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  {
   "cells": [
    {
     "cell_type": "heading",
     "level": 1,
     "metadata": {},
     "source": [
      "Visualizing Time Series Data: Fermi Gamma Ray Bursts in WWT"
     ]
    },
    {
     "cell_type": "heading",
     "level": 5,
     "metadata": {},
     "source": [
      "Python Setup"
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "from astropy.table import Table,Column\n",
      "from astropy.time import Time\n",
      "from astropy import units\n",
      "from astropy.coordinates import SkyCoord\n",
      "from astroquery.vizier import Vizier\n",
      "from astropy import units as u"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 1
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "#Create Vizier object, turn off default row limit\n",
      "v = Vizier()\n",
      "v.ROW_LIMIT = -1"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 2
    },
    {
     "cell_type": "heading",
     "level": 5,
     "metadata": {},
     "source": [
      "WWT Setup"
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "from pywwt.mods import *"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 17
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "#Connect to WWT\n",
      "wwt = WWTClient(host=\"127.0.0.1\") #Can pass a IP address here if WWT is running on a remote machine\n"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 19
    },
    {
     "cell_type": "heading",
     "level": 3,
     "metadata": {},
     "source": [
      "Gamma Ray Bursts"
     ]
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "For out data catalog we'll choose The second Fermi/GBM GRB catalog (4yr) (von Kienlin+, 2014)\n",
      "Vizier catalog: J/ApJS/211/13/GBM\n",
      "Which contains Fermi events from July 2007 to July 2012"
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "Cats = v.get_catalogs('J/ApJS/211/13/GBM')\n",
      "grbCat=Cats[0]\n",
      "grbCat.keep_columns([\"GRB\",\"RAJ2000\",\"DEJ2000\",\"Time\",\"ObsTime\",\"Fl.w\",\"Fl.n\"])\n",
      "grbCat.rename_column('RAJ2000', 'RA')\n",
      "grbCat.rename_column('DEJ2000', 'dec')"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "C:\\Anaconda\\lib\\site-packages\\astroquery\\vizier\\core.py:556: UserWarning: VOTABLE parsing raised exception: \n",
        "  warnings.warn(\"VOTABLE parsing raised exception: {0}\".format(ex))\n"
       ]
      }
     ],
     "prompt_number": 3
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "#Set up matplotlib\n",
      "%config InlineBackend.rc = {}\n",
      "import matplotlib\n",
      "import matplotlib.pyplot as plt\n",
      "%matplotlib inline\n",
      "import seaborn"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 4
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "#Plot the Catalog\n",
      "coordsCol=SkyCoord(grbCat['RA'],grbCat['dec'],unit=(u.degree, u.degree), frame= 'icrs')\n",
      "fig = plt.figure (figsize=(12,6))\n",
      "ax = fig.add_subplot(111,projection=\"mollweide\")\n",
      "ax.grid(True)\n",
      "ax.get_xaxis().tick_bottom()\n",
      "ax.scatter(coordsCol.galactic.l.wrap_at(180.*units.degree).radian,\\\n",
      "           coordsCol.galactic.b.radian,s=6,lw=0,c='purple')"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 6,
       "text": [
        "<matplotlib.collections.PathCollection at 0x18847eb8>"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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P+xGgqKmvHWEs1K+1A2L9aZr3JrgyFNI0R1GUME2O1aofPcE1UZRCVcW+UxRl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\nCGEbURXjOKK7EWrbaiU5z/WH5KZpkCQTxHGEyWTMvchEhwQDM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       "text": [
        "<matplotlib.figure.Figure at 0x1b530da0>"
       ]
      }
     ],
     "prompt_number": 6
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "coordsCol=SkyCoord(grbCat['RA'],grbCat['dec'],unit=(u.degree, u.degree), frame= 'icrs')"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 23
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "del coordsCol"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 22
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "Extracting the event time from this table is tricky. The time of day is in the ObsTime column, but the date is embedded in the GRB name. We'll extract the date from the GRB name and combine that with ObsTime to make a astropy time object. "
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "timeList=[]\n",
      "grbList=grbCat['GRB']\n",
      "for i in range(len(grbList)):\n",
      "    timeString= grbList[i][2:4]+'/'+grbList[i][4:6]+'/'+'20'+grbList[i][0:2]+' '+grbCat['ObsTime'][i]\n",
      "    timeList.append(timeString)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 21
    },
    {
     "cell_type": "heading",
     "level": 5,
     "metadata": {},
     "source": [
      "Export Catalog to WWT"
     ]
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "WWT contains its own time format, unfortunately one that astropy cannot write, so we'll have to create our own custom string."
