notebooks/all_signaldb.ipynb

{
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  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# SignalDB\n",
    "\n",
    "The SignalDB database contains all of the meta-data for the raw SETI data availaible in the SETI@IBMCloud project.\n",
    "\n",
    "You can use this data to visualize the locations of stars the SETI Institute has observed, select and sort through to find data that interests you, and ultimately use these meta-data to download the appropriate raw data file for analysis, feature extraction and machine learning. \n",
    "\n",
    "This database is available from the `setigopublic` server and can be downloaded with `curl`, unzipped and read into a Spark Dataframe in the usual way."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": false,
    "deletable": true,
    "editable": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "  % Total    % Received % Xferd  Average Speed   Time    Time     Time  Current\n",
      "                                 Dload  Upload   Total   Spent    Left  Speed\n",
      "100 18.8M    0 18.8M    0     0  4430k      0 --:--:--  0:00:04 --:--:-- 4777k\n"
     ]
    }
   ],
   "source": [
    "!curl https://setigopublic.mybluemix.net/v1/aca/meta/all > signaldb.csv.gz"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": true,
    "deletable": true,
    "editable": true
   },
   "outputs": [],
   "source": [
    "!gunzip signaldb.csv.gz"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": false,
    "deletable": true,
    "editable": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "-rw-r----- 1 sfa7-9e7464df3e1117-5edfd8a0d95d users 122M May 24 16:31 signaldb.csv\r\n"
     ]
    }
   ],
   "source": [
    "!ls -alh signaldb.csv"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": false,
    "deletable": true,
    "editable": true
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       "[Row(UNIQUEID=u'ldn1622_1500_168_3011_19_103758', TIME=datetime.datetime(2013, 3, 2, 6, 3, 29), ACTTYP=u'pointantswait', TGTID=2800031, CATALOG=u'ldn1622grid', RA2000HR=5.872, DEC2000DEG=1.087, POWER=401.0, SNR=None, FREQMHZ=1499.79070556, DRIFTHZS=-1.145, WIDHZ=2.778, POL=u'left', SIGTYP=u'CwP', PPERIODS=None, NPUL=0, INTTIMES=94.0, TSCPAZDEG=233.671, TSCPELDEG=36.754, BEAMNO=3, SIGCLASS=u'Cand', SIGREASON=u'PsPwrT', CANDREASON=u'SnMulBm', CONTAINER=u'setiCompAmp', OBJECTNAME=u'2013-03-02/act168/2013-03-02_06-03-45_UTC.act168.dx3011.id-19.R.archive-compamp'),\n",
       " Row(UNIQUEID=u'ldn1622_1500_168_3002_4_103698', TIME=datetime.datetime(2013, 3, 2, 6, 3, 29), ACTTYP=u'pointantswait', TGTID=2800031, CATALOG=u'ldn1622grid', RA2000HR=5.872, DEC2000DEG=1.087, POWER=414.0, SNR=None, FREQMHZ=1491.86280556, DRIFTHZS=-0.121, WIDHZ=2.778, POL=u'right', SIGTYP=u'CwP', PPERIODS=None, NPUL=0, INTTIMES=94.0, TSCPAZDEG=233.671, TSCPELDEG=36.754, BEAMNO=3, SIGCLASS=u'Cand', SIGREASON=u'PsPwrT', CANDREASON=u'SnMulBm', CONTAINER=u'setiCompAmp', OBJECTNAME=u'2013-03-02/act168/2013-03-02_06-03-42_UTC.act168.dx3002.id-4.R.archive-compamp'),\n",
       " Row(UNIQUEID=u'ldn1622_1500_252_1021_3_129682', TIME=datetime.datetime(2013, 3, 3, 5, 21, 45), ACTTYP=u'target1-on', TGTID=2800031, CATALOG=u'ldn1622grid', RA2000HR=5.872, DEC2000DEG=1.087, POWER=407.0, SNR=None, FREQMHZ=1477.35708611, DRIFTHZS=0.06, WIDHZ=2.778, POL=u'left', SIGTYP=u'CwP', PPERIODS=None, NPUL=0, INTTIMES=94.0, TSCPAZDEG=223.622, TSCPELDEG=42.113, BEAMNO=1, SIGCLASS=u'Cand', SIGREASON=u'PsPwrT', CANDREASON=u'SnMulBm', CONTAINER=u'setiCompAmp', OBJECTNAME=u'2013-03-03/act252/2013-03-03_05-21-54_UTC.act252.dx1021.id-3.L.archive-compamp'),\n",
       " Row(UNIQUEID=u'ldn1622_1500_252_1011_7_129839', TIME=datetime.datetime(2013, 3, 3, 5, 21, 47), ACTTYP=u'target1-on', TGTID=2800031, CATALOG=u'ldn1622grid', RA2000HR=5.872, DEC2000DEG=1.087, POWER=402.0, SNR=None, FREQMHZ=1469.56154444, DRIFTHZS=1.175, WIDHZ=2.778, POL=u'right', SIGTYP=u'CwP', PPERIODS=None, NPUL=0, INTTIMES=94.0, TSCPAZDEG=223.622, TSCPELDEG=42.113, BEAMNO=1, SIGCLASS=u'Cand', SIGREASON=u'PsPwrT', CANDREASON=u'SnMulBm', CONTAINER=u'setiCompAmp', OBJECTNAME=u'2013-03-03/act252/2013-03-03_05-21-53_UTC.act252.dx1011.id-7.R.archive-compamp'),\n",
       " Row(UNIQUEID=u'ldn1622_1500_252_1015_5_129982', TIME=datetime.datetime(2013, 3, 3, 5, 21, 49), ACTTYP=u'target1-on', TGTID=2800031, CATALOG=u'ldn1622grid', RA2000HR=5.872, DEC2000DEG=1.087, POWER=406.0, SNR=None, FREQMHZ=1473.07356667, DRIFTHZS=0.754, WIDHZ=2.778, POL=u'right', SIGTYP=u'CwP', PPERIODS=None, NPUL=0, INTTIMES=94.0, TSCPAZDEG=223.622, TSCPELDEG=42.113, BEAMNO=1, SIGCLASS=u'Cand', SIGREASON=u'PsPwrT', CANDREASON=u'SnMulBm', CONTAINER=u'setiCompAmp', OBJECTNAME=u'2013-03-03/act252/2013-03-03_05-21-53_UTC.act252.dx1015.id-5.L.archive-compamp')]"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Spark 2.0 and higher\n",
    "from pyspark.sql import SparkSession\n",
    "\n",
    "spark = SparkSession.builder.getOrCreate()\n",
    "\n",
    "df = spark.read\\\n",
    "  .format('org.apache.spark.sql.execution.datasources.csv.CSVFileFormat')\\\n",
    "  .option('header', 'true')\\\n",
    "  .option('inferSchema','true')\\\n",
    "  .load('signaldb.csv')\n",
    "df.take(5)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": false,
    "deletable": true,
    "editable": true
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   "outputs": [
    {
     "data": {
      "text/plain": [
       "DataFrame[UNIQUEID: string, TIME: timestamp, ACTTYP: string, TGTID: int, CATALOG: string, RA2000HR: double, DEC2000DEG: double, POWER: double, SNR: double, FREQMHZ: double, DRIFTHZS: double, WIDHZ: double, POL: string, SIGTYP: string, PPERIODS: double, NPUL: int, INTTIMES: double, TSCPAZDEG: double, TSCPELDEG: double, BEAMNO: int, SIGCLASS: string, SIGREASON: string, CANDREASON: string, CONTAINER: string, OBJECTNAME: string]"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.cache()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Visualization with Pixiedust\n",
    "\n",
    "[Pixiedust is a tool built for Spark](https://github.com/ibm-cds-labs/pixiedust) that assists developers in visualization, \n",
    "loading and saving data, and package management that allows one to install and use Scala/Java Spark packages from within the Pyspark environment. \n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Collecting pixiedust\n",
      "  Downloading pixiedust-1.0.5.tar.gz (110kB)\n",
      "\u001b[K    100% |████████████████████████████████| 112kB 2.4MB/s \n",
      "\u001b[?25hRequirement already up-to-date: mpld3 in /gpfs/global_fs01/sym_shared/YPProdSpark/user/sfa7-9e7464df3e1117-5edfd8a0d95d/.local/lib/python2.7/site-packages (from pixiedust)\n",
      "Requirement already up-to-date: lxml in /gpfs/global_fs01/sym_shared/YPProdSpark/user/sfa7-9e7464df3e1117-5edfd8a0d95d/.local/lib/python2.7/site-packages (from pixiedust)\n",
      "Building wheels for collected packages: pixiedust\n",
      "  Running setup.py bdist_wheel for pixiedust ... \u001b[?25l-\b \b\\\b \b|\b \b/\b \bdone\n",
      "\u001b[?25h  Stored in directory: /gpfs/fs01/user/sfa7-9e7464df3e1117-5edfd8a0d95d/.cache/pip/wheels/64/88/d8/dab16cc6385c872294f763afd88cb35bc3a6e679506b1e5231\n",
      "Successfully built pixiedust\n",
      "Installing collected packages: pixiedust\n",
      "  Found existing installation: pixiedust 1.0.4\n",
      "    Uninstalling pixiedust-1.0.4:\n",
      "      Successfully uninstalled pixiedust-1.0.4\n",
      "Successfully installed pixiedust-1.0.5\n"
     ]
    }
   ],
   "source": [
    "#!pip install --user --upgrade pixiedust"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Pixiedust database opened successfully\n"
     ]
    },
    {
     "data": {
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       "\n",
       "        <div style=\"margin:10px\">\n",
       "            <a href=\"https://github.com/ibm-cds-labs/pixiedust\" target=\"_new\">\n",
       "                <img src=\"https://github.com/ibm-cds-labs/pixiedust/raw/master/docs/_static/pd_icon32.png\" style=\"float:left;margin-right:10px\"/>\n",
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    "import pixiedust"
   ]
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  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": true,
    "deletable": true,
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   "outputs": [],
   "source": [
    "df.createOrReplaceTempView(\"signaldb\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We'll use pixiedust to display the RA/DEC location of the data. First, we need to remove the 'spacecraft' data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "df = spark.sql(\"select * from signaldb where catalog!='spacecraft'\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "collapsed": false,
    "pixiedust": {
     "displayParams": {
      "aggregation": "SUM",
      "chartsize": "61",
      "handlerId": "scatterPlot",
      "keyFields": "DEC2000DEG",
      "rowCount": "500000",
      "title": "Star Positions of Candidate Events",
      "valueFields": "RA2000HR"
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   "outputs": [
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       "        if(typeof cellMetadata != \"undefined\" && cellMetadata.displayParams){\n",
       "            addOptions(cellMetadata.displayParams);\n",
       "        }else if (curCell && curCell._metadata.pixiedust ){\n",
       "            addOptions(curCell._metadata.pixiedust.displayParams || {}, ('False'=='True') );\n",
       "        }\n",
       "        addOptions({});\n",
       "        \n",
       "        \n",
       "    \n",
       "\n",
       "        \n",
       "        var pattern = \"\\\\w*\\\\s*=\\\\s*'(\\\\\\\\'|[^'])*'\";\n",
       "        var rpattern=new RegExp(pattern,\"g\");\n",
       "        var n = command.match(rpattern);\n",
       "        \n",
       "        var org_params = {}\n",
       "        for (var i=0; i<n.length;i++){\n",
       "            var parts = n[i].split(\"=\")\n",
       "            if (parts[0].trim() == \"org_params\"){\n",
       "                var value = parts[1].trim()\n",
       "                var values = value.substring(1,value.length-1).split(\",\");\n",
       "                for (var p in values){\n",
       "                    org_params[values[p].trim()] = true;\n",
       "                }\n",
       "            }\n",
       "        }\n",
       "        var displayParams={}\n",
       "        for (var i = 0; i < n.length; i++){\n",
       "            var parts=n[i].split(\"=\");\n",
       "            var key = parts[0].trim();\n",
       "            var value = parts[1].trim()\n",
       "            if (!key.startsWith(\"nostore_\") && key != \"showchrome\" && key != \"prefix\" && key != \"cell_id\" && key != \"org_params\" && !!!org_params[key]){\n",
       "                displayParams[key] = value.substring(1,value.length-1);\n",
       "            }\n",
       "        }\n",
       "        if(curCell&&curCell.output_area){\n",
       "            curCell._metadata.pixiedust = curCell._metadata.pixiedust || {}\n",
       "            curCell._metadata.pixiedust.displayParams=displayParams\n",
       "            curCell.output_area.outputs=[];\n",
       "            var old_msg_id = curCell.last_msg_id;\n",
       "            if (old_msg_id) {\n",
       "                curCell.kernel.clear_callbacks_for_msg(old_msg_id);\n",
       "            }\n",
       "        }else{\n",
       "            console.log(\"couldn't find the cell\");\n",
       "        }\n",
       "        \n",
       "        $('#wrapperJS839e1332').html(\"\")\n",
       "        getTargetNode().html('<div style=\"width:100px;height:60px;left:47%;position:relative\"><i class=\"fa fa-circle-o-notch fa-spin\" style=\"font-size:48px\"></i></div>'+\n",
       "        '<div style=\"text-align:center\">Loading your data. Please wait...</div>');\n",
       "        startWallToWall = new Date().getTime();\n",
       "        \n",
       "        console.log(\"Running command2\",command);\n",
       "        IPython.notebook.session.kernel.execute(command, callbacks, {silent:true,store_history:false,stop_on_error:true});\n",
       "    }\n",
       "}\n",
       ")\n",
       "            </script>\n",
       "        \n",
       "        \n",
       "      \n",
       "        \n",
       "          <div class=\"btn-group btn-small display-type-button\">\n",
       "            \n",
       "            <a class=\"btn btn-small dropdown-toggle btn-default\" data-toggle=\"dropdown\" title=\"Chart\">\n",
       "              \n",
       "              <i class=\"fa fa-line-chart\"></i>\n",
       "              \n",
       "              <i class=\"fa fa-chevron-down\"></i>\n",
       "            </a>\n",
       "            <div class=\"dropdown-menu\" role=\"menu\" style=\"white-space:nowrap\">\n",
       "              <ul>\n",
       "              \n",
       "                <li id=\"menu839e1332-barChart\">\n",
       "                  \n",
       "                  <i class=\"fa fa-bar-chart\"></i>\n",
       "                  \n",
       "                  <span>Bar Chart</span>\n",
       "                  \n",
       "            <script>\n",
       "                $('#menu839e1332-barChart').on('click', \n",
       "\n",
       "\n",
       "function() {\n",
       "    function getTargetNode(){\n",
       "        var n = $('#' + 'wrapperHTML839e1332');\n",
       "        if (n.length == 0 ){\n",
       "            n = $('#wrapperHTML839e1332');\n",
       "        }\n",
       "        return n;\n",
       "    }\n",
       "    cellId = typeof cellId === \"undefined\" ? \"\" : cellId;\n",
       "    var curCell=IPython.notebook.get_cells().filter(function(cell){\n",
       "        return cell.cell_id==\"B4A674D7E485414689CC4767E78C16A1\".replace(\"cellId\",cellId);\n",
       "    });\n",
       "    curCell=curCell.length>0?curCell[0]:null;\n",
       "    console.log(\"curCell\",curCell);\n",
       "    var startWallToWall;\n",
       "    //Resend the display command\n",
       "    var callbacks = {\n",
       "        shell : {\n",
       "            payload : {\n",
       "                set_next_input : function(payload){\n",
       "                    if (curCell){\n",
       "                        curCell._handle_set_next_input(payload);\n",
       "                    }\n",
       "                }\n",
       "            }\n",
       "        },\n",
       "        iopub:{\n",
       "            output:function(msg){\n",
       "                console.log(\"msg\", msg);\n",
       "                if (false){\n",
       "                    curCell.output_area.clear_output(false, true);\n",
       "                    curCell.output_area.handle_output.apply(curCell.output_area, arguments);\n",
       "                    return;\n",
       "                }\n",
       "                var msg_type=msg.header.msg_type;\n",
       "                var content = msg.content;\n",
       "                var executionTime = $(\"#execution839e1332\");\n",
       "                if(msg_type===\"stream\"){\n",
       "                    getTargetNode().html(content.text);\n",
       "                }else if (msg_type===\"display_data\" || msg_type===\"execute_result\"){\n",
       "                    var html=null;\n",
       "                    if (!!content.data[\"text/html\"]){\n",
       "                        html=content.data[\"text/html\"];\n",
       "                    }else if (!!content.data[\"image/png\"]){\n",
       "                        html=html||\"\";\n",
       "                        html+=\"<img src='data:image/png;base64,\" +content.data[\"image/png\"]+\"'></img>\";\n",
       "                    }\n",
       "                                                    \n",
       "                    if (!!content.data[\"application/javascript\"]){\n",
       "                        try {\n",
       "                            eval(content.data[\"application/javascript\"]);\n",
       "                        } catch(err) {\n",
       "                            curCell.output_area.handle_output.apply(curCell.output_area, arguments);\n",
       "                        }                        \n",
       "                        return;\n",
       "                    }\n",
       "                    \n",
       "                    if (html){\n",
       "                        try{\n",
       "                            getTargetNode().html(html);\n",
       "                        }catch(e){\n",
       "                            console.log(\"Invalid html output\", e, html);\n",
       "                            getTargetNode().html( \"Invalid html output: \" + e.message + \"<pre>\" \n",
       "                                + html.replace(/>/g,'&gt;').replace(/</g,'&lt;').replace(/\"/g,'&quot;') + \"<pre>\");\n",
       "                        }\n",
       "\n",
       "                        if(curCell&&curCell.output_area&&curCell.output_area.outputs){\n",
       "                            setTimeout(function(){\n",
       "                                var data = JSON.parse(JSON.stringify(content.data));\n",
       "                                if(!!data[\"text/html\"])data[\"text/html\"]=html;\n",
       "                                function savedData(data){\n",
       "                                    \n",
       "                                    var markup='<style type=\"text/css\">.pd_warning{display:none;}</style>';\n",
       "                                    markup+='<div class=\"pd_warning\"><em>Hey, there\\'s something awesome here! To see it, open this notebook outside GitHub, in a viewer like Jupyter</em></div>';\n",
       "                                    nodes = $.parseHTML(data[\"text/html\"], null, true);\n",
       "                                    var s = $(nodes).wrap(\"<div>\").parent().find(\".pd_save\").not(\".pd_save .pd_save\")\n",
       "                                    s.each(function(){\n",
       "                                        var found = false;\n",
       "                                        if ( $(this).attr(\"id\") ){\n",
       "                                            var n = $(\"#\" + $(this).attr(\"id\"));\n",
       "                                            if (n.length>0){\n",
       "                                                found=true;\n",
       "                                                n.each(function(){\n",
       "                                                    $(this).addClass(\"is-viewer-good\");\n",
       "                                                });\n",
       "                                                markup+=n.wrap(\"<div>\").parent().html();\n",
       "                                            }\n",
       "                                        }else{\n",
       "                                            $(this).addClass(\"is-viewer-good\");\n",
       "                                        }\n",
       "                                        if (!found){\n",
       "                                            markup+=$(this).parent().html();\n",
       "                                        }\n",
       "                                    });\n",
       "                                    data[\"text/html\"] = markup;\n",
       "                                    return data;\n",
       "                                }\n",
       "                                curCell.output_area.outputs.push({\"data\": savedData(data),\"metadata\":content.metadata,\"output_type\":msg_type});\n",
       "                            },2000);\n",
       "                        }\n",
       "                    }\n",
       "                }else if (msg_type === \"error\") {\n",
       "                    require(['base/js/utils'], function(utils) {\n",
       "                        var tb = content.traceback;\n",
