",
       "\n",
       "    // Define a callback function for later on.\n",
       "    function toolbar_event(event) {\n",
       "        return fig.toolbar_button_onclick(event['data']);\n",
       "    }\n",
       "    function toolbar_mouse_event(event) {\n",
       "        return fig.toolbar_button_onmouseover(event['data']);\n",
       "    }\n",
       "\n",
       "    for(var toolbar_ind in mpl.toolbar_items) {\n",
       "        var name = mpl.toolbar_items[toolbar_ind][0];\n",
       "        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
       "        var image = mpl.toolbar_items[toolbar_ind][2];\n",
       "        var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
       "\n",
       "        if (!name) {\n",
       "            // put a spacer in here.\n",
       "            continue;\n",
       "        }\n",
       "        var button = $('<button/>');\n",
       "        button.addClass('ui-button ui-widget ui-state-default ui-corner-all ' +\n",
       "                        'ui-button-icon-only');\n",
       "        button.attr('role', 'button');\n",
       "        button.attr('aria-disabled', 'false');\n",
       "        button.click(method_name, toolbar_event);\n",
       "        button.mouseover(tooltip, toolbar_mouse_event);\n",
       "\n",
       "        var icon_img = $('<span/>');\n",
       "        icon_img.addClass('ui-button-icon-primary ui-icon');\n",
       "        icon_img.addClass(image);\n",
       "        icon_img.addClass('ui-corner-all');\n",
       "\n",
       "        var tooltip_span = $('<span/>');\n",
       "        tooltip_span.addClass('ui-button-text');\n",
       "        tooltip_span.html(tooltip);\n",
       "\n",
       "        button.append(icon_img);\n",
       "        button.append(tooltip_span);\n",
       "\n",
       "        nav_element.append(button);\n",
       "    }\n",
       "\n",
       "    var fmt_picker_span = $('<span/>');\n",
       "\n",
       "    var fmt_picker = $('<select/>');\n",
       "    fmt_picker.addClass('mpl-toolbar-option ui-widget ui-widget-content');\n",
       "    fmt_picker_span.append(fmt_picker);\n",
       "    nav_element.append(fmt_picker_span);\n",
       "    this.format_dropdown = fmt_picker[0];\n",
       "\n",
       "    for (var ind in mpl.extensions) {\n",
       "        var fmt = mpl.extensions[ind];\n",
       "        var option = $(\n",
       "            '<option/>', {selected: fmt === mpl.default_extension}).html(fmt);\n",
       "        fmt_picker.append(option)\n",
       "    }\n",
       "\n",
       "    // Add hover states to the ui-buttons\n",
       "    $( \".ui-button\" ).hover(\n",
       "        function() { $(this).addClass(\"ui-state-hover\");},\n",
       "        function() { $(this).removeClass(\"ui-state-hover\");}\n",
       "    );\n",
       "\n",
       "    var status_bar = $('<span class=\"mpl-message\"/>');\n",
       "    nav_element.append(status_bar);\n",
       "    this.message = status_bar[0];\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.request_resize = function(x_pixels, y_pixels) {\n",
       "    // Request matplotlib to resize the figure. Matplotlib will then trigger a resize in the client,\n",
       "    // which will in turn request a refresh of the image.\n",
       "    this.send_message('resize', {'width': x_pixels, 'height': y_pixels});\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.send_message = function(type, properties) {\n",
       "    properties['type'] = type;\n",
       "    properties['figure_id'] = this.id;\n",
       "    this.ws.send(JSON.stringify(properties));\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.send_draw_message = function() {\n",
       "    if (!this.waiting) {\n",
       "        this.waiting = true;\n",
       "        this.ws.send(JSON.stringify({type: \"draw\", figure_id: this.id}));\n",
       "    }\n",
       "}\n",
       "\n",
       "\n",
       "mpl.figure.prototype.handle_save = function(fig, msg) {\n",
       "    var format_dropdown = fig.format_dropdown;\n",
       "    var format = format_dropdown.options[format_dropdown.selectedIndex].value;\n",
       "    fig.ondownload(fig, format);\n",
       "}\n",
       "\n",
       "\n",
       "mpl.figure.prototype.handle_resize = function(fig, msg) {\n",
       "    var size = msg['size'];\n",
       "    if (size[0] != fig.canvas.width || size[1] != fig.canvas.height) {\n",
       "        fig._resize_canvas(size[0], size[1]);\n",
       "        fig.send_message(\"refresh\", {});\n",
       "    };\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_rubberband = function(fig, msg) {\n",
       "    var x0 = msg['x0'];\n",
       "    var y0 = fig.canvas.height - msg['y0'];\n",
       "    var x1 = msg['x1'];\n",
       "    var y1 = fig.canvas.height - msg['y1'];\n",
       "    x0 = Math.floor(x0) + 0.5;\n",
       "    y0 = Math.floor(y0) + 0.5;\n",
       "    x1 = Math.floor(x1) + 0.5;\n",
       "    y1 = Math.floor(y1) + 0.5;\n",
       "    var min_x = Math.min(x0, x1);\n",
       "    var min_y = Math.min(y0, y1);\n",
       "    var width = Math.abs(x1 - x0);\n",
       "    var height = Math.abs(y1 - y0);\n",
       "\n",
       "    fig.rubberband_context.clearRect(\n",
       "        0, 0, fig.canvas.width, fig.canvas.height);\n",
       "\n",
       "    fig.rubberband_context.strokeRect(min_x, min_y, width, height);\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_figure_label = function(fig, msg) {\n",
       "    // Updates the figure title.\n",
       "    fig.header.textContent = msg['label'];\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_cursor = function(fig, msg) {\n",
       "    var cursor = msg['cursor'];\n",
       "    switch(cursor)\n",
       "    {\n",
       "    case 0:\n",
       "        cursor = 'pointer';\n",
       "        break;\n",
       "    case 1:\n",
       "        cursor = 'default';\n",
       "        break;\n",
       "    case 2:\n",
       "        cursor = 'crosshair';\n",
       "        break;\n",
       "    case 3:\n",
       "        cursor = 'move';\n",
       "        break;\n",
       "    }\n",
       "    fig.rubberband_canvas.style.cursor = cursor;\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_message = function(fig, msg) {\n",
       "    fig.message.textContent = msg['message'];\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_draw = function(fig, msg) {\n",
       "    // Request the server to send over a new figure.\n",
       "    fig.send_draw_message();\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_image_mode = function(fig, msg) {\n",
       "    fig.image_mode = msg['mode'];\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.updated_canvas_event = function() {\n",
       "    // Called whenever the canvas gets updated.\n",
       "    this.send_message(\"ack\", {});\n",
       "}\n",
       "\n",
       "// A function to construct a web socket function for onmessage handling.\n",
       "// Called in the figure constructor.\n",
       "mpl.figure.prototype._make_on_message_function = function(fig) {\n",
       "    return function socket_on_message(evt) {\n",
       "        if (evt.data instanceof Blob) {\n",
       "            /* FIXME: We get \"Resource interpreted as Image but\n",
       "             * transferred with MIME type text/plain:\" errors on\n",
       "             * Chrome.  But how to set the MIME type?  It doesn't seem\n",
       "             * to be part of the websocket stream */\n",
       "            evt.data.type = \"image/png\";\n",
       "\n",
       "            /* Free the memory for the previous frames */\n",
       "            if (fig.imageObj.src) {\n",
       "                (window.URL || window.webkitURL).revokeObjectURL(\n",
       "                    fig.imageObj.src);\n",
       "            }\n",
       "\n",
       "            fig.imageObj.src = (window.URL || window.webkitURL).createObjectURL(\n",
       "                evt.data);\n",
       "            fig.updated_canvas_event();\n",
       "            fig.waiting = false;\n",
       "            return;\n",
       "        }\n",
       "        else if (typeof evt.data === 'string' && evt.data.slice(0, 21) == \"data:image/png;base64\") {\n",
       "            fig.imageObj.src = evt.data;\n",
       "            fig.updated_canvas_event();\n",
       "            fig.waiting = false;\n",
       "            return;\n",
       "        }\n",
       "\n",
       "        var msg = JSON.parse(evt.data);\n",
       "        var msg_type = msg['type'];\n",
       "\n",
       "        // Call the  \"handle_{type}\" callback, which takes\n",
       "        // the figure and JSON message as its only arguments.\n",
       "        try {\n",
       "            var callback = fig[\"handle_\" + msg_type];\n",
       "        } catch (e) {\n",
       "            console.log(\"No handler for the '\" + msg_type + \"' message type: \", msg);\n",
       "            return;\n",
       "        }\n",
       "\n",
       "        if (callback) {\n",
       "            try {\n",
       "                // console.log(\"Handling '\" + msg_type + \"' message: \", msg);\n",
       "                callback(fig, msg);\n",
       "            } catch (e) {\n",
       "                console.log(\"Exception inside the 'handler_\" + msg_type + \"' callback:\", e, e.stack, msg);\n",
       "            }\n",
       "        }\n",
       "    };\n",
       "}\n",
       "\n",
       "// from http://stackoverflow.com/questions/1114465/getting-mouse-location-in-canvas\n",
       "mpl.findpos = function(e) {\n",
       "    //this section is from http://www.quirksmode.org/js/events_properties.html\n",
       "    var targ;\n",
       "    if (!e)\n",
       "        e = window.event;\n",
       "    if (e.target)\n",
       "        targ = e.target;\n",
       "    else if (e.srcElement)\n",
       "        targ = e.srcElement;\n",
       "    if (targ.nodeType == 3) // defeat Safari bug\n",
       "        targ = targ.parentNode;\n",
       "\n",
       "    // jQuery normalizes the pageX and pageY\n",
       "    // pageX,Y are the mouse positions relative to the document\n",
       "    // offset() returns the position of the element relative to the document\n",
       "    var x = e.pageX - $(targ).offset().left;\n",
       "    var y = e.pageY - $(targ).offset().top;\n",
       "\n",
       "    return {\"x\": x, \"y\": y};\n",
       "};\n",
       "\n",
       "/*\n",
       " * return a copy of an object with only non-object keys\n",
       " * we need this to avoid circular references\n",
       " * http://stackoverflow.com/a/24161582/3208463\n",
       " */\n",
       "function simpleKeys (original) {\n",
       "  return Object.keys(original).reduce(function (obj, key) {\n",
       "    if (typeof original[key] !== 'object')\n",
       "        obj[key] = original[key]\n",
       "    return obj;\n",
       "  }, {});\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.mouse_event = function(event, name) {\n",
       "    var canvas_pos = mpl.findpos(event)\n",
       "\n",
       "    if (name === 'button_press')\n",
       "    {\n",
       "        this.canvas.focus();\n",
       "        this.canvas_div.focus();\n",
       "    }\n",
       "\n",
       "    var x = canvas_pos.x;\n",
       "    var y = canvas_pos.y;\n",
       "\n",
       "    this.send_message(name, {x: x, y: y, button: event.button,\n",
       "                             step: event.step,\n",
       "                             guiEvent: simpleKeys(event)});\n",
       "\n",
       "    /* This prevents the web browser from automatically changing to\n",
       "     * the text insertion cursor when the button is pressed.  We want\n",
       "     * to control all of the cursor setting manually through the\n",
       "     * 'cursor' event from matplotlib */\n",
       "    event.preventDefault();\n",
       "    return false;\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._key_event_extra = function(event, name) {\n",
       "    // Handle any extra behaviour associated with a key event\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.key_event = function(event, name) {\n",
       "\n",
       "    // Prevent repeat events\n",
       "    if (name == 'key_press')\n",
       "    {\n",
       "        if (event.which === this._key)\n",
       "            return;\n",
       "        else\n",
       "            this._key = event.which;\n",
       "    }\n",
       "    if (name == 'key_release')\n",
       "        this._key = null;\n",
       "\n",
       "    var value = '';\n",
       "    if (event.ctrlKey && event.which != 17)\n",
       "        value += \"ctrl+\";\n",
       "    if (event.altKey && event.which != 18)\n",
       "        value += \"alt+\";\n",
       "    if (event.shiftKey && event.which != 16)\n",
       "        value += \"shift+\";\n",
       "\n",
       "    value += 'k';\n",
       "    value += event.which.toString();\n",
       "\n",
       "    this._key_event_extra(event, name);\n",
       "\n",
       "    this.send_message(name, {key: value,\n",
       "                             guiEvent: simpleKeys(event)});\n",
       "    return false;\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.toolbar_button_onclick = function(name) {\n",
       "    if (name == 'download') {\n",
       "        this.handle_save(this, null);\n",
       "    } else {\n",
       "        this.send_message(\"toolbar_button\", {name: name});\n",
       "    }\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.toolbar_button_onmouseover = function(tooltip) {\n",
       "    this.message.textContent = tooltip;\n",
       "};\n",
       "mpl.toolbar_items = [[\"Home\", \"Reset original view\", \"fa fa-home icon-home\", \"home\"], [\"Back\", \"Back to  previous view\", \"fa fa-arrow-left icon-arrow-left\", \"back\"], [\"Forward\", \"Forward to next view\", \"fa fa-arrow-right icon-arrow-right\", \"forward\"], [\"\", \"\", \"\", \"\"], [\"Pan\", \"Pan axes with left mouse, zoom with right\", \"fa fa-arrows icon-move\", \"pan\"], [\"Zoom\", \"Zoom to rectangle\", \"fa fa-square-o icon-check-empty\", \"zoom\"], [\"\", \"\", \"\", \"\"], [\"Download\", \"Download plot\", \"fa fa-floppy-o icon-save\", \"download\"]];\n",
       "\n",
       "mpl.extensions = [\"eps\", \"pdf\", \"png\", \"ps\", \"raw\", \"svg\"];\n",
       "\n",
       "mpl.default_extension = \"png\";var comm_websocket_adapter = function(comm) {\n",
       "    // Create a \"websocket\"-like object which calls the given IPython comm\n",
       "    // object with the appropriate methods. Currently this is a non binary\n",
       "    // socket, so there is still some room for performance tuning.\n",
       "    var ws = {};\n",
       "\n",
       "    ws.close = function() {\n",
       "        comm.close()\n",
       "    };\n",
       "    ws.send = function(m) {\n",
       "        //console.log('sending', m);\n",
       "        comm.send(m);\n",
       "    };\n",
       "    // Register the callback with on_msg.\n",
       "    comm.on_msg(function(msg) {\n",
       "        //console.log('receiving', msg['content']['data'], msg);\n",
       "        // Pass the mpl event to the overriden (by mpl) onmessage function.\n",
       "        ws.onmessage(msg['content']['data'])\n",
       "    });\n",
       "    return ws;\n",
       "}\n",
       "\n",
       "mpl.mpl_figure_comm = function(comm, msg) {\n",
       "    // This is the function which gets called when the mpl process\n",
       "    // starts-up an IPython Comm through the \"matplotlib\" channel.\n",
       "\n",
       "    var id = msg.content.data.id;\n",
       "    // Get hold of the div created by the display call when the Comm\n",
       "    // socket was opened in Python.\n",
       "    var element = $(\"#\" + id);\n",
       "    var ws_proxy = comm_websocket_adapter(comm)\n",
       "\n",
       "    function ondownload(figure, format) {\n",
       "        window.open(figure.imageObj.src);\n",
       "    }\n",
       "\n",
       "    var fig = new mpl.figure(id, ws_proxy,\n",
       "                           ondownload,\n",
       "                           element.get(0));\n",
       "\n",
       "    // Call onopen now - mpl needs it, as it is assuming we've passed it a real\n",
       "    // web socket which is closed, not our websocket->open comm proxy.\n",
       "    ws_proxy.onopen();\n",
       "\n",
       "    fig.parent_element = element.get(0);\n",
       "    fig.cell_info = mpl.find_output_cell(\"<div id='\" + id + \"'></div>\");\n",
       "    if (!fig.cell_info) {\n",
       "        console.error(\"Failed to find cell for figure\", id, fig);\n",
       "        return;\n",
       "    }\n",
       "\n",
       "    var output_index = fig.cell_info[2]\n",
       "    var cell = fig.cell_info[0];\n",
       "\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.handle_close = function(fig, msg) {\n",
       "    fig.root.unbind('remove')\n",
       "\n",
       "    // Update the output cell to use the data from the current canvas.\n",
       "    fig.push_to_output();\n",
       "    var dataURL = fig.canvas.toDataURL();\n",
       "    // Re-enable the keyboard manager in IPython - without this line, in FF,\n",
       "    // the notebook keyboard shortcuts fail.\n",
       "    IPython.keyboard_manager.enable()\n",
       "    $(fig.parent_element).html('<img src=\"' + dataURL + '\">');\n",
       "    fig.close_ws(fig, msg);\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.close_ws = function(fig, msg){\n",
       "    fig.send_message('closing', msg);\n",
       "    // fig.ws.close()\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.push_to_output = function(remove_interactive) {\n",
       "    // Turn the data on the canvas into data in the output cell.\n",
       "    var dataURL = this.canvas.toDataURL();\n",
       "    this.cell_info[1]['text/html'] = '<img src=\"' + dataURL + '\">';\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.updated_canvas_event = function() {\n",
       "    // Tell IPython that the notebook contents must change.\n",
       "    IPython.notebook.set_dirty(true);\n",
       "    this.send_message(\"ack\", {});\n",
       "    var fig = this;\n",
       "    // Wait a second, then push the new image to the DOM so\n",
       "    // that it is saved nicely (might be nice to debounce this).\n",
       "    setTimeout(function () { fig.push_to_output() }, 1000);\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._init_toolbar = function() {\n",
       "    var fig = this;\n",
       "\n",
       "    var nav_element = $('<div/>')\n",
       "    nav_element.attr('style', 'width: 100%');\n",
       "    this.root.append(nav_element);\n",
       "\n",
       "    // Define a callback function for later on.\n",
       "    function toolbar_event(event) {\n",
       "        return fig.toolbar_button_onclick(event['data']);\n",
       "    }\n",
       "    function toolbar_mouse_event(event) {\n",
       "        return fig.toolbar_button_onmouseover(event['data']);\n",
       "    }\n",
       "\n",
       "    for(var toolbar_ind in mpl.toolbar_items){\n",
       "        var name = mpl.toolbar_items[toolbar_ind][0];\n",
       "        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
       "        var image = mpl.toolbar_items[toolbar_ind][2];\n",
       "        var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
       "\n",
       "        if (!name) { continue; };\n",
       "\n",
       "        var button = $('<button class=\"btn btn-default\" href=\"#\" title=\"' + name + '\"><i class=\"fa ' + image + ' fa-lg\"></i></button>');\n",
       "        button.click(method_name, toolbar_event);\n",
       "        button.mouseover(tooltip, toolbar_mouse_event);\n",
       "        nav_element.append(button);\n",
       "    }\n",
       "\n",
       "    // Add the status bar.\n",
       "    var status_bar = $('<span class=\"mpl-message\" style=\"text-align:right; float: right;\"/>');\n",
       "    nav_element.append(status_bar);\n",
       "    this.message = status_bar[0];\n",
       "\n",
       "    // Add the close button to the window.\n",
       "    var buttongrp = $('<div class=\"btn-group inline pull-right\"></div>');\n",
       "    var button = $('<button class=\"btn btn-mini btn-primary\" href=\"#\" title=\"Stop Interaction\"><i class=\"fa fa-power-off icon-remove icon-large\"></i></button>');\n",
       "    button.click(function (evt) { fig.handle_close(fig, {}); } );\n",
       "    button.mouseover('Stop Interaction', toolbar_mouse_event);\n",
       "    buttongrp.append(button);\n",
       "    var titlebar = this.root.find($('.ui-dialog-titlebar'));\n",
       "    titlebar.prepend(buttongrp);\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._root_extra_style = function(el){\n",
       "    var fig = this\n",
       "    el.on(\"remove\", function(){\n",
       "\tfig.close_ws(fig, {});\n",
       "    });\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._canvas_extra_style = function(el){\n",
       "    // this is important to make the div 'focusable\n",
       "    el.attr('tabindex', 0)\n",
       "    // reach out to IPython and tell the keyboard manager to turn it's self\n",
       "    // off when our div gets focus\n",
       "\n",
       "    // location in version 3\n",
       "    if (IPython.notebook.keyboard_manager) {\n",
       "        IPython.notebook.keyboard_manager.register_events(el);\n",
       "    }\n",
       "    else {\n",
       "        // location in version 2\n",
       "        IPython.keyboard_manager.register_events(el);\n",
       "    }\n",
       "\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._key_event_extra = function(event, name) {\n",
       "    var manager = IPython.notebook.keyboard_manager;\n",
       "    if (!manager)\n",
       "        manager = IPython.keyboard_manager;\n",
       "\n",
       "    // Check for shift+enter\n",
       "    if (event.shiftKey && event.which == 13) {\n",
       "        this.canvas_div.blur();\n",
       "        // select the cell after this one\n",
       "        var index = IPython.notebook.find_cell_index(this.cell_info[0]);\n",
       "        IPython.notebook.select(index + 1);\n",
       "    }\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_save = function(fig, msg) {\n",
       "    fig.ondownload(fig, null);\n",
       "}\n",
       "\n",
       "\n",
       "mpl.find_output_cell = function(html_output) {\n",
       "    // Return the cell and output element which can be found *uniquely* in the notebook.\n",
       "    // Note - this is a bit hacky, but it is done because the \"notebook_saving.Notebook\"\n",
       "    // IPython event is triggered only after the cells have been serialised, which for\n",
       "    // our purposes (turning an active figure into a static one), is too late.\n",
       "    var cells = IPython.notebook.get_cells();\n",
       "    var ncells = cells.length;\n",
       "    for (var i=0; i<ncells; i++) {\n",
       "        var cell = cells[i];\n",
       "        if (cell.cell_type === 'code'){\n",
       "            for (var j=0; j<cell.output_area.outputs.length; j++) {\n",
       "                var data = cell.output_area.outputs[j];\n",
       "                if (data.data) {\n",
       "                    // IPython >= 3 moved mimebundle to data attribute of output\n",
       "                    data = data.data;\n",
       "                }\n",
       "                if (data['text/html'] == html_output) {\n",
       "                    return [cell, data, j];\n",
       "                }\n",
       "            }\n",
       "        }\n",
       "    }\n",
       "}\n",
       "\n",
       "// Register the function which deals with the matplotlib target/channel.\n",
       "// The kernel may be null if the page has been refreshed.\n",
       "if (IPython.notebook.kernel != null) {\n",
       "    IPython.notebook.kernel.comm_manager.register_target('matplotlib', mpl.mpl_figure_comm);\n",
       "}\n"
      ],
      "text/plain": [
       "<IPython.core.display.Javascript object>"
      ]
     },
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     "output_type": "display_data"
    },
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\">"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "threeML_config['gbm']['selection color'] = 'r'\n",
    "nai3.view_lightcurve(stop=100)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Model setup\n",
    "\n",
    "We can use the model from the catalog and combine with the data into a JointLikelihood."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Best fit values:\n",
      "\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Best fit value</th>\n",
       "      <th>Unit</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>GRB080916009...K</th>\n",
       "      <td>0.01452 +/- 0.00021</td>\n",
       "      <td>1 / (cm2 keV s)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GRB080916009...alpha</th>\n",
       "      <td>-1.101 +/- 0.016</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GRB080916009...beta</th>\n",
       "      <td>-1.94 +/- 0.05</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GRB080916009...break_energy</th>\n",
       "      <td>173 +/- 14</td>\n",
       "      <td>keV</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GRB080916009...break_scale</th>\n",
       "      <td>0.11 +/- 0.05</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                  Best fit value             Unit\n",
       "GRB080916009...K             0.01452 +/- 0.00021  1 / (cm2 keV s)\n",
       "GRB080916009...alpha            -1.101 +/- 0.016                 \n",
       "GRB080916009...beta               -1.94 +/- 0.05                 \n",
       "GRB080916009...break_energy           173 +/- 14              keV\n",
       "GRB080916009...break_scale         0.11 +/- 0.05                 "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "NOTE: errors on parameters are approximate. Use get_errors().\n",
      "\n",
      "\n",
      "Correlation matrix:\n",
      "\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<table id=\"table4814941008\">\n",
       "<tr><td>1.00</td><td>0.74</td><td>-0.56</td><td>-0.02</td><td>0.15</td></tr>\n",
       "<tr><td>0.74</td><td>1.00</td><td>-0.41</td><td>0.13</td><td>0.07</td></tr>\n",
       "<tr><td>-0.56</td><td>-0.41</td><td>1.00</td><td>0.58</td><td>-0.81</td></tr>\n",
       "<tr><td>-0.02</td><td>0.13</td><td>0.58</td><td>1.00</td><td>-0.53</td></tr>\n",
       "<tr><td>0.15</td><td>0.07</td><td>-0.81</td><td>-0.53</td><td>1.00</td></tr>\n",
       "</table>"
      ],
      "text/plain": [
       " 1.00  0.74 -0.56 -0.02  0.15\n",
       " 0.74  1.00 -0.41  0.13  0.07\n",
       "-0.56 -0.41  1.00  0.58 -0.81\n",
       "-0.02  0.13  0.58  1.00 -0.53\n",
       " 0.15  0.07 -0.81 -0.53  1.00"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "Values of -log(likelihood) at the minimum:\n",
      "\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>-log(likelihood)</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>total</th>\n",
       "      <td>3225.434784</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>n3</th>\n",
       "      <td>1063.632870</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>n4</th>\n",
       "      <td>1046.713156</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>b0</th>\n",
       "      <td>1115.088758</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       -log(likelihood)\n",
       "total       3225.434784\n",
       "n3          1063.632870\n",
       "n4          1046.713156\n",
       "b0          1115.088758"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "\n",
    "data_list = DataList(nai3,nai4,bgo0)\n",
    "\n",
    "jl = JointLikelihood(models['GRB080916009'], data_list=data_list)\n",
    "\n",
    "# Now we can fit\n",
    "\n",
    "res = jl.fit()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "application/javascript": [
       "/* Put everything inside the global mpl namespace */\n",
       "window.mpl = {};\n",
       "\n",
       "mpl.get_websocket_type = function() {\n",
       "    if (typeof(WebSocket) !== 'undefined') {\n",
       "        return WebSocket;\n",
       "    } else if (typeof(MozWebSocket) !== 'undefined') {\n",
       "        return MozWebSocket;\n",
       "    } else {\n",
       "        alert('Your browser does not have WebSocket support.' +\n",
       "              'Please try Chrome, Safari or Firefox ≥ 6. ' +\n",
       "              'Firefox 4 and 5 are also supported but you ' +\n",
       "              'have to enable WebSockets in about:config.');\n",
       "    };\n",
       "}\n",
       "\n",
       "mpl.figure = function(figure_id, websocket, ondownload, parent_element) {\n",
       "    this.id = figure_id;\n",
       "\n",
       "    this.ws = websocket;\n",
       "\n",
       "    this.supports_binary = (this.ws.binaryType != undefined);\n",
       "\n",
       "    if (!this.supports_binary) {\n",
       "        var warnings = document.getElementById(\"mpl-warnings\");\n",
       "        if (warnings) {\n",
       "            warnings.style.display = 'block';\n",
       "            warnings.textContent = (\n",
       "                \"This browser does not support binary websocket messages. \" +\n",
       "                    \"Performance may be slow.\");\n",
       "        }\n",
       "    }\n",
       "\n",
       "    this.imageObj = new Image();\n",
       "\n",
       "    this.context = undefined;\n",
       "    this.message = undefined;\n",
       "    this.canvas = undefined;\n",
       "    this.rubberband_canvas = undefined;\n",
       "    this.rubberband_context = undefined;\n",
       "    this.format_dropdown = undefined;\n",
       "\n",
       "    this.image_mode = 'full';\n",
       "\n",
       "    this.root = $('<div/>');\n",
       "    this._root_extra_style(this.root)\n",
       "    this.root.attr('style', 'display: inline-block');\n",
       "\n",
       "    $(parent_element).append(this.root);\n",
       "\n",
       "    this._init_header(this);\n",
       "    this._init_canvas(this);\n",
       "    this._init_toolbar(this);\n",
       "\n",
       "    var fig = this;\n",
       "\n",
       "    this.waiting = false;\n",
       "\n",
       "    this.ws.onopen =  function () {\n",
       "            fig.send_message(\"supports_binary\", {value: fig.supports_binary});\n",
       "            fig.send_message(\"send_image_mode\", {});\n",
       "            fig.send_message(\"refresh\", {});\n",
       "        }\n",
       "\n",
       "    this.imageObj.onload = function() {\n",
       "            if (fig.image_mode == 'full') {\n",
       "                // Full images could contain transparency (where diff images\n",
       "                // almost always do), so we need to clear the canvas so that\n",
       "                // there is no ghosting.\n",
       "                fig.context.clearRect(0, 0, fig.canvas.width, fig.canvas.height);\n",
       "            }\n",
       "            fig.context.drawImage(fig.imageObj, 0, 0);\n",
       "        };\n",
       "\n",
       "    this.imageObj.onunload = function() {\n",
       "        this.ws.close();\n",
       "    }\n",
       "\n",
       "    this.ws.onmessage = this._make_on_message_function(this);\n",
       "\n",
       "    this.ondownload = ondownload;\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._init_header = function() {\n",
       "    var titlebar = $(\n",
       "        '<div class=\"ui-dialog-titlebar ui-widget-header ui-corner-all ' +\n",
       "        'ui-helper-clearfix\"/>');\n",
       "    var titletext = $(\n",
       "        '<div class=\"ui-dialog-title\" style=\"width: 100%; ' +\n",
       "        'text-align: center; padding: 3px;\"/>');\n",
       "    titlebar.append(titletext)\n",
       "    this.root.append(titlebar);\n",
       "    this.header = titletext[0];\n",
       "}\n",
       "\n",
       "\n",
       "\n",
       "mpl.figure.prototype._canvas_extra_style = function(canvas_div) {\n",
       "\n",
       "}\n",
       "\n",
       "\n",
       "mpl.figure.prototype._root_extra_style = function(canvas_div) {\n",
       "\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._init_canvas = function() {\n",
       "    var fig = this;\n",
       "\n",
       "    var canvas_div = $('<div/>');\n",
       "\n",
       "    canvas_div.attr('style', 'position: relative; clear: both; outline: 0');\n",
       "\n",
       "    function canvas_keyboard_event(event) {\n",
       "        return fig.key_event(event, event['data']);\n",
       "    }\n",
       "\n",
       "    canvas_div.keydown('key_press', canvas_keyboard_event);\n",
       "    canvas_div.keyup('key_release', canvas_keyboard_event);\n",
       "    this.canvas_div = canvas_div\n",
       "    this._canvas_extra_style(canvas_div)\n",
       "    this.root.append(canvas_div);\n",
       "\n",
       "    var canvas = $('<canvas/>');\n",
       "    canvas.addClass('mpl-canvas');\n",
       "    canvas.attr('style', \"left: 0; top: 0; z-index: 0; outline: 0\")\n",
       "\n",
       "    this.canvas = canvas[0];\n",
       "    this.context = canvas[0].getContext(\"2d\");\n",
       "\n",
       "    var rubberband = $('<canvas/>');\n",
       "    rubberband.attr('style', \"position: absolute; left: 0; top: 0; z-index: 1;\")\n",
       "\n",
       "    var pass_mouse_events = true;\n",
       "\n",
       "    canvas_div.resizable({\n",
       "        start: function(event, ui) {\n",
       "            pass_mouse_events = false;\n",
       "        },\n",
       "        resize: function(event, ui) {\n",
       "            fig.request_resize(ui.size.width, ui.size.height);\n",
       "        },\n",
       "        stop: function(event, ui) {\n",
       "            pass_mouse_events = true;\n",
       "            fig.request_resize(ui.size.width, ui.size.height);\n",
       "        },\n",
       "    });\n",
       "\n",
       "    function mouse_event_fn(event) {\n",
       "        if (pass_mouse_events)\n",
       "            return fig.mouse_event(event, event['data']);\n",
       "    }\n",
       "\n",
       "    rubberband.mousedown('button_press', mouse_event_fn);\n",
       "    rubberband.mouseup('button_release', mouse_event_fn);\n",
       "    // Throttle sequential mouse events to 1 every 20ms.\n",
       "    rubberband.mousemove('motion_notify', mouse_event_fn);\n",
       "\n",
       "    rubberband.mouseenter('figure_enter', mouse_event_fn);\n",
       "    rubberband.mouseleave('figure_leave', mouse_event_fn);\n",
       "\n",
       "    canvas_div.on(\"wheel\", function (event) {\n",
       "        event = event.originalEvent;\n",
       "        event['data'] = 'scroll'\n",
       "        if (event.deltaY < 0) {\n",
       "            event.step = 1;\n",
       "        } else {\n",
       "            event.step = -1;\n",
       "        }\n",
       "        mouse_event_fn(event);\n",
       "    });\n",
       "\n",
       "    canvas_div.append(canvas);\n",
       "    canvas_div.append(rubberband);\n",
       "\n",
       "    this.rubberband = rubberband;\n",
       "    this.rubberband_canvas = rubberband[0];\n",
       "    this.rubberband_context = rubberband[0].getContext(\"2d\");\n",
       "    this.rubberband_context.strokeStyle = \"#000000\";\n",
       "\n",
       "    this._resize_canvas = function(width, height) {\n",
       "        // Keep the size of the canvas, canvas container, and rubber band\n",
       "        // canvas in synch.\n",
       "        canvas_div.css('width', width)\n",
       "        canvas_div.css('height', height)\n",
       "\n",
       "        canvas.attr('width', width);\n",
       "        canvas.attr('height', height);\n",
       "\n",
       "        rubberband.attr('width', width);\n",
       "        rubberband.attr('height', height);\n",
       "    }\n",
       "\n",
       "    // Set the figure to an initial 600x600px, this will subsequently be updated\n",
       "    // upon first draw.\n",
       "    this._resize_canvas(600, 600);\n",
       "\n",
       "    // Disable right mouse context menu.\n",
       "    $(this.rubberband_canvas).bind(\"contextmenu\",function(e){\n",
       "        return false;\n",
       "    });\n",
       "\n",
       "    function set_focus () {\n",
       "        canvas.focus();\n",
       "        canvas_div.focus();\n",
       "    }\n",
       "\n",
       "    window.setTimeout(set_focus, 100);\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._init_toolbar = function() {\n",
       "    var fig = this;\n",
       "\n",
       "    var nav_element = $('<div/>')\n",
       "    nav_element.attr('style', 'width: 100%');\n",
       "    this.root.append(nav_element);\n",
       "\n",
       "    // Define a callback function for later on.\n",
       "    function toolbar_event(event) {\n",
       "        return fig.toolbar_button_onclick(event['data']);\n",
       "    }\n",
       "    function toolbar_mouse_event(event) {\n",
       "        return fig.toolbar_button_onmouseover(event['data']);\n",
       "    }\n",
       "\n",
       "    for(var toolbar_ind in mpl.toolbar_items) {\n",
       "        var name = mpl.toolbar_items[toolbar_ind][0];\n",
       "        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
       "        var image = mpl.toolbar_items[toolbar_ind][2];\n",
       "        var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
       "\n",
       "        if (!name) {\n",
       "            // put a spacer in here.\n",
       "            continue;\n",
       "        }\n",
       "        var button = $('<button/>');\n",
       "        button.addClass('ui-button ui-widget ui-state-default ui-corner-all ' +\n",
       "                        'ui-button-icon-only');\n",
       "        button.attr('role', 'button');\n",
       "        button.attr('aria-disabled', 'false');\n",
       "        button.click(method_name, toolbar_event);\n",
       "        button.mouseover(tooltip, toolbar_mouse_event);\n",
       "\n",
       "        var icon_img = $('<span/>');\n",
       "        icon_img.addClass('ui-button-icon-primary ui-icon');\n",
       "        icon_img.addClass(image);\n",
       "        icon_img.addClass('ui-corner-all');\n",
       "\n",
       "        var tooltip_span = $('<span/>');\n",
       "        tooltip_span.addClass('ui-button-text');\n",
       "        tooltip_span.html(tooltip);\n",
       "\n",
       "        button.append(icon_img);\n",
       "        button.append(tooltip_span);\n",
       "\n",
       "        nav_element.append(button);\n",
       "    }\n",
       "\n",
       "    var fmt_picker_span = $('<span/>');\n",
       "\n",
       "    var fmt_picker = $('<select/>');\n",
       "    fmt_picker.addClass('mpl-toolbar-option ui-widget ui-widget-content');\n",
       "    fmt_picker_span.append(fmt_picker);\n",
       "    nav_element.append(fmt_picker_span);\n",
       "    this.format_dropdown = fmt_picker[0];\n",
       "\n",
       "    for (var ind in mpl.extensions) {\n",
       "        var fmt = mpl.extensions[ind];\n",
       "        var option = $(\n",
       "            '<option/>', {selected: fmt === mpl.default_extension}).html(fmt);\n",
       "        fmt_picker.append(option)\n",
       "    }\n",
       "\n",
       "    // Add hover states to the ui-buttons\n",
       "    $( \".ui-button\" ).hover(\n",
       "        function() { $(this).addClass(\"ui-state-hover\");},\n",
       "        function() { $(this).removeClass(\"ui-state-hover\");}\n",
       "    );\n",
       "\n",
       "    var status_bar = $('<span class=\"mpl-message\"/>');\n",
       "    nav_element.append(status_bar);\n",
       "    this.message = status_bar[0];\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.request_resize = function(x_pixels, y_pixels) {\n",
       "    // Request matplotlib to resize the figure. Matplotlib will then trigger a resize in the client,\n",
       "    // which will in turn request a refresh of the image.\n",
       "    this.send_message('resize', {'width': x_pixels, 'height': y_pixels});\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.send_message = function(type, properties) {\n",
       "    properties['type'] = type;\n",
       "    properties['figure_id'] = this.id;\n",
       "    this.ws.send(JSON.stringify(properties));\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.send_draw_message = function() {\n",
       "    if (!this.waiting) {\n",
       "        this.waiting = true;\n",
       "        this.ws.send(JSON.stringify({type: \"draw\", figure_id: this.id}));\n",
       "    }\n",
       "}\n",
       "\n",
       "\n",
       "mpl.figure.prototype.handle_save = function(fig, msg) {\n",
       "    var format_dropdown = fig.format_dropdown;\n",
       "    var format = format_dropdown.options[format_dropdown.selectedIndex].value;\n",
       "    fig.ondownload(fig, format);\n",
       "}\n",
       "\n",
       "\n",
       "mpl.figure.prototype.handle_resize = function(fig, msg) {\n",
       "    var size = msg['size'];\n",
       "    if (size[0] != fig.canvas.width || size[1] != fig.canvas.height) {\n",
       "        fig._resize_canvas(size[0], size[1]);\n",
       "        fig.send_message(\"refresh\", {});\n",
       "    };\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_rubberband = function(fig, msg) {\n",
       "    var x0 = msg['x0'];\n",
       "    var y0 = fig.canvas.height - msg['y0'];\n",
       "    var x1 = msg['x1'];\n",
       "    var y1 = fig.canvas.height - msg['y1'];\n",
       "    x0 = Math.floor(x0) + 0.5;\n",
       "    y0 = Math.floor(y0) + 0.5;\n",
       "    x1 = Math.floor(x1) + 0.5;\n",
       "    y1 = Math.floor(y1) + 0.5;\n",
       "    var min_x = Math.min(x0, x1);\n",
       "    var min_y = Math.min(y0, y1);\n",
       "    var width = Math.abs(x1 - x0);\n",
       "    var height = Math.abs(y1 - y0);\n",
       "\n",
       "    fig.rubberband_context.clearRect(\n",
       "        0, 0, fig.canvas.width, fig.canvas.height);\n",
       "\n",
       "    fig.rubberband_context.strokeRect(min_x, min_y, width, height);\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_figure_label = function(fig, msg) {\n",
       "    // Updates the figure title.\n",
       "    fig.header.textContent = msg['label'];\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_cursor = function(fig, msg) {\n",
       "    var cursor = msg['cursor'];\n",
       "    switch(cursor)\n",
       "    {\n",
       "    case 0:\n",
       "        cursor = 'pointer';\n",
       "        break;\n",
       "    case 1:\n",
       "        cursor = 'default';\n",
       "        break;\n",
       "    case 2:\n",
       "        cursor = 'crosshair';\n",
       "        break;\n",
       "    case 3:\n",
       "        cursor = 'move';\n",
       "        break;\n",
       "    }\n",
       "    fig.rubberband_canvas.style.cursor = cursor;\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_message = function(fig, msg) {\n",
       "    fig.message.textContent = msg['message'];\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_draw = function(fig, msg) {\n",
       "    // Request the server to send over a new figure.\n",
       "    fig.send_draw_message();\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_image_mode = function(fig, msg) {\n",
       "    fig.image_mode = msg['mode'];\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.updated_canvas_event = function() {\n",
       "    // Called whenever the canvas gets updated.\n",
       "    this.send_message(\"ack\", {});\n",
       "}\n",
       "\n",
       "// A function to construct a web socket function for onmessage handling.\n",
       "// Called in the figure constructor.\n",