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "grbList=grbCat['GRB']\n",
      "timeList=[]\n",
      "for i in range(len(grbList)):\n",
      "    timeString= grbList[i][2:4]+'/'+grbList[i][4:6]+'/'+'20'+grbList[i][0:2]+' '+grbCat['ObsTime'][i]\n",
      "    timeList.append(timeString)\n",
      "grbCat.add_column(Column(timeList,name='TimeAndDate'))\n",
      "grbCat"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "html": [
        "<table id=\"table203038904\"><thead><tr><th>GRB</th><th>ObsTime</th><th>RA</th><th>dec</th><th>Time</th><th>Fl.w</th><th>Fl.n</th><th>TimeAndDate</th></tr></thead><thead><tr><th></th><th>&quot;h:m:s&quot;</th><th>deg</th><th>deg</th><th>ms</th><th>mJ / m2</th><th>mJ / m2</th><th></th></tr></thead><tr><td>080714B</td><td>02:04:12.0534</td><td>41.9</td><td>8.5</td><td>512</td><td>6.8e-07</td><td>3.5e-07</td><td>07/14/2008 02:04:12.0534</td></tr><tr><td>080714C</td><td>10:12:01.8376</td><td>187.5</td><td>-74.0</td><td>4096</td><td>1.8e-06</td><td>9.8e-07</td><td>07/14/2008 10:12:01.8376</td></tr><tr><td>080714A</td><td>17:52:54.0234</td><td>188.1</td><td>-60.2</td><td>1024</td><td>6.3e-06</td><td>3.3e-06</td><td>07/14/2008 17:52:54.0234</td></tr><tr><td>080715A</td><td>22:48:40.1634</td><td>214.7</td><td>9.9</td><td>256</td><td>5e-06</td><td>2.5e-06</td><td>07/15/2008 22:48:40.1634</td></tr><tr><td>080717A</td><td>13:02:35.2207</td><td>147.3</td><td>-70.0</td><td>4096</td><td>4.5e-06</td><td>2.4e-06</td><td>07/17/2008 13:02:35.2207</td></tr><tr><td>080719A</td><td>12:41:40.9578</td><td>153.2</td><td>-61.3</td><td>4096</td><td>7.7e-07</td><td>3.9e-07</td><td>07/19/2008 12:41:40.9578</td></tr><tr><td>080720A</td><td>07:35:35.5476</td><td>98.5</td><td>-43.9</td><td>8192</td><td>--</td><td>--</td><td>07/20/2008 07:35:35.5476</td></tr><tr><td>080723B</td><td>13:22:21.3751</td><td>176.8</td><td>-60.2</td><td>256</td><td>7.2e-05</td><td>3.9e-05</td><td>07/23/2008 13:22:21.3751</td></tr><tr><td>080723C</td><td>21:55:23.0583</td><td>113.3</td><td>-19.7</td><td>64</td><td>1.3e-07</td><td>7.5e-08</td><td>07/23/2008 21:55:23.0583</td></tr><tr><td>080723D</td><td>23:37:42.7083</td><td>105.3</td><td>71.1</td><td>512</td><td>3.1e-05</td><td>1.6e-05</td><td>07/23/2008 23:37:42.7083</td></tr><tr><td>080724A</td><td>09:37:40.6034</td><td>358.3</td><td>32.9</td><td>256</td><td>1.6e-05</td><td>8.7e-06</td><td>07/24/2008 09:37:40.6034</td></tr><tr><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td></tr><tr><td>120701B</td><td>15:41:48.3152</td><td>182.7</td><td>-45.7</td><td>128</td><td>8.4e-08</td><td>4.9e-08</td><td>07/01/2012 15:41:48.3152</td></tr><tr><td>120702A</td><td>21:23:19.1712</td><td>227.8</td><td>36.8</td><td>512</td><td>1.6e-06</td><td>1e-06</td><td>07/02/2012 21:23:19.1712</td></tr><tr><td>120703B</td><td>10:01:11.6882</td><td>69.5</td><td>34.7</td><td>1024</td><td>1.1e-05</td><td>5.5e-06</td><td>07/03/2012 10:01:11.6882</td></tr><tr><td>120703C</td><td>11:56:56.8702</td><td>210.5</td><td>46.3</td><td>1024</td><td>2.6e-06</td><td>1.5e-06</td><td>07/03/2012 11:56:56.8702</td></tr><tr><td>120703A</td><td>17:25:17.0323</td><td>339.4</td><td>-29.7</td><td>2048</td><td>8.3e-06</td><td>4.3e-06</td><td>07/03/2012 17:25:17.0323</td></tr><tr><td>120707A</td><td>19:12:17.4295</td><td>291.1</td><td>-34.4</td><td>4096</td><td>9.4e-05</td><td>5.2e-05</td><td>07/07/2012 19:12:17.4295</td></tr><tr><td>120709A</td><td>21:11:40.3666</td><td>318.4</td><td>-50.1</td><td>64</td><td>1.4e-05</td><td>6.3e-06</td><td>07/09/2012 21:11:40.3666</td></tr><tr><td>120710A</td><td>02:23:17.0507</td><td>120.4</td><td>-31.1</td><td>256</td><td>5.3e-06</td><td>2.7e-06</td><td>07/10/2012 02:23:17.0507</td></tr><tr><td>120711A</td><td>02:44:53.2943</td><td>94.7</td><td>-71.0</td><td>256</td><td>0.00019</td><td>6.6e-05</td><td>07/11/2012 02:44:53.2943</td></tr><tr><td>120711C</td><td>10:42:54.5709</td><td>127.9</td><td>-31.8</td><td>1024</td><td>1.9e-06</td><td>1e-06</td><td>07/11/2012 10:42:54.5709</td></tr></table>"
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       "text": [
        "<Table rows=954 names=('GRB','ObsTime','RA','dec','Time','Fl.w','Fl.n','TimeAndDate') units=(None,'\"h:m:s\"','deg','deg','ms','mJ / m2','mJ / m2',None)>\n",
        "masked_array(data = [ ('080714B', '02:04:12.0534', 41.900001525878906, 8.5, 512, 6.760000132999266e-07, 3.5400000797380926e-07, '07/14/2008 02:04:12.0534')\n",
        " ('080714C', '10:12:01.8376', 187.5, -74.0, 4096, 1.8099999579135329e-06, 9.789999921849812e-07, '07/14/2008 10:12:01.8376')\n",
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        " ('080715A', '22:48:40.1634', 214.6999969482422, 9.899999618530273, 256, 5.0399999054207e-06, 2.539999968576012e-06, '07/15/2008 22:48:40.1634')\n",
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        " ('080720A', '07:35:35.5476', 98.5, -43.900001525878906, 8192, --, --, '07/20/2008 07:35:35.5476')\n",
        " ('080723B', '13:22:21.3751', 176.8000030517578, -60.20000076293945, 256, 7.219999679364264e-05, 3.9200000173877925e-05, '07/23/2008 13:22:21.3751')\n",
        " ('080723C', '21:55:23.0583', 113.30000305175781, -19.700000762939453, 64, 1.3400000398178236e-07, 7.450000083508712e-08, '07/23/2008 21:55:23.0583')\n",
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        " ('080727C', '23:07:46.2169', 32.599998474121094, 64.0999984741211, 2048, 1.3300000318849925e-05, 6.450000000768341e-06, '07/27/2008 23:07:46.2169')\n",
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        " ('080804B', '10:56:07.1590', 107.5, 20.299999237060547, 4096, 7.999999979801942e-06, 4.4200000957062e-06, '08/04/2008 10:56:07.1590')\n",