       "                        console.log(\"tb\",tb);\n",
       "                        if (tb && tb.length>0){\n",
       "                            var data = tb.reduce(function(res, frame){return res+frame+'\\\\n';},\"\");\n",
       "                            console.log(\"data\",data);\n",
       "                            data = utils.fixConsole(data);\n",
       "                            data = utils.fixCarriageReturn(data);\n",
       "                            data = utils.autoLinkUrls(data);\n",
       "                            getTargetNode().html(\"<pre>\" + data +\"</pre>\");\n",
       "                        }\n",
       "                    });\n",
       "                }\n",
       "\n",
       "                //Append profiling info\n",
       "                if (executionTime.length > 0 && $(\"#execution839e1332\").length == 0 ){\n",
       "                    getTargetNode().append(executionTime);\n",
       "                }else if (startWallToWall && $(\"#execution839e1332\").length > 0 ){\n",
       "                    $(\"#execution839e1332\").append($(\"<div/>\").text(\"Wall to Wall time: \" + ( (new Date().getTime() - startWallToWall)/1000 ) + \"s\"));\n",
       "                }\n",
       "\n",
       "                if (typeof onDisplayDone839e1332 != \"undefined\"){\n",
       "                    onDisplayDone839e1332();\n",
       "                }\n",
       "            }\n",
       "        }\n",
       "    }\n",
       "    \n",
       "    if (IPython && IPython.notebook && IPython.notebook.session && IPython.notebook.session.kernel){\n",
       "        var command = \"display(df,cell_id='B4A674D7E485414689CC4767E78C16A1',nostore_pixiedust='true',rowCount='500000',handlerId='barChart',valueFields='RA2000HR',title='Star Positions of Candidate Events',chartsize='61',keyFields='DEC2000DEG',aggregation='SUM',nostore_cw='1746',org_params='nostore_pixiedust',nostore_bokeh='false',prefix='839e1332')\".replace(\"cellId\",cellId);\n",
       "        function addOptions(options, override=true){\n",
       "            function getStringRep(v) {\n",
       "                return \"'\" + v + \"'\";\n",
       "            }\n",
       "            for (var key in (options||{})){\n",
       "                var value = options[key];\n",
       "                var hasValue = value != null && typeof value !== 'undefined' && value !== '';\n",
       "                var replaceValue = hasValue ? (key+\"=\" + getStringRep(value) ) : \"\";\n",
       "                var pattern = (hasValue?\"\":\",\")+\"\\\\s*\" + key + \"\\\\s*=\\\\s*'(\\\\\\\\'|[^'])*'\";\n",
       "                var rpattern=new RegExp(pattern);\n",
       "                var n = command.search(rpattern);\n",
       "                if ( n >= 0 ){\n",
       "                    if (override){\n",
       "                        command = command.replace(rpattern, replaceValue);\n",
       "                    }\n",
       "                }else if (hasValue){\n",
       "                    var n = command.lastIndexOf(\")\");\n",
       "                    command = [command.slice(0, n), (command[n-1]==\"(\"? \"\":\",\") + replaceValue, command.slice(n)].join('')\n",
       "                }        \n",
       "            }\n",
       "        }\n",
       "        if(typeof cellMetadata != \"undefined\" && cellMetadata.displayParams){\n",
       "            addOptions(cellMetadata.displayParams);\n",
       "        }else if (curCell && curCell._metadata.pixiedust ){\n",
       "            addOptions(curCell._metadata.pixiedust.displayParams || {}, ('False'=='True') );\n",
       "        }\n",
       "        addOptions({});\n",
       "        \n",
       "        \n",
       "    \n",
       "\n",
       "        \n",
       "        var pattern = \"\\\\w*\\\\s*=\\\\s*'(\\\\\\\\'|[^'])*'\";\n",
       "        var rpattern=new RegExp(pattern,\"g\");\n",
       "        var n = command.match(rpattern);\n",
       "        \n",
       "        var org_params = {}\n",
       "        for (var i=0; i<n.length;i++){\n",
       "            var parts = n[i].split(\"=\")\n",
       "            if (parts[0].trim() == \"org_params\"){\n",
       "                var value = parts[1].trim()\n",
       "                var values = value.substring(1,value.length-1).split(\",\");\n",
       "                for (var p in values){\n",
       "                    org_params[values[p].trim()] = true;\n",
       "                }\n",
       "            }\n",
       "        }\n",
       "        var displayParams={}\n",
       "        for (var i = 0; i < n.length; i++){\n",
       "            var parts=n[i].split(\"=\");\n",
       "            var key = parts[0].trim();\n",
       "            var value = parts[1].trim()\n",
       "            if (!key.startsWith(\"nostore_\") && key != \"showchrome\" && key != \"prefix\" && key != \"cell_id\" && key != \"org_params\" && !!!org_params[key]){\n",
       "                displayParams[key] = value.substring(1,value.length-1);\n",
       "            }\n",
       "        }\n",
       "        if(curCell&&curCell.output_area){\n",
       "            curCell._metadata.pixiedust = curCell._metadata.pixiedust || {}\n",
       "            curCell._metadata.pixiedust.displayParams=displayParams\n",
       "            curCell.output_area.outputs=[];\n",
       "            var old_msg_id = curCell.last_msg_id;\n",
       "            if (old_msg_id) {\n",
       "                curCell.kernel.clear_callbacks_for_msg(old_msg_id);\n",
       "            }\n",
       "        }else{\n",
       "            console.log(\"couldn't find the cell\");\n",
       "        }\n",
       "        \n",
       "        $('#wrapperJS839e1332').html(\"\")\n",
       "        getTargetNode().html('<div style=\"width:100px;height:60px;left:47%;position:relative\"><i class=\"fa fa-circle-o-notch fa-spin\" style=\"font-size:48px\"></i></div>'+\n",
       "        '<div style=\"text-align:center\">Loading your data. Please wait...</div>');\n",
       "        startWallToWall = new Date().getTime();\n",
       "        \n",
       "        console.log(\"Running command2\",command);\n",
       "        IPython.notebook.session.kernel.execute(command, callbacks, {silent:true,store_history:false,stop_on_error:true});\n",
       "    }\n",
       "}\n",
       ")\n",
       "            </script>\n",
       "        \n",
       "                </li>\n",
       "              \n",
       "                <li id=\"menu839e1332-lineChart\">\n",
       "                  \n",
       "                  <i class=\"fa fa-line-chart\"></i>\n",
       "                  \n",
       "                  <span>Line Chart</span>\n",
       "                  \n",
       "            <script>\n",
       "                $('#menu839e1332-lineChart').on('click', \n",
       "\n",
       "\n",
       "function() {\n",
       "    function getTargetNode(){\n",
       "        var n = $('#' + 'wrapperHTML839e1332');\n",
       "        if (n.length == 0 ){\n",
       "            n = $('#wrapperHTML839e1332');\n",
       "        }\n",
       "        return n;\n",
       "    }\n",
       "    cellId = typeof cellId === \"undefined\" ? \"\" : cellId;\n",
       "    var curCell=IPython.notebook.get_cells().filter(function(cell){\n",
       "        return cell.cell_id==\"B4A674D7E485414689CC4767E78C16A1\".replace(\"cellId\",cellId);\n",
       "    });\n",
       "    curCell=curCell.length>0?curCell[0]:null;\n",
       "    console.log(\"curCell\",curCell);\n",
       "    var startWallToWall;\n",
       "    //Resend the display command\n",
       "    var callbacks = {\n",
       "        shell : {\n",
       "            payload : {\n",
       "                set_next_input : function(payload){\n",
       "                    if (curCell){\n",
       "                        curCell._handle_set_next_input(payload);\n",
       "                    }\n",
       "                }\n",
       "            }\n",
       "        },\n",
       "        iopub:{\n",
       "            output:function(msg){\n",
       "                console.log(\"msg\", msg);\n",
       "                if (false){\n",
       "                    curCell.output_area.clear_output(false, true);\n",
       "                    curCell.output_area.handle_output.apply(curCell.output_area, arguments);\n",
       "                    return;\n",
       "                }\n",
       "                var msg_type=msg.header.msg_type;\n",
       "                var content = msg.content;\n",
       "                var executionTime = $(\"#execution839e1332\");\n",
       "                if(msg_type===\"stream\"){\n",
       "                    getTargetNode().html(content.text);\n",
       "                }else if (msg_type===\"display_data\" || msg_type===\"execute_result\"){\n",
       "                    var html=null;\n",
       "                    if (!!content.data[\"text/html\"]){\n",
       "                        html=content.data[\"text/html\"];\n",
       "                    }else if (!!content.data[\"image/png\"]){\n",
       "                        html=html||\"\";\n",
       "                        html+=\"<img src='data:image/png;base64,\" +content.data[\"image/png\"]+\"'></img>\";\n",
       "                    }\n",
       "                                                    \n",
       "                    if (!!content.data[\"application/javascript\"]){\n",
       "                        try {\n",
       "                            eval(content.data[\"application/javascript\"]);\n",
       "                        } catch(err) {\n",
       "                            curCell.output_area.handle_output.apply(curCell.output_area, arguments);\n",
       "                        }                        \n",
       "                        return;\n",
       "                    }\n",
       "                    \n",
       "                    if (html){\n",
       "                        try{\n",
       "                            getTargetNode().html(html);\n",
       "                        }catch(e){\n",
       "                            console.log(\"Invalid html output\", e, html);\n",
       "                            getTargetNode().html( \"Invalid html output: \" + e.message + \"<pre>\" \n",
       "                                + html.replace(/>/g,'&gt;').replace(/</g,'&lt;').replace(/\"/g,'&quot;') + \"<pre>\");\n",
       "                        }\n",
       "\n",
       "                        if(curCell&&curCell.output_area&&curCell.output_area.outputs){\n",
       "                            setTimeout(function(){\n",
       "                                var data = JSON.parse(JSON.stringify(content.data));\n",
       "                                if(!!data[\"text/html\"])data[\"text/html\"]=html;\n",
       "                                function savedData(data){\n",
       "                                    \n",
       "                                    var markup='<style type=\"text/css\">.pd_warning{display:none;}</style>';\n",
       "                                    markup+='<div class=\"pd_warning\"><em>Hey, there\\'s something awesome here! To see it, open this notebook outside GitHub, in a viewer like Jupyter</em></div>';\n",
       "                                    nodes = $.parseHTML(data[\"text/html\"], null, true);\n",
       "                                    var s = $(nodes).wrap(\"<div>\").parent().find(\".pd_save\").not(\".pd_save .pd_save\")\n",
       "                                    s.each(function(){\n",
       "                                        var found = false;\n",
       "                                        if ( $(this).attr(\"id\") ){\n",
       "                                            var n = $(\"#\" + $(this).attr(\"id\"));\n",
       "                                            if (n.length>0){\n",
       "                                                found=true;\n",
       "                                                n.each(function(){\n",
       "                                                    $(this).addClass(\"is-viewer-good\");\n",
       "                                                });\n",
       "                                                markup+=n.wrap(\"<div>\").parent().html();\n",
       "                                            }\n",
       "                                        }else{\n",
       "                                            $(this).addClass(\"is-viewer-good\");\n",
       "                                        }\n",
       "                                        if (!found){\n",
       "                                            markup+=$(this).parent().html();\n",
       "                                        }\n",
       "                                    });\n",
       "                                    data[\"text/html\"] = markup;\n",
       "                                    return data;\n",
       "                                }\n",
       "                                curCell.output_area.outputs.push({\"data\": savedData(data),\"metadata\":content.metadata,\"output_type\":msg_type});\n",
       "                            },2000);\n",
       "                        }\n",
       "                    }\n",
       "                }else if (msg_type === \"error\") {\n",
       "                    require(['base/js/utils'], function(utils) {\n",
       "                        var tb = content.traceback;\n",
       "                        console.log(\"tb\",tb);\n",
       "                        if (tb && tb.length>0){\n",
       "                            var data = tb.reduce(function(res, frame){return res+frame+'\\\\n';},\"\");\n",
       "                            console.log(\"data\",data);\n",
       "                            data = utils.fixConsole(data);\n",
       "                            data = utils.fixCarriageReturn(data);\n",
       "                            data = utils.autoLinkUrls(data);\n",
       "                            getTargetNode().html(\"<pre>\" + data +\"</pre>\");\n",
       "                        }\n",
       "                    });\n",
       "                }\n",
       "\n",
       "                //Append profiling info\n",
       "                if (executionTime.length > 0 && $(\"#execution839e1332\").length == 0 ){\n",
       "                    getTargetNode().append(executionTime);\n",
       "                }else if (startWallToWall && $(\"#execution839e1332\").length > 0 ){\n",
       "                    $(\"#execution839e1332\").append($(\"<div/>\").text(\"Wall to Wall time: \" + ( (new Date().getTime() - startWallToWall)/1000 ) + \"s\"));\n",
       "                }\n",
       "\n",
       "                if (typeof onDisplayDone839e1332 != \"undefined\"){\n",
       "                    onDisplayDone839e1332();\n",
       "                }\n",
       "            }\n",
       "        }\n",
       "    }\n",
       "    \n",
       "    if (IPython && IPython.notebook && IPython.notebook.session && IPython.notebook.session.kernel){\n",
       "        var command = \"display(df,cell_id='B4A674D7E485414689CC4767E78C16A1',nostore_pixiedust='true',rowCount='500000',handlerId='lineChart',valueFields='RA2000HR',title='Star Positions of Candidate Events',chartsize='61',keyFields='DEC2000DEG',aggregation='SUM',nostore_cw='1746',org_params='nostore_pixiedust',nostore_bokeh='false',prefix='839e1332')\".replace(\"cellId\",cellId);\n",
       "        function addOptions(options, override=true){\n",
       "            function getStringRep(v) {\n",
       "                return \"'\" + v + \"'\";\n",
       "            }\n",
       "            for (var key in (options||{})){\n",
       "                var value = options[key];\n",
       "                var hasValue = value != null && typeof value !== 'undefined' && value !== '';\n",
       "                var replaceValue = hasValue ? (key+\"=\" + getStringRep(value) ) : \"\";\n",
       "                var pattern = (hasValue?\"\":\",\")+\"\\\\s*\" + key + \"\\\\s*=\\\\s*'(\\\\\\\\'|[^'])*'\";\n",
       "                var rpattern=new RegExp(pattern);\n",
       "                var n = command.search(rpattern);\n",
       "                if ( n >= 0 ){\n",
       "                    if (override){\n",
       "                        command = command.replace(rpattern, replaceValue);\n",
       "                    }\n",
       "                }else if (hasValue){\n",
       "                    var n = command.lastIndexOf(\")\");\n",
       "                    command = [command.slice(0, n), (command[n-1]==\"(\"? \"\":\",\") + replaceValue, command.slice(n)].join('')\n",
       "                }        \n",
       "            }\n",
       "        }\n",
       "        if(typeof cellMetadata != \"undefined\" && cellMetadata.displayParams){\n",
       "            addOptions(cellMetadata.displayParams);\n",
       "        }else if (curCell && curCell._metadata.pixiedust ){\n",
       "            addOptions(curCell._metadata.pixiedust.displayParams || {}, ('False'=='True') );\n",
       "        }\n",
       "        addOptions({});\n",
       "        \n",
       "        \n",
       "    \n",
       "\n",
       "        \n",
       "        var pattern = \"\\\\w*\\\\s*=\\\\s*'(\\\\\\\\'|[^'])*'\";\n",
       "        var rpattern=new RegExp(pattern,\"g\");\n",
       "        var n = command.match(rpattern);\n",
       "        \n",
       "        var org_params = {}\n",
       "        for (var i=0; i<n.length;i++){\n",
       "            var parts = n[i].split(\"=\")\n",
       "            if (parts[0].trim() == \"org_params\"){\n",
       "                var value = parts[1].trim()\n",
       "                var values = value.substring(1,value.length-1).split(\",\");\n",
       "                for (var p in values){\n",
       "                    org_params[values[p].trim()] = true;\n",
       "                }\n",
       "            }\n",
       "        }\n",
       "        var displayParams={}\n",
       "        for (var i = 0; i < n.length; i++){\n",
       "            var parts=n[i].split(\"=\");\n",
       "            var key = parts[0].trim();\n",
       "            var value = parts[1].trim()\n",
       "            if (!key.startsWith(\"nostore_\") && key != \"showchrome\" && key != \"prefix\" && key != \"cell_id\" && key != \"org_params\" && !!!org_params[key]){\n",
       "                displayParams[key] = value.substring(1,value.length-1);\n",
       "            }\n",
       "        }\n",
       "        if(curCell&&curCell.output_area){\n",
       "            curCell._metadata.pixiedust = curCell._metadata.pixiedust || {}\n",
       "            curCell._metadata.pixiedust.displayParams=displayParams\n",
       "            curCell.output_area.outputs=[];\n",
       "            var old_msg_id = curCell.last_msg_id;\n",
       "            if (old_msg_id) {\n",
       "                curCell.kernel.clear_callbacks_for_msg(old_msg_id);\n",
       "            }\n",
       "        }else{\n",
       "            console.log(\"couldn't find the cell\");\n",
       "        }\n",
       "        \n",
       "        $('#wrapperJS839e1332').html(\"\")\n",
       "        getTargetNode().html('<div style=\"width:100px;height:60px;left:47%;position:relative\"><i class=\"fa fa-circle-o-notch fa-spin\" style=\"font-size:48px\"></i></div>'+\n",
       "        '<div style=\"text-align:center\">Loading your data. Please wait...</div>');\n",
       "        startWallToWall = new Date().getTime();\n",
       "        \n",
       "        console.log(\"Running command2\",command);\n",
       "        IPython.notebook.session.kernel.execute(command, callbacks, {silent:true,store_history:false,stop_on_error:true});\n",
       "    }\n",
       "}\n",
       ")\n",
       "            </script>\n",
       "        \n",