       "mpl.figure.prototype._make_on_message_function = function(fig) {\n",
       "    return function socket_on_message(evt) {\n",
       "        if (evt.data instanceof Blob) {\n",
       "            /* FIXME: We get \"Resource interpreted as Image but\n",
       "             * transferred with MIME type text/plain:\" errors on\n",
       "             * Chrome.  But how to set the MIME type?  It doesn't seem\n",
       "             * to be part of the websocket stream */\n",
       "            evt.data.type = \"image/png\";\n",
       "\n",
       "            /* Free the memory for the previous frames */\n",
       "            if (fig.imageObj.src) {\n",
       "                (window.URL || window.webkitURL).revokeObjectURL(\n",
       "                    fig.imageObj.src);\n",
       "            }\n",
       "\n",
       "            fig.imageObj.src = (window.URL || window.webkitURL).createObjectURL(\n",
       "                evt.data);\n",
       "            fig.updated_canvas_event();\n",
       "            fig.waiting = false;\n",
       "            return;\n",
       "        }\n",
       "        else if (typeof evt.data === 'string' && evt.data.slice(0, 21) == \"data:image/png;base64\") {\n",
       "            fig.imageObj.src = evt.data;\n",
       "            fig.updated_canvas_event();\n",
       "            fig.waiting = false;\n",
       "            return;\n",
       "        }\n",
       "\n",
       "        var msg = JSON.parse(evt.data);\n",
       "        var msg_type = msg['type'];\n",
       "\n",
       "        // Call the  \"handle_{type}\" callback, which takes\n",
       "        // the figure and JSON message as its only arguments.\n",
       "        try {\n",
       "            var callback = fig[\"handle_\" + msg_type];\n",
       "        } catch (e) {\n",
       "            console.log(\"No handler for the '\" + msg_type + \"' message type: \", msg);\n",
       "            return;\n",
       "        }\n",
       "\n",
       "        if (callback) {\n",
       "            try {\n",
       "                // console.log(\"Handling '\" + msg_type + \"' message: \", msg);\n",
       "                callback(fig, msg);\n",
       "            } catch (e) {\n",
       "                console.log(\"Exception inside the 'handler_\" + msg_type + \"' callback:\", e, e.stack, msg);\n",
       "            }\n",
       "        }\n",
       "    };\n",
       "}\n",
       "\n",
       "// from http://stackoverflow.com/questions/1114465/getting-mouse-location-in-canvas\n",
       "mpl.findpos = function(e) {\n",
       "    //this section is from http://www.quirksmode.org/js/events_properties.html\n",
       "    var targ;\n",
       "    if (!e)\n",
       "        e = window.event;\n",
       "    if (e.target)\n",
       "        targ = e.target;\n",
       "    else if (e.srcElement)\n",
       "        targ = e.srcElement;\n",
       "    if (targ.nodeType == 3) // defeat Safari bug\n",
       "        targ = targ.parentNode;\n",
       "\n",
       "    // jQuery normalizes the pageX and pageY\n",
       "    // pageX,Y are the mouse positions relative to the document\n",
       "    // offset() returns the position of the element relative to the document\n",
       "    var x = e.pageX - $(targ).offset().left;\n",
       "    var y = e.pageY - $(targ).offset().top;\n",
       "\n",
       "    return {\"x\": x, \"y\": y};\n",
       "};\n",
       "\n",
       "/*\n",
       " * return a copy of an object with only non-object keys\n",
       " * we need this to avoid circular references\n",
       " * http://stackoverflow.com/a/24161582/3208463\n",
       " */\n",
       "function simpleKeys (original) {\n",
       "  return Object.keys(original).reduce(function (obj, key) {\n",
       "    if (typeof original[key] !== 'object')\n",
       "        obj[key] = original[key]\n",
       "    return obj;\n",
       "  }, {});\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.mouse_event = function(event, name) {\n",
       "    var canvas_pos = mpl.findpos(event)\n",
       "\n",
       "    if (name === 'button_press')\n",
       "    {\n",
       "        this.canvas.focus();\n",
       "        this.canvas_div.focus();\n",
       "    }\n",
       "\n",
       "    var x = canvas_pos.x;\n",
       "    var y = canvas_pos.y;\n",
       "\n",
       "    this.send_message(name, {x: x, y: y, button: event.button,\n",
       "                             step: event.step,\n",
       "                             guiEvent: simpleKeys(event)});\n",
       "\n",
       "    /* This prevents the web browser from automatically changing to\n",
       "     * the text insertion cursor when the button is pressed.  We want\n",
       "     * to control all of the cursor setting manually through the\n",
       "     * 'cursor' event from matplotlib */\n",
       "    event.preventDefault();\n",
       "    return false;\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._key_event_extra = function(event, name) {\n",
       "    // Handle any extra behaviour associated with a key event\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.key_event = function(event, name) {\n",
       "\n",
       "    // Prevent repeat events\n",
       "    if (name == 'key_press')\n",
       "    {\n",
       "        if (event.which === this._key)\n",
       "            return;\n",
       "        else\n",
       "            this._key = event.which;\n",
       "    }\n",
       "    if (name == 'key_release')\n",
       "        this._key = null;\n",
       "\n",
       "    var value = '';\n",
       "    if (event.ctrlKey && event.which != 17)\n",
       "        value += \"ctrl+\";\n",
       "    if (event.altKey && event.which != 18)\n",
       "        value += \"alt+\";\n",
       "    if (event.shiftKey && event.which != 16)\n",
       "        value += \"shift+\";\n",
       "\n",
       "    value += 'k';\n",
       "    value += event.which.toString();\n",
       "\n",
       "    this._key_event_extra(event, name);\n",
       "\n",
       "    this.send_message(name, {key: value,\n",
       "                             guiEvent: simpleKeys(event)});\n",
       "    return false;\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.toolbar_button_onclick = function(name) {\n",
       "    if (name == 'download') {\n",
       "        this.handle_save(this, null);\n",
       "    } else {\n",
       "        this.send_message(\"toolbar_button\", {name: name});\n",
       "    }\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.toolbar_button_onmouseover = function(tooltip) {\n",
       "    this.message.textContent = tooltip;\n",
       "};\n",
       "mpl.toolbar_items = [[\"Home\", \"Reset original view\", \"fa fa-home icon-home\", \"home\"], [\"Back\", \"Back to  previous view\", \"fa fa-arrow-left icon-arrow-left\", \"back\"], [\"Forward\", \"Forward to next view\", \"fa fa-arrow-right icon-arrow-right\", \"forward\"], [\"\", \"\", \"\", \"\"], [\"Pan\", \"Pan axes with left mouse, zoom with right\", \"fa fa-arrows icon-move\", \"pan\"], [\"Zoom\", \"Zoom to rectangle\", \"fa fa-square-o icon-check-empty\", \"zoom\"], [\"\", \"\", \"\", \"\"], [\"Download\", \"Download plot\", \"fa fa-floppy-o icon-save\", \"download\"]];\n",
       "\n",
       "mpl.extensions = [\"eps\", \"pdf\", \"png\", \"ps\", \"raw\", \"svg\"];\n",
       "\n",
       "mpl.default_extension = \"png\";var comm_websocket_adapter = function(comm) {\n",
       "    // Create a \"websocket\"-like object which calls the given IPython comm\n",
       "    // object with the appropriate methods. Currently this is a non binary\n",
       "    // socket, so there is still some room for performance tuning.\n",
       "    var ws = {};\n",
       "\n",
       "    ws.close = function() {\n",
       "        comm.close()\n",
       "    };\n",
       "    ws.send = function(m) {\n",
       "        //console.log('sending', m);\n",
       "        comm.send(m);\n",
       "    };\n",
       "    // Register the callback with on_msg.\n",
       "    comm.on_msg(function(msg) {\n",
       "        //console.log('receiving', msg['content']['data'], msg);\n",
       "        // Pass the mpl event to the overriden (by mpl) onmessage function.\n",
       "        ws.onmessage(msg['content']['data'])\n",
       "    });\n",
       "    return ws;\n",
       "}\n",
       "\n",
       "mpl.mpl_figure_comm = function(comm, msg) {\n",
       "    // This is the function which gets called when the mpl process\n",
       "    // starts-up an IPython Comm through the \"matplotlib\" channel.\n",
       "\n",
       "    var id = msg.content.data.id;\n",
       "    // Get hold of the div created by the display call when the Comm\n",
       "    // socket was opened in Python.\n",
       "    var element = $(\"#\" + id);\n",
       "    var ws_proxy = comm_websocket_adapter(comm)\n",
       "\n",
       "    function ondownload(figure, format) {\n",
       "        window.open(figure.imageObj.src);\n",
       "    }\n",
       "\n",
       "    var fig = new mpl.figure(id, ws_proxy,\n",
       "                           ondownload,\n",
       "                           element.get(0));\n",
       "\n",
       "    // Call onopen now - mpl needs it, as it is assuming we've passed it a real\n",
       "    // web socket which is closed, not our websocket->open comm proxy.\n",
       "    ws_proxy.onopen();\n",
       "\n",
       "    fig.parent_element = element.get(0);\n",
       "    fig.cell_info = mpl.find_output_cell(\"<div id='\" + id + \"'></div>\");\n",
       "    if (!fig.cell_info) {\n",
       "        console.error(\"Failed to find cell for figure\", id, fig);\n",
       "        return;\n",
       "    }\n",
       "\n",
       "    var output_index = fig.cell_info[2]\n",
       "    var cell = fig.cell_info[0];\n",
       "\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.handle_close = function(fig, msg) {\n",
       "    fig.root.unbind('remove')\n",
       "\n",
       "    // Update the output cell to use the data from the current canvas.\n",
       "    fig.push_to_output();\n",
       "    var dataURL = fig.canvas.toDataURL();\n",
       "    // Re-enable the keyboard manager in IPython - without this line, in FF,\n",
       "    // the notebook keyboard shortcuts fail.\n",
       "    IPython.keyboard_manager.enable()\n",
       "    $(fig.parent_element).html('<img src=\"' + dataURL + '\">');\n",
       "    fig.close_ws(fig, msg);\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.close_ws = function(fig, msg){\n",
       "    fig.send_message('closing', msg);\n",
       "    // fig.ws.close()\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.push_to_output = function(remove_interactive) {\n",
       "    // Turn the data on the canvas into data in the output cell.\n",
       "    var dataURL = this.canvas.toDataURL();\n",
       "    this.cell_info[1]['text/html'] = '<img src=\"' + dataURL + '\">';\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.updated_canvas_event = function() {\n",
       "    // Tell IPython that the notebook contents must change.\n",
       "    IPython.notebook.set_dirty(true);\n",
       "    this.send_message(\"ack\", {});\n",
       "    var fig = this;\n",
       "    // Wait a second, then push the new image to the DOM so\n",
       "    // that it is saved nicely (might be nice to debounce this).\n",
       "    setTimeout(function () { fig.push_to_output() }, 1000);\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._init_toolbar = function() {\n",
       "    var fig = this;\n",
       "\n",
       "    var nav_element = $('<div/>')\n",
       "    nav_element.attr('style', 'width: 100%');\n",
       "    this.root.append(nav_element);\n",
       "\n",
       "    // Define a callback function for later on.\n",
       "    function toolbar_event(event) {\n",
       "        return fig.toolbar_button_onclick(event['data']);\n",
       "    }\n",
       "    function toolbar_mouse_event(event) {\n",
       "        return fig.toolbar_button_onmouseover(event['data']);\n",
       "    }\n",
       "\n",
       "    for(var toolbar_ind in mpl.toolbar_items){\n",
       "        var name = mpl.toolbar_items[toolbar_ind][0];\n",
       "        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
       "        var image = mpl.toolbar_items[toolbar_ind][2];\n",
       "        var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
       "\n",
       "        if (!name) { continue; };\n",
       "\n",
       "        var button = $('<button class=\"btn btn-default\" href=\"#\" title=\"' + name + '\"><i class=\"fa ' + image + ' fa-lg\"></i></button>');\n",
       "        button.click(method_name, toolbar_event);\n",
       "        button.mouseover(tooltip, toolbar_mouse_event);\n",
       "        nav_element.append(button);\n",
       "    }\n",
       "\n",
       "    // Add the status bar.\n",
       "    var status_bar = $('<span class=\"mpl-message\" style=\"text-align:right; float: right;\"/>');\n",
       "    nav_element.append(status_bar);\n",
       "    this.message = status_bar[0];\n",
       "\n",
       "    // Add the close button to the window.\n",
       "    var buttongrp = $('<div class=\"btn-group inline pull-right\"></div>');\n",
       "    var button = $('<button class=\"btn btn-mini btn-primary\" href=\"#\" title=\"Stop Interaction\"><i class=\"fa fa-power-off icon-remove icon-large\"></i></button>');\n",
       "    button.click(function (evt) { fig.handle_close(fig, {}); } );\n",
       "    button.mouseover('Stop Interaction', toolbar_mouse_event);\n",
       "    buttongrp.append(button);\n",
       "    var titlebar = this.root.find($('.ui-dialog-titlebar'));\n",
       "    titlebar.prepend(buttongrp);\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._root_extra_style = function(el){\n",
       "    var fig = this\n",
       "    el.on(\"remove\", function(){\n",
       "\tfig.close_ws(fig, {});\n",
       "    });\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._canvas_extra_style = function(el){\n",
       "    // this is important to make the div 'focusable\n",
       "    el.attr('tabindex', 0)\n",
       "    // reach out to IPython and tell the keyboard manager to turn it's self\n",
       "    // off when our div gets focus\n",
       "\n",
       "    // location in version 3\n",
       "    if (IPython.notebook.keyboard_manager) {\n",
       "        IPython.notebook.keyboard_manager.register_events(el);\n",
       "    }\n",
       "    else {\n",
       "        // location in version 2\n",
       "        IPython.keyboard_manager.register_events(el);\n",
       "    }\n",
       "\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._key_event_extra = function(event, name) {\n",
       "    var manager = IPython.notebook.keyboard_manager;\n",
       "    if (!manager)\n",
       "        manager = IPython.keyboard_manager;\n",
       "\n",
       "    // Check for shift+enter\n",
       "    if (event.shiftKey && event.which == 13) {\n",
       "        this.canvas_div.blur();\n",
       "        // select the cell after this one\n",
       "        var index = IPython.notebook.find_cell_index(this.cell_info[0]);\n",
       "        IPython.notebook.select(index + 1);\n",
       "    }\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_save = function(fig, msg) {\n",
       "    fig.ondownload(fig, null);\n",
       "}\n",
       "\n",
       "\n",
       "mpl.find_output_cell = function(html_output) {\n",
       "    // Return the cell and output element which can be found *uniquely* in the notebook.\n",
       "    // Note - this is a bit hacky, but it is done because the \"notebook_saving.Notebook\"\n",
       "    // IPython event is triggered only after the cells have been serialised, which for\n",
       "    // our purposes (turning an active figure into a static one), is too late.\n",
       "    var cells = IPython.notebook.get_cells();\n",
       "    var ncells = cells.length;\n",
       "    for (var i=0; i<ncells; i++) {\n",
       "        var cell = cells[i];\n",
       "        if (cell.cell_type === 'code'){\n",
       "            for (var j=0; j<cell.output_area.outputs.length; j++) {\n",
       "                var data = cell.output_area.outputs[j];\n",
       "                if (data.data) {\n",
       "                    // IPython >= 3 moved mimebundle to data attribute of output\n",
       "                    data = data.data;\n",
       "                }\n",
       "                if (data['text/html'] == html_output) {\n",
       "                    return [cell, data, j];\n",
       "                }\n",
       "            }\n",
       "        }\n",
       "    }\n",
       "}\n",
       "\n",
       "// Register the function which deals with the matplotlib target/channel.\n",
       "// The kernel may be null if the page has been refreshed.\n",
       "if (IPython.notebook.kernel != null) {\n",
       "    IPython.notebook.kernel.comm_manager.register_target('matplotlib', mpl.mpl_figure_comm);\n",
       "}\n"
      ],
      "text/plain": [
       "<IPython.core.display.Javascript object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
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\">"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "_ = display_ogip_model_counts(jl,min_rate=5,step=False)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## LLE Catalog\n",
    "\n",
    "### Searching\n",
    "Similar to the GBM catalog, we can search LAT LLE triggers with the LLE catalog:\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Building cache for fermille.\n",
      "\n"
     ]
    }
   ],
   "source": [
    "lle_catalog = FermiLLEBurstCatalog()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We can perform cone, time, and trigger searches just like as with the GBM catalog. Currently, no T90 searches are available."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Trying http://heasarc.gsfc.nasa.gov/cgi-bin/vo/cone/coneGet.pl?table=fermille&\n",
      "Downloading http://heasarc.gsfc.nasa.gov/cgi-bin/vo/cone/coneGet.pl?table=fermille&SR=30.0&DEC=0.0&RA=0.0&VERB=3 [Done]\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "&lt;Table masked=True length=3&gt;\n",
       "<table id=\"table4639361360\" class=\"table-striped table-bordered table-condensed\">\n",
       "<thead><tr><th>name</th><th>ra</th><th>dec</th><th>trigger_time</th><th>trigger_type</th></tr></thead>\n",
       "<thead><tr><th></th><th>deg</th><th>deg</th><th>mjd</th><th></th></tr></thead>\n",
       "<thead><tr><th>object</th><th>float64</th><th>float64</th><th>float64</th><th>object</th></tr></thead>\n",
       "<tr><td>GRB131231198</td><td>10.110</td><td>-2.420</td><td>56657.1981028</td><td>GRB</td></tr>\n",
       "<tr><td>SFLARE140225029</td><td>337.908</td><td>-9.260</td><td>56713.0287958</td><td>SFLARE</td></tr>\n",
       "<tr><td>GRB150510139</td><td>16.160</td><td>4.790</td><td>57152.1388164</td><td>GRB</td></tr>\n",
       "</table>"
      ],
      "text/plain": [
       "<Table masked=True length=3>\n",
       "      name         ra     dec    trigger_time trigger_type\n",
       "                  deg     deg        mjd                  \n",
       "     object     float64 float64    float64       object   \n",
       "--------------- ------- ------- ------------- ------------\n",
       "   GRB131231198  10.110  -2.420 56657.1981028          GRB\n",
       "SFLARE140225029 337.908  -9.260 56713.0287958       SFLARE\n",
       "   GRB150510139  16.160   4.790 57152.1388164          GRB"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "lle_catalog.cone_search(0,0,30)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "&lt;Table length=1&gt;\n",
       "<table id=\"table4654623696\" class=\"table-striped table-bordered table-condensed\">\n",
       "<thead><tr><th>name</th><th>ra</th><th>dec</th><th>trigger_time</th><th>trigger_type</th></tr></thead>\n",
       "<thead><tr><th>object</th><th>float64</th><th>float64</th><th>float64</th><th>str3</th></tr></thead>\n",
       "<tr><td>GRB080916009</td><td>119.800</td><td>-56.600</td><td>54725.0088613</td><td>GRB</td></tr>\n",
       "</table>"
      ],
      "text/plain": [
       "<Table length=1>\n",
       "    name        ra     dec    trigger_time trigger_type\n",
       "   object    float64 float64    float64        str3    \n",
       "------------ ------- ------- ------------- ------------\n",
       "GRB080916009 119.800 -56.600 54725.0088613          GRB"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "lle_catalog.query_sources('GRB080916009')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'bn080916009'"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "lle_catalog.result.loc['GRB080916009']['trigger_name']"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Downloading LLE data\n",
    "\n",
    "With the 3ML LLE plugin, we no longer need PHA files. Therefore, the 3ML LLE downloader will get the LLE event file and associated LLE RSP (if it exists) as well as the FT2 file."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Widget Javascript not detected.  It may not be installed properly. Did you enable the widgetsnbextension? If not, then run \"jupyter nbextension enable --py --sys-prefix widgetsnbextension\"\n"
     ]
    }
   ],
   "source": [
    "lle_data_info = download_LLE_trigger_data(lle_catalog.result.loc['GRB080916009']['trigger_name'],destination_directory='lat')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<pre>cspec: !!python/unicode '/Users/jburgess/coding/3ML/examples/lat/gll_cspec_bn080916009_v10.pha'\n",
       "ft2: !!python/unicode '/Users/jburgess/coding/3ML/examples/lat/gll_pt_bn080916009_v10.fit'\n",
       "!!python/unicode 'lle': !!python/unicode '/Users/jburgess/coding/3ML/examples/lat/gll_lle_bn080916009_v10.fit'\n",
       "rsp: !!python/unicode '/Users/jburgess/coding/3ML/examples/lat/gll_cspec_bn080916009_v10.rsp'\n",
       "</pre>"
      ],
      "text/plain": [
       "{'cspec': u'/Users/jburgess/coding/3ML/examples/lat/gll_cspec_bn080916009_v10.pha',\n",
       " 'ft2': u'/Users/jburgess/coding/3ML/examples/lat/gll_pt_bn080916009_v10.fit',\n",
       " u'lle': u'/Users/jburgess/coding/3ML/examples/lat/gll_lle_bn080916009_v10.fit',\n",
       " 'rsp': u'/Users/jburgess/coding/3ML/examples/lat/gll_cspec_bn080916009_v10.rsp'}"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "lle_data_info"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Analysis with GBM and LLE data\n",
    "\n",
    "Analyze the LLE data you have just downloaded along with GBM data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Auto-determined polynomial order: 1\n",
      "\n",
      "\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Widget Javascript not detected.  It may not be installed properly. Did you enable the widgetsnbextension? If not, then run \"jupyter nbextension enable --py --sys-prefix widgetsnbextension\"\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Binned 1-order polynomial fit with the Powell method\n",
      "\n",
      "\n",
      "Auto-probed noise models:\n",
      "- observation: poisson\n",
      "- background: gaussian\n"
     ]
    }
   ],
   "source": [
    "lle = FermiLATLLELike('LLE',\n",
    "                      lle_file=lle_data_info['lle'],\n",
    "                      rsp_file=lle_data_info['rsp'],\n",
    "                      ft2_file=lle_data_info['ft2'],\n",
    "                      background_selections=det_info['GRB080916009']['background']['full'],\n",
    "                      source_intervals=det_info['GRB080916009']['source']['fluence']\n",
    "                     )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "application/javascript": [
       "/* Put everything inside the global mpl namespace */\n",
       "window.mpl = {};\n",
       "\n",
       "mpl.get_websocket_type = function() {\n",
       "    if (typeof(WebSocket) !== 'undefined') {\n",
       "        return WebSocket;\n",
       "    } else if (typeof(MozWebSocket) !== 'undefined') {\n",
       "        return MozWebSocket;\n",
       "    } else {\n",
       "        alert('Your browser does not have WebSocket support.' +\n",
       "              'Please try Chrome, Safari or Firefox ≥ 6. ' +\n",
       "              'Firefox 4 and 5 are also supported but you ' +\n",
       "              'have to enable WebSockets in about:config.');\n",
       "    };\n",
       "}\n",
       "\n",
       "mpl.figure = function(figure_id, websocket, ondownload, parent_element) {\n",
       "    this.id = figure_id;\n",
       "\n",
       "    this.ws = websocket;\n",
       "\n",
       "    this.supports_binary = (this.ws.binaryType != undefined);\n",
       "\n",
       "    if (!this.supports_binary) {\n",
       "        var warnings = document.getElementById(\"mpl-warnings\");\n",
       "        if (warnings) {\n",
       "            warnings.style.display = 'block';\n",
       "            warnings.textContent = (\n",
       "                \"This browser does not support binary websocket messages. \" +\n",
       "                    \"Performance may be slow.\");\n",
       "        }\n",
       "    }\n",
       "\n",
       "    this.imageObj = new Image();\n",
       "\n",
       "    this.context = undefined;\n",
       "    this.message = undefined;\n",
       "    this.canvas = undefined;\n",
       "    this.rubberband_canvas = undefined;\n",
       "    this.rubberband_context = undefined;\n",
       "    this.format_dropdown = undefined;\n",
       "\n",
       "    this.image_mode = 'full';\n",
       "\n",
       "    this.root = $('<div/>');\n",
       "    this._root_extra_style(this.root)\n",
       "    this.root.attr('style', 'display: inline-block');\n",
       "\n",
       "    $(parent_element).append(this.root);\n",
       "\n",
       "    this._init_header(this);\n",
       "    this._init_canvas(this);\n",
       "    this._init_toolbar(this);\n",
       "\n",
       "    var fig = this;\n",
       "\n",
       "    this.waiting = false;\n",
       "\n",
       "    this.ws.onopen =  function () {\n",
       "            fig.send_message(\"supports_binary\", {value: fig.supports_binary});\n",
       "            fig.send_message(\"send_image_mode\", {});\n",
       "            fig.send_message(\"refresh\", {});\n",
       "        }\n",
       "\n",
       "    this.imageObj.onload = function() {\n",
       "            if (fig.image_mode == 'full') {\n",
       "                // Full images could contain transparency (where diff images\n",
       "                // almost always do), so we need to clear the canvas so that\n",
       "                // there is no ghosting.\n",
       "                fig.context.clearRect(0, 0, fig.canvas.width, fig.canvas.height);\n",
       "            }\n",
       "            fig.context.drawImage(fig.imageObj, 0, 0);\n",
       "        };\n",
       "\n",
       "    this.imageObj.onunload = function() {\n",
       "        this.ws.close();\n",
       "    }\n",
       "\n",
       "    this.ws.onmessage = this._make_on_message_function(this);\n",
       "\n",
       "    this.ondownload = ondownload;\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._init_header = function() {\n",
       "    var titlebar = $(\n",
       "        '<div class=\"ui-dialog-titlebar ui-widget-header ui-corner-all ' +\n",
       "        'ui-helper-clearfix\"/>');\n",
       "    var titletext = $(\n",
       "        '<div class=\"ui-dialog-title\" style=\"width: 100%; ' +\n",
       "        'text-align: center; padding: 3px;\"/>');\n",
       "    titlebar.append(titletext)\n",
       "    this.root.append(titlebar);\n",
       "    this.header = titletext[0];\n",
       "}\n",
       "\n",
       "\n",
       "\n",
       "mpl.figure.prototype._canvas_extra_style = function(canvas_div) {\n",
       "\n",
       "}\n",
       "\n",
       "\n",
       "mpl.figure.prototype._root_extra_style = function(canvas_div) {\n",
       "\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._init_canvas = function() {\n",
       "    var fig = this;\n",
       "\n",
       "    var canvas_div = $('<div/>');\n",
       "\n",
       "    canvas_div.attr('style', 'position: relative; clear: both; outline: 0');\n",
       "\n",
       "    function canvas_keyboard_event(event) {\n",
       "        return fig.key_event(event, event['data']);\n",
       "    }\n",
       "\n",
       "    canvas_div.keydown('key_press', canvas_keyboard_event);\n",
       "    canvas_div.keyup('key_release', canvas_keyboard_event);\n",
       "    this.canvas_div = canvas_div\n",
       "    this._canvas_extra_style(canvas_div)\n",
       "    this.root.append(canvas_div);\n",
       "\n",
       "    var canvas = $('<canvas/>');\n",
       "    canvas.addClass('mpl-canvas');\n",
       "    canvas.attr('style', \"left: 0; top: 0; z-index: 0; outline: 0\")\n",
       "\n",
       "    this.canvas = canvas[0];\n",
       "    this.context = canvas[0].getContext(\"2d\");\n",
       "\n",
       "    var rubberband = $('<canvas/>');\n",
       "    rubberband.attr('style', \"position: absolute; left: 0; top: 0; z-index: 1;\")\n",
       "\n",
       "    var pass_mouse_events = true;\n",
       "\n",
       "    canvas_div.resizable({\n",
       "        start: function(event, ui) {\n",
       "            pass_mouse_events = false;\n",
       "        },\n",
       "        resize: function(event, ui) {\n",
       "            fig.request_resize(ui.size.width, ui.size.height);\n",
       "        },\n",
       "        stop: function(event, ui) {\n",
       "            pass_mouse_events = true;\n",
       "            fig.request_resize(ui.size.width, ui.size.height);\n",
       "        },\n",
       "    });\n",
       "\n",
       "    function mouse_event_fn(event) {\n",
       "        if (pass_mouse_events)\n",
       "            return fig.mouse_event(event, event['data']);\n",
       "    }\n",
       "\n",
       "    rubberband.mousedown('button_press', mouse_event_fn);\n",
       "    rubberband.mouseup('button_release', mouse_event_fn);\n",
       "    // Throttle sequential mouse events to 1 every 20ms.\n",
       "    rubberband.mousemove('motion_notify', mouse_event_fn);\n",
       "\n",
       "    rubberband.mouseenter('figure_enter', mouse_event_fn);\n",
       "    rubberband.mouseleave('figure_leave', mouse_event_fn);\n",
       "\n",
       "    canvas_div.on(\"wheel\", function (event) {\n",
       "        event = event.originalEvent;\n",
       "        event['data'] = 'scroll'\n",
       "        if (event.deltaY < 0) {\n",
       "            event.step = 1;\n",
       "        } else {\n",
       "            event.step = -1;\n",
       "        }\n",
       "        mouse_event_fn(event);\n",
       "    });\n",
       "\n",
       "    canvas_div.append(canvas);\n",
       "    canvas_div.append(rubberband);\n",
       "\n",
       "    this.rubberband = rubberband;\n",
       "    this.rubberband_canvas = rubberband[0];\n",
       "    this.rubberband_context = rubberband[0].getContext(\"2d\");\n",
       "    this.rubberband_context.strokeStyle = \"#000000\";\n",
       "\n",
       "    this._resize_canvas = function(width, height) {\n",
       "        // Keep the size of the canvas, canvas container, and rubber band\n",
       "        // canvas in synch.\n",
       "        canvas_div.css('width', width)\n",
       "        canvas_div.css('height', height)\n",
       "\n",
       "        canvas.attr('width', width);\n",
       "        canvas.attr('height', height);\n",
       "\n",
       "        rubberband.attr('width', width);\n",
       "        rubberband.attr('height', height);\n",
       "    }\n",
       "\n",
       "    // Set the figure to an initial 600x600px, this will subsequently be updated\n",
       "    // upon first draw.\n",
       "    this._resize_canvas(600, 600);\n",
       "\n",
       "    // Disable right mouse context menu.\n",
       "    $(this.rubberband_canvas).bind(\"contextmenu\",function(e){\n",
       "        return false;\n",
       "    });\n",
       "\n",
       "    function set_focus () {\n",
       "        canvas.focus();\n",
       "        canvas_div.focus();\n",
       "    }\n",
       "\n",
       "    window.setTimeout(set_focus, 100);\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._init_toolbar = function() {\n",
       "    var fig = this;\n",
       "\n",
       "    var nav_element = $('<div/>')\n",
       "    nav_element.attr('style', 'width: 100%');\n",
       "    this.root.append(nav_element);\n",
       "\n",
       "    // Define a callback function for later on.\n",
       "    function toolbar_event(event) {\n",
       "        return fig.toolbar_button_onclick(event['data']);\n",
       "    }\n",
       "    function toolbar_mouse_event(event) {\n",
       "        return fig.toolbar_button_onmouseover(event['data']);\n",
       "    }\n",
       "\n",
       "    for(var toolbar_ind in mpl.toolbar_items) {\n",
       "        var name = mpl.toolbar_items[toolbar_ind][0];\n",
       "        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
       "        var image = mpl.toolbar_items[toolbar_ind][2];\n",
       "        var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
       "\n",
       "        if (!name) {\n",
       "            // put a spacer in here.\n",
       "            continue;\n",
       "        }\n",
       "        var button = $('<button/>');\n",
       "        button.addClass('ui-button ui-widget ui-state-default ui-corner-all ' +\n",
       "                        'ui-button-icon-only');\n",
       "        button.attr('role', 'button');\n",
       "        button.attr('aria-disabled', 'false');\n",
       "        button.click(method_name, toolbar_event);\n",
       "        button.mouseover(tooltip, toolbar_mouse_event);\n",
       "\n",
       "        var icon_img = $('<span/>');\n",
       "        icon_img.addClass('ui-button-icon-primary ui-icon');\n",
       "        icon_img.addClass(image);\n",
       "        icon_img.addClass('ui-corner-all');\n",
       "\n",
       "        var tooltip_span = $('<span/>');\n",
       "        tooltip_span.addClass('ui-button-text');\n",
       "        tooltip_span.html(tooltip);\n",
       "\n",
       "        button.append(icon_img);\n",
       "        button.append(tooltip_span);\n",
       "\n",
       "        nav_element.append(button);\n",
       "    }\n",
       "\n",
       "    var fmt_picker_span = $('<span/>');\n",
       "\n",
       "    var fmt_picker = $('<select/>');\n",
       "    fmt_picker.addClass('mpl-toolbar-option ui-widget ui-widget-content');\n",
       "    fmt_picker_span.append(fmt_picker);\n",
       "    nav_element.append(fmt_picker_span);\n",
       "    this.format_dropdown = fmt_picker[0];\n",
       "\n",
       "    for (var ind in mpl.extensions) {\n",
       "        var fmt = mpl.extensions[ind];\n",
       "        var option = $(\n",
       "            '<option/>', {selected: fmt === mpl.default_extension}).html(fmt);\n",
       "        fmt_picker.append(option)\n",
       "    }\n",
       "\n",
       "    // Add hover states to the ui-buttons\n",
       "    $( \".ui-button\" ).hover(\n",
       "        function() { $(this).addClass(\"ui-state-hover\");},\n",
       "        function() { $(this).removeClass(\"ui-state-hover\");}\n",
       "    );\n",
       "\n",
       "    var status_bar = $('<span class=\"mpl-message\"/>');\n",
       "    nav_element.append(status_bar);\n",
       "    this.message = status_bar[0];\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.request_resize = function(x_pixels, y_pixels) {\n",
       "    // Request matplotlib to resize the figure. Matplotlib will then trigger a resize in the client,\n",
       "    // which will in turn request a refresh of the image.\n",
       "    this.send_message('resize', {'width': x_pixels, 'height': y_pixels});\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.send_message = function(type, properties) {\n",
       "    properties['type'] = type;\n",
       "    properties['figure_id'] = this.id;\n",
       "    this.ws.send(JSON.stringify(properties));\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.send_draw_message = function() {\n",
       "    if (!this.waiting) {\n",
       "        this.waiting = true;\n",
       "        this.ws.send(JSON.stringify({type: \"draw\", figure_id: this.id}));\n",
       "    }\n",
       "}\n",
       "\n",
       "\n",
       "mpl.figure.prototype.handle_save = function(fig, msg) {\n",
       "    var format_dropdown = fig.format_dropdown;\n",
       "    var format = format_dropdown.options[format_dropdown.selectedIndex].value;\n",
       "    fig.ondownload(fig, format);\n",
       "}\n",
       "\n",
       "\n",
       "mpl.figure.prototype.handle_resize = function(fig, msg) {\n",
       "    var size = msg['size'];\n",
       "    if (size[0] != fig.canvas.width || size[1] != fig.canvas.height) {\n",
       "        fig._resize_canvas(size[0], size[1]);\n",
       "        fig.send_message(\"refresh\", {});\n",
       "    };\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_rubberband = function(fig, msg) {\n",
       "    var x0 = msg['x0'];\n",
       "    var y0 = fig.canvas.height - msg['y0'];\n",
       "    var x1 = msg['x1'];\n",
       "    var y1 = fig.canvas.height - msg['y1'];\n",
       "    x0 = Math.floor(x0) + 0.5;\n",
       "    y0 = Math.floor(y0) + 0.5;\n",
       "    x1 = Math.floor(x1) + 0.5;\n",
       "    y1 = Math.floor(y1) + 0.5;\n",
       "    var min_x = Math.min(x0, x1);\n",
       "    var min_y = Math.min(y0, y1);\n",
       "    var width = Math.abs(x1 - x0);\n",
       "    var height = Math.abs(y1 - y0);\n",
       "\n",
       "    fig.rubberband_context.clearRect(\n",
       "        0, 0, fig.canvas.width, fig.canvas.height);\n",
       "\n",
       "    fig.rubberband_context.strokeRect(min_x, min_y, width, height);\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_figure_label = function(fig, msg) {\n",
       "    // Updates the figure title.\n",
       "    fig.header.textContent = msg['label'];\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_cursor = function(fig, msg) {\n",
       "    var cursor = msg['cursor'];\n",
       "    switch(cursor)\n",
       "    {\n",
       "    case 0:\n",
       "        cursor = 'pointer';\n",
       "        break;\n",
       "    case 1:\n",
       "        cursor = 'default';\n",
       "        break;\n",
       "    case 2:\n",
       "        cursor = 'crosshair';\n",
       "        break;\n",
       "    case 3:\n",
       "        cursor = 'move';\n",
       "        break;\n",
       "    }\n",
       "    fig.rubberband_canvas.style.cursor = cursor;\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_message = function(fig, msg) {\n",
       "    fig.message.textContent = msg['message'];\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_draw = function(fig, msg) {\n",
       "    // Request the server to send over a new figure.\n",
       "    fig.send_draw_message();\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_image_mode = function(fig, msg) {\n",
       "    fig.image_mode = msg['mode'];\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.updated_canvas_event = function() {\n",
       "    // Called whenever the canvas gets updated.\n",
       "    this.send_message(\"ack\", {});\n",
       "}\n",
       "\n",
       "// A function to construct a web socket function for onmessage handling.\n",
       "// Called in the figure constructor.\n",
       "mpl.figure.prototype._make_on_message_function = function(fig) {\n",
       "    return function socket_on_message(evt) {\n",
       "        if (evt.data instanceof Blob) {\n",
       "            /* FIXME: We get \"Resource interpreted as Image but\n",
       "             * transferred with MIME type text/plain:\" errors on\n",
       "             * Chrome.  But how to set the MIME type?  It doesn't seem\n",
       "             * to be part of the websocket stream */\n",
       "            evt.data.type = \"image/png\";\n",
       "\n",
       "            /* Free the memory for the previous frames */\n",
       "            if (fig.imageObj.src) {\n",
       "                (window.URL || window.webkitURL).revokeObjectURL(\n",
       "                    fig.imageObj.src);\n",
       "            }\n",
       "\n",
       "            fig.imageObj.src = (window.URL || window.webkitURL).createObjectURL(\n",
       "                evt.data);\n",
       "            fig.updated_canvas_event();\n",
       "            fig.waiting = false;\n",
       "            return;\n",
       "        }\n",
       "        else if (typeof evt.data === 'string' && evt.data.slice(0, 21) == \"data:image/png;base64\") {\n",
       "            fig.imageObj.src = evt.data;\n",
       "            fig.updated_canvas_event();\n",
       "            fig.waiting = false;\n",
       "            return;\n",
       "        }\n",
       "\n",
       "        var msg = JSON.parse(evt.data);\n",
       "        var msg_type = msg['type'];\n",
       "\n",
       "        // Call the  \"handle_{type}\" callback, which takes\n",
       "        // the figure and JSON message as its only arguments.\n",
       "        try {\n",
       "            var callback = fig[\"handle_\" + msg_type];\n",
       "        } catch (e) {\n",
       "            console.log(\"No handler for the '\" + msg_type + \"' message type: \", msg);\n",
       "            return;\n",
       "        }\n",
       "\n",
       "        if (callback) {\n",
       "            try {\n",
       "                // console.log(\"Handling '\" + msg_type + \"' message: \", msg);\n",
       "                callback(fig, msg);\n",
       "            } catch (e) {\n",
       "                console.log(\"Exception inside the 'handler_\" + msg_type + \"' callback:\", e, e.stack, msg);\n",
       "            }\n",
       "        }\n",
       "    };\n",
       "}\n",
       "\n",
       "// from http://stackoverflow.com/questions/1114465/getting-mouse-location-in-canvas\n",
       "mpl.findpos = function(e) {\n",
       "    //this section is from http://www.quirksmode.org/js/events_properties.html\n",
       "    var targ;\n",
       "    if (!e)\n",
       "        e = window.event;\n",
       "    if (e.target)\n",
       "        targ = e.target;\n",
       "    else if (e.srcElement)\n",
       "        targ = e.srcElement;\n",
       "    if (targ.nodeType == 3) // defeat Safari bug\n",
       "        targ = targ.parentNode;\n",
       "\n",
       "    // jQuery normalizes the pageX and pageY\n",
       "    // pageX,Y are the mouse positions relative to the document\n",
       "    // offset() returns the position of the element relative to the document\n",
       "    var x = e.pageX - $(targ).offset().left;\n",
       "    var y = e.pageY - $(targ).offset().top;\n",
       "\n",
       "    return {\"x\": x, \"y\": y};\n",
       "};\n",
       "\n",
       "/*\n",
       " * return a copy of an object with only non-object keys\n",
       " * we need this to avoid circular references\n",
       " * http://stackoverflow.com/a/24161582/3208463\n",
       " */\n",
       "function simpleKeys (original) {\n",
       "  return Object.keys(original).reduce(function (obj, key) {\n",
       "    if (typeof original[key] !== 'object')\n",
       "        obj[key] = original[key]\n",
       "    return obj;\n",
       "  }, {});\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.mouse_event = function(event, name) {\n",
       "    var canvas_pos = mpl.findpos(event)\n",
       "\n",
       "    if (name === 'button_press')\n",
       "    {\n",
       "        this.canvas.focus();\n",
       "        this.canvas_div.focus();\n",
       "    }\n",
       "\n",
       "    var x = canvas_pos.x;\n",