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        " ('080807A', '23:50:32.6388', 101.69999694824219, -16.0, 16, 7.300000106624793e-06, 2.750000021478627e-06, '08/07/2008 23:50:32.6388')\n",
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        " ('080808B', '13:33:48.3383', 33.599998474121094, 5.400000095367432, 1024, 3.96999985241564e-06, 2.1299999843904516e-06, '08/08/2008 13:33:48.3383')\n",
        " ('080808C', '18:31:39.7362', 96.69999694824219, -14.399999618530273, 4096, 7.069999810482841e-06, 3.870000000461005e-06, '08/08/2008 18:31:39.7362')\n",
        " ('080809A', '19:23:33.1292', 91.69999694824219, 61.400001525878906, 4096, 4.13999987358693e-06, 2.060000042547472e-06, '08/09/2008 19:23:33.1292')\n",
        " ('080810A', '13:10:12.5806', 356.79998779296875, 0.30000001192092896, 256, 1.0800000382005237e-05, 6.029999894963112e-06, '08/10/2008 13:10:12.5806')\n",
        " ('080812A', '21:19:33.8316', 176.6999969482422, -33.20000076293945, 2048, 2.4500000108673703e-06, 1.5699999948992627e-06, '08/12/2008 21:19:33.8316')\n",
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        " ('090411B', '23:47:44.8754', 38.5, 5.099999904632568, 512, 6.2099998103803955e-06, 3.5900000057154102e-06, '04/11/2009 23:47:44.8754')\n",
        " ('090412A', '01:28:05.2531', 1.2999999523162842, -51.900001525878906, 128, 1.2499999968440534e-07, 7.359999898426395e-08, '04/12/2009 01:28:05.2531')\n",
        " ('090413A', '02:55:57.2416', 266.5, -9.199999809265137, 256, 3.2299999475071672e-06, 1.97000008483883e-06, '04/13/2009 02:55:57.2416')\n",
        " ('090418C', '19:35:24.9183', 262.79998779296875, -28.200000762939453, 128, 1.8199999374246545e-07, 9.989999938397887e-08, '04/18/2009 19:35:24.9183')\n",
        " ('090419B', '23:55:05.0509', 88.5999984741211, 31.299999237060547, 2048, 9.540000064589549e-06, 5.649999820889207e-06, '04/19/2009 23:55:05.0509')\n",
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        " ('090424A', '14:12:08.6651', 189.5, 16.799999237060547, 128, 4.6299999667098746e-05, 2.8000000384054147e-05, '04/24/2009 14:12:08.6651')\n",
        " ('090425A', '09:03:30.5674', 118.5999984741211, 68.0999984741211, 128, 1.809999957913533e-05, 8.039999556785915e-06, '04/25/2009 09:03:30.5674')\n",
        " ('090426B', '01:35:35.2251', 17.600000381469727, -19.200000762939453, 2048, 6.77000002724526e-07, 3.7500001326407073e-07, '04/26/2009 01:35:35.2251')\n",
        " ('090426C', '16:33:33.2023', 82.69999694824219, -9.699999809265137, 256, 3.5400000797380926e-06, 1.4099999816608033e-06, '04/26/2009 16:33:33.2023')\n",
        " ('090427B', '15:27:00.8558', 210.0, -45.70000076293945, 2048, 2.650000112680573e-07, 1.5199999836568168e-07, '04/27/2009 15:27:00.8558')\n",
        " ('090427C', '16:30:23.8089', 356.20001220703125, -34.599998474121094, 1024, 1.620000034563418e-06, 9.35999992179859e-07, '04/27/2009 16:30:23.8089')\n",
        " ('090428A', '10:34:38.4630', 210.10000610351562, 39.5, 128, 1.040000029206567e-06, 6.160000225463591e-07, '04/28/2009 10:34:38.4630')\n",
        " ('090428B', '13:15:11.0554', 0.800000011920929, 11.5, 2048, 5.599999894911889e-06, 2.7999999474559445e-06, '04/28/2009 13:15:11.0554')\n",
        " ('090429C', '12:43:25.6998', 260.0, 54.29999923706055, 1024, 4.359999820735538e-06, 1.6699999605407356e-06, '04/29/2009 12:43:25.6998')\n",
        " ('090429D', '18:03:57.5120', 125.19999694824219, 6.199999809265137, 64, 1.1199999789823778e-06, 3.9299999343711534e-07, '04/29/2009 18:03:57.5120')\n",
        " ('090502A', '18:39:34.6476', 267.79998779296875, -20.299999237060547, 256, 3.5000000480067683e-06, 1.730000008137722e-06, '05/02/2009 18:39:34.6476')\n",
        " ('090509A', '05:10:05.7161', 241.39999389648438, -28.399999618530273, 2048, 5.419999979494605e-06, 3.220000053261174e-06, '05/09/2009 05:10:05.7161')\n",
        " ('090510A', '00:22:59.9711', 333.6000061035156, -26.600000381469727, 16, 3.370000058566802e-06, 9.010000212583691e-07, '05/10/2009 00:22:59.9711')\n",
        " ('090510B', '07:47:39.5123', 269.3999938964844, -57.900001525878906, 256, 5.599999894911889e-07, 3.1700000135970186e-07, '05/10/2009 07:47:39.5123')\n",
        " ('090511A', '16:25:16.3719', 161.89999389648438, 51.29999923706055, 2048, 2.4900000425986946e-06, 8.249999723375367e-07, '05/11/2009 16:25:16.3719')\n",
        " ('090513A', '21:58:47.9205', 269.79998779296875, -31.600000381469727, 2048, 4.940000053466065e-06, 2.680000079635647e-06, '05/13/2009 21:58:47.9205')\n",
        " ('090513B', '22:35:35.3399', 99.0999984741211, -72.9000015258789, 2048, 1.040000029206567e-06, 4.830000079891761e-07, '05/13/2009 22:35:35.3399')\n",
        " ('090514A', '00:08:39.1570', 12.300000190734863, -10.899999618530273, 512, 6.4599998950143345e-06, 3.3399999210814713e-06, '05/14/2009 00:08:39.1570')\n",
        " ('090514B', '17:26:07.3322', 304.29998779296875, -24.399999618530273, 256, 2.2500000795844244e-06, 1.3000000080864993e-06, '05/14/2009 17:26:07.3322')\n",
        " ('090514C', '17:36:55.2927', 316.0, -44.0, 4096, 9.549999958835542e-06, 4.9899999794433825e-06, '05/14/2009 17:36:55.2927')\n",
        " ('090516B', '03:17:20.1691', 122.19999694824219, -71.5999984741211, 2048, 1.680000059423037e-05, 9.68000040302286e-06, '05/16/2009 03:17:20.1691')\n",
        " ('090516A', '08:27:58.3477', 138.3000030517578, -11.899999618530273, 4096, 1.720000000204891e-05, 9.110000064538326e-06, '05/16/2009 08:27:58.3477')\n",