       "                </li>\n",
       "              \n",
       "                <li id=\"menu839e1332-scatterPlot\">\n",
       "                  \n",
       "                  <i class=\"fa fa-circle\"></i>\n",
       "                  \n",
       "                  <span>Scatter Plot</span>\n",
       "                  \n",
       "            <script>\n",
       "                $('#menu839e1332-scatterPlot').on('click', \n",
       "\n",
       "\n",
       "function() {\n",
       "    function getTargetNode(){\n",
       "        var n = $('#' + 'wrapperHTML839e1332');\n",
       "        if (n.length == 0 ){\n",
       "            n = $('#wrapperHTML839e1332');\n",
       "        }\n",
       "        return n;\n",
       "    }\n",
       "    cellId = typeof cellId === \"undefined\" ? \"\" : cellId;\n",
       "    var curCell=IPython.notebook.get_cells().filter(function(cell){\n",
       "        return cell.cell_id==\"B4A674D7E485414689CC4767E78C16A1\".replace(\"cellId\",cellId);\n",
       "    });\n",
       "    curCell=curCell.length>0?curCell[0]:null;\n",
       "    console.log(\"curCell\",curCell);\n",
       "    var startWallToWall;\n",
       "    //Resend the display command\n",
       "    var callbacks = {\n",
       "        shell : {\n",
       "            payload : {\n",
       "                set_next_input : function(payload){\n",
       "                    if (curCell){\n",
       "                        curCell._handle_set_next_input(payload);\n",
       "                    }\n",
       "                }\n",
       "            }\n",
       "        },\n",
       "        iopub:{\n",
       "            output:function(msg){\n",
       "                console.log(\"msg\", msg);\n",
       "                if (false){\n",
       "                    curCell.output_area.clear_output(false, true);\n",
       "                    curCell.output_area.handle_output.apply(curCell.output_area, arguments);\n",
       "                    return;\n",
       "                }\n",
       "                var msg_type=msg.header.msg_type;\n",
       "                var content = msg.content;\n",
       "                var executionTime = $(\"#execution839e1332\");\n",
       "                if(msg_type===\"stream\"){\n",
       "                    getTargetNode().html(content.text);\n",
       "                }else if (msg_type===\"display_data\" || msg_type===\"execute_result\"){\n",
       "                    var html=null;\n",
       "                    if (!!content.data[\"text/html\"]){\n",
       "                        html=content.data[\"text/html\"];\n",
       "                    }else if (!!content.data[\"image/png\"]){\n",
       "                        html=html||\"\";\n",
       "                        html+=\"<img src='data:image/png;base64,\" +content.data[\"image/png\"]+\"'></img>\";\n",
       "                    }\n",
       "                                                    \n",
       "                    if (!!content.data[\"application/javascript\"]){\n",
       "                        try {\n",
       "                            eval(content.data[\"application/javascript\"]);\n",
       "                        } catch(err) {\n",
       "                            curCell.output_area.handle_output.apply(curCell.output_area, arguments);\n",
       "                        }                        \n",
       "                        return;\n",
       "                    }\n",
       "                    \n",
       "                    if (html){\n",
       "                        try{\n",
       "                            getTargetNode().html(html);\n",
       "                        }catch(e){\n",
       "                            console.log(\"Invalid html output\", e, html);\n",
       "                            getTargetNode().html( \"Invalid html output: \" + e.message + \"<pre>\" \n",
       "                                + html.replace(/>/g,'&gt;').replace(/</g,'&lt;').replace(/\"/g,'&quot;') + \"<pre>\");\n",
       "                        }\n",
       "\n",
       "                        if(curCell&&curCell.output_area&&curCell.output_area.outputs){\n",
       "                            setTimeout(function(){\n",
       "                                var data = JSON.parse(JSON.stringify(content.data));\n",
       "                                if(!!data[\"text/html\"])data[\"text/html\"]=html;\n",
       "                                function savedData(data){\n",
       "                                    \n",
       "                                    var markup='<style type=\"text/css\">.pd_warning{display:none;}</style>';\n",
       "                                    markup+='<div class=\"pd_warning\"><em>Hey, there\\'s something awesome here! To see it, open this notebook outside GitHub, in a viewer like Jupyter</em></div>';\n",
       "                                    nodes = $.parseHTML(data[\"text/html\"], null, true);\n",
       "                                    var s = $(nodes).wrap(\"<div>\").parent().find(\".pd_save\").not(\".pd_save .pd_save\")\n",
       "                                    s.each(function(){\n",
       "                                        var found = false;\n",
       "                                        if ( $(this).attr(\"id\") ){\n",
       "                                            var n = $(\"#\" + $(this).attr(\"id\"));\n",
       "                                            if (n.length>0){\n",
       "                                                found=true;\n",
       "                                                n.each(function(){\n",
       "                                                    $(this).addClass(\"is-viewer-good\");\n",
       "                                                });\n",
       "                                                markup+=n.wrap(\"<div>\").parent().html();\n",
       "                                            }\n",
       "                                        }else{\n",
       "                                            $(this).addClass(\"is-viewer-good\");\n",
       "                                        }\n",
       "                                        if (!found){\n",
       "                                            markup+=$(this).parent().html();\n",
       "                                        }\n",
       "                                    });\n",
       "                                    data[\"text/html\"] = markup;\n",
       "                                    return data;\n",
       "                                }\n",
       "                                curCell.output_area.outputs.push({\"data\": savedData(data),\"metadata\":content.metadata,\"output_type\":msg_type});\n",
       "                            },2000);\n",
       "                        }\n",
       "                    }\n",
       "                }else if (msg_type === \"error\") {\n",
       "                    require(['base/js/utils'], function(utils) {\n",
       "                        var tb = content.traceback;\n",
       "                        console.log(\"tb\",tb);\n",
       "                        if (tb && tb.length>0){\n",
       "                            var data = tb.reduce(function(res, frame){return res+frame+'\\\\n';},\"\");\n",
       "                            console.log(\"data\",data);\n",
       "                            data = utils.fixConsole(data);\n",
       "                            data = utils.fixCarriageReturn(data);\n",
       "                            data = utils.autoLinkUrls(data);\n",
       "                            getTargetNode().html(\"<pre>\" + data +\"</pre>\");\n",
       "                        }\n",
       "                    });\n",
       "                }\n",
       "\n",
       "                //Append profiling info\n",
       "                if (executionTime.length > 0 && $(\"#execution839e1332\").length == 0 ){\n",
       "                    getTargetNode().append(executionTime);\n",
       "                }else if (startWallToWall && $(\"#execution839e1332\").length > 0 ){\n",
       "                    $(\"#execution839e1332\").append($(\"<div/>\").text(\"Wall to Wall time: \" + ( (new Date().getTime() - startWallToWall)/1000 ) + \"s\"));\n",
       "                }\n",
       "\n",
       "                if (typeof onDisplayDone839e1332 != \"undefined\"){\n",
       "                    onDisplayDone839e1332();\n",
       "                }\n",
       "            }\n",
       "        }\n",
       "    }\n",
       "    \n",
       "    if (IPython && IPython.notebook && IPython.notebook.session && IPython.notebook.session.kernel){\n",
       "        var command = \"display(df,cell_id='B4A674D7E485414689CC4767E78C16A1',nostore_pixiedust='true',rowCount='500000',handlerId='scatterPlot',valueFields='RA2000HR',title='Star Positions of Candidate Events',chartsize='61',keyFields='DEC2000DEG',aggregation='SUM',nostore_cw='1746',org_params='nostore_pixiedust',nostore_bokeh='false',prefix='839e1332')\".replace(\"cellId\",cellId);\n",
       "        function addOptions(options, override=true){\n",
       "            function getStringRep(v) {\n",
       "                return \"'\" + v + \"'\";\n",
       "            }\n",
       "            for (var key in (options||{})){\n",
       "                var value = options[key];\n",
       "                var hasValue = value != null && typeof value !== 'undefined' && value !== '';\n",
       "                var replaceValue = hasValue ? (key+\"=\" + getStringRep(value) ) : \"\";\n",
       "                var pattern = (hasValue?\"\":\",\")+\"\\\\s*\" + key + \"\\\\s*=\\\\s*'(\\\\\\\\'|[^'])*'\";\n",
       "                var rpattern=new RegExp(pattern);\n",
       "                var n = command.search(rpattern);\n",
       "                if ( n >= 0 ){\n",
       "                    if (override){\n",
       "                        command = command.replace(rpattern, replaceValue);\n",
       "                    }\n",
       "                }else if (hasValue){\n",
       "                    var n = command.lastIndexOf(\")\");\n",
       "                    command = [command.slice(0, n), (command[n-1]==\"(\"? \"\":\",\") + replaceValue, command.slice(n)].join('')\n",
       "                }        \n",
       "            }\n",
       "        }\n",
       "        if(typeof cellMetadata != \"undefined\" && cellMetadata.displayParams){\n",
       "            addOptions(cellMetadata.displayParams);\n",
       "        }else if (curCell && curCell._metadata.pixiedust ){\n",
       "            addOptions(curCell._metadata.pixiedust.displayParams || {}, ('False'=='True') );\n",
       "        }\n",
       "        addOptions({});\n",
       "        \n",
       "        \n",
       "    \n",
       "\n",
       "        \n",
       "        var pattern = \"\\\\w*\\\\s*=\\\\s*'(\\\\\\\\'|[^'])*'\";\n",
       "        var rpattern=new RegExp(pattern,\"g\");\n",
       "        var n = command.match(rpattern);\n",
       "        \n",
       "        var org_params = {}\n",
       "        for (var i=0; i<n.length;i++){\n",
       "            var parts = n[i].split(\"=\")\n",
       "            if (parts[0].trim() == \"org_params\"){\n",
       "                var value = parts[1].trim()\n",
       "                var values = value.substring(1,value.length-1).split(\",\");\n",
       "                for (var p in values){\n",
       "                    org_params[values[p].trim()] = true;\n",
       "                }\n",
       "            }\n",
       "        }\n",
       "        var displayParams={}\n",
       "        for (var i = 0; i < n.length; i++){\n",
       "            var parts=n[i].split(\"=\");\n",
       "            var key = parts[0].trim();\n",
       "            var value = parts[1].trim()\n",
       "            if (!key.startsWith(\"nostore_\") && key != \"showchrome\" && key != \"prefix\" && key != \"cell_id\" && key != \"org_params\" && !!!org_params[key]){\n",
       "                displayParams[key] = value.substring(1,value.length-1);\n",
       "            }\n",
       "        }\n",
       "        if(curCell&&curCell.output_area){\n",
       "            curCell._metadata.pixiedust = curCell._metadata.pixiedust || {}\n",
       "            curCell._metadata.pixiedust.displayParams=displayParams\n",
       "            curCell.output_area.outputs=[];\n",
       "            var old_msg_id = curCell.last_msg_id;\n",
       "            if (old_msg_id) {\n",
       "                curCell.kernel.clear_callbacks_for_msg(old_msg_id);\n",
       "            }\n",
       "        }else{\n",
       "            console.log(\"couldn't find the cell\");\n",
       "        }\n",
       "        \n",
       "        $('#wrapperJS839e1332').html(\"\")\n",
       "        getTargetNode().html('<div style=\"width:100px;height:60px;left:47%;position:relative\"><i class=\"fa fa-circle-o-notch fa-spin\" style=\"font-size:48px\"></i></div>'+\n",
       "        '<div style=\"text-align:center\">Loading your data. Please wait...</div>');\n",
       "        startWallToWall = new Date().getTime();\n",
       "        \n",
       "        console.log(\"Running command2\",command);\n",
       "        IPython.notebook.session.kernel.execute(command, callbacks, {silent:true,store_history:false,stop_on_error:true});\n",
       "    }\n",
       "}\n",
       ")\n",
       "            </script>\n",
       "        \n",
       "                </li>\n",
       "              \n",
       "                <li id=\"menu839e1332-pieChart\">\n",
       "                  \n",
       "                  <i class=\"fa fa-pie-chart\"></i>\n",
       "                  \n",
       "                  <span>Pie Chart</span>\n",
       "                  \n",
       "            <script>\n",
       "                $('#menu839e1332-pieChart').on('click', \n",
       "\n",
       "\n",
       "function() {\n",
       "    function getTargetNode(){\n",
       "        var n = $('#' + 'wrapperHTML839e1332');\n",
       "        if (n.length == 0 ){\n",
       "            n = $('#wrapperHTML839e1332');\n",
       "        }\n",
       "        return n;\n",
       "    }\n",
       "    cellId = typeof cellId === \"undefined\" ? \"\" : cellId;\n",
       "    var curCell=IPython.notebook.get_cells().filter(function(cell){\n",
       "        return cell.cell_id==\"B4A674D7E485414689CC4767E78C16A1\".replace(\"cellId\",cellId);\n",
       "    });\n",
       "    curCell=curCell.length>0?curCell[0]:null;\n",
       "    console.log(\"curCell\",curCell);\n",
       "    var startWallToWall;\n",
       "    //Resend the display command\n",
       "    var callbacks = {\n",
       "        shell : {\n",
       "            payload : {\n",
       "                set_next_input : function(payload){\n",
       "                    if (curCell){\n",
       "                        curCell._handle_set_next_input(payload);\n",
       "                    }\n",
       "                }\n",
       "            }\n",
       "        },\n",
       "        iopub:{\n",
       "            output:function(msg){\n",
       "                console.log(\"msg\", msg);\n",
       "                if (false){\n",
       "                    curCell.output_area.clear_output(false, true);\n",
       "                    curCell.output_area.handle_output.apply(curCell.output_area, arguments);\n",
       "                    return;\n",
       "                }\n",
       "                var msg_type=msg.header.msg_type;\n",
       "                var content = msg.content;\n",
       "                var executionTime = $(\"#execution839e1332\");\n",
       "                if(msg_type===\"stream\"){\n",
       "                    getTargetNode().html(content.text);\n",
       "                }else if (msg_type===\"display_data\" || msg_type===\"execute_result\"){\n",
       "                    var html=null;\n",
       "                    if (!!content.data[\"text/html\"]){\n",
       "                        html=content.data[\"text/html\"];\n",
       "                    }else if (!!content.data[\"image/png\"]){\n",
       "                        html=html||\"\";\n",
       "                        html+=\"<img src='data:image/png;base64,\" +content.data[\"image/png\"]+\"'></img>\";\n",
       "                    }\n",
       "                                                    \n",
       "                    if (!!content.data[\"application/javascript\"]){\n",
       "                        try {\n",
       "                            eval(content.data[\"application/javascript\"]);\n",
       "                        } catch(err) {\n",
       "                            curCell.output_area.handle_output.apply(curCell.output_area, arguments);\n",
       "                        }                        \n",
       "                        return;\n",
       "                    }\n",
       "                    \n",
       "                    if (html){\n",
       "                        try{\n",
       "                            getTargetNode().html(html);\n",
       "                        }catch(e){\n",
       "                            console.log(\"Invalid html output\", e, html);\n",
       "                            getTargetNode().html( \"Invalid html output: \" + e.message + \"<pre>\" \n",
       "                                + html.replace(/>/g,'&gt;').replace(/</g,'&lt;').replace(/\"/g,'&quot;') + \"<pre>\");\n",
       "                        }\n",
       "\n",
       "                        if(curCell&&curCell.output_area&&curCell.output_area.outputs){\n",
       "                            setTimeout(function(){\n",
       "                                var data = JSON.parse(JSON.stringify(content.data));\n",
       "                                if(!!data[\"text/html\"])data[\"text/html\"]=html;\n",
       "                                function savedData(data){\n",
       "                                    \n",
       "                                    var markup='<style type=\"text/css\">.pd_warning{display:none;}</style>';\n",
       "                                    markup+='<div class=\"pd_warning\"><em>Hey, there\\'s something awesome here! To see it, open this notebook outside GitHub, in a viewer like Jupyter</em></div>';\n",
       "                                    nodes = $.parseHTML(data[\"text/html\"], null, true);\n",
       "                                    var s = $(nodes).wrap(\"<div>\").parent().find(\".pd_save\").not(\".pd_save .pd_save\")\n",
       "                                    s.each(function(){\n",
       "                                        var found = false;\n",
       "                                        if ( $(this).attr(\"id\") ){\n",
       "                                            var n = $(\"#\" + $(this).attr(\"id\"));\n",
       "                                            if (n.length>0){\n",
       "                                                found=true;\n",
       "                                                n.each(function(){\n",
       "                                                    $(this).addClass(\"is-viewer-good\");\n",
       "                                                });\n",
       "                                                markup+=n.wrap(\"<div>\").parent().html();\n",
       "                                            }\n",
       "                                        }else{\n",
       "                                            $(this).addClass(\"is-viewer-good\");\n",
       "                                        }\n",
       "                                        if (!found){\n",
       "                                            markup+=$(this).parent().html();\n",
       "                                        }\n",
       "                                    });\n",