       "    var y = canvas_pos.y;\n",
       "\n",
       "    this.send_message(name, {x: x, y: y, button: event.button,\n",
       "                             step: event.step,\n",
       "                             guiEvent: simpleKeys(event)});\n",
       "\n",
       "    /* This prevents the web browser from automatically changing to\n",
       "     * the text insertion cursor when the button is pressed.  We want\n",
       "     * to control all of the cursor setting manually through the\n",
       "     * 'cursor' event from matplotlib */\n",
       "    event.preventDefault();\n",
       "    return false;\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._key_event_extra = function(event, name) {\n",
       "    // Handle any extra behaviour associated with a key event\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.key_event = function(event, name) {\n",
       "\n",
       "    // Prevent repeat events\n",
       "    if (name == 'key_press')\n",
       "    {\n",
       "        if (event.which === this._key)\n",
       "            return;\n",
       "        else\n",
       "            this._key = event.which;\n",
       "    }\n",
       "    if (name == 'key_release')\n",
       "        this._key = null;\n",
       "\n",
       "    var value = '';\n",
       "    if (event.ctrlKey && event.which != 17)\n",
       "        value += \"ctrl+\";\n",
       "    if (event.altKey && event.which != 18)\n",
       "        value += \"alt+\";\n",
       "    if (event.shiftKey && event.which != 16)\n",
       "        value += \"shift+\";\n",
       "\n",
       "    value += 'k';\n",
       "    value += event.which.toString();\n",
       "\n",
       "    this._key_event_extra(event, name);\n",
       "\n",
       "    this.send_message(name, {key: value,\n",
       "                             guiEvent: simpleKeys(event)});\n",
       "    return false;\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.toolbar_button_onclick = function(name) {\n",
       "    if (name == 'download') {\n",
       "        this.handle_save(this, null);\n",
       "    } else {\n",
       "        this.send_message(\"toolbar_button\", {name: name});\n",
       "    }\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.toolbar_button_onmouseover = function(tooltip) {\n",
       "    this.message.textContent = tooltip;\n",
       "};\n",
       "mpl.toolbar_items = [[\"Home\", \"Reset original view\", \"fa fa-home icon-home\", \"home\"], [\"Back\", \"Back to  previous view\", \"fa fa-arrow-left icon-arrow-left\", \"back\"], [\"Forward\", \"Forward to next view\", \"fa fa-arrow-right icon-arrow-right\", \"forward\"], [\"\", \"\", \"\", \"\"], [\"Pan\", \"Pan axes with left mouse, zoom with right\", \"fa fa-arrows icon-move\", \"pan\"], [\"Zoom\", \"Zoom to rectangle\", \"fa fa-square-o icon-check-empty\", \"zoom\"], [\"\", \"\", \"\", \"\"], [\"Download\", \"Download plot\", \"fa fa-floppy-o icon-save\", \"download\"]];\n",
       "\n",
       "mpl.extensions = [\"eps\", \"pdf\", \"png\", \"ps\", \"raw\", \"svg\"];\n",
       "\n",
       "mpl.default_extension = \"png\";var comm_websocket_adapter = function(comm) {\n",
       "    // Create a \"websocket\"-like object which calls the given IPython comm\n",
       "    // object with the appropriate methods. Currently this is a non binary\n",
       "    // socket, so there is still some room for performance tuning.\n",
       "    var ws = {};\n",
       "\n",
       "    ws.close = function() {\n",
       "        comm.close()\n",
       "    };\n",
       "    ws.send = function(m) {\n",
       "        //console.log('sending', m);\n",
       "        comm.send(m);\n",
       "    };\n",
       "    // Register the callback with on_msg.\n",
       "    comm.on_msg(function(msg) {\n",
       "        //console.log('receiving', msg['content']['data'], msg);\n",
       "        // Pass the mpl event to the overriden (by mpl) onmessage function.\n",
       "        ws.onmessage(msg['content']['data'])\n",
       "    });\n",
       "    return ws;\n",
       "}\n",
       "\n",
       "mpl.mpl_figure_comm = function(comm, msg) {\n",
       "    // This is the function which gets called when the mpl process\n",
       "    // starts-up an IPython Comm through the \"matplotlib\" channel.\n",
       "\n",
       "    var id = msg.content.data.id;\n",
       "    // Get hold of the div created by the display call when the Comm\n",
       "    // socket was opened in Python.\n",
       "    var element = $(\"#\" + id);\n",
       "    var ws_proxy = comm_websocket_adapter(comm)\n",
       "\n",
       "    function ondownload(figure, format) {\n",
       "        window.open(figure.imageObj.src);\n",
       "    }\n",
       "\n",
       "    var fig = new mpl.figure(id, ws_proxy,\n",
       "                           ondownload,\n",
       "                           element.get(0));\n",
       "\n",
       "    // Call onopen now - mpl needs it, as it is assuming we've passed it a real\n",
       "    // web socket which is closed, not our websocket->open comm proxy.\n",
       "    ws_proxy.onopen();\n",
       "\n",
       "    fig.parent_element = element.get(0);\n",
       "    fig.cell_info = mpl.find_output_cell(\"<div id='\" + id + \"'></div>\");\n",
       "    if (!fig.cell_info) {\n",
       "        console.error(\"Failed to find cell for figure\", id, fig);\n",
       "        return;\n",
       "    }\n",
       "\n",
       "    var output_index = fig.cell_info[2]\n",
       "    var cell = fig.cell_info[0];\n",
       "\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.handle_close = function(fig, msg) {\n",
       "    fig.root.unbind('remove')\n",
       "\n",
       "    // Update the output cell to use the data from the current canvas.\n",
       "    fig.push_to_output();\n",
       "    var dataURL = fig.canvas.toDataURL();\n",
       "    // Re-enable the keyboard manager in IPython - without this line, in FF,\n",
       "    // the notebook keyboard shortcuts fail.\n",
       "    IPython.keyboard_manager.enable()\n",
       "    $(fig.parent_element).html('<img src=\"' + dataURL + '\">');\n",
       "    fig.close_ws(fig, msg);\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.close_ws = function(fig, msg){\n",
       "    fig.send_message('closing', msg);\n",
       "    // fig.ws.close()\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.push_to_output = function(remove_interactive) {\n",
       "    // Turn the data on the canvas into data in the output cell.\n",
       "    var dataURL = this.canvas.toDataURL();\n",
       "    this.cell_info[1]['text/html'] = '<img src=\"' + dataURL + '\">';\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.updated_canvas_event = function() {\n",
       "    // Tell IPython that the notebook contents must change.\n",
       "    IPython.notebook.set_dirty(true);\n",
       "    this.send_message(\"ack\", {});\n",
       "    var fig = this;\n",
       "    // Wait a second, then push the new image to the DOM so\n",
       "    // that it is saved nicely (might be nice to debounce this).\n",
       "    setTimeout(function () { fig.push_to_output() }, 1000);\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._init_toolbar = function() {\n",
       "    var fig = this;\n",
       "\n",
       "    var nav_element = $('<div/>')\n",
       "    nav_element.attr('style', 'width: 100%');\n",
       "    this.root.append(nav_element);\n",
       "\n",
       "    // Define a callback function for later on.\n",
       "    function toolbar_event(event) {\n",
       "        return fig.toolbar_button_onclick(event['data']);\n",
       "    }\n",
       "    function toolbar_mouse_event(event) {\n",
       "        return fig.toolbar_button_onmouseover(event['data']);\n",
       "    }\n",
       "\n",
       "    for(var toolbar_ind in mpl.toolbar_items){\n",
       "        var name = mpl.toolbar_items[toolbar_ind][0];\n",
       "        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
       "        var image = mpl.toolbar_items[toolbar_ind][2];\n",
       "        var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
       "\n",
       "        if (!name) { continue; };\n",
       "\n",
       "        var button = $('<button class=\"btn btn-default\" href=\"#\" title=\"' + name + '\"><i class=\"fa ' + image + ' fa-lg\"></i></button>');\n",
       "        button.click(method_name, toolbar_event);\n",
       "        button.mouseover(tooltip, toolbar_mouse_event);\n",
       "        nav_element.append(button);\n",
       "    }\n",
       "\n",
       "    // Add the status bar.\n",
       "    var status_bar = $('<span class=\"mpl-message\" style=\"text-align:right; float: right;\"/>');\n",
       "    nav_element.append(status_bar);\n",
       "    this.message = status_bar[0];\n",
       "\n",
       "    // Add the close button to the window.\n",
       "    var buttongrp = $('<div class=\"btn-group inline pull-right\"></div>');\n",
       "    var button = $('<button class=\"btn btn-mini btn-primary\" href=\"#\" title=\"Stop Interaction\"><i class=\"fa fa-power-off icon-remove icon-large\"></i></button>');\n",
       "    button.click(function (evt) { fig.handle_close(fig, {}); } );\n",
       "    button.mouseover('Stop Interaction', toolbar_mouse_event);\n",
       "    buttongrp.append(button);\n",
       "    var titlebar = this.root.find($('.ui-dialog-titlebar'));\n",
       "    titlebar.prepend(buttongrp);\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._root_extra_style = function(el){\n",
       "    var fig = this\n",
       "    el.on(\"remove\", function(){\n",
       "\tfig.close_ws(fig, {});\n",
       "    });\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._canvas_extra_style = function(el){\n",
       "    // this is important to make the div 'focusable\n",
       "    el.attr('tabindex', 0)\n",
       "    // reach out to IPython and tell the keyboard manager to turn it's self\n",
       "    // off when our div gets focus\n",
       "\n",
       "    // location in version 3\n",
       "    if (IPython.notebook.keyboard_manager) {\n",
       "        IPython.notebook.keyboard_manager.register_events(el);\n",
       "    }\n",
       "    else {\n",
       "        // location in version 2\n",
       "        IPython.keyboard_manager.register_events(el);\n",
       "    }\n",
       "\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._key_event_extra = function(event, name) {\n",
       "    var manager = IPython.notebook.keyboard_manager;\n",
       "    if (!manager)\n",
       "        manager = IPython.keyboard_manager;\n",
       "\n",
       "    // Check for shift+enter\n",
       "    if (event.shiftKey && event.which == 13) {\n",
       "        this.canvas_div.blur();\n",
       "        // select the cell after this one\n",
       "        var index = IPython.notebook.find_cell_index(this.cell_info[0]);\n",
       "        IPython.notebook.select(index + 1);\n",
       "    }\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_save = function(fig, msg) {\n",
       "    fig.ondownload(fig, null);\n",
       "}\n",
       "\n",
       "\n",
       "mpl.find_output_cell = function(html_output) {\n",
       "    // Return the cell and output element which can be found *uniquely* in the notebook.\n",
       "    // Note - this is a bit hacky, but it is done because the \"notebook_saving.Notebook\"\n",
       "    // IPython event is triggered only after the cells have been serialised, which for\n",
       "    // our purposes (turning an active figure into a static one), is too late.\n",
       "    var cells = IPython.notebook.get_cells();\n",
       "    var ncells = cells.length;\n",
       "    for (var i=0; i<ncells; i++) {\n",
       "        var cell = cells[i];\n",
       "        if (cell.cell_type === 'code'){\n",
       "            for (var j=0; j<cell.output_area.outputs.length; j++) {\n",
       "                var data = cell.output_area.outputs[j];\n",
       "                if (data.data) {\n",
       "                    // IPython >= 3 moved mimebundle to data attribute of output\n",
       "                    data = data.data;\n",
       "                }\n",
       "                if (data['text/html'] == html_output) {\n",
       "                    return [cell, data, j];\n",
       "                }\n",
       "            }\n",
       "        }\n",
       "    }\n",
       "}\n",
       "\n",
       "// Register the function which deals with the matplotlib target/channel.\n",
       "// The kernel may be null if the page has been refreshed.\n",
       "if (IPython.notebook.kernel != null) {\n",
       "    IPython.notebook.kernel.comm_manager.register_target('matplotlib', mpl.mpl_figure_comm);\n",
       "}\n"
      ],
      "text/plain": [
       "<IPython.core.display.Javascript object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<div id='517fc19f-a73d-4ffe-b3ac-573c98103020'></div>"
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      "text/plain": [
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     "metadata": {},
     "output_type": "display_data"
    },
    {
     "ename": "AttributeError",
     "evalue": "'unicode' object has no attribute 'energy_to_channel'",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mAttributeError\u001b[0m                            Traceback (most recent call last)",
      "\u001b[0;32m<ipython-input-32-8d927b1d7f46>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m()\u001b[0m\n\u001b[1;32m      1\u001b[0m \u001b[0mlle\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mview_lightcurve\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mstop\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;36m100\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m      2\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 3\u001b[0;31m \u001b[0mlle\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mset_active_measurements\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m'50000-100000'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m",
      "\u001b[0;32m/Users/jburgess/coding/3ML/threeML/plugins/OGIPLike.pyc\u001b[0m in \u001b[0;36mset_active_measurements\u001b[0;34m(self, *args, **kwargs)\u001b[0m\n\u001b[1;32m    379\u001b[0m                     \u001b[0;32melse\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    380\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 381\u001b[0;31m                         \u001b[0midx\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mi\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_rsp\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0menergy_to_channel\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mfloat\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0ms\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    382\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    383\u001b[0m                 assert idx[0] < idx[\n",
      "\u001b[0;31mAttributeError\u001b[0m: 'unicode' object has no attribute 'energy_to_channel'"
     ]
    }
   ],
   "source": [
    "lle.view_lightcurve(stop=100)\n",
    "\n",
    "lle.set_active_measurements('50000-100000')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n",
      "WARNING RuntimeWarning: External parameter cons_n3 already exist in the model. Overwriting it...\n",
      "\n",
      "\n",
      "WARNING RuntimeWarning: External parameter cons_n4 already exist in the model. Overwriting it...\n",
      "\n",
      "\n",
      "WARNING RuntimeWarning: External parameter cons_b0 already exist in the model. Overwriting it...\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Best fit values:\n",
      "\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Best fit value</th>\n",
       "      <th>Unit</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>GRB080916009...K</th>\n",
       "      <td>0.01438 +/- 0.00020</td>\n",
       "      <td>1 / (cm2 keV s)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GRB080916009...alpha</th>\n",
       "      <td>-1.098 +/- 0.017</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GRB080916009...beta</th>\n",
       "      <td>-2.140 +/- 0.018</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GRB080916009...break_energy</th>\n",
       "      <td>218 +/- 16</td>\n",
       "      <td>keV</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GRB080916009...break_scale</th>\n",
       "      <td>0.21 +/- 0.06</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                  Best fit value             Unit\n",
       "GRB080916009...K             0.01438 +/- 0.00020  1 / (cm2 keV s)\n",
       "GRB080916009...alpha            -1.098 +/- 0.017                 \n",
       "GRB080916009...beta             -2.140 +/- 0.018                 \n",
       "GRB080916009...break_energy           218 +/- 16              keV\n",
       "GRB080916009...break_scale         0.21 +/- 0.06                 "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "NOTE: errors on parameters are approximate. Use get_errors().\n",
      "\n",
      "\n",
      "Correlation matrix:\n",
      "\n"
     ]
    },
    {
     "data": {
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       "<table id=\"table4639669776\">\n",
       "<tr><td>1.00</td><td>0.65</td><td>-0.67</td><td>-0.13</td><td>0.30</td></tr>\n",
       "<tr><td>0.65</td><td>1.00</td><td>-0.31</td><td>0.35</td><td>-0.04</td></tr>\n",
       "<tr><td>-0.67</td><td>-0.31</td><td>1.00</td><td>0.64</td><td>-0.78</td></tr>\n",
       "<tr><td>-0.13</td><td>0.35</td><td>0.64</td><td>1.00</td><td>-0.67</td></tr>\n",
       "<tr><td>0.30</td><td>-0.04</td><td>-0.78</td><td>-0.67</td><td>1.00</td></tr>\n",
       "</table>"
      ],
      "text/plain": [
       " 1.00  0.65 -0.67 -0.13  0.30\n",
       " 0.65  1.00 -0.31  0.35 -0.04\n",
       "-0.67 -0.31  1.00  0.64 -0.78\n",
       "-0.13  0.35  0.64  1.00 -0.67\n",
       " 0.30 -0.04 -0.78 -0.67  1.00"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "Values of -log(likelihood) at the minimum:\n",
      "\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>-log(likelihood)</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>total</th>\n",
       "      <td>3261.338531</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>n3</th>\n",
       "      <td>1064.142117</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>n4</th>\n",
       "      <td>1047.061227</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>b0</th>\n",
       "      <td>1117.372724</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>LLE</th>\n",
       "      <td>32.762462</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       -log(likelihood)\n",
       "total       3261.338531\n",
       "n3          1064.142117\n",
       "n4          1047.061227\n",
       "b0          1117.372724\n",
       "LLE           32.762462"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "data_list = DataList(nai3,nai4,bgo0,lle)\n",
    "\n",
    "jl = JointLikelihood(models['GRB080916009'], data_list=data_list)\n",
    "\n",
    "# Now we can fit\n",
    "\n",
    "res = jl.fit()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "application/javascript": [
       "/* Put everything inside the global mpl namespace */\n",
       "window.mpl = {};\n",
       "\n",
       "mpl.get_websocket_type = function() {\n",
       "    if (typeof(WebSocket) !== 'undefined') {\n",
       "        return WebSocket;\n",
       "    } else if (typeof(MozWebSocket) !== 'undefined') {\n",
       "        return MozWebSocket;\n",
       "    } else {\n",
       "        alert('Your browser does not have WebSocket support.' +\n",
       "              'Please try Chrome, Safari or Firefox ≥ 6. ' +\n",
       "              'Firefox 4 and 5 are also supported but you ' +\n",
       "              'have to enable WebSockets in about:config.');\n",
       "    };\n",
       "}\n",
       "\n",
       "mpl.figure = function(figure_id, websocket, ondownload, parent_element) {\n",
       "    this.id = figure_id;\n",
       "\n",
       "    this.ws = websocket;\n",
       "\n",
       "    this.supports_binary = (this.ws.binaryType != undefined);\n",
       "\n",
       "    if (!this.supports_binary) {\n",
       "        var warnings = document.getElementById(\"mpl-warnings\");\n",
       "        if (warnings) {\n",
       "            warnings.style.display = 'block';\n",
       "            warnings.textContent = (\n",
       "                \"This browser does not support binary websocket messages. \" +\n",
       "                    \"Performance may be slow.\");\n",
       "        }\n",
       "    }\n",
       "\n",
       "    this.imageObj = new Image();\n",
       "\n",
       "    this.context = undefined;\n",
       "    this.message = undefined;\n",
       "    this.canvas = undefined;\n",
       "    this.rubberband_canvas = undefined;\n",
       "    this.rubberband_context = undefined;\n",
       "    this.format_dropdown = undefined;\n",
       "\n",
       "    this.image_mode = 'full';\n",
       "\n",
       "    this.root = $('<div/>');\n",
       "    this._root_extra_style(this.root)\n",
       "    this.root.attr('style', 'display: inline-block');\n",
       "\n",
       "    $(parent_element).append(this.root);\n",
       "\n",
       "    this._init_header(this);\n",
       "    this._init_canvas(this);\n",
       "    this._init_toolbar(this);\n",
       "\n",
       "    var fig = this;\n",
       "\n",
       "    this.waiting = false;\n",
       "\n",
       "    this.ws.onopen =  function () {\n",
       "            fig.send_message(\"supports_binary\", {value: fig.supports_binary});\n",
       "            fig.send_message(\"send_image_mode\", {});\n",
       "            fig.send_message(\"refresh\", {});\n",
       "        }\n",
       "\n",
       "    this.imageObj.onload = function() {\n",
       "            if (fig.image_mode == 'full') {\n",
       "                // Full images could contain transparency (where diff images\n",
       "                // almost always do), so we need to clear the canvas so that\n",
       "                // there is no ghosting.\n",
       "                fig.context.clearRect(0, 0, fig.canvas.width, fig.canvas.height);\n",
       "            }\n",
       "            fig.context.drawImage(fig.imageObj, 0, 0);\n",
       "        };\n",
       "\n",
       "    this.imageObj.onunload = function() {\n",
       "        this.ws.close();\n",
       "    }\n",
       "\n",
       "    this.ws.onmessage = this._make_on_message_function(this);\n",
       "\n",
       "    this.ondownload = ondownload;\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._init_header = function() {\n",
       "    var titlebar = $(\n",
       "        '<div class=\"ui-dialog-titlebar ui-widget-header ui-corner-all ' +\n",
       "        'ui-helper-clearfix\"/>');\n",
       "    var titletext = $(\n",
       "        '<div class=\"ui-dialog-title\" style=\"width: 100%; ' +\n",
       "        'text-align: center; padding: 3px;\"/>');\n",
       "    titlebar.append(titletext)\n",
       "    this.root.append(titlebar);\n",
       "    this.header = titletext[0];\n",
       "}\n",
       "\n",
       "\n",
       "\n",
       "mpl.figure.prototype._canvas_extra_style = function(canvas_div) {\n",
       "\n",
       "}\n",
       "\n",
       "\n",
       "mpl.figure.prototype._root_extra_style = function(canvas_div) {\n",
       "\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._init_canvas = function() {\n",
       "    var fig = this;\n",
       "\n",
       "    var canvas_div = $('<div/>');\n",
       "\n",
       "    canvas_div.attr('style', 'position: relative; clear: both; outline: 0');\n",
       "\n",
       "    function canvas_keyboard_event(event) {\n",
       "        return fig.key_event(event, event['data']);\n",
       "    }\n",
       "\n",
       "    canvas_div.keydown('key_press', canvas_keyboard_event);\n",
       "    canvas_div.keyup('key_release', canvas_keyboard_event);\n",
       "    this.canvas_div = canvas_div\n",
       "    this._canvas_extra_style(canvas_div)\n",
       "    this.root.append(canvas_div);\n",
       "\n",
       "    var canvas = $('<canvas/>');\n",
       "    canvas.addClass('mpl-canvas');\n",
       "    canvas.attr('style', \"left: 0; top: 0; z-index: 0; outline: 0\")\n",
       "\n",
       "    this.canvas = canvas[0];\n",
       "    this.context = canvas[0].getContext(\"2d\");\n",
       "\n",
       "    var rubberband = $('<canvas/>');\n",
       "    rubberband.attr('style', \"position: absolute; left: 0; top: 0; z-index: 1;\")\n",
       "\n",
       "    var pass_mouse_events = true;\n",
       "\n",
       "    canvas_div.resizable({\n",
       "        start: function(event, ui) {\n",
       "            pass_mouse_events = false;\n",
       "        },\n",
       "        resize: function(event, ui) {\n",
       "            fig.request_resize(ui.size.width, ui.size.height);\n",
       "        },\n",
       "        stop: function(event, ui) {\n",
       "            pass_mouse_events = true;\n",
       "            fig.request_resize(ui.size.width, ui.size.height);\n",
       "        },\n",
       "    });\n",
       "\n",
       "    function mouse_event_fn(event) {\n",
       "        if (pass_mouse_events)\n",
       "            return fig.mouse_event(event, event['data']);\n",
       "    }\n",
       "\n",
       "    rubberband.mousedown('button_press', mouse_event_fn);\n",
       "    rubberband.mouseup('button_release', mouse_event_fn);\n",
       "    // Throttle sequential mouse events to 1 every 20ms.\n",
       "    rubberband.mousemove('motion_notify', mouse_event_fn);\n",
       "\n",
       "    rubberband.mouseenter('figure_enter', mouse_event_fn);\n",
       "    rubberband.mouseleave('figure_leave', mouse_event_fn);\n",
       "\n",
       "    canvas_div.on(\"wheel\", function (event) {\n",
       "        event = event.originalEvent;\n",
       "        event['data'] = 'scroll'\n",
       "        if (event.deltaY < 0) {\n",
       "            event.step = 1;\n",
       "        } else {\n",
       "            event.step = -1;\n",
       "        }\n",
       "        mouse_event_fn(event);\n",
       "    });\n",
       "\n",
       "    canvas_div.append(canvas);\n",
       "    canvas_div.append(rubberband);\n",
       "\n",
       "    this.rubberband = rubberband;\n",
       "    this.rubberband_canvas = rubberband[0];\n",
       "    this.rubberband_context = rubberband[0].getContext(\"2d\");\n",
       "    this.rubberband_context.strokeStyle = \"#000000\";\n",
       "\n",
       "    this._resize_canvas = function(width, height) {\n",
       "        // Keep the size of the canvas, canvas container, and rubber band\n",
       "        // canvas in synch.\n",
       "        canvas_div.css('width', width)\n",
       "        canvas_div.css('height', height)\n",
       "\n",
       "        canvas.attr('width', width);\n",
       "        canvas.attr('height', height);\n",
       "\n",
       "        rubberband.attr('width', width);\n",
       "        rubberband.attr('height', height);\n",
       "    }\n",
       "\n",
       "    // Set the figure to an initial 600x600px, this will subsequently be updated\n",
       "    // upon first draw.\n",
       "    this._resize_canvas(600, 600);\n",
       "\n",
       "    // Disable right mouse context menu.\n",
       "    $(this.rubberband_canvas).bind(\"contextmenu\",function(e){\n",
       "        return false;\n",
       "    });\n",
       "\n",
       "    function set_focus () {\n",
       "        canvas.focus();\n",
       "        canvas_div.focus();\n",
       "    }\n",
       "\n",
       "    window.setTimeout(set_focus, 100);\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._init_toolbar = function() {\n",
       "    var fig = this;\n",
       "\n",
       "    var nav_element = $('<div/>')\n",
       "    nav_element.attr('style', 'width: 100%');\n",
       "    this.root.append(nav_element);\n",
       "\n",
       "    // Define a callback function for later on.\n",
       "    function toolbar_event(event) {\n",
       "        return fig.toolbar_button_onclick(event['data']);\n",
       "    }\n",
       "    function toolbar_mouse_event(event) {\n",
       "        return fig.toolbar_button_onmouseover(event['data']);\n",
       "    }\n",
       "\n",
       "    for(var toolbar_ind in mpl.toolbar_items) {\n",
       "        var name = mpl.toolbar_items[toolbar_ind][0];\n",
       "        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
       "        var image = mpl.toolbar_items[toolbar_ind][2];\n",
       "        var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
       "\n",
       "        if (!name) {\n",
       "            // put a spacer in here.\n",
       "            continue;\n",
       "        }\n",
       "        var button = $('<button/>');\n",
       "        button.addClass('ui-button ui-widget ui-state-default ui-corner-all ' +\n",
       "                        'ui-button-icon-only');\n",
       "        button.attr('role', 'button');\n",
       "        button.attr('aria-disabled', 'false');\n",
       "        button.click(method_name, toolbar_event);\n",
       "        button.mouseover(tooltip, toolbar_mouse_event);\n",
       "\n",
       "        var icon_img = $('<span/>');\n",
       "        icon_img.addClass('ui-button-icon-primary ui-icon');\n",
       "        icon_img.addClass(image);\n",
       "        icon_img.addClass('ui-corner-all');\n",
       "\n",
       "        var tooltip_span = $('<span/>');\n",
       "        tooltip_span.addClass('ui-button-text');\n",
       "        tooltip_span.html(tooltip);\n",
       "\n",
       "        button.append(icon_img);\n",
       "        button.append(tooltip_span);\n",
       "\n",
       "        nav_element.append(button);\n",
       "    }\n",
       "\n",
       "    var fmt_picker_span = $('<span/>');\n",
       "\n",
       "    var fmt_picker = $('<select/>');\n",
       "    fmt_picker.addClass('mpl-toolbar-option ui-widget ui-widget-content');\n",
       "    fmt_picker_span.append(fmt_picker);\n",
       "    nav_element.append(fmt_picker_span);\n",
       "    this.format_dropdown = fmt_picker[0];\n",
       "\n",
       "    for (var ind in mpl.extensions) {\n",
       "        var fmt = mpl.extensions[ind];\n",
       "        var option = $(\n",
       "            '<option/>', {selected: fmt === mpl.default_extension}).html(fmt);\n",
       "        fmt_picker.append(option)\n",
       "    }\n",
       "\n",
       "    // Add hover states to the ui-buttons\n",
       "    $( \".ui-button\" ).hover(\n",
       "        function() { $(this).addClass(\"ui-state-hover\");},\n",
       "        function() { $(this).removeClass(\"ui-state-hover\");}\n",
       "    );\n",
       "\n",
       "    var status_bar = $('<span class=\"mpl-message\"/>');\n",
       "    nav_element.append(status_bar);\n",
       "    this.message = status_bar[0];\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.request_resize = function(x_pixels, y_pixels) {\n",
       "    // Request matplotlib to resize the figure. Matplotlib will then trigger a resize in the client,\n",
       "    // which will in turn request a refresh of the image.\n",
       "    this.send_message('resize', {'width': x_pixels, 'height': y_pixels});\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.send_message = function(type, properties) {\n",
       "    properties['type'] = type;\n",
       "    properties['figure_id'] = this.id;\n",
       "    this.ws.send(JSON.stringify(properties));\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.send_draw_message = function() {\n",
       "    if (!this.waiting) {\n",
       "        this.waiting = true;\n",
       "        this.ws.send(JSON.stringify({type: \"draw\", figure_id: this.id}));\n",
       "    }\n",
       "}\n",
       "\n",
       "\n",
       "mpl.figure.prototype.handle_save = function(fig, msg) {\n",
       "    var format_dropdown = fig.format_dropdown;\n",
       "    var format = format_dropdown.options[format_dropdown.selectedIndex].value;\n",
       "    fig.ondownload(fig, format);\n",
       "}\n",
       "\n",
       "\n",
       "mpl.figure.prototype.handle_resize = function(fig, msg) {\n",
       "    var size = msg['size'];\n",
       "    if (size[0] != fig.canvas.width || size[1] != fig.canvas.height) {\n",
       "        fig._resize_canvas(size[0], size[1]);\n",
       "        fig.send_message(\"refresh\", {});\n",
       "    };\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_rubberband = function(fig, msg) {\n",
       "    var x0 = msg['x0'];\n",
       "    var y0 = fig.canvas.height - msg['y0'];\n",
       "    var x1 = msg['x1'];\n",
       "    var y1 = fig.canvas.height - msg['y1'];\n",
       "    x0 = Math.floor(x0) + 0.5;\n",
       "    y0 = Math.floor(y0) + 0.5;\n",
       "    x1 = Math.floor(x1) + 0.5;\n",
       "    y1 = Math.floor(y1) + 0.5;\n",
       "    var min_x = Math.min(x0, x1);\n",
       "    var min_y = Math.min(y0, y1);\n",
       "    var width = Math.abs(x1 - x0);\n",
       "    var height = Math.abs(y1 - y0);\n",
       "\n",
       "    fig.rubberband_context.clearRect(\n",
       "        0, 0, fig.canvas.width, fig.canvas.height);\n",
       "\n",
       "    fig.rubberband_context.strokeRect(min_x, min_y, width, height);\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_figure_label = function(fig, msg) {\n",
       "    // Updates the figure title.\n",
       "    fig.header.textContent = msg['label'];\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_cursor = function(fig, msg) {\n",
       "    var cursor = msg['cursor'];\n",
       "    switch(cursor)\n",
       "    {\n",
       "    case 0:\n",
       "        cursor = 'pointer';\n",
       "        break;\n",
       "    case 1:\n",
       "        cursor = 'default';\n",
       "        break;\n",
       "    case 2:\n",
       "        cursor = 'crosshair';\n",
       "        break;\n",
       "    case 3:\n",
       "        cursor = 'move';\n",
       "        break;\n",
       "    }\n",
       "    fig.rubberband_canvas.style.cursor = cursor;\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_message = function(fig, msg) {\n",
       "    fig.message.textContent = msg['message'];\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_draw = function(fig, msg) {\n",
       "    // Request the server to send over a new figure.\n",
       "    fig.send_draw_message();\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_image_mode = function(fig, msg) {\n",
       "    fig.image_mode = msg['mode'];\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.updated_canvas_event = function() {\n",
       "    // Called whenever the canvas gets updated.\n",
       "    this.send_message(\"ack\", {});\n",
       "}\n",
       "\n",
       "// A function to construct a web socket function for onmessage handling.\n",
       "// Called in the figure constructor.\n",
       "mpl.figure.prototype._make_on_message_function = function(fig) {\n",
       "    return function socket_on_message(evt) {\n",
       "        if (evt.data instanceof Blob) {\n",
       "            /* FIXME: We get \"Resource interpreted as Image but\n",
       "             * transferred with MIME type text/plain:\" errors on\n",
       "             * Chrome.  But how to set the MIME type?  It doesn't seem\n",
       "             * to be part of the websocket stream */\n",
       "            evt.data.type = \"image/png\";\n",
       "\n",
       "            /* Free the memory for the previous frames */\n",
       "            if (fig.imageObj.src) {\n",
       "                (window.URL || window.webkitURL).revokeObjectURL(\n",
       "                    fig.imageObj.src);\n",
       "            }\n",
       "\n",
       "            fig.imageObj.src = (window.URL || window.webkitURL).createObjectURL(\n",
       "                evt.data);\n",
       "            fig.updated_canvas_event();\n",
       "            fig.waiting = false;\n",
       "            return;\n",
       "        }\n",
       "        else if (typeof evt.data === 'string' && evt.data.slice(0, 21) == \"data:image/png;base64\") {\n",
       "            fig.imageObj.src = evt.data;\n",
       "            fig.updated_canvas_event();\n",
       "            fig.waiting = false;\n",
       "            return;\n",
       "        }\n",
       "\n",
       "        var msg = JSON.parse(evt.data);\n",
       "        var msg_type = msg['type'];\n",
       "\n",
       "        // Call the  \"handle_{type}\" callback, which takes\n",
       "        // the figure and JSON message as its only arguments.\n",
       "        try {\n",
       "            var callback = fig[\"handle_\" + msg_type];\n",
       "        } catch (e) {\n",
       "            console.log(\"No handler for the '\" + msg_type + \"' message type: \", msg);\n",
       "            return;\n",
       "        }\n",
       "\n",
       "        if (callback) {\n",
       "            try {\n",
       "                // console.log(\"Handling '\" + msg_type + \"' message: \", msg);\n",
       "                callback(fig, msg);\n",
       "            } catch (e) {\n",
       "                console.log(\"Exception inside the 'handler_\" + msg_type + \"' callback:\", e, e.stack, msg);\n",
       "            }\n",
       "        }\n",
       "    };\n",
       "}\n",
       "\n",
       "// from http://stackoverflow.com/questions/1114465/getting-mouse-location-in-canvas\n",
       "mpl.findpos = function(e) {\n",
       "    //this section is from http://www.quirksmode.org/js/events_properties.html\n",
       "    var targ;\n",
       "    if (!e)\n",
       "        e = window.event;\n",
       "    if (e.target)\n",
       "        targ = e.target;\n",
       "    else if (e.srcElement)\n",
       "        targ = e.srcElement;\n",
       "    if (targ.nodeType == 3) // defeat Safari bug\n",
       "        targ = targ.parentNode;\n",
       "\n",
       "    // jQuery normalizes the pageX and pageY\n",
       "    // pageX,Y are the mouse positions relative to the document\n",
       "    // offset() returns the position of the element relative to the document\n",
       "    var x = e.pageX - $(targ).offset().left;\n",
       "    var y = e.pageY - $(targ).offset().top;\n",
       "\n",
       "    return {\"x\": x, \"y\": y};\n",
       "};\n",
       "\n",
       "/*\n",
       " * return a copy of an object with only non-object keys\n",
       " * we need this to avoid circular references\n",
       " * http://stackoverflow.com/a/24161582/3208463\n",
       " */\n",
       "function simpleKeys (original) {\n",
       "  return Object.keys(original).reduce(function (obj, key) {\n",
       "    if (typeof original[key] !== 'object')\n",
       "        obj[key] = original[key]\n",
       "    return obj;\n",
       "  }, {});\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.mouse_event = function(event, name) {\n",
       "    var canvas_pos = mpl.findpos(event)\n",
       "\n",
       "    if (name === 'button_press')\n",
       "    {\n",
       "        this.canvas.focus();\n",
       "        this.canvas_div.focus();\n",
       "    }\n",
       "\n",
       "    var x = canvas_pos.x;\n",
       "    var y = canvas_pos.y;\n",
       "\n",
       "    this.send_message(name, {x: x, y: y, button: event.button,\n",
       "                             step: event.step,\n",
       "                             guiEvent: simpleKeys(event)});\n",
       "\n",
       "    /* This prevents the web browser from automatically changing to\n",
       "     * the text insertion cursor when the button is pressed.  We want\n",
       "     * to control all of the cursor setting manually through the\n",
       "     * 'cursor' event from matplotlib */\n",
       "    event.preventDefault();\n",
       "    return false;\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._key_event_extra = function(event, name) {\n",
       "    // Handle any extra behaviour associated with a key event\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.key_event = function(event, name) {\n",
       "\n",
       "    // Prevent repeat events\n",
       "    if (name == 'key_press')\n",
       "    {\n",
       "        if (event.which === this._key)\n",
       "            return;\n",
       "        else\n",
       "            this._key = event.which;\n",
       "    }\n",
       "    if (name == 'key_release')\n",
       "        this._key = null;\n",
       "\n",
       "    var value = '';\n",
       "    if (event.ctrlKey && event.which != 17)\n",
       "        value += \"ctrl+\";\n",
       "    if (event.altKey && event.which != 18)\n",
       "        value += \"alt+\";\n",
       "    if (event.shiftKey && event.which != 16)\n",
       "        value += \"shift+\";\n",
       "\n",
       "    value += 'k';\n",
       "    value += event.which.toString();\n",
       "\n",
       "    this._key_event_extra(event, name);\n",
       "\n",
       "    this.send_message(name, {key: value,\n",
       "                             guiEvent: simpleKeys(event)});\n",
       "    return false;\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.toolbar_button_onclick = function(name) {\n",
       "    if (name == 'download') {\n",
       "        this.handle_save(this, null);\n",
       "    } else {\n",
       "        this.send_message(\"toolbar_button\", {name: name});\n",
       "    }\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.toolbar_button_onmouseover = function(tooltip) {\n",
       "    this.message.textContent = tooltip;\n",
       "};\n",
       "mpl.toolbar_items = [[\"Home\", \"Reset original view\", \"fa fa-home icon-home\", \"home\"], [\"Back\", \"Back to  previous view\", \"fa fa-arrow-left icon-arrow-left\", \"back\"], [\"Forward\", \"Forward to next view\", \"fa fa-arrow-right icon-arrow-right\", \"forward\"], [\"\", \"\", \"\", \"\"], [\"Pan\", \"Pan axes with left mouse, zoom with right\", \"fa fa-arrows icon-move\", \"pan\"], [\"Zoom\", \"Zoom to rectangle\", \"fa fa-square-o icon-check-empty\", \"zoom\"], [\"\", \"\", \"\", \"\"], [\"Download\", \"Download plot\", \"fa fa-floppy-o icon-save\", \"download\"]];\n",
       "\n",
       "mpl.extensions = [\"eps\", \"pdf\", \"png\", \"ps\", \"raw\", \"svg\"];\n",
       "\n",
       "mpl.default_extension = \"png\";var comm_websocket_adapter = function(comm) {\n",
       "    // Create a \"websocket\"-like object which calls the given IPython comm\n",
       "    // object with the appropriate methods. Currently this is a non binary\n",
       "    // socket, so there is still some room for performance tuning.\n",
       "    var ws = {};\n",
       "\n",
       "    ws.close = function() {\n",
       "        comm.close()\n",
       "    };\n",
       "    ws.send = function(m) {\n",
       "        //console.log('sending', m);\n",
       "        comm.send(m);\n",
       "    };\n",
       "    // Register the callback with on_msg.\n",
       "    comm.on_msg(function(msg) {\n",
       "        //console.log('receiving', msg['content']['data'], msg);\n",
       "        // Pass the mpl event to the overriden (by mpl) onmessage function.\n",
       "        ws.onmessage(msg['content']['data'])\n",
       "    });\n",
       "    return ws;\n",
       "}\n",
       "\n",
       "mpl.mpl_figure_comm = function(comm, msg) {\n",
       "    // This is the function which gets called when the mpl process\n",
       "    // starts-up an IPython Comm through the \"matplotlib\" channel.\n",
       "\n",
       "    var id = msg.content.data.id;\n",
       "    // Get hold of the div created by the display call when the Comm\n",
       "    // socket was opened in Python.\n",
       "    var element = $(\"#\" + id);\n",