        " ('090516C', '20:28:40.0468', 15.699999809265137, -13.699999809265137, 64, 4.999999873689376e-06, 2.2500000795844244e-06, '05/16/2009 20:28:40.0468')\n",
        " ('090518A', '01:54:44.5170', 119.9000015258789, 0.800000011920929, 512, 9.90999978967011e-07, 4.2799999278031464e-07, '05/18/2009 01:54:44.5170')\n",
        " ('090518B', '05:51:04.6687', 211.1999969482422, -16.700000762939453, 128, 2.1099999685247894e-06, 1.3799999578623101e-06, '05/18/2009 05:51:04.6687')\n",
        " ('090519B', '11:05:27.5445', 105.9000015258789, -56.70000076293945, 1024, 4.380000063974876e-06, 2.1200000901444582e-06, '05/19/2009 11:05:27.5445')\n",
        " ('090519A', '21:08:45.8729', 142.3000030517578, 0.20000000298023224, 2048, 5.729999884351855e-06, 1.8099999579135329e-06, '05/19/2009 21:08:45.8729')\n",
        " ('090520B', '19:57:53.9759', 332.0, 43.20000076293945, 256, 2.3200000498491136e-07, 1.610000026630587e-07, '05/20/2009 19:57:53.9759')\n",
        " ('090520C', '20:23:19.3082', 111.19999694824219, -19.700000762939453, 256, 3.319999905215809e-06, 2.060000042547472e-06, '05/20/2009 20:23:19.3082')\n",
        " ('090520D', '21:01:37.1455', 131.3000030517578, -18.0, 1024, 6.1800001276424155e-06, 2.649999942150316e-06, '05/20/2009 21:01:37.1455')\n",
        " ('090522A', '08:15:49.3265', 277.70001220703125, 19.600000381469727, 1024, 2.1299999843904516e-06, 8.83999973666505e-07, '05/22/2009 08:15:49.3265')\n",
        " ('090524A', '08:17:56.2335', 329.5, -67.4000015258789, 512, 1.6600000890321098e-05, 9.48999968386488e-06, '05/24/2009 08:17:56.2335')\n",
        " ('090528A', '04:09:01.1410', 134.89999389648438, -35.79999923706055, 2048, 6.560000201716321e-06, 2.7799999315902824e-06, '05/28/2009 04:09:01.1410')\n",
        " ('090528B', '12:22:31.2864', 312.20001220703125, 32.70000076293945, 2048, 4.350000017439015e-05, 2.4499999199179e-05, '05/28/2009 12:22:31.2864')\n",
        " ('090529B', '07:26:22.4114', 231.1999969482422, 32.20000076293945, 256, 8.339999908457685e-07, 5.640000040330051e-07, '05/29/2009 07:26:22.4114')\n",
        " ('090529C', '13:32:00.4878', 162.6999969482422, 47.29999923706055, 64, 8.689999958733097e-06, 4.850000095757423e-06, '05/29/2009 13:32:00.4878')\n",
        " ('090530B', '18:14:24.4343', 73.19999694824219, 13.800000190734863, 1024, 5.990000136080198e-05, 3.139999898849055e-05, '05/30/2009 18:14:24.4343')\n",
        " ('090531B', '18:35:56.4921', 252.10000610351562, -36.0, 64, 3.179999907843012e-07, 1.5999999902760464e-07, '05/31/2009 18:35:56.4921')\n",
        " ('090602A', '13:32:22.8543', 248.89999389648438, -65.0, 512, 2.790000053209951e-06, 1.150000002780871e-06, '06/02/2009 13:32:22.8543')\n",
        " ('090606A', '11:18:08.0027', 146.89999389648438, -70.5, 2048, 9.4600000011269e-07, 5.599999894911889e-07, '06/06/2009 11:18:08.0027')\n",
        " ('090608A', '01:15:26.5975', 100.19999694824219, -37.400001525878906, 2048, 1.2399999604895129e-06, 6.160000225463591e-07, '06/08/2009 01:15:26.5975')\n",
        " ('090610A', '15:33:25.9360', 84.19999694824219, 35.400001525878906, 512, 1.3500000477506546e-06, 7.450000225617259e-07, '06/10/2009 15:33:25.9360')\n",
        " ('090610B', '17:21:31.9045', 276.0, -42.099998474121094, 4096, 3.9599999581696466e-06, 2.2300000637187622e-06, '06/10/2009 17:21:31.9045')\n",
        " ('090610C', '21:12:07.7336', 70.4000015258789, 30.299999237060547, 2048, 7.639999921593699e-07, 3.92000004012516e-07, '06/10/2009 21:12:07.7336')\n",
        " ('090612A', '14:50:50.4940', 81.0, 17.700000762939453, 128, 5.819999842060497e-06, 3.2899999951041536e-06, '06/12/2009 14:50:50.4940')\n",
        " ('090616A', '03:45:42.5323', 103.0999984741211, -3.700000047683716, 256, 4.1300000930277747e-07, 2.0299999903272692e-07, '06/16/2009 03:45:42.5323')\n",
        " ('090617A', '04:59:58.5756', 78.9000015258789, 15.600000381469727, 16, 9.429999749954732e-07, 3.590000119402248e-07, '06/17/2009 04:59:58.5756')\n",
        " ('090618A', '08:28:26.6590', 294.0, 78.4000015258789, 512, 0.0002680000034160912, 0.00014200000441633165, '06/18/2009 08:28:26.6590')\n",
        " ('090620A', '09:36:23.4676', 237.39999389648438, 61.20000076293945, 256, 1.3300000318849925e-05, 9.180000233754981e-06, '06/20/2009 09:36:23.4676')\n",
        " ('090620B', '21:37:35.7510', 241.39999389648438, -43.0, 512, 4.309999894758221e-07, 2.3200000498491136e-07, '06/20/2009 21:37:35.7510')\n",
        " ('090621A', '04:26:34.4877', 11.0, 61.900001525878906, 2048, 1.0800000382005237e-05, 5.419999979494605e-06, '06/21/2009 04:26:34.4877')\n",
        " ('090621C', '10:00:52.0963', 257.5, -28.5, 2048, 3.820000074483687e-06, 2.069999936793465e-06, '06/21/2009 10:00:52.0963')\n",
        " ('090621D', '10:43:45.1445', 12.300000190734863, -22.600000381469727, 1024, 1.5699999948992627e-06, 8.380000053875847e-07, '06/21/2009 10:43:45.1445')\n",
        " ('090621B', '22:07:25.7006', 313.3999938964844, 69.0, 16, 4.7599999675185245e-07, 1.9700000564171205e-07, '06/21/2009 22:07:25.7006')\n",
        " ('090623A', '02:34:17.5618', 309.0, -43.20000076293945, 64, 1.1799999811046291e-05, 5.580000106419902e-06, '06/23/2009 02:34:17.5618')\n",
        " ('090623B', '21:54:25.1132', 41.70000076293945, 1.7999999523162842, 512, 2.159999894502107e-06, 1.3000000080864993e-06, '06/23/2009 21:54:25.1132')\n",
        " ('090625A', '05:37:00.2090', 20.299999237060547, -6.400000095367432, 2048, 1.3500000477506546e-06, 8.370000159629853e-07, '06/25/2009 05:37:00.2090')\n",
        " ('090625B', '13:26:22.5142', 2.299999952316284, -65.80000305175781, 4096, 2.4599999051133636e-06, 1.4900000451234519e-06, '06/25/2009 13:26:22.5142')\n",