       "                                    data[\"text/html\"] = markup;\n",
       "                                    return data;\n",
       "                                }\n",
       "                                curCell.output_area.outputs.push({\"data\": savedData(data),\"metadata\":content.metadata,\"output_type\":msg_type});\n",
       "                            },2000);\n",
       "                        }\n",
       "                    }\n",
       "                }else if (msg_type === \"error\") {\n",
       "                    require(['base/js/utils'], function(utils) {\n",
       "                        var tb = content.traceback;\n",
       "                        console.log(\"tb\",tb);\n",
       "                        if (tb && tb.length>0){\n",
       "                            var data = tb.reduce(function(res, frame){return res+frame+'\\\\n';},\"\");\n",
       "                            console.log(\"data\",data);\n",
       "                            data = utils.fixConsole(data);\n",
       "                            data = utils.fixCarriageReturn(data);\n",
       "                            data = utils.autoLinkUrls(data);\n",
       "                            getTargetNode().html(\"<pre>\" + data +\"</pre>\");\n",
       "                        }\n",
       "                    });\n",
       "                }\n",
       "\n",
       "                //Append profiling info\n",
       "                if (executionTime.length > 0 && $(\"#execution839e1332\").length == 0 ){\n",
       "                    getTargetNode().append(executionTime);\n",
       "                }else if (startWallToWall && $(\"#execution839e1332\").length > 0 ){\n",
       "                    $(\"#execution839e1332\").append($(\"<div/>\").text(\"Wall to Wall time: \" + ( (new Date().getTime() - startWallToWall)/1000 ) + \"s\"));\n",
       "                }\n",
       "\n",
       "                if (typeof onDisplayDone839e1332 != \"undefined\"){\n",
       "                    onDisplayDone839e1332();\n",
       "                }\n",
       "            }\n",
       "        }\n",
       "    }\n",
       "    \n",
       "    if (IPython && IPython.notebook && IPython.notebook.session && IPython.notebook.session.kernel){\n",
       "        var command = \"display(df,cell_id='B4A674D7E485414689CC4767E78C16A1',nostore_pixiedust='true',rowCount='500000',handlerId='pieChart',valueFields='RA2000HR',title='Star Positions of Candidate Events',chartsize='61',keyFields='DEC2000DEG',aggregation='SUM',nostore_cw='1746',org_params='nostore_pixiedust',nostore_bokeh='false',prefix='839e1332')\".replace(\"cellId\",cellId);\n",
       "        function addOptions(options, override=true){\n",
       "            function getStringRep(v) {\n",
       "                return \"'\" + v + \"'\";\n",
       "            }\n",
       "            for (var key in (options||{})){\n",
       "                var value = options[key];\n",
       "                var hasValue = value != null && typeof value !== 'undefined' && value !== '';\n",
       "                var replaceValue = hasValue ? (key+\"=\" + getStringRep(value) ) : \"\";\n",
       "                var pattern = (hasValue?\"\":\",\")+\"\\\\s*\" + key + \"\\\\s*=\\\\s*'(\\\\\\\\'|[^'])*'\";\n",
       "                var rpattern=new RegExp(pattern);\n",
       "                var n = command.search(rpattern);\n",
       "                if ( n >= 0 ){\n",
       "                    if (override){\n",
       "                        command = command.replace(rpattern, replaceValue);\n",
       "                    }\n",
       "                }else if (hasValue){\n",
       "                    var n = command.lastIndexOf(\")\");\n",
       "                    command = [command.slice(0, n), (command[n-1]==\"(\"? \"\":\",\") + replaceValue, command.slice(n)].join('')\n",
       "                }        \n",
       "            }\n",
       "        }\n",
       "        if(typeof cellMetadata != \"undefined\" && cellMetadata.displayParams){\n",
       "            addOptions(cellMetadata.displayParams);\n",
       "        }else if (curCell && curCell._metadata.pixiedust ){\n",
       "            addOptions(curCell._metadata.pixiedust.displayParams || {}, ('False'=='True') );\n",
       "        }\n",
       "        addOptions({});\n",
       "        \n",
       "        \n",
       "    \n",
       "\n",
       "        \n",
       "        var pattern = \"\\\\w*\\\\s*=\\\\s*'(\\\\\\\\'|[^'])*'\";\n",
       "        var rpattern=new RegExp(pattern,\"g\");\n",
       "        var n = command.match(rpattern);\n",
       "        \n",
       "        var org_params = {}\n",
       "        for (var i=0; i<n.length;i++){\n",
       "            var parts = n[i].split(\"=\")\n",
       "            if (parts[0].trim() == \"org_params\"){\n",
       "                var value = parts[1].trim()\n",
       "                var values = value.substring(1,value.length-1).split(\",\");\n",
       "                for (var p in values){\n",
       "                    org_params[values[p].trim()] = true;\n",
       "                }\n",
       "            }\n",
       "        }\n",
       "        var displayParams={}\n",
       "        for (var i = 0; i < n.length; i++){\n",
       "            var parts=n[i].split(\"=\");\n",
       "            var key = parts[0].trim();\n",
       "            var value = parts[1].trim()\n",
       "            if (!key.startsWith(\"nostore_\") && key != \"showchrome\" && key != \"prefix\" && key != \"cell_id\" && key != \"org_params\" && !!!org_params[key]){\n",
       "                displayParams[key] = value.substring(1,value.length-1);\n",
       "            }\n",
       "        }\n",
       "        if(curCell&&curCell.output_area){\n",
       "            curCell._metadata.pixiedust = curCell._metadata.pixiedust || {}\n",
       "            curCell._metadata.pixiedust.displayParams=displayParams\n",
       "            curCell.output_area.outputs=[];\n",
       "            var old_msg_id = curCell.last_msg_id;\n",
       "            if (old_msg_id) {\n",
       "                curCell.kernel.clear_callbacks_for_msg(old_msg_id);\n",
       "            }\n",
       "        }else{\n",
       "            console.log(\"couldn't find the cell\");\n",
       "        }\n",
       "        \n",
       "        $('#wrapperJS839e1332').html(\"\")\n",
       "        getTargetNode().html('<div style=\"width:100px;height:60px;left:47%;position:relative\"><i class=\"fa fa-circle-o-notch fa-spin\" style=\"font-size:48px\"></i></div>'+\n",
       "        '<div style=\"text-align:center\">Loading your data. Please wait...</div>');\n",
       "        startWallToWall = new Date().getTime();\n",
       "        \n",
       "        console.log(\"Running command2\",command);\n",
       "        IPython.notebook.session.kernel.execute(command, callbacks, {silent:true,store_history:false,stop_on_error:true});\n",
       "    }\n",
       "}\n",
       ")\n",
       "            </script>\n",
       "        \n",
       "                </li>\n",
       "              \n",
       "                <li id=\"menu839e1332-mapView\">\n",
       "                  \n",
       "                  <i class=\"fa fa-globe\"></i>\n",
       "                  \n",
       "                  <span>Map</span>\n",
       "                  \n",
       "            <script>\n",
       "                $('#menu839e1332-mapView').on('click', \n",
       "\n",
       "\n",
       "function() {\n",
       "    function getTargetNode(){\n",
       "        var n = $('#' + 'wrapperHTML839e1332');\n",
       "        if (n.length == 0 ){\n",
       "            n = $('#wrapperHTML839e1332');\n",
       "        }\n",
       "        return n;\n",
       "    }\n",
       "    cellId = typeof cellId === \"undefined\" ? \"\" : cellId;\n",
       "    var curCell=IPython.notebook.get_cells().filter(function(cell){\n",
       "        return cell.cell_id==\"B4A674D7E485414689CC4767E78C16A1\".replace(\"cellId\",cellId);\n",
       "    });\n",
       "    curCell=curCell.length>0?curCell[0]:null;\n",
       "    console.log(\"curCell\",curCell);\n",
       "    var startWallToWall;\n",
       "    //Resend the display command\n",
       "    var callbacks = {\n",
       "        shell : {\n",
       "            payload : {\n",
       "                set_next_input : function(payload){\n",
       "                    if (curCell){\n",
       "                        curCell._handle_set_next_input(payload);\n",
       "                    }\n",
       "                }\n",
       "            }\n",
       "        },\n",
       "        iopub:{\n",
       "            output:function(msg){\n",
       "                console.log(\"msg\", msg);\n",
       "                if (false){\n",
       "                    curCell.output_area.clear_output(false, true);\n",
       "                    curCell.output_area.handle_output.apply(curCell.output_area, arguments);\n",
       "                    return;\n",
       "                }\n",
       "                var msg_type=msg.header.msg_type;\n",
       "                var content = msg.content;\n",
       "                var executionTime = $(\"#execution839e1332\");\n",
       "                if(msg_type===\"stream\"){\n",
       "                    getTargetNode().html(content.text);\n",
       "                }else if (msg_type===\"display_data\" || msg_type===\"execute_result\"){\n",
       "                    var html=null;\n",
       "                    if (!!content.data[\"text/html\"]){\n",
       "                        html=content.data[\"text/html\"];\n",
       "                    }else if (!!content.data[\"image/png\"]){\n",
       "                        html=html||\"\";\n",
       "                        html+=\"<img src='data:image/png;base64,\" +content.data[\"image/png\"]+\"'></img>\";\n",
       "                    }\n",
       "                                                    \n",
       "                    if (!!content.data[\"application/javascript\"]){\n",
       "                        try {\n",
       "                            eval(content.data[\"application/javascript\"]);\n",
       "                        } catch(err) {\n",
       "                            curCell.output_area.handle_output.apply(curCell.output_area, arguments);\n",
       "                        }                        \n",
       "                        return;\n",
       "                    }\n",
       "                    \n",
       "                    if (html){\n",
       "                        try{\n",
       "                            getTargetNode().html(html);\n",
       "                        }catch(e){\n",
       "                            console.log(\"Invalid html output\", e, html);\n",
       "                            getTargetNode().html( \"Invalid html output: \" + e.message + \"<pre>\" \n",
       "                                + html.replace(/>/g,'&gt;').replace(/</g,'&lt;').replace(/\"/g,'&quot;') + \"<pre>\");\n",
       "                        }\n",
       "\n",
       "                        if(curCell&&curCell.output_area&&curCell.output_area.outputs){\n",
       "                            setTimeout(function(){\n",
       "                                var data = JSON.parse(JSON.stringify(content.data));\n",
       "                                if(!!data[\"text/html\"])data[\"text/html\"]=html;\n",
       "                                function savedData(data){\n",
       "                                    \n",
       "                                    var markup='<style type=\"text/css\">.pd_warning{display:none;}</style>';\n",
       "                                    markup+='<div class=\"pd_warning\"><em>Hey, there\\'s something awesome here! To see it, open this notebook outside GitHub, in a viewer like Jupyter</em></div>';\n",
       "                                    nodes = $.parseHTML(data[\"text/html\"], null, true);\n",
       "                                    var s = $(nodes).wrap(\"<div>\").parent().find(\".pd_save\").not(\".pd_save .pd_save\")\n",
       "                                    s.each(function(){\n",
       "                                        var found = false;\n",
       "                                        if ( $(this).attr(\"id\") ){\n",
       "                                            var n = $(\"#\" + $(this).attr(\"id\"));\n",
       "                                            if (n.length>0){\n",
       "                                                found=true;\n",
       "                                                n.each(function(){\n",
       "                                                    $(this).addClass(\"is-viewer-good\");\n",
       "                                                });\n",
       "                                                markup+=n.wrap(\"<div>\").parent().html();\n",
       "                                            }\n",
       "                                        }else{\n",
       "                                            $(this).addClass(\"is-viewer-good\");\n",
       "                                        }\n",
       "                                        if (!found){\n",
       "                                            markup+=$(this).parent().html();\n",
       "                                        }\n",
       "                                    });\n",
       "                                    data[\"text/html\"] = markup;\n",
       "                                    return data;\n",
       "                                }\n",
       "                                curCell.output_area.outputs.push({\"data\": savedData(data),\"metadata\":content.metadata,\"output_type\":msg_type});\n",
       "                            },2000);\n",
       "                        }\n",
       "                    }\n",
       "                }else if (msg_type === \"error\") {\n",
       "                    require(['base/js/utils'], function(utils) {\n",
       "                        var tb = content.traceback;\n",
       "                        console.log(\"tb\",tb);\n",
       "                        if (tb && tb.length>0){\n",
       "                            var data = tb.reduce(function(res, frame){return res+frame+'\\\\n';},\"\");\n",
       "                            console.log(\"data\",data);\n",
       "                            data = utils.fixConsole(data);\n",
       "                            data = utils.fixCarriageReturn(data);\n",
       "                            data = utils.autoLinkUrls(data);\n",
       "                            getTargetNode().html(\"<pre>\" + data +\"</pre>\");\n",
       "                        }\n",
       "                    });\n",
       "                }\n",
       "\n",
       "                //Append profiling info\n",
       "                if (executionTime.length > 0 && $(\"#execution839e1332\").length == 0 ){\n",
       "                    getTargetNode().append(executionTime);\n",
       "                }else if (startWallToWall && $(\"#execution839e1332\").length > 0 ){\n",
       "                    $(\"#execution839e1332\").append($(\"<div/>\").text(\"Wall to Wall time: \" + ( (new Date().getTime() - startWallToWall)/1000 ) + \"s\"));\n",
       "                }\n",
       "\n",
       "                if (typeof onDisplayDone839e1332 != \"undefined\"){\n",
       "                    onDisplayDone839e1332();\n",
       "                }\n",
       "            }\n",
       "        }\n",
       "    }\n",
       "    \n",
       "    if (IPython && IPython.notebook && IPython.notebook.session && IPython.notebook.session.kernel){\n",
       "        var command = \"display(df,cell_id='B4A674D7E485414689CC4767E78C16A1',nostore_pixiedust='true',rowCount='500000',handlerId='mapView',valueFields='RA2000HR',title='Star Positions of Candidate Events',chartsize='61',keyFields='DEC2000DEG',aggregation='SUM',nostore_cw='1746',org_params='nostore_pixiedust',nostore_bokeh='false',prefix='839e1332')\".replace(\"cellId\",cellId);\n",
       "        function addOptions(options, override=true){\n",
       "            function getStringRep(v) {\n",
       "                return \"'\" + v + \"'\";\n",
       "            }\n",
       "            for (var key in (options||{})){\n",
       "                var value = options[key];\n",
       "                var hasValue = value != null && typeof value !== 'undefined' && value !== '';\n",
       "                var replaceValue = hasValue ? (key+\"=\" + getStringRep(value) ) : \"\";\n",
       "                var pattern = (hasValue?\"\":\",\")+\"\\\\s*\" + key + \"\\\\s*=\\\\s*'(\\\\\\\\'|[^'])*'\";\n",
       "                var rpattern=new RegExp(pattern);\n",
       "                var n = command.search(rpattern);\n",
       "                if ( n >= 0 ){\n",
       "                    if (override){\n",
       "                        command = command.replace(rpattern, replaceValue);\n",
       "                    }\n",
       "                }else if (hasValue){\n",
       "                    var n = command.lastIndexOf(\")\");\n",
       "                    command = [command.slice(0, n), (command[n-1]==\"(\"? \"\":\",\") + replaceValue, command.slice(n)].join('')\n",
       "                }        \n",
       "            }\n",
       "        }\n",
       "        if(typeof cellMetadata != \"undefined\" && cellMetadata.displayParams){\n",
       "            addOptions(cellMetadata.displayParams);\n",
       "        }else if (curCell && curCell._metadata.pixiedust ){\n",
       "            addOptions(curCell._metadata.pixiedust.displayParams || {}, ('False'=='True') );\n",
       "        }\n",
       "        addOptions({});\n",
       "        \n",
       "        \n",
       "    \n",
       "\n",
       "        \n",
       "        var pattern = \"\\\\w*\\\\s*=\\\\s*'(\\\\\\\\'|[^'])*'\";\n",
       "        var rpattern=new RegExp(pattern,\"g\");\n",
       "        var n = command.match(rpattern);\n",
       "        \n",
       "        var org_params = {}\n",
       "        for (var i=0; i<n.length;i++){\n",
       "            var parts = n[i].split(\"=\")\n",
       "            if (parts[0].trim() == \"org_params\"){\n",
       "                var value = parts[1].trim()\n",
       "                var values = value.substring(1,value.length-1).split(\",\");\n",
       "                for (var p in values){\n",
       "                    org_params[values[p].trim()] = true;\n",
       "                }\n",
       "            }\n",
       "        }\n",
       "        var displayParams={}\n",
       "        for (var i = 0; i < n.length; i++){\n",
       "            var parts=n[i].split(\"=\");\n",
       "            var key = parts[0].trim();\n",
       "            var value = parts[1].trim()\n",
       "            if (!key.startsWith(\"nostore_\") && key != \"showchrome\" && key != \"prefix\" && key != \"cell_id\" && key != \"org_params\" && !!!org_params[key]){\n",
       "                displayParams[key] = value.substring(1,value.length-1);\n",
       "            }\n",
       "        }\n",
       "        if(curCell&&curCell.output_area){\n",
       "            curCell._metadata.pixiedust = curCell._metadata.pixiedust || {}\n",
       "            curCell._metadata.pixiedust.displayParams=displayParams\n",
       "            curCell.output_area.outputs=[];\n",
       "            var old_msg_id = curCell.last_msg_id;\n",
       "            if (old_msg_id) {\n",
       "                curCell.kernel.clear_callbacks_for_msg(old_msg_id);\n",
       "            }\n",
       "        }else{\n",
       "            console.log(\"couldn't find the cell\");\n",
       "        }\n",
       "        \n",
       "        $('#wrapperJS839e1332').html(\"\")\n",