       "    var ws_proxy = comm_websocket_adapter(comm)\n",
       "\n",
       "    function ondownload(figure, format) {\n",
       "        window.open(figure.imageObj.src);\n",
       "    }\n",
       "\n",
       "    var fig = new mpl.figure(id, ws_proxy,\n",
       "                           ondownload,\n",
       "                           element.get(0));\n",
       "\n",
       "    // Call onopen now - mpl needs it, as it is assuming we've passed it a real\n",
       "    // web socket which is closed, not our websocket->open comm proxy.\n",
       "    ws_proxy.onopen();\n",
       "\n",
       "    fig.parent_element = element.get(0);\n",
       "    fig.cell_info = mpl.find_output_cell(\"<div id='\" + id + \"'></div>\");\n",
       "    if (!fig.cell_info) {\n",
       "        console.error(\"Failed to find cell for figure\", id, fig);\n",
       "        return;\n",
       "    }\n",
       "\n",
       "    var output_index = fig.cell_info[2]\n",
       "    var cell = fig.cell_info[0];\n",
       "\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.handle_close = function(fig, msg) {\n",
       "    fig.root.unbind('remove')\n",
       "\n",
       "    // Update the output cell to use the data from the current canvas.\n",
       "    fig.push_to_output();\n",
       "    var dataURL = fig.canvas.toDataURL();\n",
       "    // Re-enable the keyboard manager in IPython - without this line, in FF,\n",
       "    // the notebook keyboard shortcuts fail.\n",
       "    IPython.keyboard_manager.enable()\n",
       "    $(fig.parent_element).html('<img src=\"' + dataURL + '\">');\n",
       "    fig.close_ws(fig, msg);\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.close_ws = function(fig, msg){\n",
       "    fig.send_message('closing', msg);\n",
       "    // fig.ws.close()\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.push_to_output = function(remove_interactive) {\n",
       "    // Turn the data on the canvas into data in the output cell.\n",
       "    var dataURL = this.canvas.toDataURL();\n",
       "    this.cell_info[1]['text/html'] = '<img src=\"' + dataURL + '\">';\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.updated_canvas_event = function() {\n",
       "    // Tell IPython that the notebook contents must change.\n",
       "    IPython.notebook.set_dirty(true);\n",
       "    this.send_message(\"ack\", {});\n",
       "    var fig = this;\n",
       "    // Wait a second, then push the new image to the DOM so\n",
       "    // that it is saved nicely (might be nice to debounce this).\n",
       "    setTimeout(function () { fig.push_to_output() }, 1000);\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._init_toolbar = function() {\n",
       "    var fig = this;\n",
       "\n",
       "    var nav_element = $('<div/>')\n",
       "    nav_element.attr('style', 'width: 100%');\n",
       "    this.root.append(nav_element);\n",
       "\n",
       "    // Define a callback function for later on.\n",
       "    function toolbar_event(event) {\n",
       "        return fig.toolbar_button_onclick(event['data']);\n",
       "    }\n",
       "    function toolbar_mouse_event(event) {\n",
       "        return fig.toolbar_button_onmouseover(event['data']);\n",
       "    }\n",
       "\n",
       "    for(var toolbar_ind in mpl.toolbar_items){\n",
       "        var name = mpl.toolbar_items[toolbar_ind][0];\n",
       "        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
       "        var image = mpl.toolbar_items[toolbar_ind][2];\n",
       "        var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
       "\n",
       "        if (!name) { continue; };\n",
       "\n",
       "        var button = $('<button class=\"btn btn-default\" href=\"#\" title=\"' + name + '\"><i class=\"fa ' + image + ' fa-lg\"></i></button>');\n",
       "        button.click(method_name, toolbar_event);\n",
       "        button.mouseover(tooltip, toolbar_mouse_event);\n",
       "        nav_element.append(button);\n",
       "    }\n",
       "\n",
       "    // Add the status bar.\n",
       "    var status_bar = $('<span class=\"mpl-message\" style=\"text-align:right; float: right;\"/>');\n",
       "    nav_element.append(status_bar);\n",
       "    this.message = status_bar[0];\n",
       "\n",
       "    // Add the close button to the window.\n",
       "    var buttongrp = $('<div class=\"btn-group inline pull-right\"></div>');\n",
       "    var button = $('<button class=\"btn btn-mini btn-primary\" href=\"#\" title=\"Stop Interaction\"><i class=\"fa fa-power-off icon-remove icon-large\"></i></button>');\n",
       "    button.click(function (evt) { fig.handle_close(fig, {}); } );\n",
       "    button.mouseover('Stop Interaction', toolbar_mouse_event);\n",
       "    buttongrp.append(button);\n",
       "    var titlebar = this.root.find($('.ui-dialog-titlebar'));\n",
       "    titlebar.prepend(buttongrp);\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._root_extra_style = function(el){\n",
       "    var fig = this\n",
       "    el.on(\"remove\", function(){\n",
       "\tfig.close_ws(fig, {});\n",
       "    });\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._canvas_extra_style = function(el){\n",
       "    // this is important to make the div 'focusable\n",
       "    el.attr('tabindex', 0)\n",
       "    // reach out to IPython and tell the keyboard manager to turn it's self\n",
       "    // off when our div gets focus\n",
       "\n",
       "    // location in version 3\n",
       "    if (IPython.notebook.keyboard_manager) {\n",
       "        IPython.notebook.keyboard_manager.register_events(el);\n",
       "    }\n",
       "    else {\n",
       "        // location in version 2\n",
       "        IPython.keyboard_manager.register_events(el);\n",
       "    }\n",
       "\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._key_event_extra = function(event, name) {\n",
       "    var manager = IPython.notebook.keyboard_manager;\n",
       "    if (!manager)\n",
       "        manager = IPython.keyboard_manager;\n",
       "\n",
       "    // Check for shift+enter\n",
       "    if (event.shiftKey && event.which == 13) {\n",
       "        this.canvas_div.blur();\n",
       "        // select the cell after this one\n",
       "        var index = IPython.notebook.find_cell_index(this.cell_info[0]);\n",
       "        IPython.notebook.select(index + 1);\n",
       "    }\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_save = function(fig, msg) {\n",
       "    fig.ondownload(fig, null);\n",
       "}\n",
       "\n",
       "\n",
       "mpl.find_output_cell = function(html_output) {\n",
       "    // Return the cell and output element which can be found *uniquely* in the notebook.\n",
       "    // Note - this is a bit hacky, but it is done because the \"notebook_saving.Notebook\"\n",
       "    // IPython event is triggered only after the cells have been serialised, which for\n",
       "    // our purposes (turning an active figure into a static one), is too late.\n",
       "    var cells = IPython.notebook.get_cells();\n",
       "    var ncells = cells.length;\n",
       "    for (var i=0; i<ncells; i++) {\n",
       "        var cell = cells[i];\n",
       "        if (cell.cell_type === 'code'){\n",
       "            for (var j=0; j<cell.output_area.outputs.length; j++) {\n",
       "                var data = cell.output_area.outputs[j];\n",
       "                if (data.data) {\n",
       "                    // IPython >= 3 moved mimebundle to data attribute of output\n",
       "                    data = data.data;\n",
       "                }\n",
       "                if (data['text/html'] == html_output) {\n",
       "                    return [cell, data, j];\n",
       "                }\n",
       "            }\n",
       "        }\n",
       "    }\n",
       "}\n",
       "\n",
       "// Register the function which deals with the matplotlib target/channel.\n",
       "// The kernel may be null if the page has been refreshed.\n",
       "if (IPython.notebook.kernel != null) {\n",
       "    IPython.notebook.kernel.comm_manager.register_target('matplotlib', mpl.mpl_figure_comm);\n",
       "}\n"
      ],
      "text/plain": [
       "<IPython.core.display.Javascript object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
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\">"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "_ = display_ogip_model_counts(jl,min_rate=5,step=False)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": true
   },
   "source": [
    "## Swift Catalog\n",
    "\n",
    "We can also examine the Swift GRB catalog. In the spirit of **3ML**, it is linked to other instruments so that we can know which triggers were seen by multiple missions.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "swift_catalog = SwiftGRBCatalog()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Cone, time, T90, and trigger seraches\n",
    "\n",
    "Just as before, we can search on cones, time ranges, and triggers. Thanks to the Swift team, we can immediately see if there were other detections:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Trying http://heasarc.gsfc.nasa.gov/cgi-bin/vo/cone/coneGet.pl?table=swiftgrb&\n",
      "Downloading http://heasarc.gsfc.nasa.gov/cgi-bin/vo/cone/coneGet.pl?table=swiftgrb&SR=10.0&DEC=0.0&RA=0.0&VERB=3 [Done]\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "&lt;Table masked=True length=7&gt;\n",
       "<table id=\"table4748954960\" class=\"table-striped table-bordered table-condensed\">\n",
       "<thead><tr><th>name</th><th>ra</th><th>dec</th><th>trigger_time</th><th>redshift</th><th>bat_t90</th><th>bat_detection</th><th>xrt_detection</th><th>xrt_flare</th><th>uvot_detection</th><th>radio_detection</th><th>opt_detection</th></tr></thead>\n",
       "<thead><tr><th></th><th>deg</th><th>deg</th><th></th><th></th><th>s</th><th></th><th></th><th></th><th></th><th></th><th></th></tr></thead>\n",
       "<thead><tr><th>object</th><th>float64</th><th>float64</th><th>object</th><th>float64</th><th>float64</th><th>object</th><th>object</th><th>object</th><th>object</th><th>object</th><th>object</th></tr></thead>\n",
       "<tr><td>GRB 050922B</td><td>5.806</td><td>-5.605</td><td>2005-09-22T15:02:00.257060</td><td>--</td><td>156.2900</td><td>Y</td><td>Y</td><td>Y</td><td>N</td><td>N</td><td>N</td></tr>\n",
       "<tr><td>GRB 070808</td><td>6.764</td><td>1.176</td><td>2007-08-08T18:28:00.545880</td><td>3.5000</td><td>58.4300</td><td>Y</td><td>Y</td><td>N</td><td>N</td><td>N</td><td>N</td></tr>\n",
       "<tr><td>GRB 080702B</td><td>355.567</td><td>-5.514</td><td>2008-07-02T01:10:38.08</td><td>--</td><td>26.0600</td><td>Y</td><td>Y</td><td>N</td><td>N</td><td>U</td><td>N</td></tr>\n",
       "<tr><td>GRB 080810</td><td>356.794</td><td>0.320</td><td>2008-08-10T13:10:12.287980</td><td>3.3510</td><td>107.6700</td><td>Y</td><td>Y</td><td>Y</td><td>Y</td><td>Y</td><td>Y</td></tr>\n",
       "<tr><td>GRB 081105</td><td>3.952</td><td>3.470</td><td>2008-11-05T13:31:46.529000</td><td>--</td><td>11.2000</td><td>Y</td><td>Y</td><td>N</td><td>N</td><td>U</td><td>N</td></tr>\n",
       "<tr><td>GRB 100115A</td><td>3.367</td><td>-0.826</td><td>2010-01-15T11:15:19</td><td>--</td><td>3.0000</td><td>Y</td><td>Y</td><td>N</td><td>N</td><td>U</td><td>Y</td></tr>\n",
       "<tr><td>GRB 100924A</td><td>0.676</td><td>7.001</td><td>2010-09-24T03:58:08.897460</td><td>--</td><td>71.8600</td><td>Y</td><td>U</td><td></td><td>U</td><td>U</td><td>Y</td></tr>\n",
       "</table>"
      ],
      "text/plain": [
       "<Table masked=True length=7>\n",
       "    name       ra     dec   ... uvot_detection radio_detection opt_detection\n",
       "              deg     deg   ...                                             \n",
       "   object   float64 float64 ...     object          object         object   \n",
       "----------- ------- ------- ... -------------- --------------- -------------\n",
       "GRB 050922B   5.806  -5.605 ...              N               N             N\n",
       " GRB 070808   6.764   1.176 ...              N               N             N\n",
       "GRB 080702B 355.567  -5.514 ...              N               U             N\n",
       " GRB 080810 356.794   0.320 ...              Y               Y             Y\n",
       " GRB 081105   3.952   3.470 ...              N               U             N\n",
       "GRB 100115A   3.367  -0.826 ...              N               U             Y\n",
       "GRB 100924A   0.676   7.001 ...              U               U             Y"
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "swift_catalog.cone_search(0,0,10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "&lt;Table masked=True length=11&gt;\n",
       "<table id=\"table4677453328\" class=\"table-striped table-bordered table-condensed\">\n",
       "<thead><tr><th>name</th><th>ra</th><th>dec</th><th>trigger_time</th><th>redshift</th><th>bat_t90</th><th>bat_detection</th><th>xrt_detection</th><th>xrt_flare</th><th>uvot_detection</th><th>radio_detection</th><th>opt_detection</th></tr></thead>\n",
       "<thead><tr><th>object</th><th>float64</th><th>float64</th><th>str26</th><th>float64</th><th>float64</th><th>str1</th><th>str1</th><th>str1</th><th>str1</th><th>str1</th><th>str1</th></tr></thead>\n",
       "<tr><td>GRB 050922C</td><td>317.389</td><td>-8.758</td><td>2005-09-22T19:55:50.400700</td><td>2.1995</td><td>4.54</td><td>Y</td><td>Y</td><td>N</td><td>Y</td><td>Y</td><td>Y</td></tr>\n",
       "<tr><td>GRB 050925</td><td>303.487</td><td>34.330</td><td>2005-09-25T09:04:33.628160</td><td>--</td><td>0.09</td><td>Y</td><td>N</td><td></td><td>N</td><td>N</td><td>N</td></tr>\n",
       "<tr><td>GRB 051001</td><td>350.953</td><td>-31.523</td><td>2005-10-01T11:11:36.241320</td><td>2.4296</td><td>190.63</td><td>Y</td><td>Y</td><td>N</td><td>N</td><td>U</td><td>N</td></tr>\n",
       "<tr><td>GRB 051006</td><td>110.809</td><td>9.506</td><td>2005-10-06T20:30:33.255560</td><td>1.059</td><td>26.04</td><td>Y</td><td>Y</td><td>Y</td><td>N</td><td>N</td><td>P</td></tr>\n",
       "<tr><td>GRB 051008</td><td>202.873</td><td>42.098</td><td>2005-10-08T16:33:21.316200</td><td>5.2</td><td>64.0</td><td>Y</td><td>Y</td><td>N</td><td>N</td><td>N</td><td>Y</td></tr>\n",
       "<tr><td>GRB 051012</td><td>270.535</td><td>-52.783</td><td>2005-10-12T17:05:56.957000</td><td>--</td><td>24.0</td><td>Y</td><td>P</td><td>N</td><td>N</td><td>U</td><td>U</td></tr>\n",
       "<tr><td>GRB 051016A</td><td>122.819</td><td>-18.298</td><td>2005-10-16T05:23:31.350440</td><td>--</td><td>21.0</td><td>Y</td><td>Y</td><td>N</td><td>N</td><td>N</td><td>N</td></tr>\n",
       "<tr><td>GRB 051016B</td><td>132.116</td><td>13.656</td><td>2005-10-16T18:28:08.981460</td><td>0.9364</td><td>4.02</td><td>Y</td><td>Y</td><td>Y</td><td>Y</td><td>N</td><td>Y</td></tr>\n",
       "<tr><td>GRB 051021A</td><td>29.152</td><td>9.068</td><td>2005-10-21T13:21:57</td><td>--</td><td>--</td><td>U</td><td>Y</td><td>N</td><td>N</td><td>N</td><td>Y</td></tr>\n",
       "<tr><td>GRB 051021B</td><td>126.051</td><td>-45.541</td><td>2005-10-21T23:31:53.676000</td><td>--</td><td>46.53</td><td>Y</td><td>Y</td><td>N</td><td>N</td><td>U</td><td>U</td></tr>\n",
       "<tr><td>GRB 051022</td><td>359.017</td><td>19.607</td><td>2005-10-22T13:07:58</td><td>0.8</td><td>--</td><td>U</td><td>Y</td><td>N</td><td>N</td><td>Y</td><td>Y</td></tr>\n",
       "</table>"
      ],
      "text/plain": [
       "<Table masked=True length=11>\n",
       "    name       ra     dec   ... uvot_detection radio_detection opt_detection\n",
       "   object   float64 float64 ...      str1            str1           str1    \n",
       "----------- ------- ------- ... -------------- --------------- -------------\n",
       "GRB 050922C 317.389  -8.758 ...              Y               Y             Y\n",
       " GRB 050925 303.487  34.330 ...              N               N             N\n",
       " GRB 051001 350.953 -31.523 ...              N               U             N\n",
       " GRB 051006 110.809   9.506 ...              N               N             P\n",
       " GRB 051008 202.873  42.098 ...              N               N             Y\n",
       " GRB 051012 270.535 -52.783 ...              N               U             U\n",
       "GRB 051016A 122.819 -18.298 ...              N               N             N\n",
       "GRB 051016B 132.116  13.656 ...              Y               N             Y\n",
       "GRB 051021A  29.152   9.068 ...              N               N             Y\n",
       "GRB 051021B 126.051 -45.541 ...              N               U             U\n",
       " GRB 051022 359.017  19.607 ...              N               Y             Y"
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "swift_catalog.query('\"2005-09-22T15:02:00.257060\" < trigger_time < \"2005-10-22T15:02:00.257060\"')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Searching redshift (z) and other observations\n",
    "\n",
    "Thanks to the detail in the Swift GRB catalog, we can easily find information out about other instruments.\n",
    "\n",
    "\n",
    "#### Redshift\n",
    "Let's first look at a reshift search. Want to know about really high-z GRBs?\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "&lt;Table masked=True length=4&gt;\n",
       "<table id=\"table4884666064\" class=\"table-striped table-bordered table-condensed\">\n",
       "<thead><tr><th>name</th><th>ra</th><th>dec</th><th>trigger_time</th><th>redshift</th><th>bat_t90</th><th>bat_detection</th><th>xrt_detection</th><th>xrt_flare</th><th>uvot_detection</th><th>radio_detection</th><th>opt_detection</th></tr></thead>\n",
       "<thead><tr><th>object</th><th>float64</th><th>float64</th><th>str26</th><th>float64</th><th>float64</th><th>str1</th><th>str1</th><th>str1</th><th>str1</th><th>str1</th><th>str1</th></tr></thead>\n",
       "<tr><td>GRB 090423</td><td>148.889</td><td>18.149</td><td>2009-04-23T07:55:19.349660</td><td>8.23</td><td>9.77</td><td>Y</td><td>Y</td><td>Y</td><td>N</td><td>N</td><td>Y</td></tr>\n",
       "<tr><td>GRB 090429B</td><td>210.667</td><td>32.171</td><td>2009-04-29T05:30:03.365540</td><td>9.4</td><td>5.61</td><td>Y</td><td>Y</td><td>Y</td><td>N</td><td>N</td><td>N</td></tr>\n",
       "<tr><td>GRB 100205A</td><td>141.388</td><td>31.740</td><td>2010-02-05T04:18:43.074340</td><td>11.0</td><td>26.0</td><td>Y</td><td>Y</td><td>Y</td><td>N</td><td>U</td><td>N</td></tr>\n",
       "<tr><td>GRB 120923A</td><td>303.795</td><td>6.221</td><td>2012-09-23T05:16:06</td><td>8.0</td><td>27.22</td><td>Y</td><td>Y</td><td>N</td><td>N</td><td>N</td><td>N</td></tr>\n",
       "</table>"
      ],
      "text/plain": [
       "<Table masked=True length=4>\n",
       "    name       ra     dec   ... uvot_detection radio_detection opt_detection\n",
       "   object   float64 float64 ...      str1            str1           str1    \n",
       "----------- ------- ------- ... -------------- --------------- -------------\n",
       " GRB 090423 148.889  18.149 ...              N               N             Y\n",
       "GRB 090429B 210.667  32.171 ...              N               N             N\n",
       "GRB 100205A 141.388  31.740 ...              N               U             N\n",
       "GRB 120923A 303.795   6.221 ...              N               N             N"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "swift_catalog.query('redshift > 7')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Great! Now lets get those redshifts and learn more:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {
    "collapsed": false,
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>z</th>\n",
       "      <th>z err</th>\n",
       "      <th>z type</th>\n",
       "      <th>reference</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>name</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>GRB 090423</th>\n",
       "      <td>8.23</td>\n",
       "      <td>0.06</td>\n",
       "      <td>S</td>\n",
       "      <td>http://adsabs.harvard.edu/abs/2009Natur.461.1254T</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GRB 090429B</th>\n",
       "      <td>9.40</td>\n",
       "      <td>NaN</td>\n",
       "      <td>PL</td>\n",
       "      <td>http://adsabs.harvard.edu/abs/2012ApJ...736....7C</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GRB 100205A</th>\n",
       "      <td>11.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>PL</td>\n",
       "      <td>https://gcn.gsfc.nasa.gov/gcn3/10374.gcn3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GRB 120923A</th>\n",
       "      <td>8.00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>PL</td>\n",
       "      <td>https://gcn.gsfc.nasa.gov/gcn3/13802.gcn3</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                 z  z err z type  \\\n",
       "name                               \n",
       "GRB 090423    8.23   0.06      S   \n",
       "GRB 090429B   9.40    NaN     PL   \n",
       "GRB 100205A  11.00   0.00     PL   \n",
       "GRB 120923A   8.00    NaN     PL   \n",
       "\n",
       "                                                     reference  \n",
       "name                                                            \n",
       "GRB 090423   http://adsabs.harvard.edu/abs/2009Natur.461.1254T  \n",
       "GRB 090429B  http://adsabs.harvard.edu/abs/2012ApJ...736....7C  \n",
       "GRB 100205A          https://gcn.gsfc.nasa.gov/gcn3/10374.gcn3  \n",
       "GRB 120923A          https://gcn.gsfc.nasa.gov/gcn3/13802.gcn3  "
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "swift_catalog.get_redshift()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We can even simply click on the links and pull up the reference when we call that column:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "name\n",
       "GRB 090423     http://adsabs.harvard.edu/abs/2009Natur.461.1254T\n",
       "GRB 090429B    http://adsabs.harvard.edu/abs/2012ApJ...736....7C\n",
       "GRB 100205A            https://gcn.gsfc.nasa.gov/gcn3/10374.gcn3\n",
       "GRB 120923A            https://gcn.gsfc.nasa.gov/gcn3/13802.gcn3\n",
       "Name: reference, dtype: object"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "swift_catalog.get_redshift()['reference']"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Other observations\n",
    "\n",
    "There are several instruments observing GRBs. We can see all the instruments that co-observe with Swift:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['Agile',\n",
       " 'Agile-MCAL',\n",
       " 'Agile-Mcal',\n",
       " 'Chandra',\n",
       " 'Fermi-GBM',\n",
       " 'Fermi-LAT',\n",
       " 'HETE',\n",
       " 'Hershel',\n",
       " 'IPN',\n",
       " 'Integral',\n",
       " 'Konus',\n",
       " 'Konus-A',\n",
       " 'Konus-RF',\n",
       " 'Konus-Wind',\n",
       " 'Konus-wind',\n",
       " 'Mars Odyssey',\n",
       " 'Maxi',\n",
       " 'Maxi-GSC',\n",
       " 'Messenger',\n",
       " 'RHESSI',\n",
       " 'ROSAT',\n",
       " 'RXTE',\n",
       " 'SuperAgile',\n",
       " 'Suzaku',\n",
       " 'Suzaku-WAM',\n",
       " 'Suzaku-Wam',\n",
       " 'XMM',\n",
       " 'XMM-Newton']"
      ]
     },
     "execution_count": 36,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "swift_catalog.other_observing_instruments"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's look at all those that are also seen by Integral and/or Chandra:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "&lt;Table masked=True length=129&gt;\n",
       "<table id=\"table4931284944\" class=\"table-striped table-bordered table-condensed\">\n",
       "<thead><tr><th>name</th><th>ra</th><th>dec</th><th>trigger_time</th><th>redshift</th><th>bat_t90</th><th>bat_detection</th><th>xrt_detection</th><th>xrt_flare</th><th>uvot_detection</th><th>radio_detection</th><th>opt_detection</th></tr></thead>\n",
       "<thead><tr><th>object</th><th>float64</th><th>float64</th><th>str26</th><th>float64</th><th>float64</th><th>str1</th><th>str1</th><th>str1</th><th>str1</th><th>str1</th><th>str1</th></tr></thead>\n",
       "<tr><td>GRB 041218</td><td>24.782</td><td>71.342</td><td>2004-12-18T15:45:25</td><td>--</td><td>--</td><td>U</td><td>Y</td><td>N</td><td>U</td><td>N</td><td>Y</td></tr>\n",
       "<tr><td>GRB 041219A</td><td>6.115</td><td>62.842</td><td>2004-12-19T01:42:18.000000</td><td>0.3</td><td>--</td><td>Y</td><td>U</td><td></td><td>U</td><td>Y</td><td>Y</td></tr>\n",
       "<tr><td>GRB 050223</td><td>271.385</td><td>-62.473</td><td>2005-02-23T03:09:06.068200</td><td>0.584</td><td>21.68</td><td>Y</td><td>Y</td><td>N</td><td>N</td><td>U</td><td>N</td></tr>\n",
       "<tr><td>GRB 050412</td><td>181.105</td><td>-1.200</td><td>2005-04-12T05:44:02.894760</td><td>--</td><td>26.46</td><td>Y</td><td>Y</td><td>N</td><td>N</td><td>N</td><td>N</td></tr>\n",
       "<tr><td>GRB 050502A</td><td>202.443</td><td>42.674</td><td>2005-05-02T02:13:57</td><td>3.793</td><td>--</td><td>U</td><td>N</td><td></td><td>N</td><td>N</td><td>Y</td></tr>\n",
       "<tr><td>GRB 050504</td><td>201.005</td><td>40.704</td><td>2005-05-04T08:00:52.5</td><td>--</td><td>--</td><td>U</td><td>Y</td><td>N</td><td>N</td><td>U</td><td>N</td></tr>\n",
       "<tr><td>GRB 050509B</td><td>189.058</td><td>28.984</td><td>2005-05-09T04:00:19.237760</td><td>0.2249</td><td>0.02</td><td>Y</td><td>Y</td><td>N</td><td>N</td><td>N</td><td>N</td></tr>\n",
       "<tr><td>GRB 050509C</td><td>193.225</td><td>-44.834</td><td>2005-05-09T22:45:54</td><td>--</td><td>--</td><td>U</td><td>N</td><td></td><td>N</td><td>Y</td><td>Y</td></tr>\n",
       "<tr><td>GRB 050520</td><td>192.525</td><td>30.451</td><td>2005-05-20T00:05:53</td><td>--</td><td>--</td><td>U</td><td>Y</td><td>N</td><td>N</td><td>N</td><td>N</td></tr>\n",
       "<tr><td>GRB 050522</td><td>200.144</td><td>24.789</td><td>2005-05-22T06:00:21</td><td>--</td><td>--</td><td>U</td><td>Y</td><td></td><td>N</td><td>N</td><td>N</td></tr>\n",
       "<tr><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td></tr>\n",
       "<tr><td>GRB 120202A</td><td>203.506</td><td>22.775</td><td>2012-02-02T21:40:17</td><td>--</td><td>--</td><td>U</td><td>P</td><td></td><td>N</td><td>U</td><td>P</td></tr>\n",
       "<tr><td>GRB 120419A</td><td>187.388</td><td>-63.008</td><td>2012-04-19T12:56:25</td><td>--</td><td>--</td><td>U</td><td>P</td><td>N</td><td>N</td><td>U</td><td>U</td></tr>\n",
       "<tr><td>GRB 120624B</td><td>170.885</td><td>8.929</td><td>2012-06-24T22:19:51</td><td>0.3</td><td>179.78</td><td>Y</td><td>Y</td><td>N</td><td>N</td><td>Y</td><td>N</td></tr>\n",
       "<tr><td>GRB 120711A</td><td>94.678</td><td>-70.999</td><td>2012-07-11T02:44:48</td><td>1.451</td><td>--</td><td>U</td><td>Y</td><td>N</td><td>N</td><td>N</td><td>Y</td></tr>\n",
       "<tr><td>GRB 120712A</td><td>169.589</td><td>-20.034</td><td>2012-07-12T13:42:27</td><td>4.1745</td><td>14.8</td><td>Y</td><td>Y</td><td>N</td><td>Y</td><td>U</td><td>Y</td></tr>\n",
       "<tr><td>GRB 120716A</td><td>313.051</td><td>9.598</td><td>2012-07-16T17:05:04</td><td>2.486</td><td>--</td><td>U</td><td>Y</td><td>N</td><td>U</td><td>Y</td><td>Y</td></tr>\n",
       "<tr><td>GRB 120804A</td><td>233.948</td><td>-28.782</td><td>2012-08-04T00:54:14</td><td>--</td><td>0.81</td><td>Y</td><td>Y</td><td>Y</td><td>N</td><td>Y</td><td>Y</td></tr>\n",
       "<tr><td>GRB 120821A</td><td>255.269</td><td>-40.521</td><td>2012-08-21T13:23:45</td><td>--</td><td>--</td><td>U</td><td>N</td><td></td><td>N</td><td>U</td><td>N</td></tr>\n",
       "<tr><td>GRB 121102A</td><td>270.901</td><td>-16.958</td><td>2012-11-02T02:27:02</td><td>--</td><td>55.12</td><td>Y</td><td>Y</td><td>Y</td><td>N</td><td>U</td><td>U</td></tr>\n",
       "<tr><td>GRB 121212A</td><td>177.793</td><td>78.038</td><td>2012-12-12T06:56:13</td><td>2.0</td><td>6.06</td><td>Y</td><td>Y</td><td>Y</td><td>Y</td><td>N</td><td>Y</td></tr>\n",
       "</table>"
      ],
      "text/plain": [
       "<Table masked=True length=129>\n",
       "    name       ra     dec   ... uvot_detection radio_detection opt_detection\n",
       "   object   float64 float64 ...      str1            str1           str1    \n",
       "----------- ------- ------- ... -------------- --------------- -------------\n",
       " GRB 041218  24.782  71.342 ...              U               N             Y\n",
       "GRB 041219A   6.115  62.842 ...              U               Y             Y\n",
       " GRB 050223 271.385 -62.473 ...              N               U             N\n",
       " GRB 050412 181.105  -1.200 ...              N               N             N\n",
       "GRB 050502A 202.443  42.674 ...              N               N             Y\n",
       " GRB 050504 201.005  40.704 ...              N               U             N\n",
       "GRB 050509B 189.058  28.984 ...              N               N             N\n",
       "GRB 050509C 193.225 -44.834 ...              N               Y             Y\n",
       " GRB 050520 192.525  30.451 ...              N               N             N\n",
       " GRB 050522 200.144  24.789 ...              N               N             N\n",
       "        ...     ...     ... ...            ...             ...           ...\n",
       "GRB 120202A 203.506  22.775 ...              N               U             P\n",
       "GRB 120419A 187.388 -63.008 ...              N               U             U\n",
       "GRB 120624B 170.885   8.929 ...              N               Y             N\n",
       "GRB 120711A  94.678 -70.999 ...              N               N             Y\n",
       "GRB 120712A 169.589 -20.034 ...              Y               U             Y\n",
       "GRB 120716A 313.051   9.598 ...              U               Y             Y\n",
       "GRB 120804A 233.948 -28.782 ...              N               Y             Y\n",
       "GRB 120821A 255.269 -40.521 ...              N               U             N\n",
       "GRB 121102A 270.901 -16.958 ...              N               U             U\n",
       "GRB 121212A 177.793  78.038 ...              Y               N             Y"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "swift_catalog.query_other_observing_instruments('Integral','Chandra')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We can then obtain the informatrion from all the observing instruments from this (or any other) search:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
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       "    <tr>\n",
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       "      <th rowspan=\"2\" valign=\"top\">GRB 110604A</th>\n",
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       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://gcn.gsfc.nasa.gov/gcn3/12063.gcn3</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://gcn.gsfc.nasa.gov/gcn3/12063.gcn3</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://gcn.gsfc.nasa.gov/gcn3/12063.gcn3</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>trigger number</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>None</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>None</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>None</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">GRB 090814B</th>\n",
       "      <th>GCN</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://gcn.gsfc.nasa.gov/gcn3/9795.gcn3</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>trigger number</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>None</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">GRB 091111</th>\n",
       "      <th>GCN</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://gcn.gsfc.nasa.gov/gcn3/10159.gcn3</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>trigger number</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>None</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">GRB 050525A</th>\n",
       "      <th>GCN</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://gcn.gsfc.nasa.gov/gcn3/3472.gcn3</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>trigger number</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>None</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">GRB 120419A</th>\n",
       "      <th>GCN</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://gcn.gsfc.nasa.gov/gcn3/13241.gcn3</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>trigger number</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>None</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">GRB 121102A</th>\n",
       "      <th>GCN</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://gcn.gsfc.nasa.gov/gcn3/13939.gcn3</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>trigger number</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>None</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">GRB 061025</th>\n",
       "      <th>GCN</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://gcn.gsfc.nasa.gov/gcn3/5751.gcn3</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>trigger number</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>None</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">GRB 080319B</th>\n",
       "      <th>GCN</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://gcn.gsfc.nasa.gov/gcn3/7450.gcn3</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>trigger number</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>None</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">GRB 080319A</th>\n",
       "      <th>GCN</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://gcn.gsfc.nasa.gov/gcn3/7450.gcn3</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>trigger number</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>None</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">GRB 080120</th>\n",
       "      <th>GCN</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://gcn.gsfc.nasa.gov/gcn3/7194.gcn3</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://gcn.gsfc.nasa.gov/gcn3/7196.gcn3</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>trigger number</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>None</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>None</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">GRB 091202</th>\n",
       "      <th>GCN</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://gcn.gsfc.nasa.gov/gcn3/10234.gcn3</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>trigger number</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>None</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">GRB 080613B</th>\n",
       "      <th>GCN</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://gcn.gsfc.nasa.gov/gcn3/143.gcn3</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>trigger number</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>None</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">GRB 080613A</th>\n",
       "      <th>GCN</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://gcn.gsfc.nasa.gov/gcn3/7871.gcn3</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>trigger number</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>None</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">GRB 090129</th>\n",
       "      <th>GCN</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://gcn.gsfc.nasa.gov/gcn3/8897.gcn3</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://gcn.gsfc.nasa.gov/gcn3/195.gcn3</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>trigger number</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>None</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>None</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">GRB 081204</th>\n",
       "      <th>GCN</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://gcn.gsfc.nasa.gov/gcn3/8614.gcn3</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>trigger number</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>None</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">GRB 091208A</th>\n",
       "      <th>GCN</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://gcn.gsfc.nasa.gov/gcn3/270.gcn3</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://gcn.gsfc.nasa.gov/gcn3/10278.gcn3</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>trigger number</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>None</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>None</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">GRB 080603B</th>\n",
       "      <th>GCN</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://gcn.gsfc.nasa.gov/gcn3/144.gcn3</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>trigger number</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>None</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">GRB 080603A</th>\n",
       "      <th>GCN</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://gcn.gsfc.nasa.gov/gcn3/7790.gcn3</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>trigger number</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>None</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">GRB 080605</th>\n",
       "      <th>GCN</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://gcn.gsfc.nasa.gov/gcn3/142.gcn3</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>trigger number</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>None</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">GRB 080607</th>\n",
       "      <th>GCN</th>\n",
       "      <td>NaN</td>\n",
       "      <td>https://gcn.gsfc.nasa.gov/gcn3/7866.gcn3</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://gcn.gsfc.nasa.gov/gcn3/147.gcn3</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>trigger number</th>\n",
       "      <td>NaN</td>\n",
       "      <td>None</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>None</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">GRB 091109B</th>\n",
       "      <th>GCN</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://gcn.gsfc.nasa.gov/gcn3/259.gcn3</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://gcn.gsfc.nasa.gov/gcn3/10168.gcn3</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>trigger number</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>None</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>None</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">GRB 090720A</th>\n",
       "      <th>GCN</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://gcn.gsfc.nasa.gov/gcn3/9688.gcn3</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://gcn.gsfc.nasa.gov/gcn3/9688.gcn3</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>trigger number</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>None</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>None</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>256 rows × 23 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                           Agile                                Agile-MCAL  \\\n",
       "GRB 050709  GCN              NaN                                       NaN   \n",
       "            trigger number   NaN                                       NaN   \n",
       "GRB 100206A GCN              NaN                                       NaN   \n",
       "            trigger number   NaN                                       NaN   \n",
       "GRB 050626  GCN              NaN                                       NaN   \n",
       "            trigger number   NaN                                       NaN   \n",
       "GRB 050509C GCN              NaN                                       NaN   \n",
       "            trigger number   NaN                                       NaN   \n",
       "GRB 050509B GCN              NaN                                       NaN   \n",
       "            trigger number   NaN                                       NaN   \n",
       "GRB 081210  GCN              NaN                                       NaN   \n",
       "            trigger number   NaN                                       NaN   \n",
       "GRB 090817  GCN              NaN                                       NaN   \n",
       "            trigger number   NaN                                       NaN   \n",
       "GRB 091221  GCN              NaN                                       NaN   \n",
       "            trigger number   NaN                                       NaN   \n",
       "GRB 110604A GCN              NaN                                       NaN   \n",
       "            trigger number   NaN                                       NaN   \n",
       "GRB 090814B GCN              NaN                                       NaN   \n",
       "            trigger number   NaN                                       NaN   \n",
       "GRB 091111  GCN              NaN                                       NaN   \n",
       "            trigger number   NaN                                       NaN   \n",
       "GRB 050525A GCN              NaN                                       NaN   \n",
       "            trigger number   NaN                                       NaN   \n",
       "GRB 120419A GCN              NaN                                       NaN   \n",
       "            trigger number   NaN                                       NaN   \n",
       "GRB 121102A GCN              NaN                                       NaN   \n",
       "            trigger number   NaN                                       NaN   \n",
       "GRB 061025  GCN              NaN                                       NaN   \n",
       "            trigger number   NaN                                       NaN   \n",
       "...                          ...                                       ...   \n",
       "GRB 080319B GCN              NaN                                       NaN   \n",
       "            trigger number   NaN                                       NaN   \n",
       "GRB 080319A GCN              NaN                                       NaN   \n",
       "            trigger number   NaN                                       NaN   \n",
       "GRB 080120  GCN              NaN                                       NaN   \n",
       "            trigger number   NaN                                       NaN   \n",
       "GRB 091202  GCN              NaN                                       NaN   \n",
       "            trigger number   NaN                                       NaN   \n",
       "GRB 080613B GCN              NaN                                       NaN   \n",
       "            trigger number   NaN                                       NaN   \n",
       "GRB 080613A GCN              NaN                                       NaN   \n",
       "            trigger number   NaN                                       NaN   \n",
       "GRB 090129  GCN              NaN                                       NaN   \n",
       "            trigger number   NaN                                       NaN   \n",
       "GRB 081204  GCN              NaN                                       NaN   \n",
       "            trigger number   NaN                                       NaN   \n",
       "GRB 091208A GCN              NaN                                       NaN   \n",
       "            trigger number   NaN                                       NaN   \n",
       "GRB 080603B GCN              NaN                                       NaN   \n",
       "            trigger number   NaN                                       NaN   \n",
       "GRB 080603A GCN              NaN                                       NaN   \n",
       "            trigger number   NaN                                       NaN   \n",
       "GRB 080605  GCN              NaN                                       NaN   \n",
       "            trigger number   NaN                                       NaN   \n",