        " ('090626A', '04:32:08.8802', 170.0, -33.5, 512, 6.299999949987978e-05, 3.3799999073380604e-05, '06/26/2009 04:32:08.8802')\n",
        " ('090626B', '16:58:45.4643', 136.39999389648438, 14.399999618530273, 1024, --, --, '06/26/2009 16:58:45.4643')\n",
        " ('090629A', '13:01:21.7834', 8.5, 17.700000762939453, 4096, 4.3899999013774504e-07, 2.2300000068753434e-07, '06/29/2009 13:01:21.7834')\n",
        " ('090630A', '07:27:21.1663', 146.60000610351562, -46.599998474121094, 256, 1.0799999472510535e-06, 5.420000093181443e-07, '06/30/2009 07:27:21.1663')\n",
        " ('090701A', '05:23:55.8438', 114.69999694824219, -42.099998474121094, 1024, 4.419999868332525e-07, 2.3200000498491136e-07, '07/01/2009 05:23:55.8438')\n",
        " ('090703A', '07:54:02.4773', 0.800000011920929, 9.699999809265137, 1024, 8.459999776277982e-07, 4.510000053414842e-07, '07/03/2009 07:54:02.4773')\n",
        " ('090704A', '05:47:48.1849', 208.1999969482422, 22.799999237060547, 2048, 8.480000360577833e-06, 4.170000011072261e-06, '07/04/2009 05:47:48.1849')\n",
        " ('090704B', '18:47:00.6224', 296.3999938964844, 25.899999618530273, 4096, 1.5800000028320937e-06, 8.339999908457685e-07, '07/04/2009 18:47:00.6224')\n",
        " ('090706A', '06:47:40.4279', 205.10000610351562, -47.099998474121094, 4096, 7.470000127796084e-06, 3.150000111418194e-06, '07/06/2009 06:47:40.4279')\n",
        " ('090708A', '03:38:18.4565', 154.60000610351562, 26.600000381469727, 4096, 1.0100000054080738e-06, 5.260000079942984e-07, '07/08/2009 03:38:18.4565')\n",
        " ('090709B', '15:07:41.1367', 93.5999984741211, 64.0999984741211, 1024, 2.2100000478531e-06, 1.2799999922208372e-06, '07/09/2009 15:07:41.1367')\n",
        " ('090711A', '20:23:22.9192', 139.60000610351562, -64.69999694824219, 1024, 5.790000159322517e-06, 2.8899999051645864e-06, '07/11/2009 20:23:22.9192')\n",
        " ('090712A', '03:51:00.3413', 70.0999984741211, 22.5, 4096, 7.60000011723605e-06, 4.179999905318255e-06, '07/12/2009 03:51:00.3413')\n",
        " ('090713A', '00:29:28.0600', 284.79998779296875, -3.299999952316284, 2048, 9.479999789618887e-06, 5.389999842009274e-06, '07/13/2009 00:29:28.0600')\n",
        " ('090717A', '00:49:32.1084', 92.4000015258789, -62.5, 512, 2.320000021427404e-05, 1.3099999705445953e-05, '07/17/2009 00:49:32.1084')\n",
        " ('090717B', '02:40:31.7864', 246.89999389648438, 23.0, 256, 3.0800001127317955e-07, 1.570000023320972e-07, '07/17/2009 02:40:31.7864')\n",
        " ('090718A', '17:16:42.9331', 243.8000030517578, -6.699999809265137, 2048, 3.319999905215809e-06, 1.8900000213761814e-06, '07/18/2009 17:16:42.9331')\n",
        " ('090718B', '18:17:42.8414', 274.1000061035156, -36.400001525878906, 512, 2.499999936844688e-05, 1.359999987471383e-05, '07/18/2009 18:17:42.8414')\n",
        " ('090719A', '01:31:26.6117', 341.29998779296875, -67.9000015258789, 128, 4.6799999836366624e-05, 2.6899999284069054e-05, '07/19/2009 01:31:26.6117')\n",
        " ('090720A', '06:38:08.2827', 199.5, -16.399999618530273, 128, 3.220000053261174e-06, 1.9999999949504854e-06, '07/20/2009 06:38:08.2827')\n",
        " ('090720B', '17:02:56.9051', 203.0, -54.79999923706055, 16, 1.4199999895936344e-05, 4.819999958272092e-06, '07/20/2009 17:02:56.9051')\n",
        " ('090725A', '20:06:20.5520', 281.8999938964844, -69.5, 4096, 2.3600000531587284e-06, 1.2900000001536682e-06, '07/25/2009 20:06:20.5520')\n",
        " ('090726B', '05:14:07.0692', 240.39999389648438, 36.79999923706055, 1024, 5.219999934524822e-07, 3.0600000400227145e-07, '07/26/2009 05:14:07.0692')\n",
        " ('090730A', '14:35:07.6683', 252.60000610351562, 30.5, 256, 3.1800000215298496e-06, 1.919999931487837e-06, '07/30/2009 14:35:07.6683')\n",
        " ('090802A', '05:39:03.0822', 84.30000305175781, 34.099998474121094, 16, 1.13999999484804e-06, 5.790000159322517e-07, '08/02/2009 05:39:03.0822')\n",
        " ('090802B', '15:58:23.4438', 267.0, -71.80000305175781, 1024, 2.770000037344289e-06, 1.4500000133921276e-06, '08/02/2009 15:58:23.4438')\n",
        " ('090804A', '22:33:20.0192', 130.39999389648438, -11.300000190734863, 64, 1.4399999599845614e-05, 9.729999874252826e-06, '08/04/2009 22:33:20.0192')\n",
        " ('090805A', '14:55:18.2387', 300.0, -50.79999923706055, 1024, 5.790000159322517e-06, 2.499999936844688e-06, '08/05/2009 14:55:18.2387')\n",
        " ('090807B', '19:57:59.0173', 326.8999938964844, 7.199999809265137, 64, 1.3400000398178236e-06, 5.530000066755747e-07, '08/07/2009 19:57:59.0173')\n",
        " ('090809B', '23:28:14.6113', 95.19999694824219, 0.20000000298023224, 2048, 2.1600000764010474e-05, 1.2000000424450263e-05, '08/09/2009 23:28:14.6113')\n",
        " ('090810A', '15:49:07.8220', 168.89999389648438, -76.4000015258789, 2048, 9.890000001178123e-06, 4.529999841906829e-06, '08/10/2009 15:49:07.8220')\n",
        " ('090810B', '18:44:44.8577', 116.4000015258789, -17.5, 1024, 5.1500001063686796e-06, 2.4700000267330324e-06, '08/10/2009 18:44:44.8577')\n",
        " ('090811A', '16:41:50.0382', 277.0, 22.200000762939453, 128, 1.050000037139398e-06, 4.590000060034072e-07, '08/11/2009 16:41:50.0382')\n",
        " ('090813A', '04:10:42.5926', 225.8000030517578, 88.5999984741211, 256, 3.330000026835478e-06, 1.8099999579135329e-06, '08/13/2009 04:10:42.5926')\n",
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        " ('110517B', '21:38:48.2981', 85.5999984741211, 47.29999923706055, 128, --, --, '05/17/2011 21:38:48.2981')\n",