       "        getTargetNode().html('<div style=\"width:100px;height:60px;left:47%;position:relative\"><i class=\"fa fa-circle-o-notch fa-spin\" style=\"font-size:48px\"></i></div>'+\n",
       "        '<div style=\"text-align:center\">Loading your data. Please wait...</div>');\n",
       "        startWallToWall = new Date().getTime();\n",
       "        \n",
       "        console.log(\"Running command2\",command);\n",
       "        IPython.notebook.session.kernel.execute(command, callbacks, {silent:true,store_history:false,stop_on_error:true});\n",
       "    }\n",
       "}\n",
       ")\n",
       "            </script>\n",
       "        \n",
       "                </li>\n",
       "              \n",
       "                <li id=\"menu839e1332-histogram\">\n",
       "                  \n",
       "                  <i class=\"fa fa-table\"></i>\n",
       "                  \n",
       "                  <span>Histogram</span>\n",
       "                  \n",
       "            <script>\n",
       "                $('#menu839e1332-histogram').on('click', \n",
       "\n",
       "\n",
       "function() {\n",
       "    function getTargetNode(){\n",
       "        var n = $('#' + 'wrapperHTML839e1332');\n",
       "        if (n.length == 0 ){\n",
       "            n = $('#wrapperHTML839e1332');\n",
       "        }\n",
       "        return n;\n",
       "    }\n",
       "    cellId = typeof cellId === \"undefined\" ? \"\" : cellId;\n",
       "    var curCell=IPython.notebook.get_cells().filter(function(cell){\n",
       "        return cell.cell_id==\"B4A674D7E485414689CC4767E78C16A1\".replace(\"cellId\",cellId);\n",
       "    });\n",
       "    curCell=curCell.length>0?curCell[0]:null;\n",
       "    console.log(\"curCell\",curCell);\n",
       "    var startWallToWall;\n",
       "    //Resend the display command\n",
       "    var callbacks = {\n",
       "        shell : {\n",
       "            payload : {\n",
       "                set_next_input : function(payload){\n",
       "                    if (curCell){\n",
       "                        curCell._handle_set_next_input(payload);\n",
       "                    }\n",
       "                }\n",
       "            }\n",
       "        },\n",
       "        iopub:{\n",
       "            output:function(msg){\n",
       "                console.log(\"msg\", msg);\n",
       "                if (false){\n",
       "                    curCell.output_area.clear_output(false, true);\n",
       "                    curCell.output_area.handle_output.apply(curCell.output_area, arguments);\n",
       "                    return;\n",
       "                }\n",
       "                var msg_type=msg.header.msg_type;\n",
       "                var content = msg.content;\n",
       "                var executionTime = $(\"#execution839e1332\");\n",
       "                if(msg_type===\"stream\"){\n",
       "                    getTargetNode().html(content.text);\n",
       "                }else if (msg_type===\"display_data\" || msg_type===\"execute_result\"){\n",
       "                    var html=null;\n",
       "                    if (!!content.data[\"text/html\"]){\n",
       "                        html=content.data[\"text/html\"];\n",
       "                    }else if (!!content.data[\"image/png\"]){\n",
       "                        html=html||\"\";\n",
       "                        html+=\"<img src='data:image/png;base64,\" +content.data[\"image/png\"]+\"'></img>\";\n",
       "                    }\n",
       "                                                    \n",
       "                    if (!!content.data[\"application/javascript\"]){\n",
       "                        try {\n",
       "                            eval(content.data[\"application/javascript\"]);\n",
       "                        } catch(err) {\n",
       "                            curCell.output_area.handle_output.apply(curCell.output_area, arguments);\n",
       "                        }                        \n",
       "                        return;\n",
       "                    }\n",
       "                    \n",
       "                    if (html){\n",
       "                        try{\n",
       "                            getTargetNode().html(html);\n",
       "                        }catch(e){\n",
       "                            console.log(\"Invalid html output\", e, html);\n",
       "                            getTargetNode().html( \"Invalid html output: \" + e.message + \"<pre>\" \n",
       "                                + html.replace(/>/g,'&gt;').replace(/</g,'&lt;').replace(/\"/g,'&quot;') + \"<pre>\");\n",
       "                        }\n",
       "\n",
       "                        if(curCell&&curCell.output_area&&curCell.output_area.outputs){\n",
       "                            setTimeout(function(){\n",
       "                                var data = JSON.parse(JSON.stringify(content.data));\n",
       "                                if(!!data[\"text/html\"])data[\"text/html\"]=html;\n",
       "                                function savedData(data){\n",
       "                                    \n",
       "                                    var markup='<style type=\"text/css\">.pd_warning{display:none;}</style>';\n",
       "                                    markup+='<div class=\"pd_warning\"><em>Hey, there\\'s something awesome here! To see it, open this notebook outside GitHub, in a viewer like Jupyter</em></div>';\n",
       "                                    nodes = $.parseHTML(data[\"text/html\"], null, true);\n",
       "                                    var s = $(nodes).wrap(\"<div>\").parent().find(\".pd_save\").not(\".pd_save .pd_save\")\n",
       "                                    s.each(function(){\n",
       "                                        var found = false;\n",
       "                                        if ( $(this).attr(\"id\") ){\n",
       "                                            var n = $(\"#\" + $(this).attr(\"id\"));\n",
       "                                            if (n.length>0){\n",
       "                                                found=true;\n",
       "                                                n.each(function(){\n",
       "                                                    $(this).addClass(\"is-viewer-good\");\n",
       "                                                });\n",
       "                                                markup+=n.wrap(\"<div>\").parent().html();\n",
       "                                            }\n",
       "                                        }else{\n",
       "                                            $(this).addClass(\"is-viewer-good\");\n",
       "                                        }\n",
       "                                        if (!found){\n",
       "                                            markup+=$(this).parent().html();\n",
       "                                        }\n",
       "                                    });\n",
       "                                    data[\"text/html\"] = markup;\n",
       "                                    return data;\n",
       "                                }\n",
       "                                curCell.output_area.outputs.push({\"data\": savedData(data),\"metadata\":content.metadata,\"output_type\":msg_type});\n",
       "                            },2000);\n",
       "                        }\n",
       "                    }\n",
       "                }else if (msg_type === \"error\") {\n",
       "                    require(['base/js/utils'], function(utils) {\n",
       "                        var tb = content.traceback;\n",
       "                        console.log(\"tb\",tb);\n",
       "                        if (tb && tb.length>0){\n",
       "                            var data = tb.reduce(function(res, frame){return res+frame+'\\\\n';},\"\");\n",
       "                            console.log(\"data\",data);\n",
       "                            data = utils.fixConsole(data);\n",
       "                            data = utils.fixCarriageReturn(data);\n",
       "                            data = utils.autoLinkUrls(data);\n",
       "                            getTargetNode().html(\"<pre>\" + data +\"</pre>\");\n",
       "                        }\n",
       "                    });\n",
       "                }\n",
       "\n",
       "                //Append profiling info\n",
       "                if (executionTime.length > 0 && $(\"#execution839e1332\").length == 0 ){\n",
       "                    getTargetNode().append(executionTime);\n",
       "                }else if (startWallToWall && $(\"#execution839e1332\").length > 0 ){\n",
       "                    $(\"#execution839e1332\").append($(\"<div/>\").text(\"Wall to Wall time: \" + ( (new Date().getTime() - startWallToWall)/1000 ) + \"s\"));\n",
       "                }\n",
       "\n",
       "                if (typeof onDisplayDone839e1332 != \"undefined\"){\n",
       "                    onDisplayDone839e1332();\n",
       "                }\n",
       "            }\n",
       "        }\n",
       "    }\n",
       "    \n",
       "    if (IPython && IPython.notebook && IPython.notebook.session && IPython.notebook.session.kernel){\n",
       "        var command = \"display(df,cell_id='B4A674D7E485414689CC4767E78C16A1',nostore_pixiedust='true',rowCount='500000',handlerId='histogram',valueFields='RA2000HR',title='Star Positions of Candidate Events',chartsize='61',keyFields='DEC2000DEG',aggregation='SUM',nostore_cw='1746',org_params='nostore_pixiedust',nostore_bokeh='false',prefix='839e1332')\".replace(\"cellId\",cellId);\n",
       "        function addOptions(options, override=true){\n",
       "            function getStringRep(v) {\n",
       "                return \"'\" + v + \"'\";\n",
       "            }\n",
       "            for (var key in (options||{})){\n",
       "                var value = options[key];\n",
       "                var hasValue = value != null && typeof value !== 'undefined' && value !== '';\n",
       "                var replaceValue = hasValue ? (key+\"=\" + getStringRep(value) ) : \"\";\n",
       "                var pattern = (hasValue?\"\":\",\")+\"\\\\s*\" + key + \"\\\\s*=\\\\s*'(\\\\\\\\'|[^'])*'\";\n",
       "                var rpattern=new RegExp(pattern);\n",
       "                var n = command.search(rpattern);\n",
       "                if ( n >= 0 ){\n",
       "                    if (override){\n",
       "                        command = command.replace(rpattern, replaceValue);\n",
       "                    }\n",
       "                }else if (hasValue){\n",
       "                    var n = command.lastIndexOf(\")\");\n",
       "                    command = [command.slice(0, n), (command[n-1]==\"(\"? \"\":\",\") + replaceValue, command.slice(n)].join('')\n",
       "                }        \n",
       "            }\n",
       "        }\n",
       "        if(typeof cellMetadata != \"undefined\" && cellMetadata.displayParams){\n",
       "            addOptions(cellMetadata.displayParams);\n",
       "        }else if (curCell && curCell._metadata.pixiedust ){\n",
       "            addOptions(curCell._metadata.pixiedust.displayParams || {}, ('False'=='True') );\n",
       "        }\n",
       "        addOptions({});\n",
       "        \n",
       "        \n",
       "    \n",
       "\n",
       "        \n",
       "        var pattern = \"\\\\w*\\\\s*=\\\\s*'(\\\\\\\\'|[^'])*'\";\n",
       "        var rpattern=new RegExp(pattern,\"g\");\n",
       "        var n = command.match(rpattern);\n",
       "        \n",
       "        var org_params = {}\n",
       "        for (var i=0; i<n.length;i++){\n",
       "            var parts = n[i].split(\"=\")\n",
       "            if (parts[0].trim() == \"org_params\"){\n",
       "                var value = parts[1].trim()\n",
       "                var values = value.substring(1,value.length-1).split(\",\");\n",
       "                for (var p in values){\n",
       "                    org_params[values[p].trim()] = true;\n",
       "                }\n",
       "            }\n",
       "        }\n",
       "        var displayParams={}\n",
       "        for (var i = 0; i < n.length; i++){\n",
       "            var parts=n[i].split(\"=\");\n",
       "            var key = parts[0].trim();\n",
       "            var value = parts[1].trim()\n",
       "            if (!key.startsWith(\"nostore_\") && key != \"showchrome\" && key != \"prefix\" && key != \"cell_id\" && key != \"org_params\" && !!!org_params[key]){\n",
       "                displayParams[key] = value.substring(1,value.length-1);\n",
       "            }\n",
       "        }\n",
       "        if(curCell&&curCell.output_area){\n",
       "            curCell._metadata.pixiedust = curCell._metadata.pixiedust || {}\n",
       "            curCell._metadata.pixiedust.displayParams=displayParams\n",
       "            curCell.output_area.outputs=[];\n",
       "            var old_msg_id = curCell.last_msg_id;\n",
       "            if (old_msg_id) {\n",
       "                curCell.kernel.clear_callbacks_for_msg(old_msg_id);\n",
       "            }\n",
       "        }else{\n",
       "            console.log(\"couldn't find the cell\");\n",
       "        }\n",
       "        \n",
       "        $('#wrapperJS839e1332').html(\"\")\n",
       "        getTargetNode().html('<div style=\"width:100px;height:60px;left:47%;position:relative\"><i class=\"fa fa-circle-o-notch fa-spin\" style=\"font-size:48px\"></i></div>'+\n",
       "        '<div style=\"text-align:center\">Loading your data. Please wait...</div>');\n",
       "        startWallToWall = new Date().getTime();\n",
       "        \n",
       "        console.log(\"Running command2\",command);\n",
       "        IPython.notebook.session.kernel.execute(command, callbacks, {silent:true,store_history:false,stop_on_error:true});\n",
       "    }\n",
       "}\n",
       ")\n",
       "            </script>\n",
       "        \n",
       "                </li>\n",
       "              \n",
       "              </ul>\n",
       "            </div>\n",
       "          </div>\n",
       "        \n",
       "      \n",
       "        \n",
       "      \n",
       "        \n",
       "      \n",
       "        \n",
       "          <div class=\"btn-group btn-small display-type-button\">\n",
       "            \n",
       "            <a class=\"btn btn-small dropdown-toggle btn-default\" data-toggle=\"dropdown\" title=\"Stash dataset\">\n",
       "              \n",
       "              <i class=\"fa fa-cloud-download\"></i>\n",
       "              \n",
       "              <i class=\"fa fa-chevron-down\"></i>\n",
       "            </a>\n",
       "            <div class=\"dropdown-menu\" role=\"menu\" style=\"white-space:nowrap\">\n",
       "              <ul>\n",
       "              \n",
       "                <li id=\"menu839e1332-downloadFile\">\n",
       "                  \n",
       "                  <i class=\"fa fa-download\"></i>\n",
       "                  \n",
       "                  <span>Download as File</span>\n",
       "                  \n",
       "            <script>\n",
       "                $('#menu839e1332-downloadFile').on('click', \n",
       "\n",
       "\n",
       "function() {\n",
       "    function getTargetNode(){\n",
       "        var n = $('#' + 'wrapperHTML839e1332');\n",
       "        if (n.length == 0 ){\n",
       "            n = $('#wrapperHTML839e1332');\n",
       "        }\n",
       "        return n;\n",
       "    }\n",
       "    cellId = typeof cellId === \"undefined\" ? \"\" : cellId;\n",
       "    var curCell=IPython.notebook.get_cells().filter(function(cell){\n",
       "        return cell.cell_id==\"B4A674D7E485414689CC4767E78C16A1\".replace(\"cellId\",cellId);\n",
       "    });\n",
       "    curCell=curCell.length>0?curCell[0]:null;\n",
       "    console.log(\"curCell\",curCell);\n",
       "    var startWallToWall;\n",
       "    //Resend the display command\n",
       "    var callbacks = {\n",
       "        shell : {\n",
       "            payload : {\n",
       "                set_next_input : function(payload){\n",
       "                    if (curCell){\n",
       "                        curCell._handle_set_next_input(payload);\n",
       "                    }\n",
       "                }\n",
       "            }\n",
       "        },\n",
       "        iopub:{\n",
       "            output:function(msg){\n",
       "                console.log(\"msg\", msg);\n",
       "                if (false){\n",
       "                    curCell.output_area.clear_output(false, true);\n",
       "                    curCell.output_area.handle_output.apply(curCell.output_area, arguments);\n",
       "                    return;\n",
       "                }\n",
       "                var msg_type=msg.header.msg_type;\n",
       "                var content = msg.content;\n",
       "                var executionTime = $(\"#execution839e1332\");\n",
       "                if(msg_type===\"stream\"){\n",
       "                    getTargetNode().html(content.text);\n",
       "                }else if (msg_type===\"display_data\" || msg_type===\"execute_result\"){\n",
       "                    var html=null;\n",
       "                    if (!!content.data[\"text/html\"]){\n",
       "                        html=content.data[\"text/html\"];\n",
       "                    }else if (!!content.data[\"image/png\"]){\n",
       "                        html=html||\"\";\n",
       "                        html+=\"<img src='data:image/png;base64,\" +content.data[\"image/png\"]+\"'></img>\";\n",
       "                    }\n",
       "                                                    \n",
       "                    if (!!content.data[\"application/javascript\"]){\n",
       "                        try {\n",
       "                            eval(content.data[\"application/javascript\"]);\n",
       "                        } catch(err) {\n",
       "                            curCell.output_area.handle_output.apply(curCell.output_area, arguments);\n",
       "                        }                        \n",
       "                        return;\n",
       "                    }\n",
       "                    \n",
       "                    if (html){\n",
       "                        try{\n",
       "                            getTargetNode().html(html);\n",
       "                        }catch(e){\n",
       "                            console.log(\"Invalid html output\", e, html);\n",
       "                            getTargetNode().html( \"Invalid html output: \" + e.message + \"<pre>\" \n",
       "                                + html.replace(/>/g,'&gt;').replace(/</g,'&lt;').replace(/\"/g,'&quot;') + \"<pre>\");\n",
       "                        }\n",
       "\n",
       "                        if(curCell&&curCell.output_area&&curCell.output_area.outputs){\n",
       "                            setTimeout(function(){\n",
       "                                var data = JSON.parse(JSON.stringify(content.data));\n",
       "                                if(!!data[\"text/html\"])data[\"text/html\"]=html;\n",
       "                                function savedData(data){\n",
       "                                    \n",
       "                                    var markup='<style type=\"text/css\">.pd_warning{display:none;}</style>';\n",
       "                                    markup+='<div class=\"pd_warning\"><em>Hey, there\\'s something awesome here! To see it, open this notebook outside GitHub, in a viewer like Jupyter</em></div>';\n",