       "GRB 080607  GCN              NaN  https://gcn.gsfc.nasa.gov/gcn3/7866.gcn3   \n",
       "            trigger number   NaN                                      None   \n",
       "GRB 091109B GCN              NaN                                       NaN   \n",
       "            trigger number   NaN                                       NaN   \n",
       "GRB 090720A GCN              NaN                                       NaN   \n",
       "            trigger number   NaN                                       NaN   \n",
       "\n",
       "                           Agile-Mcal  \\\n",
       "GRB 050709  GCN                   NaN   \n",
       "            trigger number        NaN   \n",
       "GRB 100206A GCN                   NaN   \n",
       "            trigger number        NaN   \n",
       "GRB 050626  GCN                   NaN   \n",
       "            trigger number        NaN   \n",
       "GRB 050509C GCN                   NaN   \n",
       "            trigger number        NaN   \n",
       "GRB 050509B GCN                   NaN   \n",
       "            trigger number        NaN   \n",
       "GRB 081210  GCN                   NaN   \n",
       "            trigger number        NaN   \n",
       "GRB 090817  GCN                   NaN   \n",
       "            trigger number        NaN   \n",
       "GRB 091221  GCN                   NaN   \n",
       "            trigger number        NaN   \n",
       "GRB 110604A GCN                   NaN   \n",
       "            trigger number        NaN   \n",
       "GRB 090814B GCN                   NaN   \n",
       "            trigger number        NaN   \n",
       "GRB 091111  GCN                   NaN   \n",
       "            trigger number        NaN   \n",
       "GRB 050525A GCN                   NaN   \n",
       "            trigger number        NaN   \n",
       "GRB 120419A GCN                   NaN   \n",
       "            trigger number        NaN   \n",
       "GRB 121102A GCN                   NaN   \n",
       "            trigger number        NaN   \n",
       "GRB 061025  GCN                   NaN   \n",
       "            trigger number        NaN   \n",
       "...                               ...   \n",
       "GRB 080319B GCN                   NaN   \n",
       "            trigger number        NaN   \n",
       "GRB 080319A GCN                   NaN   \n",
       "            trigger number        NaN   \n",
       "GRB 080120  GCN                   NaN   \n",
       "            trigger number        NaN   \n",
       "GRB 091202  GCN                   NaN   \n",
       "            trigger number        NaN   \n",
       "GRB 080613B GCN                   NaN   \n",
       "            trigger number        NaN   \n",
       "GRB 080613A GCN                   NaN   \n",
       "            trigger number        NaN   \n",
       "GRB 090129  GCN                   NaN   \n",
       "            trigger number        NaN   \n",
       "GRB 081204  GCN                   NaN   \n",
       "            trigger number        NaN   \n",
       "GRB 091208A GCN                   NaN   \n",
       "            trigger number        NaN   \n",
       "GRB 080603B GCN                   NaN   \n",
       "            trigger number        NaN   \n",
       "GRB 080603A GCN                   NaN   \n",
       "            trigger number        NaN   \n",
       "GRB 080605  GCN                   NaN   \n",
       "            trigger number        NaN   \n",
       "GRB 080607  GCN                   NaN   \n",
       "            trigger number        NaN   \n",
       "GRB 091109B GCN                   NaN   \n",
       "            trigger number        NaN   \n",
       "GRB 090720A GCN                   NaN   \n",
       "            trigger number        NaN   \n",
       "\n",
       "                                                             Chandra  \\\n",
       "GRB 050709  GCN             https://gcn.gsfc.nasa.gov/gcn3/3585.gcn3   \n",
       "            trigger number                                      None   \n",
       "GRB 100206A GCN                                                  NaN   \n",
       "            trigger number                                       NaN   \n",
       "GRB 050626  GCN                                                  NaN   \n",
       "            trigger number                                       NaN   \n",
       "GRB 050509C GCN             https://gcn.gsfc.nasa.gov/gcn3/3442.gcn3   \n",
       "            trigger number                                      None   \n",
       "GRB 050509B GCN             https://gcn.gsfc.nasa.gov/gcn3/3419.gcn3   \n",
       "            trigger number                                      None   \n",
       "GRB 081210  GCN                                                  NaN   \n",
       "            trigger number                                       NaN   \n",
       "GRB 090817  GCN                                                  NaN   \n",
       "            trigger number                                       NaN   \n",
       "GRB 091221  GCN                                                  NaN   \n",
       "            trigger number                                       NaN   \n",
       "GRB 110604A GCN                                                  NaN   \n",
       "            trigger number                                       NaN   \n",
       "GRB 090814B GCN                                                  NaN   \n",
       "            trigger number                                       NaN   \n",
       "GRB 091111  GCN                                                  NaN   \n",
       "            trigger number                                       NaN   \n",
       "GRB 050525A GCN                                                  NaN   \n",
       "            trigger number                                       NaN   \n",
       "GRB 120419A GCN                                                  NaN   \n",
       "            trigger number                                       NaN   \n",
       "GRB 121102A GCN                                                  NaN   \n",
       "            trigger number                                       NaN   \n",
       "GRB 061025  GCN                                                  NaN   \n",
       "            trigger number                                       NaN   \n",
       "...                                                              ...   \n",
       "GRB 080319B GCN                                                  NaN   \n",
       "            trigger number                                       NaN   \n",
       "GRB 080319A GCN                                                  NaN   \n",
       "            trigger number                                       NaN   \n",
       "GRB 080120  GCN                                                  NaN   \n",
       "            trigger number                                       NaN   \n",
       "GRB 091202  GCN                                                  NaN   \n",
       "            trigger number                                       NaN   \n",
       "GRB 080613B GCN                                                  NaN   \n",
       "            trigger number                                       NaN   \n",
       "GRB 080613A GCN                                                  NaN   \n",
       "            trigger number                                       NaN   \n",
       "GRB 090129  GCN                                                  NaN   \n",
       "            trigger number                                       NaN   \n",
       "GRB 081204  GCN                                                  NaN   \n",
       "            trigger number                                       NaN   \n",
       "GRB 091208A GCN                                                  NaN   \n",
       "            trigger number                                       NaN   \n",
       "GRB 080603B GCN                                                  NaN   \n",
       "            trigger number                                       NaN   \n",
       "GRB 080603A GCN                                                  NaN   \n",
       "            trigger number                                       NaN   \n",
       "GRB 080605  GCN                                                  NaN   \n",
       "            trigger number                                       NaN   \n",
       "GRB 080607  GCN                                                  NaN   \n",
       "            trigger number                                       NaN   \n",
       "GRB 091109B GCN                                                  NaN   \n",
       "            trigger number                                       NaN   \n",
       "GRB 090720A GCN                                                  NaN   \n",
       "            trigger number                                       NaN   \n",
       "\n",
       "                                                            Fermi-GBM  \\\n",
       "GRB 050709  GCN                                                   NaN   \n",
       "            trigger number                                        NaN   \n",
       "GRB 100206A GCN             https://gcn.gsfc.nasa.gov/gcn3/10381.gcn3   \n",
       "            trigger number                                       None   \n",
       "GRB 050626  GCN                                                   NaN   \n",
       "            trigger number                                        NaN   \n",
       "GRB 050509C GCN                                                   NaN   \n",
       "            trigger number                                        NaN   \n",
       "GRB 050509B GCN                                                   NaN   \n",
       "            trigger number                                        NaN   \n",
       "GRB 081210  GCN                                                   NaN   \n",
       "            trigger number                                        NaN   \n",
       "GRB 090817  GCN              https://gcn.gsfc.nasa.gov/gcn3/9823.gcn3   \n",
       "            trigger number                                       None   \n",
       "GRB 091221  GCN             https://gcn.gsfc.nasa.gov/gcn3/10293.gcn3   \n",
       "            trigger number                                       None   \n",
       "GRB 110604A GCN                                                   NaN   \n",
       "            trigger number                                        NaN   \n",
       "GRB 090814B GCN                                                   NaN   \n",
       "            trigger number                                        NaN   \n",
       "GRB 091111  GCN                                                   NaN   \n",
       "            trigger number                                        NaN   \n",
       "GRB 050525A GCN                                                   NaN   \n",
       "            trigger number                                        NaN   \n",
       "GRB 120419A GCN                                                   NaN   \n",
       "            trigger number                                        NaN   \n",
       "GRB 121102A GCN                                                   NaN   \n",
       "            trigger number                                        NaN   \n",
       "GRB 061025  GCN                                                   NaN   \n",
       "            trigger number                                        NaN   \n",
       "...                                                               ...   \n",
       "GRB 080319B GCN                                                   NaN   \n",
       "            trigger number                                        NaN   \n",
       "GRB 080319A GCN                                                   NaN   \n",
       "            trigger number                                        NaN   \n",
       "GRB 080120  GCN                                                   NaN   \n",
       "            trigger number                                        NaN   \n",
       "GRB 091202  GCN                                                   NaN   \n",
       "            trigger number                                        NaN   \n",
       "GRB 080613B GCN                                                   NaN   \n",
       "            trigger number                                        NaN   \n",
       "GRB 080613A GCN                                                   NaN   \n",
       "            trigger number                                        NaN   \n",
       "GRB 090129  GCN              https://gcn.gsfc.nasa.gov/gcn3/8897.gcn3   \n",
       "            trigger number                                       None   \n",
       "GRB 081204  GCN                                                   NaN   \n",
       "            trigger number                                        NaN   \n",
       "GRB 091208A GCN                                                   NaN   \n",
       "            trigger number                                        NaN   \n",
       "GRB 080603B GCN                                                   NaN   \n",
       "            trigger number                                        NaN   \n",
       "GRB 080603A GCN                                                   NaN   \n",
       "            trigger number                                        NaN   \n",
       "GRB 080605  GCN                                                   NaN   \n",
       "            trigger number                                        NaN   \n",
       "GRB 080607  GCN                                                   NaN   \n",
       "            trigger number                                        NaN   \n",
       "GRB 091109B GCN                                                   NaN   \n",
       "            trigger number                                        NaN   \n",
       "GRB 090720A GCN              https://gcn.gsfc.nasa.gov/gcn3/9688.gcn3   \n",
       "            trigger number                                       None   \n",
       "\n",
       "                           Fermi-LAT  \\\n",
       "GRB 050709  GCN                  NaN   \n",
       "            trigger number       NaN   \n",
       "GRB 100206A GCN                  NaN   \n",
       "            trigger number       NaN   \n",
       "GRB 050626  GCN                  NaN   \n",
       "            trigger number       NaN   \n",
       "GRB 050509C GCN                  NaN   \n",
       "            trigger number       NaN   \n",
       "GRB 050509B GCN                  NaN   \n",
       "            trigger number       NaN   \n",
       "GRB 081210  GCN                  NaN   \n",
       "            trigger number       NaN   \n",
       "GRB 090817  GCN                  NaN   \n",
       "            trigger number       NaN   \n",
       "GRB 091221  GCN                  NaN   \n",
       "            trigger number       NaN   \n",
       "GRB 110604A GCN                  NaN   \n",
       "            trigger number       NaN   \n",
       "GRB 090814B GCN                  NaN   \n",
       "            trigger number       NaN   \n",
       "GRB 091111  GCN                  NaN   \n",
       "            trigger number       NaN   \n",
       "GRB 050525A GCN                  NaN   \n",
       "            trigger number       NaN   \n",
       "GRB 120419A GCN                  NaN   \n",
       "            trigger number       NaN   \n",
       "GRB 121102A GCN                  NaN   \n",
       "            trigger number       NaN   \n",
       "GRB 061025  GCN                  NaN   \n",
       "            trigger number       NaN   \n",
       "...                              ...   \n",
       "GRB 080319B GCN                  NaN   \n",
       "            trigger number       NaN   \n",
       "GRB 080319A GCN                  NaN   \n",
       "            trigger number       NaN   \n",
       "GRB 080120  GCN                  NaN   \n",
       "            trigger number       NaN   \n",
       "GRB 091202  GCN                  NaN   \n",
       "            trigger number       NaN   \n",
       "GRB 080613B GCN                  NaN   \n",
       "            trigger number       NaN   \n",
       "GRB 080613A GCN                  NaN   \n",
       "            trigger number       NaN   \n",
       "GRB 090129  GCN                  NaN   \n",
       "            trigger number       NaN   \n",
       "GRB 081204  GCN                  NaN   \n",
       "            trigger number       NaN   \n",
       "GRB 091208A GCN                  NaN   \n",
       "            trigger number       NaN   \n",
       "GRB 080603B GCN                  NaN   \n",
       "            trigger number       NaN   \n",
       "GRB 080603A GCN                  NaN   \n",
       "            trigger number       NaN   \n",
       "GRB 080605  GCN                  NaN   \n",
       "            trigger number       NaN   \n",
       "GRB 080607  GCN                  NaN   \n",
       "            trigger number       NaN   \n",
       "GRB 091109B GCN                  NaN   \n",
       "            trigger number       NaN   \n",
       "GRB 090720A GCN                  NaN   \n",
       "            trigger number       NaN   \n",
       "\n",
       "                                                                HETE  IPN  \\\n",
       "GRB 050709  GCN             https://gcn.gsfc.nasa.gov/gcn3/3570.gcn3  NaN   \n",
       "            trigger number                                      None  NaN   \n",
       "GRB 100206A GCN                                                  NaN  NaN   \n",
       "            trigger number                                       NaN  NaN   \n",
       "GRB 050626  GCN                                                  NaN  NaN   \n",
       "            trigger number                                       NaN  NaN   \n",
       "GRB 050509C GCN             https://gcn.gsfc.nasa.gov/gcn3/3402.gcn3  NaN   \n",
       "            trigger number                                      None  NaN   \n",
       "GRB 050509B GCN                                                  NaN  NaN   \n",
       "            trigger number                                       NaN  NaN   \n",
       "GRB 081210  GCN                                                  NaN  NaN   \n",
       "            trigger number                                       NaN  NaN   \n",
       "GRB 090817  GCN                                                  NaN  NaN   \n",
       "            trigger number                                       NaN  NaN   \n",
       "GRB 091221  GCN                                                  NaN  NaN   \n",
       "            trigger number                                       NaN  NaN   \n",
       "GRB 110604A GCN                                                  NaN  NaN   \n",
       "            trigger number                                       NaN  NaN   \n",
       "GRB 090814B GCN                                                  NaN  NaN   \n",
       "            trigger number                                       NaN  NaN   \n",
       "GRB 091111  GCN                                                  NaN  NaN   \n",
       "            trigger number                                       NaN  NaN   \n",
       "GRB 050525A GCN                                                  NaN  NaN   \n",
       "            trigger number                                       NaN  NaN   \n",
       "GRB 120419A GCN                                                  NaN  NaN   \n",
       "            trigger number                                       NaN  NaN   \n",
       "GRB 121102A GCN                                                  NaN  NaN   \n",
       "            trigger number                                       NaN  NaN   \n",
       "GRB 061025  GCN                                                  NaN  NaN   \n",
       "            trigger number                                       NaN  NaN   \n",
       "...                                                              ...  ...   \n",
       "GRB 080319B GCN                                                  NaN  NaN   \n",
       "            trigger number                                       NaN  NaN   \n",
       "GRB 080319A GCN                                                  NaN  NaN   \n",
       "            trigger number                                       NaN  NaN   \n",
       "GRB 080120  GCN                                                  NaN  NaN   \n",
       "            trigger number                                       NaN  NaN   \n",
       "GRB 091202  GCN                                                  NaN  NaN   \n",
       "            trigger number                                       NaN  NaN   \n",
       "GRB 080613B GCN                                                  NaN  NaN   \n",
       "            trigger number                                       NaN  NaN   \n",
       "GRB 080613A GCN                                                  NaN  NaN   \n",
       "            trigger number                                       NaN  NaN   \n",
       "GRB 090129  GCN                                                  NaN  NaN   \n",
       "            trigger number                                       NaN  NaN   \n",
       "GRB 081204  GCN                                                  NaN  NaN   \n",
       "            trigger number                                       NaN  NaN   \n",
       "GRB 091208A GCN                                                  NaN  NaN   \n",
       "            trigger number                                       NaN  NaN   \n",
       "GRB 080603B GCN                                                  NaN  NaN   \n",
       "            trigger number                                       NaN  NaN   \n",
       "GRB 080603A GCN                                                  NaN  NaN   \n",
       "            trigger number                                       NaN  NaN   \n",
       "GRB 080605  GCN                                                  NaN  NaN   \n",
       "            trigger number                                       NaN  NaN   \n",
       "GRB 080607  GCN                                                  NaN  NaN   \n",
       "            trigger number                                       NaN  NaN   \n",
       "GRB 091109B GCN                                                  NaN  NaN   \n",
       "            trigger number                                       NaN  NaN   \n",
       "GRB 090720A GCN                                                  NaN  NaN   \n",
       "            trigger number                                       NaN  NaN   \n",
       "\n",
       "                                                             Integral Konus  \\\n",
       "GRB 050709  GCN                                                   NaN   NaN   \n",
       "            trigger number                                        NaN   NaN   \n",
       "GRB 100206A GCN               https://gcn.gsfc.nasa.gov/gcn3/271.gcn3   NaN   \n",
       "            trigger number                                       None   NaN   \n",
       "GRB 050626  GCN              https://gcn.gsfc.nasa.gov/gcn3/3552.gcn3   NaN   \n",
       "            trigger number                                       None   NaN   \n",
       "GRB 050509C GCN                                                   NaN   NaN   \n",
       "            trigger number                                        NaN   NaN   \n",
       "GRB 050509B GCN                                                   NaN   NaN   \n",
       "            trigger number                                        NaN   NaN   \n",
       "GRB 081210  GCN               https://gcn.gsfc.nasa.gov/gcn3/186.gcn3   NaN   \n",
       "            trigger number                                       None   NaN   \n",
       "GRB 090817  GCN              https://gcn.gsfc.nasa.gov/gcn3/9815.gcn3   NaN   \n",
       "            trigger number                                       None   NaN   \n",
       "GRB 091221  GCN               https://gcn.gsfc.nasa.gov/gcn3/263.gcn3   NaN   \n",
       "            trigger number                                       None   NaN   \n",
       "GRB 110604A GCN             https://gcn.gsfc.nasa.gov/gcn3/12063.gcn3   NaN   \n",
       "            trigger number                                       None   NaN   \n",
       "GRB 090814B GCN              https://gcn.gsfc.nasa.gov/gcn3/9795.gcn3   NaN   \n",
       "            trigger number                                       None   NaN   \n",
       "GRB 091111  GCN             https://gcn.gsfc.nasa.gov/gcn3/10159.gcn3   NaN   \n",
       "            trigger number                                       None   NaN   \n",
       "GRB 050525A GCN              https://gcn.gsfc.nasa.gov/gcn3/3472.gcn3   NaN   \n",
       "            trigger number                                       None   NaN   \n",
       "GRB 120419A GCN             https://gcn.gsfc.nasa.gov/gcn3/13241.gcn3   NaN   \n",
       "            trigger number                                       None   NaN   \n",
       "GRB 121102A GCN             https://gcn.gsfc.nasa.gov/gcn3/13939.gcn3   NaN   \n",
       "            trigger number                                       None   NaN   \n",
       "GRB 061025  GCN              https://gcn.gsfc.nasa.gov/gcn3/5751.gcn3   NaN   \n",
       "            trigger number                                       None   NaN   \n",
       "...                                                               ...   ...   \n",
       "GRB 080319B GCN              https://gcn.gsfc.nasa.gov/gcn3/7450.gcn3   NaN   \n",
       "            trigger number                                       None   NaN   \n",
       "GRB 080319A GCN              https://gcn.gsfc.nasa.gov/gcn3/7450.gcn3   NaN   \n",
       "            trigger number                                       None   NaN   \n",
       "GRB 080120  GCN              https://gcn.gsfc.nasa.gov/gcn3/7194.gcn3   NaN   \n",
       "            trigger number                                       None   NaN   \n",
       "GRB 091202  GCN             https://gcn.gsfc.nasa.gov/gcn3/10234.gcn3   NaN   \n",
       "            trigger number                                       None   NaN   \n",
       "GRB 080613B GCN               https://gcn.gsfc.nasa.gov/gcn3/143.gcn3   NaN   \n",
       "            trigger number                                       None   NaN   \n",
       "GRB 080613A GCN              https://gcn.gsfc.nasa.gov/gcn3/7871.gcn3   NaN   \n",
       "            trigger number                                       None   NaN   \n",
       "GRB 090129  GCN               https://gcn.gsfc.nasa.gov/gcn3/195.gcn3   NaN   \n",
       "            trigger number                                       None   NaN   \n",
       "GRB 081204  GCN              https://gcn.gsfc.nasa.gov/gcn3/8614.gcn3   NaN   \n",
       "            trigger number                                       None   NaN   \n",
       "GRB 091208A GCN               https://gcn.gsfc.nasa.gov/gcn3/270.gcn3   NaN   \n",
       "            trigger number                                       None   NaN   \n",
       "GRB 080603B GCN               https://gcn.gsfc.nasa.gov/gcn3/144.gcn3   NaN   \n",
       "            trigger number                                       None   NaN   \n",
       "GRB 080603A GCN              https://gcn.gsfc.nasa.gov/gcn3/7790.gcn3   NaN   \n",
       "            trigger number                                       None   NaN   \n",
       "GRB 080605  GCN               https://gcn.gsfc.nasa.gov/gcn3/142.gcn3   NaN   \n",
       "            trigger number                                       None   NaN   \n",
       "GRB 080607  GCN               https://gcn.gsfc.nasa.gov/gcn3/147.gcn3   NaN   \n",
       "            trigger number                                       None   NaN   \n",
       "GRB 091109B GCN               https://gcn.gsfc.nasa.gov/gcn3/259.gcn3   NaN   \n",
       "            trigger number                                       None   NaN   \n",
       "GRB 090720A GCN              https://gcn.gsfc.nasa.gov/gcn3/9688.gcn3   NaN   \n",
       "            trigger number                                       None   NaN   \n",
       "\n",
       "                              ...     Maxi  \\\n",
       "GRB 050709  GCN               ...      NaN   \n",
       "            trigger number    ...      NaN   \n",
       "GRB 100206A GCN               ...      NaN   \n",
       "            trigger number    ...      NaN   \n",
       "GRB 050626  GCN               ...      NaN   \n",
       "            trigger number    ...      NaN   \n",
       "GRB 050509C GCN               ...      NaN   \n",
       "            trigger number    ...      NaN   \n",
       "GRB 050509B GCN               ...      NaN   \n",
       "            trigger number    ...      NaN   \n",
       "GRB 081210  GCN               ...      NaN   \n",
       "            trigger number    ...      NaN   \n",
       "GRB 090817  GCN               ...      NaN   \n",
       "            trigger number    ...      NaN   \n",
       "GRB 091221  GCN               ...      NaN   \n",
       "            trigger number    ...      NaN   \n",
       "GRB 110604A GCN               ...      NaN   \n",
       "            trigger number    ...      NaN   \n",
       "GRB 090814B GCN               ...      NaN   \n",
       "            trigger number    ...      NaN   \n",
       "GRB 091111  GCN               ...      NaN   \n",
       "            trigger number    ...      NaN   \n",
       "GRB 050525A GCN               ...      NaN   \n",
       "            trigger number    ...      NaN   \n",
       "GRB 120419A GCN               ...      NaN   \n",
       "            trigger number    ...      NaN   \n",
       "GRB 121102A GCN               ...      NaN   \n",
       "            trigger number    ...      NaN   \n",
       "GRB 061025  GCN               ...      NaN   \n",
       "            trigger number    ...      NaN   \n",
       "...                           ...      ...   \n",
       "GRB 080319B GCN               ...      NaN   \n",
       "            trigger number    ...      NaN   \n",
       "GRB 080319A GCN               ...      NaN   \n",
       "            trigger number    ...      NaN   \n",
       "GRB 080120  GCN               ...      NaN   \n",
       "            trigger number    ...      NaN   \n",
       "GRB 091202  GCN               ...      NaN   \n",
       "            trigger number    ...      NaN   \n",
       "GRB 080613B GCN               ...      NaN   \n",
       "            trigger number    ...      NaN   \n",
       "GRB 080613A GCN               ...      NaN   \n",
       "            trigger number    ...      NaN   \n",
       "GRB 090129  GCN               ...      NaN   \n",
       "            trigger number    ...      NaN   \n",
       "GRB 081204  GCN               ...      NaN   \n",
       "            trigger number    ...      NaN   \n",
       "GRB 091208A GCN               ...      NaN   \n",
       "            trigger number    ...      NaN   \n",
       "GRB 080603B GCN               ...      NaN   \n",
       "            trigger number    ...      NaN   \n",
       "GRB 080603A GCN               ...      NaN   \n",
       "            trigger number    ...      NaN   \n",
       "GRB 080605  GCN               ...      NaN   \n",
       "            trigger number    ...      NaN   \n",
       "GRB 080607  GCN               ...      NaN   \n",
       "            trigger number    ...      NaN   \n",
       "GRB 091109B GCN               ...      NaN   \n",
       "            trigger number    ...      NaN   \n",
       "GRB 090720A GCN               ...      NaN   \n",
       "            trigger number    ...      NaN   \n",
       "\n",
       "                                                            Messenger RHESSI  \\\n",
       "GRB 050709  GCN                                                   NaN    NaN   \n",
       "            trigger number                                        NaN    NaN   \n",
       "GRB 100206A GCN                                                   NaN    NaN   \n",
       "            trigger number                                        NaN    NaN   \n",
       "GRB 050626  GCN                                                   NaN    NaN   \n",
       "            trigger number                                        NaN    NaN   \n",
       "GRB 050509C GCN                                                   NaN    NaN   \n",
       "            trigger number                                        NaN    NaN   \n",
       "GRB 050509B GCN                                                   NaN    NaN   \n",
       "            trigger number                                        NaN    NaN   \n",
       "GRB 081210  GCN                                                   NaN    NaN   \n",
       "            trigger number                                        NaN    NaN   \n",
       "GRB 090817  GCN                                                   NaN    NaN   \n",
       "            trigger number                                        NaN    NaN   \n",
       "GRB 091221  GCN                                                   NaN    NaN   \n",
       "            trigger number                                        NaN    NaN   \n",
       "GRB 110604A GCN             https://gcn.gsfc.nasa.gov/gcn3/12063.gcn3    NaN   \n",
       "            trigger number                                       None    NaN   \n",
       "GRB 090814B GCN                                                   NaN    NaN   \n",
       "            trigger number                                        NaN    NaN   \n",
       "GRB 091111  GCN                                                   NaN    NaN   \n",
       "            trigger number                                        NaN    NaN   \n",
       "GRB 050525A GCN                                                   NaN    NaN   \n",
       "            trigger number                                        NaN    NaN   \n",
       "GRB 120419A GCN                                                   NaN    NaN   \n",
       "            trigger number                                        NaN    NaN   \n",
       "GRB 121102A GCN                                                   NaN    NaN   \n",
       "            trigger number                                        NaN    NaN   \n",
       "GRB 061025  GCN                                                   NaN    NaN   \n",
       "            trigger number                                        NaN    NaN   \n",
       "...                                                               ...    ...   \n",
       "GRB 080319B GCN                                                   NaN    NaN   \n",
       "            trigger number                                        NaN    NaN   \n",
       "GRB 080319A GCN                                                   NaN    NaN   \n",
       "            trigger number                                        NaN    NaN   \n",
       "GRB 080120  GCN                                                   NaN    NaN   \n",
       "            trigger number                                        NaN    NaN   \n",
       "GRB 091202  GCN                                                   NaN    NaN   \n",
       "            trigger number                                        NaN    NaN   \n",
       "GRB 080613B GCN                                                   NaN    NaN   \n",
       "            trigger number                                        NaN    NaN   \n",
       "GRB 080613A GCN                                                   NaN    NaN   \n",
       "            trigger number                                        NaN    NaN   \n",
       "GRB 090129  GCN                                                   NaN    NaN   \n",
       "            trigger number                                        NaN    NaN   \n",
       "GRB 081204  GCN                                                   NaN    NaN   \n",
       "            trigger number                                        NaN    NaN   \n",
       "GRB 091208A GCN                                                   NaN    NaN   \n",
       "            trigger number                                        NaN    NaN   \n",
       "GRB 080603B GCN                                                   NaN    NaN   \n",
       "            trigger number                                        NaN    NaN   \n",
       "GRB 080603A GCN                                                   NaN    NaN   \n",
       "            trigger number                                        NaN    NaN   \n",
       "GRB 080605  GCN                                                   NaN    NaN   \n",
       "            trigger number                                        NaN    NaN   \n",
       "GRB 080607  GCN                                                   NaN    NaN   \n",
       "            trigger number                                        NaN    NaN   \n",
       "GRB 091109B GCN                                                   NaN    NaN   \n",
       "            trigger number                                        NaN    NaN   \n",
       "GRB 090720A GCN                                                   NaN    NaN   \n",
       "            trigger number                                        NaN    NaN   \n",
       "\n",
       "                           ROSAT RXTE SuperAgile Suzaku  \\\n",
       "GRB 050709  GCN              NaN  NaN        NaN    NaN   \n",
       "            trigger number   NaN  NaN        NaN    NaN   \n",
       "GRB 100206A GCN              NaN  NaN        NaN    NaN   \n",
       "            trigger number   NaN  NaN        NaN    NaN   \n",
       "GRB 050626  GCN              NaN  NaN        NaN    NaN   \n",
       "            trigger number   NaN  NaN        NaN    NaN   \n",
       "GRB 050509C GCN              NaN  NaN        NaN    NaN   \n",
       "            trigger number   NaN  NaN        NaN    NaN   \n",
       "GRB 050509B GCN              NaN  NaN        NaN    NaN   \n",
       "            trigger number   NaN  NaN        NaN    NaN   \n",
       "GRB 081210  GCN              NaN  NaN        NaN    NaN   \n",
       "            trigger number   NaN  NaN        NaN    NaN   \n",
       "GRB 090817  GCN              NaN  NaN        NaN    NaN   \n",
       "            trigger number   NaN  NaN        NaN    NaN   \n",
       "GRB 091221  GCN              NaN  NaN        NaN    NaN   \n",
       "            trigger number   NaN  NaN        NaN    NaN   \n",
       "GRB 110604A GCN              NaN  NaN        NaN    NaN   \n",
       "            trigger number   NaN  NaN        NaN    NaN   \n",
       "GRB 090814B GCN              NaN  NaN        NaN    NaN   \n",
       "            trigger number   NaN  NaN        NaN    NaN   \n",
       "GRB 091111  GCN              NaN  NaN        NaN    NaN   \n",
       "            trigger number   NaN  NaN        NaN    NaN   \n",
       "GRB 050525A GCN              NaN  NaN        NaN    NaN   \n",
       "            trigger number   NaN  NaN        NaN    NaN   \n",
       "GRB 120419A GCN              NaN  NaN        NaN    NaN   \n",
       "            trigger number   NaN  NaN        NaN    NaN   \n",
       "GRB 121102A GCN              NaN  NaN        NaN    NaN   \n",
       "            trigger number   NaN  NaN        NaN    NaN   \n",
       "GRB 061025  GCN              NaN  NaN        NaN    NaN   \n",
       "            trigger number   NaN  NaN        NaN    NaN   \n",
       "...                          ...  ...        ...    ...   \n",
       "GRB 080319B GCN              NaN  NaN        NaN    NaN   \n",
       "            trigger number   NaN  NaN        NaN    NaN   \n",
       "GRB 080319A GCN              NaN  NaN        NaN    NaN   \n",
       "            trigger number   NaN  NaN        NaN    NaN   \n",
       "GRB 080120  GCN              NaN  NaN        NaN    NaN   \n",
       "            trigger number   NaN  NaN        NaN    NaN   \n",
       "GRB 091202  GCN              NaN  NaN        NaN    NaN   \n",
       "            trigger number   NaN  NaN        NaN    NaN   \n",
       "GRB 080613B GCN              NaN  NaN        NaN    NaN   \n",
       "            trigger number   NaN  NaN        NaN    NaN   \n",
       "GRB 080613A GCN              NaN  NaN        NaN    NaN   \n",
       "            trigger number   NaN  NaN        NaN    NaN   \n",
       "GRB 090129  GCN              NaN  NaN        NaN    NaN   \n",
       "            trigger number   NaN  NaN        NaN    NaN   \n",
       "GRB 081204  GCN              NaN  NaN        NaN    NaN   \n",
       "            trigger number   NaN  NaN        NaN    NaN   \n",
       "GRB 091208A GCN              NaN  NaN        NaN    NaN   \n",
       "            trigger number   NaN  NaN        NaN    NaN   \n",
       "GRB 080603B GCN              NaN  NaN        NaN    NaN   \n",
       "            trigger number   NaN  NaN        NaN    NaN   \n",
       "GRB 080603A GCN              NaN  NaN        NaN    NaN   \n",
       "            trigger number   NaN  NaN        NaN    NaN   \n",
       "GRB 080605  GCN              NaN  NaN        NaN    NaN   \n",
       "            trigger number   NaN  NaN        NaN    NaN   \n",
       "GRB 080607  GCN              NaN  NaN        NaN    NaN   \n",
       "            trigger number   NaN  NaN        NaN    NaN   \n",
       "GRB 091109B GCN              NaN  NaN        NaN    NaN   \n",
       "            trigger number   NaN  NaN        NaN    NaN   \n",
       "GRB 090720A GCN              NaN  NaN        NaN    NaN   \n",
       "            trigger number   NaN  NaN        NaN    NaN   \n",
       "\n",
       "                                                           Suzaku-Wam  \\\n",
       "GRB 050709  GCN                                                   NaN   \n",
       "            trigger number                                        NaN   \n",
       "GRB 100206A GCN                                                   NaN   \n",
       "            trigger number                                        NaN   \n",
       "GRB 050626  GCN                                                   NaN   \n",
       "            trigger number                                        NaN   \n",
       "GRB 050509C GCN                                                   NaN   \n",
       "            trigger number                                        NaN   \n",
       "GRB 050509B GCN                                                   NaN   \n",
       "            trigger number                                        NaN   \n",
       "GRB 081210  GCN                                                   NaN   \n",
       "            trigger number                                        NaN   \n",
       "GRB 090817  GCN                                                   NaN   \n",
       "            trigger number                                        NaN   \n",
       "GRB 091221  GCN                                                   NaN   \n",
       "            trigger number                                        NaN   \n",
       "GRB 110604A GCN             https://gcn.gsfc.nasa.gov/gcn3/12063.gcn3   \n",
       "            trigger number                                       None   \n",
       "GRB 090814B GCN                                                   NaN   \n",
       "            trigger number                                        NaN   \n",