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        " ('120402B', '16:04:00.7578', 223.6999969482422, -10.399999618530273, 64, 3.749999905267032e-06, 1.3300000318849925e-06, '04/02/2012 16:04:00.7578')\n",
        " ('120403B', '20:33:58.4931', 55.29999923706055, -89.0, 1024, 2.399999914359796e-07, 1.2499999968440534e-07, '04/03/2012 20:33:58.4931')\n",
        " ('120410A', '14:02:00.1923', 159.60000610351562, -17.0, 32, 2.9099999210302485e-07, 1.5099999473022763e-07, '04/10/2012 14:02:00.1923')\n",
        " ('120411A', '22:12:25.6497', 38.099998474121094, -7.199999809265137, 256, 1.4600000213249587e-06, 7.259999961206631e-07, '04/11/2012 22:12:25.6497')\n",
        " ('120412A', '01:18:42.1478', 29.399999618530273, -24.700000762939453, 1024, 1.249999968422344e-06, 6.810000172663422e-07, '04/12/2012 01:18:42.1478')\n",
        " ('120412B', '22:04:40.5637', 38.900001525878906, 7.099999904632568, 256, 7.029999778751517e-06, 3.910000032192329e-06, '04/12/2012 22:04:40.5637')\n",
        " ('120415A', '01:49:57.6821', 213.5, 16.700000762939453, 512, 2.2300000637187622e-06, 1.4700000292577897e-06, '04/15/2012 01:49:57.6821')\n",
        " ('120415B', '21:23:41.0262', 190.6999969482422, 4.900000095367432, 64, 1.3000000365082087e-07, 7.170000060341408e-08, '04/15/2012 21:23:41.0262')\n",
        " ('120415C', '22:59:19.1333', 150.5, 61.29999923706055, 4096, 2.3099998998077353e-06, 1.0999999631167157e-06, '04/15/2012 22:59:19.1333')\n",
        " ('120420A', '05:58:07.2575', 47.900001525878906, -52.20000076293945, 512, 2.880000010918593e-06, 1.630000042496249e-06, '04/20/2012 05:58:07.2575')\n",
        " ('120420B', '20:35:13.0705', 109.30000305175781, 10.800000190734863, 512, 4.329999865149148e-05, 2.3299999156733975e-05, '04/20/2012 20:35:13.0705')\n",
        " ('120426A', '02:09:14.3305', 111.5, -65.5999984741211, 64, 2.029999996011611e-05, 1.2999999853491317e-05, '04/26/2012 02:09:14.3305')\n",
        " ('120426B', '14:02:22.3555', 285.5, -13.699999809265137, 512, 3.65999994755839e-06, 2.1299999843904516e-06, '04/26/2012 14:02:22.3555')\n",
        " ('120427A', '01:17:27.7906', 224.89999389648438, 29.299999237060547, 256, 7.420000201818766e-06, 5.169999894860666e-06, '04/27/2012 01:17:27.7906')\n",
        " ('120427B', '03:40:37.8678', 114.69999694824219, 50.20000076293945, 4096, 6.810000172663422e-07, 3.7500001326407073e-07, '04/27/2012 03:40:37.8678')\n",
        " ('120429A', '00:04:07.2639', 166.0, -8.800000190734863, 256, 2.790000053209951e-07, 1.589999953921506e-07, '04/29/2012 00:04:07.2639')\n",
        " ('120429B', '11:37:03.7360', 133.0, -32.20000076293945, 512, 2.3699999474047218e-06, 1.1099999710495467e-06, '04/29/2012 11:37:03.7360')\n",
        " ('120430A', '23:30:43.3489', 47.20000076293945, 18.5, 2048, 5.559999749493727e-07, 3.1900000863060995e-07, '04/30/2012 23:30:43.3489')\n",
        " ('120504A', '11:13:39.9348', 329.8999938964844, 46.79999923706055, 2048, 3.3599999369471334e-06, 1.6599999526079046e-06, '05/04/2012 11:13:39.9348')\n",
        " ('120504B', '22:40:08.6011', 200.3000030517578, -24.200000762939453, 512, 1.6699999605407356e-06, 8.060000027398928e-07, '05/04/2012 22:40:08.6011')\n",
        " ('120506A', '03:05:02.1148', 172.1999969482422, -33.70000076293945, 512, 2.870000059829181e-07, 1.570000023320972e-07, '05/06/2012 03:05:02.1148')\n",
        " ('120509A', '14:52:02.8400', 195.39999389648438, 38.29999923706055, 128, 1.549999950611891e-07, 9.650000265537528e-08, '05/09/2012 14:52:02.8400')\n",
        " ('120510B', '21:36:26.0997', 186.89999389648438, -55.20000076293945, 4096, 6.010000106471125e-06, 3.010000000358559e-06, '05/10/2012 21:36:26.0997')\n",
        " ('120511A', '15:18:47.9162', 226.89999389648438, -60.5, 256, 1.140000040322775e-05, 5.660000169882551e-06, '05/11/2012 15:18:47.9162')\n",
        " ('120512A', '02:41:44.3342', 325.6000061035156, 13.600000381469727, 1024, 1.2399999832268804e-05, 6.690000191156287e-06, '05/12/2012 02:41:44.3342')\n",
        " ('120513A', '12:44:00.4653', 140.8000030517578, 75.0, 512, 1.3100000160193304e-06, 6.679999842162943e-07, '05/13/2012 12:44:00.4653')\n",
        " ('120519A', '17:18:14.9703', 180.1999969482422, 20.5, 64, 2.409999979136046e-06, 7.680000067011861e-07, '05/19/2012 17:18:14.9703')\n",
        " ('120520A', '22:46:24.6629', 45.900001525878906, 35.29999923706055, 256, 4.4099999740865314e-07, 4.4099999740865314e-07, '05/20/2012 22:46:24.6629')\n",
        " ('120521B', '09:07:52.3858', 197.0, -52.70000076293945, 2048, 3.11000007968687e-06, 1.7900000557347084e-06, '05/21/2012 09:07:52.3858')\n",
        " ('120522B', '08:39:16.8386', 56.099998474121094, 54.79999923706055, 1024, 9.31999966269359e-06, 5.020000116928713e-06, '05/22/2012 08:39:16.8386')\n",
        " ('120524A', '03:12:54.6787', 358.1000061035156, -15.600000381469727, 64, 2.529999960643181e-07, 1.2700000695531344e-07, '05/24/2012 03:12:54.6787')\n",
        " ('120526A', '07:16:40.7695', 66.30000305175781, -32.20000076293945, 2048, 0.00011600000289035961, 4.659999831346795e-05, '05/26/2012 07:16:40.7695')\n",
        " ('120528A', '10:36:00.2173', 295.1000061035156, 6.5, 512, 3.789999936998356e-06, 2.1200000901444582e-06, '05/28/2012 10:36:00.2173')\n",
        " ('120530A', '02:53:41.8622', 176.0, 78.80000305175781, 128, 7.170000117184827e-06, 4.099999841855606e-06, '05/30/2012 02:53:41.8622')\n",
        " ('120531A', '09:26:38.3653', 290.3999938964844, 1.2000000476837158, 2048, 9.09999982923182e-07, 5.160000000614673e-07, '05/31/2012 09:26:38.3653')\n",