       "                                    nodes = $.parseHTML(data[\"text/html\"], null, true);\n",
       "                                    var s = $(nodes).wrap(\"<div>\").parent().find(\".pd_save\").not(\".pd_save .pd_save\")\n",
       "                                    s.each(function(){\n",
       "                                        var found = false;\n",
       "                                        if ( $(this).attr(\"id\") ){\n",
       "                                            var n = $(\"#\" + $(this).attr(\"id\"));\n",
       "                                            if (n.length>0){\n",
       "                                                found=true;\n",
       "                                                n.each(function(){\n",
       "                                                    $(this).addClass(\"is-viewer-good\");\n",
       "                                                });\n",
       "                                                markup+=n.wrap(\"<div>\").parent().html();\n",
       "                                            }\n",
       "                                        }else{\n",
       "                                            $(this).addClass(\"is-viewer-good\");\n",
       "                                        }\n",
       "                                        if (!found){\n",
       "                                            markup+=$(this).parent().html();\n",
       "                                        }\n",
       "                                    });\n",
       "                                    data[\"text/html\"] = markup;\n",
       "                                    return data;\n",
       "                                }\n",
       "                                curCell.output_area.outputs.push({\"data\": savedData(data),\"metadata\":content.metadata,\"output_type\":msg_type});\n",
       "                            },2000);\n",
       "                        }\n",
       "                    }\n",
       "                }else if (msg_type === \"error\") {\n",
       "                    require(['base/js/utils'], function(utils) {\n",
       "                        var tb = content.traceback;\n",
       "                        console.log(\"tb\",tb);\n",
       "                        if (tb && tb.length>0){\n",
       "                            var data = tb.reduce(function(res, frame){return res+frame+'\\\\n';},\"\");\n",
       "                            console.log(\"data\",data);\n",
       "                            data = utils.fixConsole(data);\n",
       "                            data = utils.fixCarriageReturn(data);\n",
       "                            data = utils.autoLinkUrls(data);\n",
       "                            getTargetNode().html(\"<pre>\" + data +\"</pre>\");\n",
       "                        }\n",
       "                    });\n",
       "                }\n",
       "\n",
       "                //Append profiling info\n",
       "                if (executionTime.length > 0 && $(\"#execution839e1332\").length == 0 ){\n",
       "                    getTargetNode().append(executionTime);\n",
       "                }else if (startWallToWall && $(\"#execution839e1332\").length > 0 ){\n",
       "                    $(\"#execution839e1332\").append($(\"<div/>\").text(\"Wall to Wall time: \" + ( (new Date().getTime() - startWallToWall)/1000 ) + \"s\"));\n",
       "                }\n",
       "\n",
       "                if (typeof onDisplayDone839e1332 != \"undefined\"){\n",
       "                    onDisplayDone839e1332();\n",
       "                }\n",
       "            }\n",
       "        }\n",
       "    }\n",
       "    \n",
       "    if (IPython && IPython.notebook && IPython.notebook.session && IPython.notebook.session.kernel){\n",
       "        var command = \"display(df,cell_id='B4A674D7E485414689CC4767E78C16A1',nostore_pixiedust='true',rowCount='500000',handlerId='downloadFile',valueFields='RA2000HR',title='Star Positions of Candidate Events',chartsize='61',keyFields='DEC2000DEG',aggregation='SUM',nostore_cw='1746',org_params='nostore_pixiedust',nostore_bokeh='false',prefix='839e1332')\".replace(\"cellId\",cellId);\n",
       "        function addOptions(options, override=true){\n",
       "            function getStringRep(v) {\n",
       "                return \"'\" + v + \"'\";\n",
       "            }\n",
       "            for (var key in (options||{})){\n",
       "                var value = options[key];\n",
       "                var hasValue = value != null && typeof value !== 'undefined' && value !== '';\n",
       "                var replaceValue = hasValue ? (key+\"=\" + getStringRep(value) ) : \"\";\n",
       "                var pattern = (hasValue?\"\":\",\")+\"\\\\s*\" + key + \"\\\\s*=\\\\s*'(\\\\\\\\'|[^'])*'\";\n",
       "                var rpattern=new RegExp(pattern);\n",
       "                var n = command.search(rpattern);\n",
       "                if ( n >= 0 ){\n",
       "                    if (override){\n",
       "                        command = command.replace(rpattern, replaceValue);\n",
       "                    }\n",
       "                }else if (hasValue){\n",
       "                    var n = command.lastIndexOf(\")\");\n",
       "                    command = [command.slice(0, n), (command[n-1]==\"(\"? \"\":\",\") + replaceValue, command.slice(n)].join('')\n",
       "                }        \n",
       "            }\n",
       "        }\n",
       "        if(typeof cellMetadata != \"undefined\" && cellMetadata.displayParams){\n",
       "            addOptions(cellMetadata.displayParams);\n",
       "        }else if (curCell && curCell._metadata.pixiedust ){\n",
       "            addOptions(curCell._metadata.pixiedust.displayParams || {}, ('False'=='True') );\n",
       "        }\n",
       "        addOptions({});\n",
       "        \n",
       "        \n",
       "    \n",
       "\n",
       "        \n",
       "        var pattern = \"\\\\w*\\\\s*=\\\\s*'(\\\\\\\\'|[^'])*'\";\n",
       "        var rpattern=new RegExp(pattern,\"g\");\n",
       "        var n = command.match(rpattern);\n",
       "        \n",
       "        var org_params = {}\n",
       "        for (var i=0; i<n.length;i++){\n",
       "            var parts = n[i].split(\"=\")\n",
       "            if (parts[0].trim() == \"org_params\"){\n",
       "                var value = parts[1].trim()\n",
       "                var values = value.substring(1,value.length-1).split(\",\");\n",
       "                for (var p in values){\n",
       "                    org_params[values[p].trim()] = true;\n",
       "                }\n",
       "            }\n",
       "        }\n",
       "        var displayParams={}\n",
       "        for (var i = 0; i < n.length; i++){\n",
       "            var parts=n[i].split(\"=\");\n",
       "            var key = parts[0].trim();\n",
       "            var value = parts[1].trim()\n",
       "            if (!key.startsWith(\"nostore_\") && key != \"showchrome\" && key != \"prefix\" && key != \"cell_id\" && key != \"org_params\" && !!!org_params[key]){\n",
       "                displayParams[key] = value.substring(1,value.length-1);\n",
       "            }\n",
       "        }\n",
       "        if(curCell&&curCell.output_area){\n",
       "            curCell._metadata.pixiedust = curCell._metadata.pixiedust || {}\n",
       "            curCell._metadata.pixiedust.displayParams=displayParams\n",
       "            curCell.output_area.outputs=[];\n",
       "            var old_msg_id = curCell.last_msg_id;\n",
       "            if (old_msg_id) {\n",
       "                curCell.kernel.clear_callbacks_for_msg(old_msg_id);\n",
       "            }\n",
       "        }else{\n",
       "            console.log(\"couldn't find the cell\");\n",
       "        }\n",
       "        \n",
       "        $('#wrapperJS839e1332').html(\"\")\n",
       "        getTargetNode().html('<div style=\"width:100px;height:60px;left:47%;position:relative\"><i class=\"fa fa-circle-o-notch fa-spin\" style=\"font-size:48px\"></i></div>'+\n",
       "        '<div style=\"text-align:center\">Loading your data. Please wait...</div>');\n",
       "        startWallToWall = new Date().getTime();\n",
       "        \n",
       "        console.log(\"Running command2\",command);\n",
       "        IPython.notebook.session.kernel.execute(command, callbacks, {silent:true,store_history:false,stop_on_error:true});\n",
       "    }\n",
       "}\n",
       ")\n",
       "            </script>\n",
       "        \n",
       "                </li>\n",
       "              \n",
       "                <li id=\"menu839e1332-stashCloudant\">\n",
       "                  \n",
       "                  <i class=\"fa fa-cloud\"></i>\n",
       "                  \n",
       "                  <span>Stash to Cloudant</span>\n",
       "                  \n",
       "            <script>\n",
       "                $('#menu839e1332-stashCloudant').on('click', \n",
       "\n",
       "\n",
       "function() {\n",
       "    function getTargetNode(){\n",
       "        var n = $('#' + 'wrapperHTML839e1332');\n",
       "        if (n.length == 0 ){\n",
       "            n = $('#wrapperHTML839e1332');\n",
       "        }\n",
       "        return n;\n",
       "    }\n",
       "    cellId = typeof cellId === \"undefined\" ? \"\" : cellId;\n",
       "    var curCell=IPython.notebook.get_cells().filter(function(cell){\n",
       "        return cell.cell_id==\"B4A674D7E485414689CC4767E78C16A1\".replace(\"cellId\",cellId);\n",
       "    });\n",
       "    curCell=curCell.length>0?curCell[0]:null;\n",
       "    console.log(\"curCell\",curCell);\n",
       "    var startWallToWall;\n",
       "    //Resend the display command\n",
       "    var callbacks = {\n",
       "        shell : {\n",
       "            payload : {\n",
       "                set_next_input : function(payload){\n",
       "                    if (curCell){\n",
       "                        curCell._handle_set_next_input(payload);\n",
       "                    }\n",
       "                }\n",
       "            }\n",
       "        },\n",
       "        iopub:{\n",
       "            output:function(msg){\n",
       "                console.log(\"msg\", msg);\n",
       "                if (false){\n",
       "                    curCell.output_area.clear_output(false, true);\n",
       "                    curCell.output_area.handle_output.apply(curCell.output_area, arguments);\n",
       "                    return;\n",
       "                }\n",
       "                var msg_type=msg.header.msg_type;\n",
       "                var content = msg.content;\n",
       "                var executionTime = $(\"#execution839e1332\");\n",
       "                if(msg_type===\"stream\"){\n",
       "                    getTargetNode().html(content.text);\n",
       "                }else if (msg_type===\"display_data\" || msg_type===\"execute_result\"){\n",
       "                    var html=null;\n",
       "                    if (!!content.data[\"text/html\"]){\n",
       "                        html=content.data[\"text/html\"];\n",
       "                    }else if (!!content.data[\"image/png\"]){\n",
       "                        html=html||\"\";\n",
       "                        html+=\"<img src='data:image/png;base64,\" +content.data[\"image/png\"]+\"'></img>\";\n",
       "                    }\n",
       "                                                    \n",
       "                    if (!!content.data[\"application/javascript\"]){\n",
       "                        try {\n",
       "                            eval(content.data[\"application/javascript\"]);\n",
       "                        } catch(err) {\n",
       "                            curCell.output_area.handle_output.apply(curCell.output_area, arguments);\n",
       "                        }                        \n",
       "                        return;\n",
       "                    }\n",
       "                    \n",
       "                    if (html){\n",
       "                        try{\n",
       "                            getTargetNode().html(html);\n",
       "                        }catch(e){\n",
       "                            console.log(\"Invalid html output\", e, html);\n",
       "                            getTargetNode().html( \"Invalid html output: \" + e.message + \"<pre>\" \n",
       "                                + html.replace(/>/g,'&gt;').replace(/</g,'&lt;').replace(/\"/g,'&quot;') + \"<pre>\");\n",
       "                        }\n",
       "\n",
       "                        if(curCell&&curCell.output_area&&curCell.output_area.outputs){\n",
       "                            setTimeout(function(){\n",
       "                                var data = JSON.parse(JSON.stringify(content.data));\n",
       "                                if(!!data[\"text/html\"])data[\"text/html\"]=html;\n",
       "                                function savedData(data){\n",
       "                                    \n",
       "                                    var markup='<style type=\"text/css\">.pd_warning{display:none;}</style>';\n",
       "                                    markup+='<div class=\"pd_warning\"><em>Hey, there\\'s something awesome here! To see it, open this notebook outside GitHub, in a viewer like Jupyter</em></div>';\n",
       "                                    nodes = $.parseHTML(data[\"text/html\"], null, true);\n",
       "                                    var s = $(nodes).wrap(\"<div>\").parent().find(\".pd_save\").not(\".pd_save .pd_save\")\n",
       "                                    s.each(function(){\n",
       "                                        var found = false;\n",
       "                                        if ( $(this).attr(\"id\") ){\n",
       "                                            var n = $(\"#\" + $(this).attr(\"id\"));\n",
       "                                            if (n.length>0){\n",
       "                                                found=true;\n",
       "                                                n.each(function(){\n",
       "                                                    $(this).addClass(\"is-viewer-good\");\n",
       "                                                });\n",
       "                                                markup+=n.wrap(\"<div>\").parent().html();\n",
       "                                            }\n",
       "                                        }else{\n",
       "                                            $(this).addClass(\"is-viewer-good\");\n",
       "                                        }\n",
       "                                        if (!found){\n",
       "                                            markup+=$(this).parent().html();\n",
       "                                        }\n",
       "                                    });\n",
       "                                    data[\"text/html\"] = markup;\n",
       "                                    return data;\n",
       "                                }\n",
       "                                curCell.output_area.outputs.push({\"data\": savedData(data),\"metadata\":content.metadata,\"output_type\":msg_type});\n",
       "                            },2000);\n",
       "                        }\n",
       "                    }\n",
       "                }else if (msg_type === \"error\") {\n",
       "                    require(['base/js/utils'], function(utils) {\n",
       "                        var tb = content.traceback;\n",
       "                        console.log(\"tb\",tb);\n",
       "                        if (tb && tb.length>0){\n",
       "                            var data = tb.reduce(function(res, frame){return res+frame+'\\\\n';},\"\");\n",
       "                            console.log(\"data\",data);\n",
       "                            data = utils.fixConsole(data);\n",
       "                            data = utils.fixCarriageReturn(data);\n",
       "                            data = utils.autoLinkUrls(data);\n",
       "                            getTargetNode().html(\"<pre>\" + data +\"</pre>\");\n",
       "                        }\n",
       "                    });\n",
       "                }\n",
       "\n",
       "                //Append profiling info\n",
       "                if (executionTime.length > 0 && $(\"#execution839e1332\").length == 0 ){\n",
       "                    getTargetNode().append(executionTime);\n",
       "                }else if (startWallToWall && $(\"#execution839e1332\").length > 0 ){\n",
       "                    $(\"#execution839e1332\").append($(\"<div/>\").text(\"Wall to Wall time: \" + ( (new Date().getTime() - startWallToWall)/1000 ) + \"s\"));\n",
       "                }\n",
       "\n",
       "                if (typeof onDisplayDone839e1332 != \"undefined\"){\n",
       "                    onDisplayDone839e1332();\n",
       "                }\n",
       "            }\n",
       "        }\n",
       "    }\n",
       "    \n",
       "    if (IPython && IPython.notebook && IPython.notebook.session && IPython.notebook.session.kernel){\n",
       "        var command = \"display(df,cell_id='B4A674D7E485414689CC4767E78C16A1',nostore_pixiedust='true',rowCount='500000',handlerId='stashCloudant',valueFields='RA2000HR',title='Star Positions of Candidate Events',chartsize='61',keyFields='DEC2000DEG',aggregation='SUM',nostore_cw='1746',org_params='nostore_pixiedust',nostore_bokeh='false',prefix='839e1332')\".replace(\"cellId\",cellId);\n",
       "        function addOptions(options, override=true){\n",
       "            function getStringRep(v) {\n",
       "                return \"'\" + v + \"'\";\n",
       "            }\n",
       "            for (var key in (options||{})){\n",
       "                var value = options[key];\n",
       "                var hasValue = value != null && typeof value !== 'undefined' && value !== '';\n",
       "                var replaceValue = hasValue ? (key+\"=\" + getStringRep(value) ) : \"\";\n",
       "                var pattern = (hasValue?\"\":\",\")+\"\\\\s*\" + key + \"\\\\s*=\\\\s*'(\\\\\\\\'|[^'])*'\";\n",
       "                var rpattern=new RegExp(pattern);\n",
       "                var n = command.search(rpattern);\n",
       "                if ( n >= 0 ){\n",
       "                    if (override){\n",
       "                        command = command.replace(rpattern, replaceValue);\n",
       "                    }\n",
       "                }else if (hasValue){\n",
       "                    var n = command.lastIndexOf(\")\");\n",
       "                    command = [command.slice(0, n), (command[n-1]==\"(\"? \"\":\",\") + replaceValue, command.slice(n)].join('')\n",
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       "                    \n",
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class=\"pd_save\"></center>\n",
       "                        \n",
       "                    \n",
       "                \n",
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      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "display(df)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Explore with Pixiedust\n",
    "\n",
    "There are many things to explore with the SignalDB data. You don't need to access the raw data (in the next step) in order to start visualizing and analyzing SETI data.\n",
    "It would be interesting to see a density plot of Candidate signals and \"candreason\"/\"sigreason\" versus position in the sky, the distribution of carrier wave signal frequencies (freqmhz), drift rates, and signal types for each RA/DEC position, etc. There are lots of plots to be generated from these data alone."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# SparkSQL to select a subset of SignalDB \n",