       "GRB 091111  GCN                                                   NaN   \n",
       "            trigger number                                        NaN   \n",
       "GRB 050525A GCN                                                   NaN   \n",
       "            trigger number                                        NaN   \n",
       "GRB 120419A GCN                                                   NaN   \n",
       "            trigger number                                        NaN   \n",
       "GRB 121102A GCN                                                   NaN   \n",
       "            trigger number                                        NaN   \n",
       "GRB 061025  GCN                                                   NaN   \n",
       "            trigger number                                        NaN   \n",
       "...                                                               ...   \n",
       "GRB 080319B GCN                                                   NaN   \n",
       "            trigger number                                        NaN   \n",
       "GRB 080319A GCN                                                   NaN   \n",
       "            trigger number                                        NaN   \n",
       "GRB 080120  GCN                                                   NaN   \n",
       "            trigger number                                        NaN   \n",
       "GRB 091202  GCN                                                   NaN   \n",
       "            trigger number                                        NaN   \n",
       "GRB 080613B GCN                                                   NaN   \n",
       "            trigger number                                        NaN   \n",
       "GRB 080613A GCN                                                   NaN   \n",
       "            trigger number                                        NaN   \n",
       "GRB 090129  GCN                                                   NaN   \n",
       "            trigger number                                        NaN   \n",
       "GRB 081204  GCN                                                   NaN   \n",
       "            trigger number                                        NaN   \n",
       "GRB 091208A GCN             https://gcn.gsfc.nasa.gov/gcn3/10278.gcn3   \n",
       "            trigger number                                       None   \n",
       "GRB 080603B GCN                                                   NaN   \n",
       "            trigger number                                        NaN   \n",
       "GRB 080603A GCN                                                   NaN   \n",
       "            trigger number                                        NaN   \n",
       "GRB 080605  GCN                                                   NaN   \n",
       "            trigger number                                        NaN   \n",
       "GRB 080607  GCN                                                   NaN   \n",
       "            trigger number                                        NaN   \n",
       "GRB 091109B GCN             https://gcn.gsfc.nasa.gov/gcn3/10168.gcn3   \n",
       "            trigger number                                       None   \n",
       "GRB 090720A GCN                                                   NaN   \n",
       "            trigger number                                        NaN   \n",
       "\n",
       "                                                                 XMM  \\\n",
       "GRB 050709  GCN                                                  NaN   \n",
       "            trigger number                                       NaN   \n",
       "GRB 100206A GCN                                                  NaN   \n",
       "            trigger number                                       NaN   \n",
       "GRB 050626  GCN                                                  NaN   \n",
       "            trigger number                                       NaN   \n",
       "GRB 050509C GCN                                                  NaN   \n",
       "            trigger number                                       NaN   \n",
       "GRB 050509B GCN                                                  NaN   \n",
       "            trigger number                                       NaN   \n",
       "GRB 081210  GCN                                                  NaN   \n",
       "            trigger number                                       NaN   \n",
       "GRB 090817  GCN                                                  NaN   \n",
       "            trigger number                                       NaN   \n",
       "GRB 091221  GCN                                                  NaN   \n",
       "            trigger number                                       NaN   \n",
       "GRB 110604A GCN                                                  NaN   \n",
       "            trigger number                                       NaN   \n",
       "GRB 090814B GCN                                                  NaN   \n",
       "            trigger number                                       NaN   \n",
       "GRB 091111  GCN                                                  NaN   \n",
       "            trigger number                                       NaN   \n",
       "GRB 050525A GCN                                                  NaN   \n",
       "            trigger number                                       NaN   \n",
       "GRB 120419A GCN                                                  NaN   \n",
       "            trigger number                                       NaN   \n",
       "GRB 121102A GCN                                                  NaN   \n",
       "            trigger number                                       NaN   \n",
       "GRB 061025  GCN                                                  NaN   \n",
       "            trigger number                                       NaN   \n",
       "...                                                              ...   \n",
       "GRB 080319B GCN                                                  NaN   \n",
       "            trigger number                                       NaN   \n",
       "GRB 080319A GCN                                                  NaN   \n",
       "            trigger number                                       NaN   \n",
       "GRB 080120  GCN             https://gcn.gsfc.nasa.gov/gcn3/7196.gcn3   \n",
       "            trigger number                                      None   \n",
       "GRB 091202  GCN                                                  NaN   \n",
       "            trigger number                                       NaN   \n",
       "GRB 080613B GCN                                                  NaN   \n",
       "            trigger number                                       NaN   \n",
       "GRB 080613A GCN                                                  NaN   \n",
       "            trigger number                                       NaN   \n",
       "GRB 090129  GCN                                                  NaN   \n",
       "            trigger number                                       NaN   \n",
       "GRB 081204  GCN                                                  NaN   \n",
       "            trigger number                                       NaN   \n",
       "GRB 091208A GCN                                                  NaN   \n",
       "            trigger number                                       NaN   \n",
       "GRB 080603B GCN                                                  NaN   \n",
       "            trigger number                                       NaN   \n",
       "GRB 080603A GCN                                                  NaN   \n",
       "            trigger number                                       NaN   \n",
       "GRB 080605  GCN                                                  NaN   \n",
       "            trigger number                                       NaN   \n",
       "GRB 080607  GCN                                                  NaN   \n",
       "            trigger number                                       NaN   \n",
       "GRB 091109B GCN                                                  NaN   \n",
       "            trigger number                                       NaN   \n",
       "GRB 090720A GCN                                                  NaN   \n",
       "            trigger number                                       NaN   \n",
       "\n",
       "                           XMM-Newton  \n",
       "GRB 050709  GCN                   NaN  \n",
       "            trigger number        NaN  \n",
       "GRB 100206A GCN                   NaN  \n",
       "            trigger number        NaN  \n",
       "GRB 050626  GCN                   NaN  \n",
       "            trigger number        NaN  \n",
       "GRB 050509C GCN                   NaN  \n",
       "            trigger number        NaN  \n",
       "GRB 050509B GCN                   NaN  \n",
       "            trigger number        NaN  \n",
       "GRB 081210  GCN                   NaN  \n",
       "            trigger number        NaN  \n",
       "GRB 090817  GCN                   NaN  \n",
       "            trigger number        NaN  \n",
       "GRB 091221  GCN                   NaN  \n",
       "            trigger number        NaN  \n",
       "GRB 110604A GCN                   NaN  \n",
       "            trigger number        NaN  \n",
       "GRB 090814B GCN                   NaN  \n",
       "            trigger number        NaN  \n",
       "GRB 091111  GCN                   NaN  \n",
       "            trigger number        NaN  \n",
       "GRB 050525A GCN                   NaN  \n",
       "            trigger number        NaN  \n",
       "GRB 120419A GCN                   NaN  \n",
       "            trigger number        NaN  \n",
       "GRB 121102A GCN                   NaN  \n",
       "            trigger number        NaN  \n",
       "GRB 061025  GCN                   NaN  \n",
       "            trigger number        NaN  \n",
       "...                               ...  \n",
       "GRB 080319B GCN                   NaN  \n",
       "            trigger number        NaN  \n",
       "GRB 080319A GCN                   NaN  \n",
       "            trigger number        NaN  \n",
       "GRB 080120  GCN                   NaN  \n",
       "            trigger number        NaN  \n",
       "GRB 091202  GCN                   NaN  \n",
       "            trigger number        NaN  \n",
       "GRB 080613B GCN                   NaN  \n",
       "            trigger number        NaN  \n",
       "GRB 080613A GCN                   NaN  \n",
       "            trigger number        NaN  \n",
       "GRB 090129  GCN                   NaN  \n",
       "            trigger number        NaN  \n",
       "GRB 081204  GCN                   NaN  \n",
       "            trigger number        NaN  \n",
       "GRB 091208A GCN                   NaN  \n",
       "            trigger number        NaN  \n",
       "GRB 080603B GCN                   NaN  \n",
       "            trigger number        NaN  \n",
       "GRB 080603A GCN                   NaN  \n",
       "            trigger number        NaN  \n",
       "GRB 080605  GCN                   NaN  \n",
       "            trigger number        NaN  \n",
       "GRB 080607  GCN                   NaN  \n",
       "            trigger number        NaN  \n",
       "GRB 091109B GCN                   NaN  \n",
       "            trigger number        NaN  \n",
       "GRB 090720A GCN                   NaN  \n",
       "            trigger number        NaN  \n",
       "\n",
       "[256 rows x 23 columns]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
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       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th>Agile</th>\n",
       "      <th>Agile-MCAL</th>\n",
       "      <th>Agile-Mcal</th>\n",
       "      <th>Chandra</th>\n",
       "      <th>Fermi-GBM</th>\n",
       "      <th>Fermi-LAT</th>\n",
       "      <th>HETE</th>\n",
       "      <th>IPN</th>\n",
       "      <th>Integral</th>\n",
       "      <th>Konus</th>\n",
       "      <th>...</th>\n",
       "      <th>Maxi</th>\n",
       "      <th>Messenger</th>\n",
       "      <th>RHESSI</th>\n",
       "      <th>ROSAT</th>\n",
       "      <th>RXTE</th>\n",
       "      <th>SuperAgile</th>\n",
       "      <th>Suzaku</th>\n",
       "      <th>Suzaku-Wam</th>\n",
       "      <th>XMM</th>\n",
       "      <th>XMM-Newton</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">GRB 050709</th>\n",
       "      <th>GCN</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://gcn.gsfc.nasa.gov/gcn3/3585.gcn3</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://gcn.gsfc.nasa.gov/gcn3/3570.gcn3</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>trigger number</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>None</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>None</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">GRB 100206A</th>\n",
       "      <th>GCN</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://gcn.gsfc.nasa.gov/gcn3/10381.gcn3</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://gcn.gsfc.nasa.gov/gcn3/271.gcn3</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>trigger number</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>None</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>None</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">GRB 050626</th>\n",
       "      <th>GCN</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://gcn.gsfc.nasa.gov/gcn3/3552.gcn3</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>trigger number</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>None</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">GRB 050509C</th>\n",
       "      <th>GCN</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://gcn.gsfc.nasa.gov/gcn3/3442.gcn3</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://gcn.gsfc.nasa.gov/gcn3/3402.gcn3</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>trigger number</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>None</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>None</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">GRB 050509B</th>\n",
       "      <th>GCN</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://gcn.gsfc.nasa.gov/gcn3/3419.gcn3</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>trigger number</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>None</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">GRB 081210</th>\n",
       "      <th>GCN</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://gcn.gsfc.nasa.gov/gcn3/186.gcn3</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>trigger number</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>None</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">GRB 090817</th>\n",
       "      <th>GCN</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://gcn.gsfc.nasa.gov/gcn3/9823.gcn3</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://gcn.gsfc.nasa.gov/gcn3/9815.gcn3</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>trigger number</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>None</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>None</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">GRB 091221</th>\n",
       "      <th>GCN</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://gcn.gsfc.nasa.gov/gcn3/10293.gcn3</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://gcn.gsfc.nasa.gov/gcn3/263.gcn3</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>trigger number</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>None</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>None</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">GRB 110604A</th>\n",
       "      <th>GCN</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://gcn.gsfc.nasa.gov/gcn3/12063.gcn3</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://gcn.gsfc.nasa.gov/gcn3/12063.gcn3</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://gcn.gsfc.nasa.gov/gcn3/12063.gcn3</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>trigger number</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>None</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>None</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>None</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">GRB 090814B</th>\n",
       "      <th>GCN</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://gcn.gsfc.nasa.gov/gcn3/9795.gcn3</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>trigger number</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>None</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">GRB 091111</th>\n",
       "      <th>GCN</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://gcn.gsfc.nasa.gov/gcn3/10159.gcn3</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>trigger number</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>None</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">GRB 050525A</th>\n",
       "      <th>GCN</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://gcn.gsfc.nasa.gov/gcn3/3472.gcn3</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>trigger number</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>None</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">GRB 120419A</th>\n",
       "      <th>GCN</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://gcn.gsfc.nasa.gov/gcn3/13241.gcn3</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>trigger number</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>None</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">GRB 121102A</th>\n",
       "      <th>GCN</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://gcn.gsfc.nasa.gov/gcn3/13939.gcn3</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>trigger number</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>None</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">GRB 061025</th>\n",
       "      <th>GCN</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://gcn.gsfc.nasa.gov/gcn3/5751.gcn3</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>trigger number</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>None</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">GRB 080319B</th>\n",
       "      <th>GCN</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://gcn.gsfc.nasa.gov/gcn3/7450.gcn3</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>trigger number</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>None</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">GRB 080319A</th>\n",
       "      <th>GCN</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://gcn.gsfc.nasa.gov/gcn3/7450.gcn3</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>trigger number</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>None</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">GRB 080120</th>\n",
       "      <th>GCN</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://gcn.gsfc.nasa.gov/gcn3/7194.gcn3</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://gcn.gsfc.nasa.gov/gcn3/7196.gcn3</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>trigger number</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>None</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>None</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">GRB 091202</th>\n",
       "      <th>GCN</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://gcn.gsfc.nasa.gov/gcn3/10234.gcn3</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>trigger number</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>None</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">GRB 080613B</th>\n",
       "      <th>GCN</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://gcn.gsfc.nasa.gov/gcn3/143.gcn3</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>trigger number</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>None</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">GRB 080613A</th>\n",
       "      <th>GCN</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://gcn.gsfc.nasa.gov/gcn3/7871.gcn3</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>trigger number</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>None</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">GRB 090129</th>\n",
       "      <th>GCN</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://gcn.gsfc.nasa.gov/gcn3/8897.gcn3</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://gcn.gsfc.nasa.gov/gcn3/195.gcn3</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>trigger number</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>None</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>None</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">GRB 081204</th>\n",
       "      <th>GCN</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://gcn.gsfc.nasa.gov/gcn3/8614.gcn3</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>trigger number</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>None</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">GRB 091208A</th>\n",
       "      <th>GCN</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://gcn.gsfc.nasa.gov/gcn3/270.gcn3</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://gcn.gsfc.nasa.gov/gcn3/10278.gcn3</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>trigger number</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>None</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>None</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">GRB 080603B</th>\n",
       "      <th>GCN</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://gcn.gsfc.nasa.gov/gcn3/144.gcn3</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>trigger number</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>None</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">GRB 080603A</th>\n",
       "      <th>GCN</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://gcn.gsfc.nasa.gov/gcn3/7790.gcn3</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>trigger number</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>None</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">GRB 080605</th>\n",
       "      <th>GCN</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://gcn.gsfc.nasa.gov/gcn3/142.gcn3</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>trigger number</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>None</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">GRB 080607</th>\n",
       "      <th>GCN</th>\n",
       "      <td>NaN</td>\n",
       "      <td>https://gcn.gsfc.nasa.gov/gcn3/7866.gcn3</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://gcn.gsfc.nasa.gov/gcn3/147.gcn3</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>trigger number</th>\n",
       "      <td>NaN</td>\n",
       "      <td>None</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>None</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">GRB 091109B</th>\n",
       "      <th>GCN</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://gcn.gsfc.nasa.gov/gcn3/259.gcn3</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://gcn.gsfc.nasa.gov/gcn3/10168.gcn3</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>trigger number</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>None</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>None</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">GRB 090720A</th>\n",
       "      <th>GCN</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://gcn.gsfc.nasa.gov/gcn3/9688.gcn3</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://gcn.gsfc.nasa.gov/gcn3/9688.gcn3</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>trigger number</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>None</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>None</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>256 rows × 23 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                           Agile                                Agile-MCAL  \\\n",
       "GRB 050709  GCN              NaN                                       NaN   \n",
       "            trigger number   NaN                                       NaN   \n",
       "GRB 100206A GCN              NaN                                       NaN   \n",
       "            trigger number   NaN                                       NaN   \n",
       "GRB 050626  GCN              NaN                                       NaN   \n",
       "            trigger number   NaN                                       NaN   \n",
       "GRB 050509C GCN              NaN                                       NaN   \n",
       "            trigger number   NaN                                       NaN   \n",
       "GRB 050509B GCN              NaN                                       NaN   \n",
       "            trigger number   NaN                                       NaN   \n",
       "GRB 081210  GCN              NaN                                       NaN   \n",
       "            trigger number   NaN                                       NaN   \n",
       "GRB 090817  GCN              NaN                                       NaN   \n",
       "            trigger number   NaN                                       NaN   \n",
       "GRB 091221  GCN              NaN                                       NaN   \n",
       "            trigger number   NaN                                       NaN   \n",
       "GRB 110604A GCN              NaN                                       NaN   \n",
       "            trigger number   NaN                                       NaN   \n",
       "GRB 090814B GCN              NaN                                       NaN   \n",
       "            trigger number   NaN                                       NaN   \n",
       "GRB 091111  GCN              NaN                                       NaN   \n",
       "            trigger number   NaN                                       NaN   \n",
       "GRB 050525A GCN              NaN                                       NaN   \n",
       "            trigger number   NaN                                       NaN   \n",
       "GRB 120419A GCN              NaN                                       NaN   \n",
       "            trigger number   NaN                                       NaN   \n",
       "GRB 121102A GCN              NaN                                       NaN   \n",
       "            trigger number   NaN                                       NaN   \n",
       "GRB 061025  GCN              NaN                                       NaN   \n",
       "            trigger number   NaN                                       NaN   \n",
       "...                          ...                                       ...   \n",
       "GRB 080319B GCN              NaN                                       NaN   \n",
       "            trigger number   NaN                                       NaN   \n",
       "GRB 080319A GCN              NaN                                       NaN   \n",
       "            trigger number   NaN                                       NaN   \n",
       "GRB 080120  GCN              NaN                                       NaN   \n",
       "            trigger number   NaN                                       NaN   \n",
       "GRB 091202  GCN              NaN                                       NaN   \n",
       "            trigger number   NaN                                       NaN   \n",
       "GRB 080613B GCN              NaN                                       NaN   \n",
       "            trigger number   NaN                                       NaN   \n",
       "GRB 080613A GCN              NaN                                       NaN   \n",
       "            trigger number   NaN                                       NaN   \n",
       "GRB 090129  GCN              NaN                                       NaN   \n",
       "            trigger number   NaN                                       NaN   \n",
       "GRB 081204  GCN              NaN                                       NaN   \n",
       "            trigger number   NaN                                       NaN   \n",
       "GRB 091208A GCN              NaN                                       NaN   \n",
       "            trigger number   NaN                                       NaN   \n",
       "GRB 080603B GCN              NaN                                       NaN   \n",
       "            trigger number   NaN                                       NaN   \n",
       "GRB 080603A GCN              NaN                                       NaN   \n",
       "            trigger number   NaN                                       NaN   \n",
       "GRB 080605  GCN              NaN                                       NaN   \n",
       "            trigger number   NaN                                       NaN   \n",
       "GRB 080607  GCN              NaN  https://gcn.gsfc.nasa.gov/gcn3/7866.gcn3   \n",
       "            trigger number   NaN                                      None   \n",
       "GRB 091109B GCN              NaN                                       NaN   \n",
       "            trigger number   NaN                                       NaN   \n",
       "GRB 090720A GCN              NaN                                       NaN   \n",
       "            trigger number   NaN                                       NaN   \n",
       "\n",
       "                           Agile-Mcal  \\\n",
       "GRB 050709  GCN                   NaN   \n",
       "            trigger number        NaN   \n",
       "GRB 100206A GCN                   NaN   \n",
       "            trigger number        NaN   \n",
       "GRB 050626  GCN                   NaN   \n",
       "            trigger number        NaN   \n",
       "GRB 050509C GCN                   NaN   \n",
       "            trigger number        NaN   \n",
       "GRB 050509B GCN                   NaN   \n",
       "            trigger number        NaN   \n",
       "GRB 081210  GCN                   NaN   \n",
       "            trigger number        NaN   \n",
       "GRB 090817  GCN                   NaN   \n",
       "            trigger number        NaN   \n",
       "GRB 091221  GCN                   NaN   \n",
       "            trigger number        NaN   \n",
       "GRB 110604A GCN                   NaN   \n",
       "            trigger number        NaN   \n",
       "GRB 090814B GCN                   NaN   \n",
       "            trigger number        NaN   \n",
       "GRB 091111  GCN                   NaN   \n",
       "            trigger number        NaN   \n",
       "GRB 050525A GCN                   NaN   \n",
       "            trigger number        NaN   \n",
       "GRB 120419A GCN                   NaN   \n",
       "            trigger number        NaN   \n",
       "GRB 121102A GCN                   NaN   \n",
       "            trigger number        NaN   \n",
       "GRB 061025  GCN                   NaN   \n",
       "            trigger number        NaN   \n",
       "...                               ...   \n",
       "GRB 080319B GCN                   NaN   \n",
       "            trigger number        NaN   \n",
       "GRB 080319A GCN                   NaN   \n",
       "            trigger number        NaN   \n",
       "GRB 080120  GCN                   NaN   \n",
       "            trigger number        NaN   \n",
       "GRB 091202  GCN                   NaN   \n",
       "            trigger number        NaN   \n",
       "GRB 080613B GCN                   NaN   \n",
       "            trigger number        NaN   \n",
       "GRB 080613A GCN                   NaN   \n",
       "            trigger number        NaN   \n",
       "GRB 090129  GCN                   NaN   \n",
       "            trigger number        NaN   \n",
       "GRB 081204  GCN                   NaN   \n",
       "            trigger number        NaN   \n",
       "GRB 091208A GCN                   NaN   \n",
       "            trigger number        NaN   \n",
       "GRB 080603B GCN                   NaN   \n",
       "            trigger number        NaN   \n",
       "GRB 080603A GCN                   NaN   \n",
       "            trigger number        NaN   \n",
       "GRB 080605  GCN                   NaN   \n",
       "            trigger number        NaN   \n",
       "GRB 080607  GCN                   NaN   \n",
       "            trigger number        NaN   \n",
       "GRB 091109B GCN                   NaN   \n",
       "            trigger number        NaN   \n",
       "GRB 090720A GCN                   NaN   \n",
       "            trigger number        NaN   \n",
       "\n",
       "                                                             Chandra  \\\n",
       "GRB 050709  GCN             https://gcn.gsfc.nasa.gov/gcn3/3585.gcn3   \n",
       "            trigger number                                      None   \n",
       "GRB 100206A GCN                                                  NaN   \n",
       "            trigger number                                       NaN   \n",
       "GRB 050626  GCN                                                  NaN   \n",
       "            trigger number                                       NaN   \n",
       "GRB 050509C GCN             https://gcn.gsfc.nasa.gov/gcn3/3442.gcn3   \n",
       "            trigger number                                      None   \n",
       "GRB 050509B GCN             https://gcn.gsfc.nasa.gov/gcn3/3419.gcn3   \n",
       "            trigger number                                      None   \n",
       "GRB 081210  GCN                                                  NaN   \n",
       "            trigger number                                       NaN   \n",
       "GRB 090817  GCN                                                  NaN   \n",
       "            trigger number                                       NaN   \n",
       "GRB 091221  GCN                                                  NaN   \n",
       "            trigger number                                       NaN   \n",
       "GRB 110604A GCN                                                  NaN   \n",
       "            trigger number                                       NaN   \n",
       "GRB 090814B GCN                                                  NaN   \n",
       "            trigger number                                       NaN   \n",
       "GRB 091111  GCN                                                  NaN   \n",
       "            trigger number                                       NaN   \n",
       "GRB 050525A GCN                                                  NaN   \n",
       "            trigger number                                       NaN   \n",
       "GRB 120419A GCN                                                  NaN   \n",
       "            trigger number                                       NaN   \n",
       "GRB 121102A GCN                                                  NaN   \n",
       "            trigger number                                       NaN   \n",
       "GRB 061025  GCN                                                  NaN   \n",
       "            trigger number                                       NaN   \n",
       "...                                                              ...   \n",
       "GRB 080319B GCN                                                  NaN   \n",
       "            trigger number                                       NaN   \n",
       "GRB 080319A GCN                                                  NaN   \n",
       "            trigger number                                       NaN   \n",
       "GRB 080120  GCN                                                  NaN   \n",
       "            trigger number                                       NaN   \n",
       "GRB 091202  GCN                                                  NaN   \n",
       "            trigger number                                       NaN   \n",
       "GRB 080613B GCN                                                  NaN   \n",
       "            trigger number                                       NaN   \n",
       "GRB 080613A GCN                                                  NaN   \n",
       "            trigger number                                       NaN   \n",
       "GRB 090129  GCN                                                  NaN   \n",
       "            trigger number                                       NaN   \n",
       "GRB 081204  GCN                                                  NaN   \n",
       "            trigger number                                       NaN   \n",
       "GRB 091208A GCN                                                  NaN   \n",
       "            trigger number                                       NaN   \n",
       "GRB 080603B GCN                                                  NaN   \n",
       "            trigger number                                       NaN   \n",
       "GRB 080603A GCN                                                  NaN   \n",
       "            trigger number                                       NaN   \n",
       "GRB 080605  GCN                                                  NaN   \n",
       "            trigger number                                       NaN   \n",
       "GRB 080607  GCN                                                  NaN   \n",
       "            trigger number                                       NaN   \n",
       "GRB 091109B GCN                                                  NaN   \n",
       "            trigger number                                       NaN   \n",
       "GRB 090720A GCN                                                  NaN   \n",
       "            trigger number                                       NaN   \n",
       "\n",
       "                                                            Fermi-GBM  \\\n",
       "GRB 050709  GCN                                                   NaN   \n",
       "            trigger number                                        NaN   \n",
       "GRB 100206A GCN             https://gcn.gsfc.nasa.gov/gcn3/10381.gcn3   \n",
       "            trigger number                                       None   \n",
       "GRB 050626  GCN                                                   NaN   \n",
       "            trigger number                                        NaN   \n",
       "GRB 050509C GCN                                                   NaN   \n",
       "            trigger number                                        NaN   \n",
       "GRB 050509B GCN                                                   NaN   \n",
       "            trigger number                                        NaN   \n",
       "GRB 081210  GCN                                                   NaN   \n",
       "            trigger number                                        NaN   \n",
       "GRB 090817  GCN              https://gcn.gsfc.nasa.gov/gcn3/9823.gcn3   \n",
       "            trigger number                                       None   \n",
       "GRB 091221  GCN             https://gcn.gsfc.nasa.gov/gcn3/10293.gcn3   \n",
       "            trigger number                                       None   \n",
       "GRB 110604A GCN                                                   NaN   \n",
       "            trigger number                                        NaN   \n",
       "GRB 090814B GCN                                                   NaN   \n",
       "            trigger number                                        NaN   \n",
       "GRB 091111  GCN                                                   NaN   \n",
       "            trigger number                                        NaN   \n",
       "GRB 050525A GCN                                                   NaN   \n",
       "            trigger number                                        NaN   \n",
       "GRB 120419A GCN                                                   NaN   \n",
       "            trigger number                                        NaN   \n",
       "GRB 121102A GCN                                                   NaN   \n",
       "            trigger number                                        NaN   \n",
       "GRB 061025  GCN                                                   NaN   \n",
       "            trigger number                                        NaN   \n",
       "...                                                               ...   \n",
       "GRB 080319B GCN                                                   NaN   \n",
       "            trigger number                                        NaN   \n",
       "GRB 080319A GCN                                                   NaN   \n",
       "            trigger number                                        NaN   \n",
       "GRB 080120  GCN                                                   NaN   \n",
       "            trigger number                                        NaN   \n",
       "GRB 091202  GCN                                                   NaN   \n",
       "            trigger number                                        NaN   \n",
       "GRB 080613B GCN                                                   NaN   \n",
       "            trigger number                                        NaN   \n",
       "GRB 080613A GCN                                                   NaN   \n",
       "            trigger number                                        NaN   \n",
       "GRB 090129  GCN              https://gcn.gsfc.nasa.gov/gcn3/8897.gcn3   \n",
       "            trigger number                                       None   \n",
       "GRB 081204  GCN                                                   NaN   \n",
       "            trigger number                                        NaN   \n",
       "GRB 091208A GCN                                                   NaN   \n",
       "            trigger number                                        NaN   \n",
       "GRB 080603B GCN                                                   NaN   \n",
       "            trigger number                                        NaN   \n",
       "GRB 080603A GCN                                                   NaN   \n",
       "            trigger number                                        NaN   \n",
       "GRB 080605  GCN                                                   NaN   \n",
       "            trigger number                                        NaN   \n",
       "GRB 080607  GCN                                                   NaN   \n",
       "            trigger number                                        NaN   \n",
       "GRB 091109B GCN                                                   NaN   \n",
       "            trigger number                                        NaN   \n",
       "GRB 090720A GCN              https://gcn.gsfc.nasa.gov/gcn3/9688.gcn3   \n",
       "            trigger number                                       None   \n",
       "\n",
       "                           Fermi-LAT  \\\n",
       "GRB 050709  GCN                  NaN   \n",
       "            trigger number       NaN   \n",
       "GRB 100206A GCN                  NaN   \n",
       "            trigger number       NaN   \n",
       "GRB 050626  GCN                  NaN   \n",
       "            trigger number       NaN   \n",