        " ('120603A', '10:32:09.8539', 198.8000030517578, 4.300000190734863, 64, 6.789999815737247e-07, 3.049999861559627e-07, '06/03/2012 10:32:09.8539')\n",
        " ('120604A', '05:16:31.3117', 163.89999389648438, -7.400000095367432, 64, 1.2299999525566818e-06, 7.140000093386334e-07, '06/04/2012 05:16:31.3117')\n",
        " ('120604B', '08:13:40.1576', 113.5999984741211, -2.799999952316284, 4096, 1.5099999473022763e-06, 8.619999789516442e-07, '06/04/2012 08:13:40.1576')\n",
        " ('120605A', '10:52:15.9037', 243.60000610351562, 41.5, 256, 3.2499999633728294e-06, 1.70999999227206e-06, '06/05/2012 10:52:15.9037')\n",
        " ('120608A', '11:43:51.8312', 230.0, -26.100000381469727, 64, 4.830000079891761e-07, 2.9500000664484105e-07, '06/08/2012 11:43:51.8312')\n",
        " ('120608B', '18:38:33.0354', 313.29998779296875, 12.600000381469727, 1024, 3.169999899910181e-06, 1.7700000398690463e-06, '06/08/2012 18:38:33.0354')\n",
        " ('120609A', '13:54:35.6228', 67.30000305175781, 13.0, 256, 4.199999921183917e-07, 2.6000000730164174e-07, '06/09/2012 13:54:35.6228')\n",
        " ('120611A', '02:36:00.5206', 324.70001220703125, -44.79999923706055, 1024, 4.529999841906829e-06, 2.2900001113157487e-06, '06/11/2012 02:36:00.5206')\n",
        " ('120612B', '16:19:45.5477', 211.89999389648438, 34.599998474121094, 4096, 2.060000042547472e-06, 1.0999999631167157e-06, '06/12/2012 16:19:45.5477')\n",
        " ('120612C', '16:29:44.5573', 39.70000076293945, -37.900001525878906, 64, 7.049999908304017e-07, 2.499999993688107e-07, '06/12/2012 16:29:44.5573')\n",
        " ('120616A', '15:06:50.6386', 79.69999694824219, 56.400001525878906, 32, 2.5800000003073364e-07, 6.420000175921814e-08, '06/16/2012 15:06:50.6386')\n",
        " ('120618A', '03:03:49.8754', 77.30000305175781, 75.80000305175781, 256, 5.580000106419902e-06, 3.789999936998356e-06, '06/18/2012 03:03:49.8754')\n",
        " ('120618B', '22:03:34.3126', 213.60000610351562, -2.0999999046325684, 128, 3.6300000374467345e-06, 1.950000068973168e-06, '06/18/2012 22:03:34.3126')\n",
        " ('120619A', '21:13:16.9128', 190.6999969482422, -25.0, 128, 4.2400000666020787e-07, 2.240000043229884e-07, '06/19/2012 21:13:16.9128')\n",
        " ('120624A', '07:24:25.3393', 4.800000190734863, 7.199999809265137, 64, 5.140000212122686e-06, 2.550000090195681e-06, '06/24/2012 07:24:25.3393')\n",
        " ('120624B', '22:23:54.9339', 172.89999389648438, 6.5, 2048, 0.00019200000679120421, 7.639999967068434e-05, '06/24/2012 22:23:54.9339')\n",
        " ('120625A', '02:50:46.0374', 51.29999923706055, 51.099998474121094, 1024, 1.0200000360782724e-05, 6.100000064179767e-06, '06/25/2012 02:50:46.0374')\n",
        " ('120629A', '13:34:11.6814', 176.1999969482422, -0.6000000238418579, 256, 5.1899998965154737e-08, 3.239999912807434e-08, '06/29/2012 13:34:11.6814')\n",
        " ('120701B', '15:41:48.3152', 182.6999969482422, -45.70000076293945, 128, 8.359999981166766e-08, 4.90999987334817e-08, '07/01/2012 15:41:48.3152')\n",
        " ('120702A', '21:23:19.1712', 227.8000030517578, 36.79999923706055, 512, 1.6000000186977559e-06, 9.95000050352246e-07, '07/02/2012 21:23:19.1712')\n",
        " ('120703B', '10:01:11.6882', 69.5, 34.70000076293945, 1024, 1.1099999937869143e-05, 5.49000014871126e-06, '07/03/2012 10:01:11.6882')\n",
        " ('120703C', '11:56:56.8702', 210.5, 46.29999923706055, 1024, 2.6000000161729986e-06, 1.5399999711007695e-06, '07/03/2012 11:56:56.8702')\n",
        " ('120703A', '17:25:17.0323', 339.3999938964844, -29.700000762939453, 2048, 8.33000012789853e-06, 4.309999894758221e-06, '07/03/2012 17:25:17.0323')\n",
        " ('120707A', '19:12:17.4295', 291.1000061035156, -34.400001525878906, 4096, 9.359999967273325e-05, 5.210000017541461e-05, '07/07/2012 19:12:17.4295')\n",
        " ('120709A', '21:11:40.3666', 318.3999938964844, -50.099998474121094, 64, 1.3699999726668466e-05, 6.300000222836388e-06, '07/09/2012 21:11:40.3666')\n",
        " ('120710A', '02:23:17.0507', 120.4000015258789, -31.100000381469727, 256, 5.339999916031957e-06, 2.7099999897473026e-06, '07/10/2012 02:23:17.0507')\n",
        " ('120711A', '02:44:53.2943', 94.69999694824219, -71.0, 256, 0.0001939999929163605, 6.649999704677612e-05, '07/11/2012 02:44:53.2943')\n",
        " ('120711C', '10:42:54.5709', 127.9000015258789, -31.799999237060547, 1024, 1.8599999975776882e-06, 9.999999974752427e-07, '07/11/2012 10:42:54.5709')],\n",
        "             mask = [(False, False, False, False, False, False, False, False)\n",
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        " (False, False, False, False, False, False, False, False)\n",
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        " (False, False, False, False, False, False, False, False)\n",
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        " (False, False, False, False, False, False, False, False)\n",
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        " (False, False, False, False, False, False, False, False)\n",
        " (False, False, False, False, False, False, False, False)\n",
        " (False, False, False, False, False, False, False, False)\n",
        " (False, False, False, False, False, False, False, False)\n",
        " (False, False, False, False, False, False, False, False)\n",
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        " (False, False, False, False, False, False, False, False)\n",
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        " (False, False, False, False, False, False, False, False)\n",