    "\n",
    "The following SQL selects data for a particular star. This statement returns the raw data Object Store container and objectname for all data for that star in the data set."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Interesting Target\n",
    "\n",
    "Kepler 1229b, found here http://phl.upr.edu/projects/habitable-exoplanets-catalog, is a very intersting target. This candidate has an Earth similarity index (ESI) of 0.73 (Earth = 1.0, Mars = 0.64, Jupiter = 0.12) and is 770 light-years away. It is the 5th highest-ranked planet by ESI. According to the catalog, it's RA/DEC coordinates are '19h49m56.81s' and '+46d59m48.2s', respectively."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Coordinates\n",
    "\n",
    "Often, you'll find coordinates for the right ascension (RA) in units of hours and declination (DEC) in units of \"day minute seconds\". One can use the [`astropy` python package](http://www.astropy.org/) to [convert between coordinate systems](http://docs.astropy.org/en/stable/coordinates/index.html), amongst other functionalities provided by the package. The coordinates in the SignalDB typically only reach three decimal places and are in units of `decimal hours` and `degrees`."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Requirement already up-to-date: astropy in /gpfs/global_fs01/sym_shared/YPProdSpark/user/sfa7-9e7464df3e1117-5edfd8a0d95d/.local/lib/python2.7/site-packages\n",
      "Requirement already up-to-date: numpy>=1.7.0 in /gpfs/global_fs01/sym_shared/YPProdSpark/user/sfa7-9e7464df3e1117-5edfd8a0d95d/.local/lib/python2.7/site-packages (from astropy)\n"
     ]
    }
   ],
   "source": [
    "#!pip install --user --upgrade astropy"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "from astropy.coordinates import SkyCoord\n",
    "kepler1229b_ra = '19h49m56.81s'\n",
    "kepler1229b_dec = '+46d59m48.2s'\n",
    "c = SkyCoord(kepler1229b_ra, kepler1229b_dec)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "collapsed": true,
    "deletable": true,
    "editable": true
   },
   "outputs": [],
   "source": [
    "df2 = spark.sql(\"select * from signaldb where RA2000hr=={0:.3f} and dec2000deg=={1:.3f}\".format(c.ra.hour, c.dec.deg))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "collapsed": false,
    "pixiedust": {
     "displayParams": {
      "chartsize": "57",
      "handlerId": "scatterPlot",
      "keyFields": "DRIFTHZS",
      "mpld3": "false",
      "rowCount": "5000",
      "title": "Drift Rate v Carrier Frequency",
      "valueFields": "FREQMHZ"
     }
    }
   },
   "outputs": [
    {
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       "                            eval(content.data[\"application/javascript\"]);\n",
       "                        } catch(err) {\n",
       "                            curCell.output_area.handle_output.apply(curCell.output_area, arguments);\n",
       "                        }                        \n",
       "                        return;\n",
       "                    }\n",
       "                    \n",
       "                    if (html){\n",
       "                        try{\n",
       "                            getTargetNode().html(html);\n",
       "                        }catch(e){\n",
       "                            console.log(\"Invalid html output\", e, html);\n",
       "                            getTargetNode().html( \"Invalid html output: \" + e.message + \"<pre>\" \n",
       "                                + html.replace(/>/g,'&gt;').replace(/</g,'&lt;').replace(/\"/g,'&quot;') + \"<pre>\");\n",
       "                        }\n",
       "\n",
       "                        if(curCell&&curCell.output_area&&curCell.output_area.outputs){\n",
       "                            setTimeout(function(){\n",
       "                                var data = JSON.parse(JSON.stringify(content.data));\n",
       "                                if(!!data[\"text/html\"])data[\"text/html\"]=html;\n",
       "                                function savedData(data){\n",
       "                                    \n",
       "                                    var markup='<style type=\"text/css\">.pd_warning{display:none;}</style>';\n",
       "                                    markup+='<div class=\"pd_warning\"><em>Hey, there\\'s something awesome here! To see it, open this notebook outside GitHub, in a viewer like Jupyter</em></div>';\n",
       "                                    nodes = $.parseHTML(data[\"text/html\"], null, true);\n",
       "                                    var s = $(nodes).wrap(\"<div>\").parent().find(\".pd_save\").not(\".pd_save .pd_save\")\n",
       "                                    s.each(function(){\n",
       "                                        var found = false;\n",
       "                                        if ( $(this).attr(\"id\") ){\n",
       "                                            var n = $(\"#\" + $(this).attr(\"id\"));\n",
       "                                            if (n.length>0){\n",
       "                                                found=true;\n",
       "                                                n.each(function(){\n",
       "                                                    $(this).addClass(\"is-viewer-good\");\n",
       "                                                });\n",
       "                                                markup+=n.wrap(\"<div>\").parent().html();\n",
       "                                            }\n",
       "                                        }else{\n",
       "                                            $(this).addClass(\"is-viewer-good\");\n",
       "                                        }\n",
       "                                        if (!found){\n",
       "                                            markup+=$(this).parent().html();\n",
       "                                        }\n",
       "                                    });\n",
       "                                    data[\"text/html\"] = markup;\n",
       "                                    return data;\n",
       "                                }\n",
       "                                curCell.output_area.outputs.push({\"data\": savedData(data),\"metadata\":content.metadata,\"output_type\":msg_type});\n",
       "                            },2000);\n",
       "                        }\n",
       "                    }\n",
       "                }else if (msg_type === \"error\") {\n",
       "                    require(['base/js/utils'], function(utils) {\n",
       "                        var tb = content.traceback;\n",
       "                        console.log(\"tb\",tb);\n",
       "                        if (tb && tb.length>0){\n",
       "                            var data = tb.reduce(function(res, frame){return res+frame+'\\\\n';},\"\");\n",
       "                            console.log(\"data\",data);\n",
       "                            data = utils.fixConsole(data);\n",
       "                            data = utils.fixCarriageReturn(data);\n",
       "                            data = utils.autoLinkUrls(data);\n",
       "                            getTargetNode().html(\"<pre>\" + data +\"</pre>\");\n",
       "                        }\n",
       "                    });\n",
       "                }\n",
       "\n",
       "                //Append profiling info\n",
       "                if (executionTime.length > 0 && $(\"#executionee09918b\").length == 0 ){\n",
       "                    getTargetNode().append(executionTime);\n",
       "                }else if (startWallToWall && $(\"#executionee09918b\").length > 0 ){\n",
       "                    $(\"#executionee09918b\").append($(\"<div/>\").text(\"Wall to Wall time: \" + ( (new Date().getTime() - startWallToWall)/1000 ) + \"s\"));\n",
       "                }\n",
       "\n",
       "                if (typeof onDisplayDoneee09918b != \"undefined\"){\n",
       "                    onDisplayDoneee09918b();\n",
       "                }\n",
       "            }\n",
       "        }\n",
       "    }\n",
       "    \n",
       "    if (IPython && IPython.notebook && IPython.notebook.session && IPython.notebook.session.kernel){\n",
       "        var command = \"display(df2,cell_id='1CC626EF793F476C94ADA82EDD147AD4',nostore_pixiedust='true',rowCount='5000',handlerId='dataframe',valueFields='FREQMHZ',keyFields='DRIFTHZS',title='Drift Rate v Carrier Frequency',chartsize='57',mpld3='false',nostore_cw='1746',org_params='nostore_pixiedust',nostore_bokeh='false',prefix='ee09918b')\".replace(\"cellId\",cellId);\n",
       "        function addOptions(options, override=true){\n",
       "            function getStringRep(v) {\n",
       "                return \"'\" + v + \"'\";\n",
       "            }\n",
       "            for (var key in (options||{})){\n",
       "                var value = options[key];\n",
       "                var hasValue = value != null && typeof value !== 'undefined' && value !== '';\n",
       "                var replaceValue = hasValue ? (key+\"=\" + getStringRep(value) ) : \"\";\n",
       "                var pattern = (hasValue?\"\":\",\")+\"\\\\s*\" + key + \"\\\\s*=\\\\s*'(\\\\\\\\'|[^'])*'\";\n",
       "                var rpattern=new RegExp(pattern);\n",
       "                var n = command.search(rpattern);\n",
       "                if ( n >= 0 ){\n",
       "                    if (override){\n",
       "                        command = command.replace(rpattern, replaceValue);\n",
       "                    }\n",
       "                }else if (hasValue){\n",
       "                    var n = command.lastIndexOf(\")\");\n",
       "                    command = [command.slice(0, n), (command[n-1]==\"(\"? \"\":\",\") + replaceValue, command.slice(n)].join('')\n",
       "                }        \n",
       "            }\n",
       "        }\n",
       "        if(typeof cellMetadata != \"undefined\" && cellMetadata.displayParams){\n",
       "            addOptions(cellMetadata.displayParams);\n",
       "        }else if (curCell && curCell._metadata.pixiedust ){\n",
       "            addOptions(curCell._metadata.pixiedust.displayParams || {}, ('False'=='True') );\n",
       "        }\n",
       "        addOptions({});\n",
       "        \n",
       "        \n",
       "    \n",
       "\n",
       "        \n",
       "        var pattern = \"\\\\w*\\\\s*=\\\\s*'(\\\\\\\\'|[^'])*'\";\n",
       "        var rpattern=new RegExp(pattern,\"g\");\n",
       "        var n = command.match(rpattern);\n",
       "        \n",
       "        var org_params = {}\n",
       "        for (var i=0; i<n.length;i++){\n",
       "            var parts = n[i].split(\"=\")\n",
       "            if (parts[0].trim() == \"org_params\"){\n",
       "                var value = parts[1].trim()\n",
       "                var values = value.substring(1,value.length-1).split(\",\");\n",
       "                for (var p in values){\n",
       "                    org_params[values[p].trim()] = true;\n",
       "                }\n",
       "            }\n",
       "        }\n",
       "        var displayParams={}\n",
       "        for (var i = 0; i < n.length; i++){\n",
       "            var parts=n[i].split(\"=\");\n",
       "            var key = parts[0].trim();\n",
       "            var value = parts[1].trim()\n",
       "            if (!key.startsWith(\"nostore_\") && key != \"showchrome\" && key != \"prefix\" && key != \"cell_id\" && key != \"org_params\" && !!!org_params[key]){\n",
       "                displayParams[key] = value.substring(1,value.length-1);\n",
       "            }\n",
       "        }\n",
       "        if(curCell&&curCell.output_area){\n",
       "            curCell._metadata.pixiedust = curCell._metadata.pixiedust || {}\n",
       "            curCell._metadata.pixiedust.displayParams=displayParams\n",
       "            curCell.output_area.outputs=[];\n",
       "            var old_msg_id = curCell.last_msg_id;\n",
       "            if (old_msg_id) {\n",
       "                curCell.kernel.clear_callbacks_for_msg(old_msg_id);\n",
       "            }\n",
       "        }else{\n",
       "            console.log(\"couldn't find the cell\");\n",
       "        }\n",
       "        \n",
       "        $('#wrapperJSee09918b').html(\"\")\n",
       "        getTargetNode().html('<div style=\"width:100px;height:60px;left:47%;position:relative\"><i class=\"fa fa-circle-o-notch fa-spin\" style=\"font-size:48px\"></i></div>'+\n",
       "        '<div style=\"text-align:center\">Loading your data. Please wait...</div>');\n",
       "        startWallToWall = new Date().getTime();\n",
       "        \n",
       "        console.log(\"Running command2\",command);\n",
       "        IPython.notebook.session.kernel.execute(command, callbacks, {silent:true,store_history:false,stop_on_error:true});\n",
       "    }\n",
       "}\n",
       ")\n",
       "            </script>\n",
       "        \n",
       "        \n",
       "      \n",
       "        \n",
       "          <div class=\"btn-group btn-small display-type-button\">\n",
       "            \n",
       "            <a class=\"btn btn-small dropdown-toggle btn-default\" data-toggle=\"dropdown\" title=\"Chart\">\n",
       "              \n",
       "              <i class=\"fa fa-line-chart\"></i>\n",
       "              \n",
       "              <i class=\"fa fa-chevron-down\"></i>\n",
       "            </a>\n",
       "            <div class=\"dropdown-menu\" role=\"menu\" style=\"white-space:nowrap\">\n",
       "              <ul>\n",
       "              \n",
       "                <li id=\"menuee09918b-barChart\">\n",
       "                  \n",
       "                  <i class=\"fa fa-bar-chart\"></i>\n",
       "                  \n",
       "                  <span>Bar Chart</span>\n",
       "                  \n",
       "            <script>\n",
       "                $('#menuee09918b-barChart').on('click', \n",
       "\n",
       "\n",
       "function() {\n",
       "    function getTargetNode(){\n",
       "        var n = $('#' + 'wrapperHTMLee09918b');\n",
       "        if (n.length == 0 ){\n",
       "            n = $('#wrapperHTMLee09918b');\n",
       "        }\n",
       "        return n;\n",
       "    }\n",
       "    cellId = typeof cellId === \"undefined\" ? \"\" : cellId;\n",
       "    var curCell=IPython.notebook.get_cells().filter(function(cell){\n",
       "        return cell.cell_id==\"1CC626EF793F476C94ADA82EDD147AD4\".replace(\"cellId\",cellId);\n",
       "    });\n",
       "    curCell=curCell.length>0?curCell[0]:null;\n",
       "    console.log(\"curCell\",curCell);\n",
       "    var startWallToWall;\n",
       "    //Resend the display command\n",
       "    var callbacks = {\n",
       "        shell : {\n",
       "            payload : {\n",
       "                set_next_input : function(payload){\n",
       "                    if (curCell){\n",
       "                        curCell._handle_set_next_input(payload);\n",
       "                    }\n",
       "                }\n",
       "            }\n",
       "        },\n",
       "        iopub:{\n",
       "            output:function(msg){\n",
       "                console.log(\"msg\", msg);\n",
       "                if (false){\n",
       "                    curCell.output_area.clear_output(false, true);\n",
       "                    curCell.output_area.handle_output.apply(curCell.output_area, arguments);\n",
       "                    return;\n",
       "                }\n",
       "                var msg_type=msg.header.msg_type;\n",
       "                var content = msg.content;\n",
       "                var executionTime = $(\"#executionee09918b\");\n",
       "                if(msg_type===\"stream\"){\n",
       "                    getTargetNode().html(content.text);\n",
       "                }else if (msg_type===\"display_data\" || msg_type===\"execute_result\"){\n",
       "                    var html=null;\n",
       "                    if (!!content.data[\"text/html\"]){\n",
       "                        html=content.data[\"text/html\"];\n",
       "                    }else if (!!content.data[\"image/png\"]){\n",
       "                        html=html||\"\";\n",
       "                        html+=\"<img src='data:image/png;base64,\" +content.data[\"image/png\"]+\"'></img>\";\n",
       "                    }\n",
       "                                                    \n",
       "                    if (!!content.data[\"application/javascript\"]){\n",
       "                        try {\n",
       "                            eval(content.data[\"application/javascript\"]);\n",
       "                        } catch(err) {\n",
       "                            curCell.output_area.handle_output.apply(curCell.output_area, arguments);\n",
       "                        }                        \n",
       "                        return;\n",
       "                    }\n",
       "                    \n",
       "                    if (html){\n",
       "                        try{\n",
       "                            getTargetNode().html(html);\n",
       "                        }catch(e){\n",
       "                            console.log(\"Invalid html output\", e, html);\n",
       "                            getTargetNode().html( \"Invalid html output: \" + e.message + \"<pre>\" \n",
       "                                + html.replace(/>/g,'&gt;').replace(/</g,'&lt;').replace(/\"/g,'&quot;') + \"<pre>\");\n",
       "                        }\n",
       "\n",
       "                        if(curCell&&curCell.output_area&&curCell.output_area.outputs){\n",
       "                            setTimeout(function(){\n",
       "                                var data = JSON.parse(JSON.stringify(content.data));\n",
       "                                if(!!data[\"text/html\"])data[\"text/html\"]=html;\n",
       "                                function savedData(data){\n",
       "                                    \n",
       "                                    var markup='<style type=\"text/css\">.pd_warning{display:none;}</style>';\n",
       "                                    markup+='<div class=\"pd_warning\"><em>Hey, there\\'s something awesome here! To see it, open this notebook outside GitHub, in a viewer like Jupyter</em></div>';\n",
       "                                    nodes = $.parseHTML(data[\"text/html\"], null, true);\n",
       "                                    var s = $(nodes).wrap(\"<div>\").parent().find(\".pd_save\").not(\".pd_save .pd_save\")\n",
       "                                    s.each(function(){\n",
       "                                        var found = false;\n",
       "                                        if ( $(this).attr(\"id\") ){\n",
       "                                            var n = $(\"#\" + $(this).attr(\"id\"));\n",
       "                                            if (n.length>0){\n",
       "                                                found=true;\n",
       "                                                n.each(function(){\n",
       "                                                    $(this).addClass(\"is-viewer-good\");\n",
       "                                                });\n",
       "                                                markup+=n.wrap(\"<div>\").parent().html();\n",
       "                                            }\n",
       "                                        }else{\n",
       "                                            $(this).addClass(\"is-viewer-good\");\n",
       "                                        }\n",
       "                                        if (!found){\n",