       "GRB 050509C GCN                  NaN   \n",
       "            trigger number       NaN   \n",
       "GRB 050509B GCN                  NaN   \n",
       "            trigger number       NaN   \n",
       "GRB 081210  GCN                  NaN   \n",
       "            trigger number       NaN   \n",
       "GRB 090817  GCN                  NaN   \n",
       "            trigger number       NaN   \n",
       "GRB 091221  GCN                  NaN   \n",
       "            trigger number       NaN   \n",
       "GRB 110604A GCN                  NaN   \n",
       "            trigger number       NaN   \n",
       "GRB 090814B GCN                  NaN   \n",
       "            trigger number       NaN   \n",
       "GRB 091111  GCN                  NaN   \n",
       "            trigger number       NaN   \n",
       "GRB 050525A GCN                  NaN   \n",
       "            trigger number       NaN   \n",
       "GRB 120419A GCN                  NaN   \n",
       "            trigger number       NaN   \n",
       "GRB 121102A GCN                  NaN   \n",
       "            trigger number       NaN   \n",
       "GRB 061025  GCN                  NaN   \n",
       "            trigger number       NaN   \n",
       "...                              ...   \n",
       "GRB 080319B GCN                  NaN   \n",
       "            trigger number       NaN   \n",
       "GRB 080319A GCN                  NaN   \n",
       "            trigger number       NaN   \n",
       "GRB 080120  GCN                  NaN   \n",
       "            trigger number       NaN   \n",
       "GRB 091202  GCN                  NaN   \n",
       "            trigger number       NaN   \n",
       "GRB 080613B GCN                  NaN   \n",
       "            trigger number       NaN   \n",
       "GRB 080613A GCN                  NaN   \n",
       "            trigger number       NaN   \n",
       "GRB 090129  GCN                  NaN   \n",
       "            trigger number       NaN   \n",
       "GRB 081204  GCN                  NaN   \n",
       "            trigger number       NaN   \n",
       "GRB 091208A GCN                  NaN   \n",
       "            trigger number       NaN   \n",
       "GRB 080603B GCN                  NaN   \n",
       "            trigger number       NaN   \n",
       "GRB 080603A GCN                  NaN   \n",
       "            trigger number       NaN   \n",
       "GRB 080605  GCN                  NaN   \n",
       "            trigger number       NaN   \n",
       "GRB 080607  GCN                  NaN   \n",
       "            trigger number       NaN   \n",
       "GRB 091109B GCN                  NaN   \n",
       "            trigger number       NaN   \n",
       "GRB 090720A GCN                  NaN   \n",
       "            trigger number       NaN   \n",
       "\n",
       "                                                                HETE  IPN  \\\n",
       "GRB 050709  GCN             https://gcn.gsfc.nasa.gov/gcn3/3570.gcn3  NaN   \n",
       "            trigger number                                      None  NaN   \n",
       "GRB 100206A GCN                                                  NaN  NaN   \n",
       "            trigger number                                       NaN  NaN   \n",
       "GRB 050626  GCN                                                  NaN  NaN   \n",
       "            trigger number                                       NaN  NaN   \n",
       "GRB 050509C GCN             https://gcn.gsfc.nasa.gov/gcn3/3402.gcn3  NaN   \n",
       "            trigger number                                      None  NaN   \n",
       "GRB 050509B GCN                                                  NaN  NaN   \n",
       "            trigger number                                       NaN  NaN   \n",
       "GRB 081210  GCN                                                  NaN  NaN   \n",
       "            trigger number                                       NaN  NaN   \n",
       "GRB 090817  GCN                                                  NaN  NaN   \n",
       "            trigger number                                       NaN  NaN   \n",
       "GRB 091221  GCN                                                  NaN  NaN   \n",
       "            trigger number                                       NaN  NaN   \n",
       "GRB 110604A GCN                                                  NaN  NaN   \n",
       "            trigger number                                       NaN  NaN   \n",
       "GRB 090814B GCN                                                  NaN  NaN   \n",
       "            trigger number                                       NaN  NaN   \n",
       "GRB 091111  GCN                                                  NaN  NaN   \n",
       "            trigger number                                       NaN  NaN   \n",
       "GRB 050525A GCN                                                  NaN  NaN   \n",
       "            trigger number                                       NaN  NaN   \n",
       "GRB 120419A GCN                                                  NaN  NaN   \n",
       "            trigger number                                       NaN  NaN   \n",
       "GRB 121102A GCN                                                  NaN  NaN   \n",
       "            trigger number                                       NaN  NaN   \n",
       "GRB 061025  GCN                                                  NaN  NaN   \n",
       "            trigger number                                       NaN  NaN   \n",
       "...                                                              ...  ...   \n",
       "GRB 080319B GCN                                                  NaN  NaN   \n",
       "            trigger number                                       NaN  NaN   \n",
       "GRB 080319A GCN                                                  NaN  NaN   \n",
       "            trigger number                                       NaN  NaN   \n",
       "GRB 080120  GCN                                                  NaN  NaN   \n",
       "            trigger number                                       NaN  NaN   \n",
       "GRB 091202  GCN                                                  NaN  NaN   \n",
       "            trigger number                                       NaN  NaN   \n",
       "GRB 080613B GCN                                                  NaN  NaN   \n",
       "            trigger number                                       NaN  NaN   \n",
       "GRB 080613A GCN                                                  NaN  NaN   \n",
       "            trigger number                                       NaN  NaN   \n",
       "GRB 090129  GCN                                                  NaN  NaN   \n",
       "            trigger number                                       NaN  NaN   \n",
       "GRB 081204  GCN                                                  NaN  NaN   \n",
       "            trigger number                                       NaN  NaN   \n",
       "GRB 091208A GCN                                                  NaN  NaN   \n",
       "            trigger number                                       NaN  NaN   \n",
       "GRB 080603B GCN                                                  NaN  NaN   \n",
       "            trigger number                                       NaN  NaN   \n",
       "GRB 080603A GCN                                                  NaN  NaN   \n",
       "            trigger number                                       NaN  NaN   \n",
       "GRB 080605  GCN                                                  NaN  NaN   \n",
       "            trigger number                                       NaN  NaN   \n",
       "GRB 080607  GCN                                                  NaN  NaN   \n",
       "            trigger number                                       NaN  NaN   \n",
       "GRB 091109B GCN                                                  NaN  NaN   \n",
       "            trigger number                                       NaN  NaN   \n",
       "GRB 090720A GCN                                                  NaN  NaN   \n",
       "            trigger number                                       NaN  NaN   \n",
       "\n",
       "                                                             Integral Konus  \\\n",
       "GRB 050709  GCN                                                   NaN   NaN   \n",
       "            trigger number                                        NaN   NaN   \n",
       "GRB 100206A GCN               https://gcn.gsfc.nasa.gov/gcn3/271.gcn3   NaN   \n",
       "            trigger number                                       None   NaN   \n",
       "GRB 050626  GCN              https://gcn.gsfc.nasa.gov/gcn3/3552.gcn3   NaN   \n",
       "            trigger number                                       None   NaN   \n",
       "GRB 050509C GCN                                                   NaN   NaN   \n",
       "            trigger number                                        NaN   NaN   \n",
       "GRB 050509B GCN                                                   NaN   NaN   \n",
       "            trigger number                                        NaN   NaN   \n",
       "GRB 081210  GCN               https://gcn.gsfc.nasa.gov/gcn3/186.gcn3   NaN   \n",
       "            trigger number                                       None   NaN   \n",
       "GRB 090817  GCN              https://gcn.gsfc.nasa.gov/gcn3/9815.gcn3   NaN   \n",
       "            trigger number                                       None   NaN   \n",
       "GRB 091221  GCN               https://gcn.gsfc.nasa.gov/gcn3/263.gcn3   NaN   \n",
       "            trigger number                                       None   NaN   \n",
       "GRB 110604A GCN             https://gcn.gsfc.nasa.gov/gcn3/12063.gcn3   NaN   \n",
       "            trigger number                                       None   NaN   \n",
       "GRB 090814B GCN              https://gcn.gsfc.nasa.gov/gcn3/9795.gcn3   NaN   \n",
       "            trigger number                                       None   NaN   \n",
       "GRB 091111  GCN             https://gcn.gsfc.nasa.gov/gcn3/10159.gcn3   NaN   \n",
       "            trigger number                                       None   NaN   \n",
       "GRB 050525A GCN              https://gcn.gsfc.nasa.gov/gcn3/3472.gcn3   NaN   \n",
       "            trigger number                                       None   NaN   \n",
       "GRB 120419A GCN             https://gcn.gsfc.nasa.gov/gcn3/13241.gcn3   NaN   \n",
       "            trigger number                                       None   NaN   \n",
       "GRB 121102A GCN             https://gcn.gsfc.nasa.gov/gcn3/13939.gcn3   NaN   \n",
       "            trigger number                                       None   NaN   \n",
       "GRB 061025  GCN              https://gcn.gsfc.nasa.gov/gcn3/5751.gcn3   NaN   \n",
       "            trigger number                                       None   NaN   \n",
       "...                                                               ...   ...   \n",
       "GRB 080319B GCN              https://gcn.gsfc.nasa.gov/gcn3/7450.gcn3   NaN   \n",
       "            trigger number                                       None   NaN   \n",
       "GRB 080319A GCN              https://gcn.gsfc.nasa.gov/gcn3/7450.gcn3   NaN   \n",
       "            trigger number                                       None   NaN   \n",
       "GRB 080120  GCN              https://gcn.gsfc.nasa.gov/gcn3/7194.gcn3   NaN   \n",
       "            trigger number                                       None   NaN   \n",
       "GRB 091202  GCN             https://gcn.gsfc.nasa.gov/gcn3/10234.gcn3   NaN   \n",
       "            trigger number                                       None   NaN   \n",
       "GRB 080613B GCN               https://gcn.gsfc.nasa.gov/gcn3/143.gcn3   NaN   \n",
       "            trigger number                                       None   NaN   \n",
       "GRB 080613A GCN              https://gcn.gsfc.nasa.gov/gcn3/7871.gcn3   NaN   \n",
       "            trigger number                                       None   NaN   \n",
       "GRB 090129  GCN               https://gcn.gsfc.nasa.gov/gcn3/195.gcn3   NaN   \n",
       "            trigger number                                       None   NaN   \n",
       "GRB 081204  GCN              https://gcn.gsfc.nasa.gov/gcn3/8614.gcn3   NaN   \n",
       "            trigger number                                       None   NaN   \n",
       "GRB 091208A GCN               https://gcn.gsfc.nasa.gov/gcn3/270.gcn3   NaN   \n",
       "            trigger number                                       None   NaN   \n",
       "GRB 080603B GCN               https://gcn.gsfc.nasa.gov/gcn3/144.gcn3   NaN   \n",
       "            trigger number                                       None   NaN   \n",
       "GRB 080603A GCN              https://gcn.gsfc.nasa.gov/gcn3/7790.gcn3   NaN   \n",
       "            trigger number                                       None   NaN   \n",
       "GRB 080605  GCN               https://gcn.gsfc.nasa.gov/gcn3/142.gcn3   NaN   \n",
       "            trigger number                                       None   NaN   \n",
       "GRB 080607  GCN               https://gcn.gsfc.nasa.gov/gcn3/147.gcn3   NaN   \n",
       "            trigger number                                       None   NaN   \n",
       "GRB 091109B GCN               https://gcn.gsfc.nasa.gov/gcn3/259.gcn3   NaN   \n",
       "            trigger number                                       None   NaN   \n",
       "GRB 090720A GCN              https://gcn.gsfc.nasa.gov/gcn3/9688.gcn3   NaN   \n",
       "            trigger number                                       None   NaN   \n",
       "\n",
       "                              ...     Maxi  \\\n",
       "GRB 050709  GCN               ...      NaN   \n",
       "            trigger number    ...      NaN   \n",
       "GRB 100206A GCN               ...      NaN   \n",
       "            trigger number    ...      NaN   \n",
       "GRB 050626  GCN               ...      NaN   \n",
       "            trigger number    ...      NaN   \n",
       "GRB 050509C GCN               ...      NaN   \n",
       "            trigger number    ...      NaN   \n",
       "GRB 050509B GCN               ...      NaN   \n",
       "            trigger number    ...      NaN   \n",
       "GRB 081210  GCN               ...      NaN   \n",
       "            trigger number    ...      NaN   \n",
       "GRB 090817  GCN               ...      NaN   \n",
       "            trigger number    ...      NaN   \n",
       "GRB 091221  GCN               ...      NaN   \n",
       "            trigger number    ...      NaN   \n",
       "GRB 110604A GCN               ...      NaN   \n",
       "            trigger number    ...      NaN   \n",
       "GRB 090814B GCN               ...      NaN   \n",
       "            trigger number    ...      NaN   \n",
       "GRB 091111  GCN               ...      NaN   \n",
       "            trigger number    ...      NaN   \n",
       "GRB 050525A GCN               ...      NaN   \n",
       "            trigger number    ...      NaN   \n",
       "GRB 120419A GCN               ...      NaN   \n",
       "            trigger number    ...      NaN   \n",
       "GRB 121102A GCN               ...      NaN   \n",
       "            trigger number    ...      NaN   \n",
       "GRB 061025  GCN               ...      NaN   \n",
       "            trigger number    ...      NaN   \n",
       "...                           ...      ...   \n",
       "GRB 080319B GCN               ...      NaN   \n",
       "            trigger number    ...      NaN   \n",
       "GRB 080319A GCN               ...      NaN   \n",
       "            trigger number    ...      NaN   \n",
       "GRB 080120  GCN               ...      NaN   \n",
       "            trigger number    ...      NaN   \n",
       "GRB 091202  GCN               ...      NaN   \n",
       "            trigger number    ...      NaN   \n",
       "GRB 080613B GCN               ...      NaN   \n",
       "            trigger number    ...      NaN   \n",
       "GRB 080613A GCN               ...      NaN   \n",
       "            trigger number    ...      NaN   \n",
       "GRB 090129  GCN               ...      NaN   \n",
       "            trigger number    ...      NaN   \n",
       "GRB 081204  GCN               ...      NaN   \n",
       "            trigger number    ...      NaN   \n",
       "GRB 091208A GCN               ...      NaN   \n",
       "            trigger number    ...      NaN   \n",
       "GRB 080603B GCN               ...      NaN   \n",
       "            trigger number    ...      NaN   \n",
       "GRB 080603A GCN               ...      NaN   \n",
       "            trigger number    ...      NaN   \n",
       "GRB 080605  GCN               ...      NaN   \n",
       "            trigger number    ...      NaN   \n",
       "GRB 080607  GCN               ...      NaN   \n",
       "            trigger number    ...      NaN   \n",
       "GRB 091109B GCN               ...      NaN   \n",
       "            trigger number    ...      NaN   \n",
       "GRB 090720A GCN               ...      NaN   \n",
       "            trigger number    ...      NaN   \n",
       "\n",
       "                                                            Messenger RHESSI  \\\n",
       "GRB 050709  GCN                                                   NaN    NaN   \n",
       "            trigger number                                        NaN    NaN   \n",
       "GRB 100206A GCN                                                   NaN    NaN   \n",
       "            trigger number                                        NaN    NaN   \n",
       "GRB 050626  GCN                                                   NaN    NaN   \n",
       "            trigger number                                        NaN    NaN   \n",
       "GRB 050509C GCN                                                   NaN    NaN   \n",
       "            trigger number                                        NaN    NaN   \n",
       "GRB 050509B GCN                                                   NaN    NaN   \n",
       "            trigger number                                        NaN    NaN   \n",
       "GRB 081210  GCN                                                   NaN    NaN   \n",
       "            trigger number                                        NaN    NaN   \n",
       "GRB 090817  GCN                                                   NaN    NaN   \n",
       "            trigger number                                        NaN    NaN   \n",
       "GRB 091221  GCN                                                   NaN    NaN   \n",
       "            trigger number                                        NaN    NaN   \n",
       "GRB 110604A GCN             https://gcn.gsfc.nasa.gov/gcn3/12063.gcn3    NaN   \n",
       "            trigger number                                       None    NaN   \n",
       "GRB 090814B GCN                                                   NaN    NaN   \n",
       "            trigger number                                        NaN    NaN   \n",
       "GRB 091111  GCN                                                   NaN    NaN   \n",
       "            trigger number                                        NaN    NaN   \n",
       "GRB 050525A GCN                                                   NaN    NaN   \n",
       "            trigger number                                        NaN    NaN   \n",
       "GRB 120419A GCN                                                   NaN    NaN   \n",
       "            trigger number                                        NaN    NaN   \n",
       "GRB 121102A GCN                                                   NaN    NaN   \n",
       "            trigger number                                        NaN    NaN   \n",
       "GRB 061025  GCN                                                   NaN    NaN   \n",
       "            trigger number                                        NaN    NaN   \n",
       "...                                                               ...    ...   \n",
       "GRB 080319B GCN                                                   NaN    NaN   \n",
       "            trigger number                                        NaN    NaN   \n",
       "GRB 080319A GCN                                                   NaN    NaN   \n",
       "            trigger number                                        NaN    NaN   \n",
       "GRB 080120  GCN                                                   NaN    NaN   \n",
       "            trigger number                                        NaN    NaN   \n",
       "GRB 091202  GCN                                                   NaN    NaN   \n",
       "            trigger number                                        NaN    NaN   \n",
       "GRB 080613B GCN                                                   NaN    NaN   \n",
       "            trigger number                                        NaN    NaN   \n",
       "GRB 080613A GCN                                                   NaN    NaN   \n",
       "            trigger number                                        NaN    NaN   \n",
       "GRB 090129  GCN                                                   NaN    NaN   \n",
       "            trigger number                                        NaN    NaN   \n",
       "GRB 081204  GCN                                                   NaN    NaN   \n",
       "            trigger number                                        NaN    NaN   \n",
       "GRB 091208A GCN                                                   NaN    NaN   \n",
       "            trigger number                                        NaN    NaN   \n",
       "GRB 080603B GCN                                                   NaN    NaN   \n",
       "            trigger number                                        NaN    NaN   \n",
       "GRB 080603A GCN                                                   NaN    NaN   \n",
       "            trigger number                                        NaN    NaN   \n",
       "GRB 080605  GCN                                                   NaN    NaN   \n",
       "            trigger number                                        NaN    NaN   \n",
       "GRB 080607  GCN                                                   NaN    NaN   \n",
       "            trigger number                                        NaN    NaN   \n",
       "GRB 091109B GCN                                                   NaN    NaN   \n",
       "            trigger number                                        NaN    NaN   \n",
       "GRB 090720A GCN                                                   NaN    NaN   \n",
       "            trigger number                                        NaN    NaN   \n",
       "\n",
       "                           ROSAT RXTE SuperAgile Suzaku  \\\n",
       "GRB 050709  GCN              NaN  NaN        NaN    NaN   \n",
       "            trigger number   NaN  NaN        NaN    NaN   \n",
       "GRB 100206A GCN              NaN  NaN        NaN    NaN   \n",
       "            trigger number   NaN  NaN        NaN    NaN   \n",
       "GRB 050626  GCN              NaN  NaN        NaN    NaN   \n",
       "            trigger number   NaN  NaN        NaN    NaN   \n",
       "GRB 050509C GCN              NaN  NaN        NaN    NaN   \n",
       "            trigger number   NaN  NaN        NaN    NaN   \n",
       "GRB 050509B GCN              NaN  NaN        NaN    NaN   \n",
       "            trigger number   NaN  NaN        NaN    NaN   \n",
       "GRB 081210  GCN              NaN  NaN        NaN    NaN   \n",
       "            trigger number   NaN  NaN        NaN    NaN   \n",
       "GRB 090817  GCN              NaN  NaN        NaN    NaN   \n",
       "            trigger number   NaN  NaN        NaN    NaN   \n",
       "GRB 091221  GCN              NaN  NaN        NaN    NaN   \n",
       "            trigger number   NaN  NaN        NaN    NaN   \n",
       "GRB 110604A GCN              NaN  NaN        NaN    NaN   \n",
       "            trigger number   NaN  NaN        NaN    NaN   \n",
       "GRB 090814B GCN              NaN  NaN        NaN    NaN   \n",
       "            trigger number   NaN  NaN        NaN    NaN   \n",
       "GRB 091111  GCN              NaN  NaN        NaN    NaN   \n",
       "            trigger number   NaN  NaN        NaN    NaN   \n",
       "GRB 050525A GCN              NaN  NaN        NaN    NaN   \n",
       "            trigger number   NaN  NaN        NaN    NaN   \n",
       "GRB 120419A GCN              NaN  NaN        NaN    NaN   \n",
       "            trigger number   NaN  NaN        NaN    NaN   \n",
       "GRB 121102A GCN              NaN  NaN        NaN    NaN   \n",
       "            trigger number   NaN  NaN        NaN    NaN   \n",
       "GRB 061025  GCN              NaN  NaN        NaN    NaN   \n",
       "            trigger number   NaN  NaN        NaN    NaN   \n",
       "...                          ...  ...        ...    ...   \n",
       "GRB 080319B GCN              NaN  NaN        NaN    NaN   \n",
       "            trigger number   NaN  NaN        NaN    NaN   \n",
       "GRB 080319A GCN              NaN  NaN        NaN    NaN   \n",
       "            trigger number   NaN  NaN        NaN    NaN   \n",
       "GRB 080120  GCN              NaN  NaN        NaN    NaN   \n",
       "            trigger number   NaN  NaN        NaN    NaN   \n",
       "GRB 091202  GCN              NaN  NaN        NaN    NaN   \n",
       "            trigger number   NaN  NaN        NaN    NaN   \n",
       "GRB 080613B GCN              NaN  NaN        NaN    NaN   \n",
       "            trigger number   NaN  NaN        NaN    NaN   \n",
       "GRB 080613A GCN              NaN  NaN        NaN    NaN   \n",
       "            trigger number   NaN  NaN        NaN    NaN   \n",
       "GRB 090129  GCN              NaN  NaN        NaN    NaN   \n",
       "            trigger number   NaN  NaN        NaN    NaN   \n",
       "GRB 081204  GCN              NaN  NaN        NaN    NaN   \n",
       "            trigger number   NaN  NaN        NaN    NaN   \n",
       "GRB 091208A GCN              NaN  NaN        NaN    NaN   \n",
       "            trigger number   NaN  NaN        NaN    NaN   \n",
       "GRB 080603B GCN              NaN  NaN        NaN    NaN   \n",
       "            trigger number   NaN  NaN        NaN    NaN   \n",
       "GRB 080603A GCN              NaN  NaN        NaN    NaN   \n",
       "            trigger number   NaN  NaN        NaN    NaN   \n",
       "GRB 080605  GCN              NaN  NaN        NaN    NaN   \n",
       "            trigger number   NaN  NaN        NaN    NaN   \n",
       "GRB 080607  GCN              NaN  NaN        NaN    NaN   \n",
       "            trigger number   NaN  NaN        NaN    NaN   \n",
       "GRB 091109B GCN              NaN  NaN        NaN    NaN   \n",
       "            trigger number   NaN  NaN        NaN    NaN   \n",
       "GRB 090720A GCN              NaN  NaN        NaN    NaN   \n",
       "            trigger number   NaN  NaN        NaN    NaN   \n",
       "\n",
       "                                                           Suzaku-Wam  \\\n",
       "GRB 050709  GCN                                                   NaN   \n",
       "            trigger number                                        NaN   \n",
       "GRB 100206A GCN                                                   NaN   \n",
       "            trigger number                                        NaN   \n",
       "GRB 050626  GCN                                                   NaN   \n",
       "            trigger number                                        NaN   \n",
       "GRB 050509C GCN                                                   NaN   \n",
       "            trigger number                                        NaN   \n",
       "GRB 050509B GCN                                                   NaN   \n",
       "            trigger number                                        NaN   \n",
       "GRB 081210  GCN                                                   NaN   \n",
       "            trigger number                                        NaN   \n",
       "GRB 090817  GCN                                                   NaN   \n",
       "            trigger number                                        NaN   \n",
       "GRB 091221  GCN                                                   NaN   \n",
       "            trigger number                                        NaN   \n",
       "GRB 110604A GCN             https://gcn.gsfc.nasa.gov/gcn3/12063.gcn3   \n",
       "            trigger number                                       None   \n",
       "GRB 090814B GCN                                                   NaN   \n",
       "            trigger number                                        NaN   \n",
       "GRB 091111  GCN                                                   NaN   \n",
       "            trigger number                                        NaN   \n",
       "GRB 050525A GCN                                                   NaN   \n",
       "            trigger number                                        NaN   \n",
       "GRB 120419A GCN                                                   NaN   \n",
       "            trigger number                                        NaN   \n",
       "GRB 121102A GCN                                                   NaN   \n",
       "            trigger number                                        NaN   \n",
       "GRB 061025  GCN                                                   NaN   \n",
       "            trigger number                                        NaN   \n",
       "...                                                               ...   \n",
       "GRB 080319B GCN                                                   NaN   \n",
       "            trigger number                                        NaN   \n",
       "GRB 080319A GCN                                                   NaN   \n",
       "            trigger number                                        NaN   \n",
       "GRB 080120  GCN                                                   NaN   \n",
       "            trigger number                                        NaN   \n",
       "GRB 091202  GCN                                                   NaN   \n",
       "            trigger number                                        NaN   \n",
       "GRB 080613B GCN                                                   NaN   \n",
       "            trigger number                                        NaN   \n",
       "GRB 080613A GCN                                                   NaN   \n",
       "            trigger number                                        NaN   \n",
       "GRB 090129  GCN                                                   NaN   \n",
       "            trigger number                                        NaN   \n",
       "GRB 081204  GCN                                                   NaN   \n",
       "            trigger number                                        NaN   \n",
       "GRB 091208A GCN             https://gcn.gsfc.nasa.gov/gcn3/10278.gcn3   \n",
       "            trigger number                                       None   \n",
       "GRB 080603B GCN                                                   NaN   \n",
       "            trigger number                                        NaN   \n",
       "GRB 080603A GCN                                                   NaN   \n",
       "            trigger number                                        NaN   \n",
       "GRB 080605  GCN                                                   NaN   \n",
       "            trigger number                                        NaN   \n",
       "GRB 080607  GCN                                                   NaN   \n",
       "            trigger number                                        NaN   \n",
       "GRB 091109B GCN             https://gcn.gsfc.nasa.gov/gcn3/10168.gcn3   \n",
       "            trigger number                                       None   \n",
       "GRB 090720A GCN                                                   NaN   \n",
       "            trigger number                                        NaN   \n",
       "\n",
       "                                                                 XMM  \\\n",
       "GRB 050709  GCN                                                  NaN   \n",
       "            trigger number                                       NaN   \n",
       "GRB 100206A GCN                                                  NaN   \n",
       "            trigger number                                       NaN   \n",
       "GRB 050626  GCN                                                  NaN   \n",
       "            trigger number                                       NaN   \n",
       "GRB 050509C GCN                                                  NaN   \n",
       "            trigger number                                       NaN   \n",
       "GRB 050509B GCN                                                  NaN   \n",
       "            trigger number                                       NaN   \n",
       "GRB 081210  GCN                                                  NaN   \n",
       "            trigger number                                       NaN   \n",
       "GRB 090817  GCN                                                  NaN   \n",
       "            trigger number                                       NaN   \n",
       "GRB 091221  GCN                                                  NaN   \n",
       "            trigger number                                       NaN   \n",
       "GRB 110604A GCN                                                  NaN   \n",
       "            trigger number                                       NaN   \n",
       "GRB 090814B GCN                                                  NaN   \n",
       "            trigger number                                       NaN   \n",
       "GRB 091111  GCN                                                  NaN   \n",
       "            trigger number                                       NaN   \n",
       "GRB 050525A GCN                                                  NaN   \n",
       "            trigger number                                       NaN   \n",
       "GRB 120419A GCN                                                  NaN   \n",
       "            trigger number                                       NaN   \n",
       "GRB 121102A GCN                                                  NaN   \n",
       "            trigger number                                       NaN   \n",
       "GRB 061025  GCN                                                  NaN   \n",
       "            trigger number                                       NaN   \n",
       "...                                                              ...   \n",
       "GRB 080319B GCN                                                  NaN   \n",
       "            trigger number                                       NaN   \n",
       "GRB 080319A GCN                                                  NaN   \n",
       "            trigger number                                       NaN   \n",
       "GRB 080120  GCN             https://gcn.gsfc.nasa.gov/gcn3/7196.gcn3   \n",
       "            trigger number                                      None   \n",
       "GRB 091202  GCN                                                  NaN   \n",
       "            trigger number                                       NaN   \n",
       "GRB 080613B GCN                                                  NaN   \n",
       "            trigger number                                       NaN   \n",
       "GRB 080613A GCN                                                  NaN   \n",
       "            trigger number                                       NaN   \n",
       "GRB 090129  GCN                                                  NaN   \n",
       "            trigger number                                       NaN   \n",
       "GRB 081204  GCN                                                  NaN   \n",
       "            trigger number                                       NaN   \n",
       "GRB 091208A GCN                                                  NaN   \n",
       "            trigger number                                       NaN   \n",
       "GRB 080603B GCN                                                  NaN   \n",
       "            trigger number                                       NaN   \n",
       "GRB 080603A GCN                                                  NaN   \n",
       "            trigger number                                       NaN   \n",
       "GRB 080605  GCN                                                  NaN   \n",
       "            trigger number                                       NaN   \n",
       "GRB 080607  GCN                                                  NaN   \n",
       "            trigger number                                       NaN   \n",
       "GRB 091109B GCN                                                  NaN   \n",
       "            trigger number                                       NaN   \n",
       "GRB 090720A GCN                                                  NaN   \n",
       "            trigger number                                       NaN   \n",
       "\n",
       "                           XMM-Newton  \n",
       "GRB 050709  GCN                   NaN  \n",
       "            trigger number        NaN  \n",
       "GRB 100206A GCN                   NaN  \n",
       "            trigger number        NaN  \n",
       "GRB 050626  GCN                   NaN  \n",
       "            trigger number        NaN  \n",
       "GRB 050509C GCN                   NaN  \n",
       "            trigger number        NaN  \n",
       "GRB 050509B GCN                   NaN  \n",
       "            trigger number        NaN  \n",
       "GRB 081210  GCN                   NaN  \n",
       "            trigger number        NaN  \n",
       "GRB 090817  GCN                   NaN  \n",
       "            trigger number        NaN  \n",
       "GRB 091221  GCN                   NaN  \n",
       "            trigger number        NaN  \n",
       "GRB 110604A GCN                   NaN  \n",
       "            trigger number        NaN  \n",
       "GRB 090814B GCN                   NaN  \n",
       "            trigger number        NaN  \n",
       "GRB 091111  GCN                   NaN  \n",
       "            trigger number        NaN  \n",
       "GRB 050525A GCN                   NaN  \n",
       "            trigger number        NaN  \n",
       "GRB 120419A GCN                   NaN  \n",
       "            trigger number        NaN  \n",
       "GRB 121102A GCN                   NaN  \n",
       "            trigger number        NaN  \n",
       "GRB 061025  GCN                   NaN  \n",
       "            trigger number        NaN  \n",
       "...                               ...  \n",
       "GRB 080319B GCN                   NaN  \n",
       "            trigger number        NaN  \n",
       "GRB 080319A GCN                   NaN  \n",
       "            trigger number        NaN  \n",
       "GRB 080120  GCN                   NaN  \n",
       "            trigger number        NaN  \n",
       "GRB 091202  GCN                   NaN  \n",
       "            trigger number        NaN  \n",
       "GRB 080613B GCN                   NaN  \n",
       "            trigger number        NaN  \n",
       "GRB 080613A GCN                   NaN  \n",
       "            trigger number        NaN  \n",
       "GRB 090129  GCN                   NaN  \n",
       "            trigger number        NaN  \n",
       "GRB 081204  GCN                   NaN  \n",
       "            trigger number        NaN  \n",
       "GRB 091208A GCN                   NaN  \n",
       "            trigger number        NaN  \n",
       "GRB 080603B GCN                   NaN  \n",
       "            trigger number        NaN  \n",
       "GRB 080603A GCN                   NaN  \n",
       "            trigger number        NaN  \n",
       "GRB 080605  GCN                   NaN  \n",
       "            trigger number        NaN  \n",
       "GRB 080607  GCN                   NaN  \n",
       "            trigger number        NaN  \n",
       "GRB 091109B GCN                   NaN  \n",
       "            trigger number        NaN  \n",
       "GRB 090720A GCN                   NaN  \n",
       "            trigger number        NaN  \n",
       "\n",
       "[256 rows x 23 columns]"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "other_instruments = swift_catalog.get_other_instrument_information()\n",
    "other_instruments"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "In particular, for Fermi-GBM, we can view the trigger number. In the future, other instruments will have this feature\n",
    "\n",
    "It is then very simple to use the GBM catalog and downloader to obtain the proper information and data to perform analysis with **3ML**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {
    "collapsed": false,
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "GRB 050709   GCN                                                     NaN\n",
       "             trigger number                                          NaN\n",
       "GRB 100206A  GCN               https://gcn.gsfc.nasa.gov/gcn3/10381.gcn3\n",
       "             trigger number                                         None\n",
       "GRB 050626   GCN                                                     NaN\n",
       "             trigger number                                          NaN\n",
       "GRB 050509C  GCN                                                     NaN\n",
       "             trigger number                                          NaN\n",
       "GRB 050509B  GCN                                                     NaN\n",
       "             trigger number                                          NaN\n",
       "GRB 081210   GCN                                                     NaN\n",
       "             trigger number                                          NaN\n",
       "GRB 090817   GCN                https://gcn.gsfc.nasa.gov/gcn3/9823.gcn3\n",
       "             trigger number                                         None\n",
       "GRB 091221   GCN               https://gcn.gsfc.nasa.gov/gcn3/10293.gcn3\n",
       "             trigger number                                         None\n",
       "GRB 110604A  GCN                                                     NaN\n",
       "             trigger number                                          NaN\n",
       "GRB 090814B  GCN                                                     NaN\n",
       "             trigger number                                          NaN\n",
       "GRB 091111   GCN                                                     NaN\n",
       "             trigger number                                          NaN\n",
       "GRB 050525A  GCN                                                     NaN\n",
       "             trigger number                                          NaN\n",
       "GRB 120419A  GCN                                                     NaN\n",