        " (False, False, False, False, False, False, False, False)\n",
        " (False, False, False, False, False, False, False, False)\n",
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        " (False, False, False, False, False, False, False, False)\n",
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        " (False, False, False, False, False, False, False, False)\n",
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        " (False, False, False, False, False, False, False, False)\n",
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        " (False, False, False, False, False, False, False, False)\n",
        " (False, False, False, False, False, False, False, False)\n",
        " (False, False, False, False, False, False, False, False)\n",
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        " (False, False, False, False, False, False, False, False)\n",
        " (False, False, False, False, False, False, False, False)\n",
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        " (False, False, False, False, False, False, False, False)\n",
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        " (False, False, False, False, False, False, False, False)\n",
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        " (False, False, False, False, False, False, False, False)\n",
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        " (False, False, False, False, False, False, False, False)\n",
        " (False, False, False, False, False, False, False, False)\n",
        " (False, False, False, False, False, True, True, False)\n",
        " (False, False, False, False, False, False, False, False)\n",
        " (False, False, False, False, False, False, False, False)\n",
        " (False, False, False, False, False, False, False, False)\n",
        " (False, False, False, False, False, False, False, False)\n",
        " (False, False, False, False, False, False, False, False)\n",
        " (False, False, False, False, False, False, False, False)\n",
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        " (False, False, False, False, False, False, False, False)\n",
        " (False, False, False, False, False, False, False, False)\n",
        " (False, False, False, False, False, False, False, False)\n",
        " (False, False, False, False, False, False, False, False)\n",
        " (False, False, False, False, False, False, False, False)\n",
        " (False, False, False, False, False, False, False, False)\n",
        " (False, False, False, False, False, False, False, False)\n",
        " (False, False, False, False, False, False, False, False)\n",
        " (False, False, False, False, False, False, False, False)\n",
        " (False, False, False, False, False, False, False, False)\n",
        " (False, False, False, False, False, False, False, False)\n",
        " (False, False, False, False, False, False, False, False)\n",
        " (False, False, False, False, False, False, False, False)\n",
        " (False, False, False, False, False, False, False, False)\n",
        " (False, False, False, False, False, False, False, False)\n",
        " (False, False, False, False, False, False, False, False)\n",
        " (False, False, False, False, False, False, False, False)\n",
        " (False, False, False, False, False, False, False, False)\n",
        " (False, False, False, False, False, False, False, False)\n",
        " (False, False, False, False, False, False, False, False)\n",
        " (False, False, False, False, False, False, False, False)\n",
        " (False, False, False, False, False, False, False, False)\n",
        " (False, False, False, False, False, False, False, False)\n",
        " (False, False, False, False, False, False, False, False)],\n",
        "       fill_value = ('N/A', 'N/A', 1.0000000200408773e+20, 1.0000000200408773e+20, 16959, 1.0000000200408773e+20, 1.0000000200408773e+20, 'N/A'),\n",
        "            dtype = [('GRB', 'S7'), ('ObsTime', 'S13'), ('RA', '<f4'), ('dec', '<f4'), ('Time', '<i2'), ('Fl.w', '<f4'), ('Fl.n', '<f4'), ('TimeAndDate', 'S24')])"
       ]
      }
     ],
     "prompt_number": 22
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "#Set up WWT layer\n",
      "grb_layer = wwt.new_layer(\"Dynamic Universe\", \"Gamma Ray Bursts\", grbCat.colnames)\n",
      "#Set visualization parameters in WWT\n",
      "props_dict = {\"CoordinatesType\":\"Spherical\",\\\n",
      "              \"MarkerScale\":\"Screen\",\\\n",
      "              \"PointScaleType\":\"Constant\",\\\n",
      "              \"ScaleFactor\":\"64\",\\\n",
      "              \"ShowFarSide\":\"True\",\\\n",
      "              \"RaUnits\":\"Degrees\",\\\n",
      "              \"PlotType\":\"Gaussian\",\\\n",
      "              \"ColorValue\":\"ARGBColor:255:255:255:255\",\\\n",
      "              \"TimeSeries\":\"False\"}\n",
      "grb_layer.set_properties(props_dict)\n",
      "#Send data to WWT client\n",
      "grb_layer.update(data=grbCat, purge_all=True, no_purge=False, show=True)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 23
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "Now inside WWT we can choose how we visualize the data, we can show all the data at once or playback the events as they happen watching the GRB\u2019s go off like popcorn across the sky. "
     ]
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "<img src=https://raw.githubusercontent.com/IPSScienceVisualization/python-tutorials/master/images/GRBWWT.png>"
     ]
    }
   ],
   "metadata": {}
  }
 ]
}