       "             trigger number                                          NaN\n",
       "GRB 121102A  GCN                                                     NaN\n",
       "             trigger number                                          NaN\n",
       "GRB 061025   GCN                                                     NaN\n",
       "             trigger number                                          NaN\n",
       "                                                 ...                    \n",
       "GRB 080319B  GCN                                                     NaN\n",
       "             trigger number                                          NaN\n",
       "GRB 080319A  GCN                                                     NaN\n",
       "             trigger number                                          NaN\n",
       "GRB 080120   GCN                                                     NaN\n",
       "             trigger number                                          NaN\n",
       "GRB 091202   GCN                                                     NaN\n",
       "             trigger number                                          NaN\n",
       "GRB 080613B  GCN                                                     NaN\n",
       "             trigger number                                          NaN\n",
       "GRB 080613A  GCN                                                     NaN\n",
       "             trigger number                                          NaN\n",
       "GRB 090129   GCN                https://gcn.gsfc.nasa.gov/gcn3/8897.gcn3\n",
       "             trigger number                                         None\n",
       "GRB 081204   GCN                                                     NaN\n",
       "             trigger number                                          NaN\n",
       "GRB 091208A  GCN                                                     NaN\n",
       "             trigger number                                          NaN\n",
       "GRB 080603B  GCN                                                     NaN\n",
       "             trigger number                                          NaN\n",
       "GRB 080603A  GCN                                                     NaN\n",
       "             trigger number                                          NaN\n",
       "GRB 080605   GCN                                                     NaN\n",
       "             trigger number                                          NaN\n",
       "GRB 080607   GCN                                                     NaN\n",
       "             trigger number                                          NaN\n",
       "GRB 091109B  GCN                                                     NaN\n",
       "             trigger number                                          NaN\n",
       "GRB 090720A  GCN                https://gcn.gsfc.nasa.gov/gcn3/9688.gcn3\n",
       "             trigger number                                         None\n",
       "Name: Fermi-GBM, dtype: object"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "other_instruments['Fermi-GBM']"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Other observations\n",
    "\n",
    "It is also possible to investigate optical, radio, etc. other observations and their references:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {
    "collapsed": false,
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th>bat</th>\n",
       "      <th>opt</th>\n",
       "      <th>radio</th>\n",
       "      <th>uvot</th>\n",
       "      <th>xrt</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th rowspan=\"3\" valign=\"top\">GRB 050709</th>\n",
       "      <th>GCN</th>\n",
       "      <td>None</td>\n",
       "      <td>NaN</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>observed</th>\n",
       "      <td>U</td>\n",
       "      <td>Y</td>\n",
       "      <td>N</td>\n",
       "      <td>N</td>\n",
       "      <td>N</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>reference</th>\n",
       "      <td>NaN</td>\n",
       "      <td>https://gcn.gsfc.nasa.gov/gcn3/3612.gcn3</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"3\" valign=\"top\">GRB 100206A</th>\n",
       "      <th>GCN</th>\n",
       "      <td>NaN</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>observed</th>\n",
       "      <td>Y</td>\n",
       "      <td>N</td>\n",
       "      <td>U</td>\n",
       "      <td>N</td>\n",
       "      <td>Y</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>reference</th>\n",
       "      <td>https://gcn.gsfc.nasa.gov/gcn3/10379.gcn3</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>http://adsabs.harvard.edu/abs/2008A&amp;A...492..873G</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">GRB 050626</th>\n",
       "      <th>GCN</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>observed</th>\n",
       "      <td>U</td>\n",
       "      <td>N</td>\n",
       "      <td>U</td>\n",
       "      <td>U</td>\n",
       "      <td>P</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"3\" valign=\"top\">GRB 050509C</th>\n",
       "      <th>GCN</th>\n",
       "      <td>None</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>observed</th>\n",
       "      <td>U</td>\n",
       "      <td>Y</td>\n",
       "      <td>Y</td>\n",
       "      <td>N</td>\n",
       "      <td>N</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>reference</th>\n",
       "      <td>NaN</td>\n",
       "      <td>https://gcn.gsfc.nasa.gov/gcn3/3425.gcn3</td>\n",
       "      <td>https://gcn.gsfc.nasa.gov/gcn3/3543.gcn3</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"3\" valign=\"top\">GRB 050509B</th>\n",
       "      <th>GCN</th>\n",
       "      <td>NaN</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>observed</th>\n",
       "      <td>Y</td>\n",
       "      <td>N</td>\n",
       "      <td>N</td>\n",
       "      <td>N</td>\n",
       "      <td>Y</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>reference</th>\n",
       "      <td>http://adsabs.harvard.edu/abs/2011ApJS..195....2S</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>http://adsabs.harvard.edu/abs/2008A&amp;A...492..873G</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"3\" valign=\"top\">GRB 081210</th>\n",
       "      <th>GCN</th>\n",
       "      <td>NaN</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>observed</th>\n",
       "      <td>Y</td>\n",
       "      <td>N</td>\n",
       "      <td>U</td>\n",
       "      <td>Y</td>\n",
       "      <td>Y</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>reference</th>\n",
       "      <td>http://adsabs.harvard.edu/abs/2011ApJS..195....2S</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://gcn.gsfc.nasa.gov/gcn3/8654.gcn3</td>\n",
       "      <td>http://adsabs.harvard.edu/abs/2008A&amp;A...492..873G</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"3\" valign=\"top\">GRB 090817</th>\n",
       "      <th>GCN</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>observed</th>\n",
       "      <td>U</td>\n",
       "      <td>N</td>\n",
       "      <td>U</td>\n",
       "      <td>N</td>\n",
       "      <td>Y</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>reference</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>http://adsabs.harvard.edu/abs/2008A&amp;A...492..873G</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"3\" valign=\"top\">GRB 091221</th>\n",
       "      <th>GCN</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>None</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>observed</th>\n",
       "      <td>Y</td>\n",
       "      <td>Y</td>\n",
       "      <td>U</td>\n",
       "      <td>Y</td>\n",
       "      <td>Y</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>reference</th>\n",
       "      <td>http://adsabs.harvard.edu/abs/2011ApJS..195....2S</td>\n",
       "      <td>https://gcn.gsfc.nasa.gov/gcn3/10284.gcn3</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://gcn.gsfc.nasa.gov/gcn3/10289.gcn3</td>\n",
       "      <td>http://adsabs.harvard.edu/abs/2008A&amp;A...492..873G</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"3\" valign=\"top\">GRB 110604A</th>\n",
       "      <th>GCN</th>\n",
       "      <td>NaN</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>observed</th>\n",
       "      <td>Y</td>\n",
       "      <td>U</td>\n",
       "      <td>U</td>\n",
       "      <td>N</td>\n",
       "      <td>Y</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>reference</th>\n",
       "      <td>https://gcn.gsfc.nasa.gov/gcn3/12063.gcn3</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>http://adsabs.harvard.edu/abs/2008A&amp;A...492..873G</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"3\" valign=\"top\">GRB 090814B</th>\n",
       "      <th>GCN</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>observed</th>\n",
       "      <td>U</td>\n",
       "      <td>N</td>\n",
       "      <td>U</td>\n",
       "      <td>N</td>\n",
       "      <td>Y</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>reference</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>http://adsabs.harvard.edu/abs/2008A&amp;A...492..873G</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GRB 091111</th>\n",
       "      <th>GCN</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"3\" valign=\"top\">GRB 080613A</th>\n",
       "      <th>GCN</th>\n",
       "      <td>None</td>\n",
       "      <td>NaN</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>observed</th>\n",
       "      <td>U</td>\n",
       "      <td>Y</td>\n",
       "      <td>N</td>\n",
       "      <td>N</td>\n",
       "      <td>Y</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>reference</th>\n",
       "      <td>NaN</td>\n",
       "      <td>https://gcn.gsfc.nasa.gov/gcn3/7872.gcn3</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>http://adsabs.harvard.edu/abs/2008A&amp;A...492..873G</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"3\" valign=\"top\">GRB 090129</th>\n",
       "      <th>GCN</th>\n",
       "      <td>NaN</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>observed</th>\n",
       "      <td>Y</td>\n",
       "      <td>U</td>\n",
       "      <td>U</td>\n",
       "      <td>U</td>\n",
       "      <td>U</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>reference</th>\n",
       "      <td>http://adsabs.harvard.edu/abs/2011ApJS..195....2S</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"3\" valign=\"top\">GRB 081204</th>\n",
       "      <th>GCN</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>observed</th>\n",
       "      <td>U</td>\n",
       "      <td>N</td>\n",
       "      <td>U</td>\n",
       "      <td>N</td>\n",
       "      <td>Y</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>reference</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>http://adsabs.harvard.edu/abs/2008A&amp;A...492..873G</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"3\" valign=\"top\">GRB 091208A</th>\n",
       "      <th>GCN</th>\n",
       "      <td>NaN</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>observed</th>\n",
       "      <td>Y</td>\n",
       "      <td>N</td>\n",
       "      <td>U</td>\n",
       "      <td>N</td>\n",
       "      <td>N</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>reference</th>\n",
       "      <td>http://adsabs.harvard.edu/abs/2011ApJS..195....2S</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"3\" valign=\"top\">GRB 080603B</th>\n",
       "      <th>GCN</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>None</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>observed</th>\n",
       "      <td>Y</td>\n",
       "      <td>Y</td>\n",
       "      <td>N</td>\n",
       "      <td>Y</td>\n",
       "      <td>Y</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>reference</th>\n",
       "      <td>http://adsabs.harvard.edu/abs/2011ApJS..195....2S</td>\n",
       "      <td>https://gcn.gsfc.nasa.gov/gcn3/7792.gcn3</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://gcn.gsfc.nasa.gov/gcn3/7808.gcn3</td>\n",
       "      <td>http://adsabs.harvard.edu/abs/2008A&amp;A...492..873G</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"3\" valign=\"top\">GRB 080603A</th>\n",
       "      <th>GCN</th>\n",
       "      <td>None</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>observed</th>\n",
       "      <td>U</td>\n",
       "      <td>Y</td>\n",
       "      <td>Y</td>\n",
       "      <td>Y</td>\n",
       "      <td>Y</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>reference</th>\n",
       "      <td>NaN</td>\n",
       "      <td>https://gcn.gsfc.nasa.gov/gcn3/7788.gcn3</td>\n",
       "      <td>https://gcn.gsfc.nasa.gov/gcn3/7855.gcn3</td>\n",
       "      <td>https://gcn.gsfc.nasa.gov/gcn3/146.gcn3</td>\n",
       "      <td>http://adsabs.harvard.edu/abs/2008A&amp;A...492..873G</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"3\" valign=\"top\">GRB 080605</th>\n",
       "      <th>GCN</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>None</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>observed</th>\n",
       "      <td>Y</td>\n",
       "      <td>Y</td>\n",
       "      <td>U</td>\n",
       "      <td>Y</td>\n",
       "      <td>Y</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>reference</th>\n",
       "      <td>http://adsabs.harvard.edu/abs/2011ApJS..195....2S</td>\n",
       "      <td>https://gcn.gsfc.nasa.gov/gcn3/7829.gcn3</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://gcn.gsfc.nasa.gov/gcn3/7844.gcn3</td>\n",
       "      <td>http://adsabs.harvard.edu/abs/2008A&amp;A...492..873G</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"3\" valign=\"top\">GRB 080607</th>\n",
       "      <th>GCN</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>None</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>observed</th>\n",
       "      <td>Y</td>\n",
       "      <td>Y</td>\n",
       "      <td>U</td>\n",
       "      <td>Y</td>\n",
       "      <td>Y</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>reference</th>\n",
       "      <td>http://adsabs.harvard.edu/abs/2011ApJS..195....2S</td>\n",
       "      <td>https://gcn.gsfc.nasa.gov/gcn3/7846.gcn3</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://gcn.gsfc.nasa.gov/gcn3/7858.gcn3</td>\n",
       "      <td>http://adsabs.harvard.edu/abs/2008A&amp;A...492..873G</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"3\" valign=\"top\">GRB 091109B</th>\n",
       "      <th>GCN</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>observed</th>\n",
       "      <td>Y</td>\n",
       "      <td>Y</td>\n",
       "      <td>U</td>\n",
       "      <td>N</td>\n",
       "      <td>Y</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>reference</th>\n",
       "      <td>http://adsabs.harvard.edu/abs/2011ApJS..195....2S</td>\n",
       "      <td>https://gcn.gsfc.nasa.gov/gcn3/10154.gcn3</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>http://adsabs.harvard.edu/abs/2008A&amp;A...492..873G</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"3\" valign=\"top\">GRB 090720A</th>\n",
       "      <th>GCN</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>observed</th>\n",
       "      <td>Y</td>\n",
       "      <td>Y</td>\n",
       "      <td>U</td>\n",
       "      <td>N</td>\n",
       "      <td>Y</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>reference</th>\n",
       "      <td>http://adsabs.harvard.edu/abs/2011ApJS..195....2S</td>\n",
       "      <td>https://gcn.gsfc.nasa.gov/gcn3/9699.gcn3</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>http://adsabs.harvard.edu/abs/2008A&amp;A...492..873G</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>357 rows × 5 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                                     bat  \\\n",
       "GRB 050709  GCN                                                     None   \n",
       "            observed                                                   U   \n",
       "            reference                                                NaN   \n",
       "GRB 100206A GCN                                                      NaN   \n",
       "            observed                                                   Y   \n",
       "            reference          https://gcn.gsfc.nasa.gov/gcn3/10379.gcn3   \n",
       "GRB 050626  GCN                                                     None   \n",
       "            observed                                                   U   \n",
       "GRB 050509C GCN                                                     None   \n",
       "            observed                                                   U   \n",
       "            reference                                                NaN   \n",
       "GRB 050509B GCN                                                      NaN   \n",
       "            observed                                                   Y   \n",
       "            reference  http://adsabs.harvard.edu/abs/2011ApJS..195....2S   \n",
       "GRB 081210  GCN                                                      NaN   \n",
       "            observed                                                   Y   \n",
       "            reference  http://adsabs.harvard.edu/abs/2011ApJS..195....2S   \n",
       "GRB 090817  GCN                                                     None   \n",
       "            observed                                                   U   \n",
       "            reference                                                NaN   \n",
       "GRB 091221  GCN                                                      NaN   \n",
       "            observed                                                   Y   \n",
       "            reference  http://adsabs.harvard.edu/abs/2011ApJS..195....2S   \n",
       "GRB 110604A GCN                                                      NaN   \n",
       "            observed                                                   Y   \n",
       "            reference          https://gcn.gsfc.nasa.gov/gcn3/12063.gcn3   \n",
       "GRB 090814B GCN                                                     None   \n",
       "            observed                                                   U   \n",
       "            reference                                                NaN   \n",
       "GRB 091111  GCN                                                     None   \n",
       "...                                                                  ...   \n",
       "GRB 080613A GCN                                                     None   \n",
       "            observed                                                   U   \n",
       "            reference                                                NaN   \n",
       "GRB 090129  GCN                                                      NaN   \n",
       "            observed                                                   Y   \n",
       "            reference  http://adsabs.harvard.edu/abs/2011ApJS..195....2S   \n",
       "GRB 081204  GCN                                                     None   \n",
       "            observed                                                   U   \n",
       "            reference                                                NaN   \n",
       "GRB 091208A GCN                                                      NaN   \n",
       "            observed                                                   Y   \n",
       "            reference  http://adsabs.harvard.edu/abs/2011ApJS..195....2S   \n",
       "GRB 080603B GCN                                                      NaN   \n",
       "            observed                                                   Y   \n",
       "            reference  http://adsabs.harvard.edu/abs/2011ApJS..195....2S   \n",
       "GRB 080603A GCN                                                     None   \n",
       "            observed                                                   U   \n",
       "            reference                                                NaN   \n",
       "GRB 080605  GCN                                                      NaN   \n",
       "            observed                                                   Y   \n",
       "            reference  http://adsabs.harvard.edu/abs/2011ApJS..195....2S   \n",
       "GRB 080607  GCN                                                      NaN   \n",
       "            observed                                                   Y   \n",
       "            reference  http://adsabs.harvard.edu/abs/2011ApJS..195....2S   \n",
       "GRB 091109B GCN                                                      NaN   \n",
       "            observed                                                   Y   \n",
       "            reference  http://adsabs.harvard.edu/abs/2011ApJS..195....2S   \n",
       "GRB 090720A GCN                                                      NaN   \n",
       "            observed                                                   Y   \n",
       "            reference  http://adsabs.harvard.edu/abs/2011ApJS..195....2S   \n",
       "\n",
       "                                                             opt  \\\n",
       "GRB 050709  GCN                                              NaN   \n",
       "            observed                                           Y   \n",
       "            reference   https://gcn.gsfc.nasa.gov/gcn3/3612.gcn3   \n",
       "GRB 100206A GCN                                             None   \n",
       "            observed                                           N   \n",
       "            reference                                        NaN   \n",
       "GRB 050626  GCN                                             None   \n",
       "            observed                                           N   \n",
       "GRB 050509C GCN                                              NaN   \n",
       "            observed                                           Y   \n",
       "            reference   https://gcn.gsfc.nasa.gov/gcn3/3425.gcn3   \n",
       "GRB 050509B GCN                                             None   \n",
       "            observed                                           N   \n",
       "            reference                                        NaN   \n",
       "GRB 081210  GCN                                             None   \n",
       "            observed                                           N   \n",
       "            reference                                        NaN   \n",
       "GRB 090817  GCN                                             None   \n",
       "            observed                                           N   \n",
       "            reference                                        NaN   \n",
       "GRB 091221  GCN                                              NaN   \n",
       "            observed                                           Y   \n",
       "            reference  https://gcn.gsfc.nasa.gov/gcn3/10284.gcn3   \n",
       "GRB 110604A GCN                                             None   \n",
       "            observed                                           U   \n",
       "            reference                                        NaN   \n",
       "GRB 090814B GCN                                             None   \n",
       "            observed                                           N   \n",
       "            reference                                        NaN   \n",
       "GRB 091111  GCN                                             None   \n",
       "...                                                          ...   \n",
       "GRB 080613A GCN                                              NaN   \n",
       "            observed                                           Y   \n",
       "            reference   https://gcn.gsfc.nasa.gov/gcn3/7872.gcn3   \n",
       "GRB 090129  GCN                                             None   \n",
       "            observed                                           U   \n",
       "            reference                                        NaN   \n",
       "GRB 081204  GCN                                             None   \n",
       "            observed                                           N   \n",
       "            reference                                        NaN   \n",
       "GRB 091208A GCN                                             None   \n",
       "            observed                                           N   \n",
       "            reference                                        NaN   \n",
       "GRB 080603B GCN                                              NaN   \n",
       "            observed                                           Y   \n",
       "            reference   https://gcn.gsfc.nasa.gov/gcn3/7792.gcn3   \n",
       "GRB 080603A GCN                                              NaN   \n",
       "            observed                                           Y   \n",
       "            reference   https://gcn.gsfc.nasa.gov/gcn3/7788.gcn3   \n",
       "GRB 080605  GCN                                              NaN   \n",
       "            observed                                           Y   \n",
       "            reference   https://gcn.gsfc.nasa.gov/gcn3/7829.gcn3   \n",
       "GRB 080607  GCN                                              NaN   \n",
       "            observed                                           Y   \n",
       "            reference   https://gcn.gsfc.nasa.gov/gcn3/7846.gcn3   \n",
       "GRB 091109B GCN                                              NaN   \n",
       "            observed                                           Y   \n",
       "            reference  https://gcn.gsfc.nasa.gov/gcn3/10154.gcn3   \n",
       "GRB 090720A GCN                                              NaN   \n",
       "            observed                                           Y   \n",
       "            reference   https://gcn.gsfc.nasa.gov/gcn3/9699.gcn3   \n",
       "\n",
       "                                                          radio  \\\n",
       "GRB 050709  GCN                                            None   \n",
       "            observed                                          N   \n",
       "            reference                                       NaN   \n",
       "GRB 100206A GCN                                            None   \n",
       "            observed                                          U   \n",
       "            reference                                       NaN   \n",
       "GRB 050626  GCN                                            None   \n",
       "            observed                                          U   \n",
       "GRB 050509C GCN                                             NaN   \n",
       "            observed                                          Y   \n",
       "            reference  https://gcn.gsfc.nasa.gov/gcn3/3543.gcn3   \n",
       "GRB 050509B GCN                                            None   \n",
       "            observed                                          N   \n",
       "            reference                                       NaN   \n",
       "GRB 081210  GCN                                            None   \n",
       "            observed                                          U   \n",
       "            reference                                       NaN   \n",
       "GRB 090817  GCN                                            None   \n",
       "            observed                                          U   \n",
       "            reference                                       NaN   \n",
       "GRB 091221  GCN                                            None   \n",
       "            observed                                          U   \n",
       "            reference                                       NaN   \n",
       "GRB 110604A GCN                                            None   \n",
       "            observed                                          U   \n",
       "            reference                                       NaN   \n",
       "GRB 090814B GCN                                            None   \n",
       "            observed                                          U   \n",
       "            reference                                       NaN   \n",
       "GRB 091111  GCN                                            None   \n",
       "...                                                         ...   \n",
       "GRB 080613A GCN                                            None   \n",
       "            observed                                          N   \n",
       "            reference                                       NaN   \n",
       "GRB 090129  GCN                                            None   \n",
       "            observed                                          U   \n",
       "            reference                                       NaN   \n",
       "GRB 081204  GCN                                            None   \n",
       "            observed                                          U   \n",
       "            reference                                       NaN   \n",
       "GRB 091208A GCN                                            None   \n",
       "            observed                                          U   \n",
       "            reference                                       NaN   \n",
       "GRB 080603B GCN                                            None   \n",
       "            observed                                          N   \n",
       "            reference                                       NaN   \n",
       "GRB 080603A GCN                                             NaN   \n",
       "            observed                                          Y   \n",
       "            reference  https://gcn.gsfc.nasa.gov/gcn3/7855.gcn3   \n",
       "GRB 080605  GCN                                            None   \n",
       "            observed                                          U   \n",
       "            reference                                       NaN   \n",
       "GRB 080607  GCN                                            None   \n",
       "            observed                                          U   \n",
       "            reference                                       NaN   \n",
       "GRB 091109B GCN                                            None   \n",
       "            observed                                          U   \n",
       "            reference                                       NaN   \n",
       "GRB 090720A GCN                                            None   \n",
       "            observed                                          U   \n",
       "            reference                                       NaN   \n",
       "\n",
       "                                                            uvot  \\\n",
       "GRB 050709  GCN                                             None   \n",
       "            observed                                           N   \n",
       "            reference                                        NaN   \n",
       "GRB 100206A GCN                                             None   \n",
       "            observed                                           N   \n",
       "            reference                                        NaN   \n",
       "GRB 050626  GCN                                             None   \n",
       "            observed                                           U   \n",
       "GRB 050509C GCN                                             None   \n",
       "            observed                                           N   \n",
       "            reference                                        NaN   \n",
       "GRB 050509B GCN                                             None   \n",
       "            observed                                           N   \n",
       "            reference                                        NaN   \n",
       "GRB 081210  GCN                                              NaN   \n",
       "            observed                                           Y   \n",
       "            reference   https://gcn.gsfc.nasa.gov/gcn3/8654.gcn3   \n",
       "GRB 090817  GCN                                             None   \n",
       "            observed                                           N   \n",
       "            reference                                        NaN   \n",
       "GRB 091221  GCN                                              NaN   \n",
       "            observed                                           Y   \n",
       "            reference  https://gcn.gsfc.nasa.gov/gcn3/10289.gcn3   \n",
       "GRB 110604A GCN                                             None   \n",
       "            observed                                           N   \n",
       "            reference                                        NaN   \n",
       "GRB 090814B GCN                                             None   \n",
       "            observed                                           N   \n",
       "            reference                                        NaN   \n",
       "GRB 091111  GCN                                             None   \n",
       "...                                                          ...   \n",
       "GRB 080613A GCN                                             None   \n",
       "            observed                                           N   \n",
       "            reference                                        NaN   \n",
       "GRB 090129  GCN                                             None   \n",
       "            observed                                           U   \n",
       "            reference                                        NaN   \n",
       "GRB 081204  GCN                                             None   \n",
       "            observed                                           N   \n",
       "            reference                                        NaN   \n",
       "GRB 091208A GCN                                             None   \n",
       "            observed                                           N   \n",
       "            reference                                        NaN   \n",
       "GRB 080603B GCN                                              NaN   \n",
       "            observed                                           Y   \n",
       "            reference   https://gcn.gsfc.nasa.gov/gcn3/7808.gcn3   \n",
       "GRB 080603A GCN                                              NaN   \n",
       "            observed                                           Y   \n",
       "            reference    https://gcn.gsfc.nasa.gov/gcn3/146.gcn3   \n",
       "GRB 080605  GCN                                              NaN   \n",
       "            observed                                           Y   \n",
       "            reference   https://gcn.gsfc.nasa.gov/gcn3/7844.gcn3   \n",
       "GRB 080607  GCN                                              NaN   \n",
       "            observed                                           Y   \n",
       "            reference   https://gcn.gsfc.nasa.gov/gcn3/7858.gcn3   \n",
       "GRB 091109B GCN                                             None   \n",
       "            observed                                           N   \n",
       "            reference                                        NaN   \n",
       "GRB 090720A GCN                                             None   \n",
       "            observed                                           N   \n",
       "            reference                                        NaN   \n",
       "\n",
       "                                                                     xrt  \n",
       "GRB 050709  GCN                                                     None  \n",
       "            observed                                                   N  \n",
       "            reference                                                NaN  \n",
       "GRB 100206A GCN                                                      NaN  \n",
       "            observed                                                   Y  \n",
       "            reference  http://adsabs.harvard.edu/abs/2008A&A...492..873G  \n",
       "GRB 050626  GCN                                                     None  \n",
       "            observed                                                   P  \n",
       "GRB 050509C GCN                                                     None  \n",
       "            observed                                                   N  \n",
       "            reference                                                NaN  \n",
       "GRB 050509B GCN                                                      NaN  \n",
       "            observed                                                   Y  \n",
       "            reference  http://adsabs.harvard.edu/abs/2008A&A...492..873G  \n",
       "GRB 081210  GCN                                                      NaN  \n",
       "            observed                                                   Y  \n",
       "            reference  http://adsabs.harvard.edu/abs/2008A&A...492..873G  \n",
       "GRB 090817  GCN                                                      NaN  \n",
       "            observed                                                   Y  \n",
       "            reference  http://adsabs.harvard.edu/abs/2008A&A...492..873G  \n",
       "GRB 091221  GCN                                                      NaN  \n",
       "            observed                                                   Y  \n",
       "            reference  http://adsabs.harvard.edu/abs/2008A&A...492..873G  \n",
       "GRB 110604A GCN                                                      NaN  \n",
       "            observed                                                   Y  \n",
       "            reference  http://adsabs.harvard.edu/abs/2008A&A...492..873G  \n",
       "GRB 090814B GCN                                                      NaN  \n",
       "            observed                                                   Y  \n",
       "            reference  http://adsabs.harvard.edu/abs/2008A&A...492..873G  \n",
       "GRB 091111  GCN                                                      NaN  \n",
       "...                                                                  ...  \n",
       "GRB 080613A GCN                                                      NaN  \n",
       "            observed                                                   Y  \n",
       "            reference  http://adsabs.harvard.edu/abs/2008A&A...492..873G  \n",
       "GRB 090129  GCN                                                     None  \n",
       "            observed                                                   U  \n",
       "            reference                                                NaN  \n",
       "GRB 081204  GCN                                                      NaN  \n",
       "            observed                                                   Y  \n",
       "            reference  http://adsabs.harvard.edu/abs/2008A&A...492..873G  \n",
       "GRB 091208A GCN                                                     None  \n",
       "            observed                                                   N  \n",
       "            reference                                                NaN  \n",
       "GRB 080603B GCN                                                      NaN  \n",
       "            observed                                                   Y  \n",
       "            reference  http://adsabs.harvard.edu/abs/2008A&A...492..873G  \n",
       "GRB 080603A GCN                                                      NaN  \n",
       "            observed                                                   Y  \n",
       "            reference  http://adsabs.harvard.edu/abs/2008A&A...492..873G  \n",
       "GRB 080605  GCN                                                      NaN  \n",
       "            observed                                                   Y  \n",
       "            reference  http://adsabs.harvard.edu/abs/2008A&A...492..873G  \n",
       "GRB 080607  GCN                                                      NaN  \n",
       "            observed                                                   Y  \n",
       "            reference  http://adsabs.harvard.edu/abs/2008A&A...492..873G  \n",
       "GRB 091109B GCN                                                      NaN  \n",
       "            observed                                                   Y  \n",
       "            reference  http://adsabs.harvard.edu/abs/2008A&A...492..873G  \n",
       "GRB 090720A GCN                                                      NaN  \n",
       "            observed                                                   Y  \n",
       "            reference  http://adsabs.harvard.edu/abs/2008A&A...492..873G  \n",
       "\n",
       "[357 rows x 5 columns]"
      ]
     },
     "execution_count": 41,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "swift_catalog.get_other_observation_information()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Clean up\n",
    "\n",
    "If you want to tidy up and remove the data you just downloaded, simply use the cleanup functions provided:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Removing: /Users/jburgess/coding/3ML/examples/gbm/bn080916009/glg_cspec_b0_bn080916009_v01.pha\n",
      "Removing: /Users/jburgess/coding/3ML/examples/gbm/bn080916009/glg_cspec_b0_bn080916009_v00.rsp2\n",
      "Removing: /Users/jburgess/coding/3ML/examples/gbm/bn080916009/glg_tte_b0_bn080916009_v01.fit.gz\n",
      "Removing: /Users/jburgess/coding/3ML/examples/gbm/bn080916009/glg_cspec_n3_bn080916009_v01.pha\n",
      "Removing: /Users/jburgess/coding/3ML/examples/gbm/bn080916009/glg_cspec_n3_bn080916009_v00.rsp2\n",
      "Removing: /Users/jburgess/coding/3ML/examples/gbm/bn080916009/glg_tte_n3_bn080916009_v01.fit.gz\n",
      "Removing: /Users/jburgess/coding/3ML/examples/gbm/bn080916009/glg_cspec_n4_bn080916009_v01.pha\n",
      "Removing: /Users/jburgess/coding/3ML/examples/gbm/bn080916009/glg_cspec_n4_bn080916009_v00.rsp2\n",
      "Removing: /Users/jburgess/coding/3ML/examples/gbm/bn080916009/glg_tte_n4_bn080916009_v01.fit.gz\n",
      "\n",
      "\n"
     ]
    },
    {
     "ename": "NameError",
     "evalue": "name 'lle_data_info' is not defined",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mNameError\u001b[0m                                 Traceback (most recent call last)",
      "\u001b[0;32m<ipython-input-23-e0feba4a247e>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m()\u001b[0m\n\u001b[1;32m      1\u001b[0m \u001b[0mcleanup_downloaded_GBM_data\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mgbm_data\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m      2\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 3\u001b[0;31m \u001b[0mcleanup_downloaded_LLE_data\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mlle_data_info\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m",
      "\u001b[0;31mNameError\u001b[0m: name 'lle_data_info' is not defined"
     ]
    }
   ],
   "source": [
    "cleanup_downloaded_GBM_data(gbm_data)\n",
    "\n",
    "cleanup_downloaded_LLE_data(lle_data_info)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
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