       "                                            markup+=$(this).parent().html();\n",
       "                                        }\n",
       "                                    });\n",
       "                                    data[\"text/html\"] = markup;\n",
       "                                    return data;\n",
       "                                }\n",
       "                                curCell.output_area.outputs.push({\"data\": savedData(data),\"metadata\":content.metadata,\"output_type\":msg_type});\n",
       "                            },2000);\n",
       "                        }\n",
       "                    }\n",
       "                }else if (msg_type === \"error\") {\n",
       "                    require(['base/js/utils'], function(utils) {\n",
       "                        var tb = content.traceback;\n",
       "                        console.log(\"tb\",tb);\n",
       "                        if (tb && tb.length>0){\n",
       "                            var data = tb.reduce(function(res, frame){return res+frame+'\\\\n';},\"\");\n",
       "                            console.log(\"data\",data);\n",
       "                            data = utils.fixConsole(data);\n",
       "                            data = utils.fixCarriageReturn(data);\n",
       "                            data = utils.autoLinkUrls(data);\n",
       "                            getTargetNode().html(\"<pre>\" + data +\"</pre>\");\n",
       "                        }\n",
       "                    });\n",
       "                }\n",
       "\n",
       "                //Append profiling info\n",
       "                if (executionTime.length > 0 && $(\"#executionee09918b\").length == 0 ){\n",
       "                    getTargetNode().append(executionTime);\n",
       "                }else if (startWallToWall && $(\"#executionee09918b\").length > 0 ){\n",
       "                    $(\"#executionee09918b\").append($(\"<div/>\").text(\"Wall to Wall time: \" + ( (new Date().getTime() - startWallToWall)/1000 ) + \"s\"));\n",
       "                }\n",
       "\n",
       "                if (typeof onDisplayDoneee09918b != \"undefined\"){\n",
       "                    onDisplayDoneee09918b();\n",
       "                }\n",
       "            }\n",
       "        }\n",
       "    }\n",
       "    \n",
       "    if (IPython && IPython.notebook && IPython.notebook.session && IPython.notebook.session.kernel){\n",
       "        var command = \"display(df2,cell_id='1CC626EF793F476C94ADA82EDD147AD4',nostore_pixiedust='true',rowCount='5000',handlerId='barChart',valueFields='FREQMHZ',keyFields='DRIFTHZS',title='Drift Rate v Carrier Frequency',chartsize='57',mpld3='false',nostore_cw='1746',org_params='nostore_pixiedust',nostore_bokeh='false',prefix='ee09918b')\".replace(\"cellId\",cellId);\n",
       "        function addOptions(options, override=true){\n",
       "            function getStringRep(v) {\n",
       "                return \"'\" + v + \"'\";\n",
       "            }\n",
       "            for (var key in (options||{})){\n",
       "                var value = options[key];\n",
       "                var hasValue = value != null && typeof value !== 'undefined' && value !== '';\n",
       "                var replaceValue = hasValue ? (key+\"=\" + getStringRep(value) ) : \"\";\n",
       "                var pattern = (hasValue?\"\":\",\")+\"\\\\s*\" + key + \"\\\\s*=\\\\s*'(\\\\\\\\'|[^'])*'\";\n",
       "                var rpattern=new RegExp(pattern);\n",
       "                var n = command.search(rpattern);\n",
       "                if ( n >= 0 ){\n",
       "                    if (override){\n",
       "                        command = command.replace(rpattern, replaceValue);\n",
       "                    }\n",
       "                }else if (hasValue){\n",
       "                    var n = command.lastIndexOf(\")\");\n",
       "                    command = [command.slice(0, n), (command[n-1]==\"(\"? \"\":\",\") + replaceValue, command.slice(n)].join('')\n",
       "                }        \n",
       "            }\n",
       "        }\n",
       "        if(typeof cellMetadata != \"undefined\" && cellMetadata.displayParams){\n",
       "            addOptions(cellMetadata.displayParams);\n",
       "        }else if (curCell && curCell._metadata.pixiedust ){\n",
       "            addOptions(curCell._metadata.pixiedust.displayParams || {}, ('False'=='True') );\n",
       "        }\n",
       "        addOptions({});\n",
       "        \n",
       "        \n",
       "    \n",
       "\n",
       "        \n",
       "        var pattern = \"\\\\w*\\\\s*=\\\\s*'(\\\\\\\\'|[^'])*'\";\n",
       "        var rpattern=new RegExp(pattern,\"g\");\n",
       "        var n = command.match(rpattern);\n",
       "        \n",
       "        var org_params = {}\n",
       "        for (var i=0; i<n.length;i++){\n",
       "            var parts = n[i].split(\"=\")\n",
       "            if (parts[0].trim() == \"org_params\"){\n",
       "                var value = parts[1].trim()\n",
       "                var values = value.substring(1,value.length-1).split(\",\");\n",
       "                for (var p in values){\n",
       "                    org_params[values[p].trim()] = true;\n",
       "                }\n",
       "            }\n",
       "        }\n",
       "        var displayParams={}\n",
       "        for (var i = 0; i < n.length; i++){\n",
       "            var parts=n[i].split(\"=\");\n",
       "            var key = parts[0].trim();\n",
       "            var value = parts[1].trim()\n",
       "            if (!key.startsWith(\"nostore_\") && key != \"showchrome\" && key != \"prefix\" && key != \"cell_id\" && key != \"org_params\" && !!!org_params[key]){\n",
       "                displayParams[key] = value.substring(1,value.length-1);\n",
       "            }\n",
       "        }\n",
       "        if(curCell&&curCell.output_area){\n",
       "            curCell._metadata.pixiedust = curCell._metadata.pixiedust || {}\n",
       "            curCell._metadata.pixiedust.displayParams=displayParams\n",
       "            curCell.output_area.outputs=[];\n",
       "            var old_msg_id = curCell.last_msg_id;\n",
       "            if (old_msg_id) {\n",
       "                curCell.kernel.clear_callbacks_for_msg(old_msg_id);\n",
       "            }\n",
       "        }else{\n",
       "            console.log(\"couldn't find the cell\");\n",
       "        }\n",
       "        \n",
       "        $('#wrapperJSee09918b').html(\"\")\n",
       "        getTargetNode().html('<div style=\"width:100px;height:60px;left:47%;position:relative\"><i class=\"fa fa-circle-o-notch fa-spin\" style=\"font-size:48px\"></i></div>'+\n",
       "        '<div style=\"text-align:center\">Loading your data. Please wait...</div>');\n",
       "        startWallToWall = new Date().getTime();\n",
       "        \n",
       "        console.log(\"Running command2\",command);\n",
       "        IPython.notebook.session.kernel.execute(command, callbacks, {silent:true,store_history:false,stop_on_error:true});\n",
       "    }\n",
       "}\n",
       ")\n",
       "            </script>\n",
       "        \n",
       "                </li>\n",
       "              \n",
       "                <li id=\"menuee09918b-lineChart\">\n",
       "                  \n",
       "                  <i class=\"fa fa-line-chart\"></i>\n",
       "                  \n",
       "                  <span>Line Chart</span>\n",
       "                  \n",
       "            <script>\n",
       "                $('#menuee09918b-lineChart').on('click', \n",
       "\n",
       "\n",
       "function() {\n",
       "    function getTargetNode(){\n",
       "        var n = $('#' + 'wrapperHTMLee09918b');\n",
       "        if (n.length == 0 ){\n",
       "            n = $('#wrapperHTMLee09918b');\n",
       "        }\n",
       "        return n;\n",
       "    }\n",
       "    cellId = typeof cellId === \"undefined\" ? \"\" : cellId;\n",
       "    var curCell=IPython.notebook.get_cells().filter(function(cell){\n",
       "        return cell.cell_id==\"1CC626EF793F476C94ADA82EDD147AD4\".replace(\"cellId\",cellId);\n",
       "    });\n",
       "    curCell=curCell.length>0?curCell[0]:null;\n",
       "    console.log(\"curCell\",curCell);\n",
       "    var startWallToWall;\n",
       "    //Resend the display command\n",
       "    var callbacks = {\n",
       "        shell : {\n",
       "            payload : {\n",
       "                set_next_input : function(payload){\n",
       "                    if (curCell){\n",
       "                        curCell._handle_set_next_input(payload);\n",
       "                    }\n",
       "                }\n",
       "            }\n",
       "        },\n",
       "        iopub:{\n",
       "            output:function(msg){\n",
       "                console.log(\"msg\", msg);\n",
       "                if (false){\n",
       "                    curCell.output_area.clear_output(false, true);\n",
       "                    curCell.output_area.handle_output.apply(curCell.output_area, arguments);\n",
       "                    return;\n",
       "                }\n",
       "                var msg_type=msg.header.msg_type;\n",
       "                var content = msg.content;\n",
       "                var executionTime = $(\"#executionee09918b\");\n",
       "                if(msg_type===\"stream\"){\n",
       "                    getTargetNode().html(content.text);\n",
       "                }else if (msg_type===\"display_data\" || msg_type===\"execute_result\"){\n",
       "                    var html=null;\n",
       "                    if (!!content.data[\"text/html\"]){\n",
       "                        html=content.data[\"text/html\"];\n",
       "                    }else if (!!content.data[\"image/png\"]){\n",
       "                        html=html||\"\";\n",
       "                        html+=\"<img src='data:image/png;base64,\" +content.data[\"image/png\"]+\"'></img>\";\n",
       "                    }\n",
       "                                                    \n",
       "                    if (!!content.data[\"application/javascript\"]){\n",
       "                        try {\n",
       "                            eval(content.data[\"application/javascript\"]);\n",
       "                        } catch(err) {\n",
       "                            curCell.output_area.handle_output.apply(curCell.output_area, arguments);\n",
       "                        }                        \n",
       "                        return;\n",
       "                    }\n",
       "                    \n",
       "                    if (html){\n",
       "                        try{\n",
       "                            getTargetNode().html(html);\n",
       "                        }catch(e){\n",
       "                            console.log(\"Invalid html output\", e, html);\n",
       "                            getTargetNode().html( \"Invalid html output: \" + e.message + \"<pre>\" \n",
       "                                + html.replace(/>/g,'&gt;').replace(/</g,'&lt;').replace(/\"/g,'&quot;') + \"<pre>\");\n",
       "                        }\n",
       "\n",
       "                        if(curCell&&curCell.output_area&&curCell.output_area.outputs){\n",
       "                            setTimeout(function(){\n",
       "                                var data = JSON.parse(JSON.stringify(content.data));\n",
       "                                if(!!data[\"text/html\"])data[\"text/html\"]=html;\n",
       "                                function savedData(data){\n",
       "                                    \n",
       "                                    var markup='<style type=\"text/css\">.pd_warning{display:none;}</style>';\n",
       "                                    markup+='<div class=\"pd_warning\"><em>Hey, there\\'s something awesome here! To see it, open this notebook outside GitHub, in a viewer like Jupyter</em></div>';\n",
       "                                    nodes = $.parseHTML(data[\"text/html\"], null, true);\n",
       "                                    var s = $(nodes).wrap(\"<div>\").parent().find(\".pd_save\").not(\".pd_save .pd_save\")\n",
       "                                    s.each(function(){\n",
       "                                        var found = false;\n",
       "                                        if ( $(this).attr(\"id\") ){\n",
       "                                            var n = $(\"#\" + $(this).attr(\"id\"));\n",
       "                                            if (n.length>0){\n",
       "                                                found=true;\n",
       "                                                n.each(function(){\n",
       "                                                    $(this).addClass(\"is-viewer-good\");\n",
       "                                                });\n",
       "                                                markup+=n.wrap(\"<div>\").parent().html();\n",
       "                                            }\n",
       "                                        }else{\n",
       "                                            $(this).addClass(\"is-viewer-good\");\n",
       "                                        }\n",
       "                                        if (!found){\n",
       "                                            markup+=$(this).parent().html();\n",
       "                                        }\n",
       "                                    });\n",
       "                                    data[\"text/html\"] = markup;\n",
       "                                    return data;\n",
       "                                }\n",
       "                                curCell.output_area.outputs.push({\"data\": savedData(data),\"metadata\":content.metadata,\"output_type\":msg_type});\n",
       "                            },2000);\n",
       "                        }\n",
       "                    }\n",
       "                }else if (msg_type === \"error\") {\n",
       "                    require(['base/js/utils'], function(utils) {\n",
       "                        var tb = content.traceback;\n",
       "                        console.log(\"tb\",tb);\n",
       "                        if (tb && tb.length>0){\n",
       "                            var data = tb.reduce(function(res, frame){return res+frame+'\\\\n';},\"\");\n",
       "                            console.log(\"data\",data);\n",
       "                            data = utils.fixConsole(data);\n",
       "                            data = utils.fixCarriageReturn(data);\n",
       "                            data = utils.autoLinkUrls(data);\n",
       "                            getTargetNode().html(\"<pre>\" + data +\"</pre>\");\n",
       "                        }\n",
       "                    });\n",
       "                }\n",
       "\n",
       "                //Append profiling info\n",
       "                if (executionTime.length > 0 && $(\"#executionee09918b\").length == 0 ){\n",
       "                    getTargetNode().append(executionTime);\n",
       "                }else if (startWallToWall && $(\"#executionee09918b\").length > 0 ){\n",
       "                    $(\"#executionee09918b\").append($(\"<div/>\").text(\"Wall to Wall time: \" + ( (new Date().getTime() - startWallToWall)/1000 ) + \"s\"));\n",
       "                }\n",
       "\n",
       "                if (typeof onDisplayDoneee09918b != \"undefined\"){\n",
       "                    onDisplayDoneee09918b();\n",
       "                }\n",
       "            }\n",
       "        }\n",
       "    }\n",
       "    \n",
       "    if (IPython && IPython.notebook && IPython.notebook.session && IPython.notebook.session.kernel){\n",
       "        var command = \"display(df2,cell_id='1CC626EF793F476C94ADA82EDD147AD4',nostore_pixiedust='true',rowCount='5000',handlerId='lineChart',valueFields='FREQMHZ',keyFields='DRIFTHZS',title='Drift Rate v Carrier Frequency',chartsize='57',mpld3='false',nostore_cw='1746',org_params='nostore_pixiedust',nostore_bokeh='false',prefix='ee09918b')\".replace(\"cellId\",cellId);\n",
       "        function addOptions(options, override=true){\n",
       "            function getStringRep(v) {\n",
       "                return \"'\" + v + \"'\";\n",
       "            }\n",
       "            for (var key in (options||{})){\n",
       "                var value = options[key];\n",
       "                var hasValue = value != null && typeof value !== 'undefined' && value !== '';\n",
       "                var replaceValue = hasValue ? (key+\"=\" + getStringRep(value) ) : \"\";\n",
       "                var pattern = (hasValue?\"\":\",\")+\"\\\\s*\" + key + \"\\\\s*=\\\\s*'(\\\\\\\\'|[^'])*'\";\n",
       "                var rpattern=new RegExp(pattern);\n",
       "                var n = command.search(rpattern);\n",
       "                if ( n >= 0 ){\n",
       "                    if (override){\n",
       "                        command = command.replace(rpattern, replaceValue);\n",
       "                    }\n",
       "                }else if (hasValue){\n",
       "                    var n = command.lastIndexOf(\")\");\n",
       "                    command = [command.slice(0, n), (command[n-1]==\"(\"? \"\":\",\") + replaceValue, command.slice(n)].join('')\n",
       "                }        \n",
       "            }\n",
       "        }\n",
       "        if(typeof cellMetadata != \"undefined\" && cellMetadata.displayParams){\n",
       "            addOptions(cellMetadata.displayParams);\n",
       "        }else if (curCell && curCell._metadata.pixiedust ){\n",
       "            addOptions(curCell._metadata.pixiedust.displayParams || {}, ('False'=='True') );\n",
       "        }\n",
       "        addOptions({});\n",
       "        \n",
       "        \n",
       "    \n",
       "\n",
       "        \n",
       "        var pattern = \"\\\\w*\\\\s*=\\\\s*'(\\\\\\\\'|[^'])*'\";\n",
       "        var rpattern=new RegExp(pattern,\"g\");\n",
       "        var n = command.match(rpattern);\n",
       "        \n",
       "        var org_params = {}\n",
       "        for (var i=0; i<n.length;i++){\n",
       "            var parts = n[i].split(\"=\")\n",
       "            if (parts[0].trim() == \"org_params\"){\n",
       "                var value = parts[1].trim()\n",
       "                var values = value.substring(1,value.length-1).split(\",\");\n",
       "                for (var p in values){\n",
       "                    org_params[values[p].trim()] = true;\n",
       "                }\n",
       "            }\n",
       "        }\n",
       "        var displayParams={}\n",
       "        for (var i = 0; i < n.length; i++){\n",
       "            var parts=n[i].split(\"=\");\n",
       "            var key = parts[0].trim();\n",
       "            var value = parts[1].trim()\n",
       "            if (!key.startsWith(\"nostore_\") && key != \"showchrome\" && key != \"prefix\" && key != \"cell_id\" && key != \"org_params\" && !!!org_params[key]){\n",
       "                displayParams[key] = value.substring(1,value.length-1);\n",
       "            }\n",
       "        }\n",
       "        if(curCell&&curCell.output_area){\n",
       "            curCell._metadata.pixiedust = curCell._metadata.pixiedust || {}\n",
       "            curCell._metadata.pixiedust.displayParams=displayParams\n",
       "            curCell.output_area.outputs=[];\n",
       "            var old_msg_id = curCell.last_msg_id;\n",
       "            if (old_msg_id) {\n",
       "                curCell.kernel.clear_callbacks_for_msg(old_msg_id);\n",
       "            }\n",
       "        }else{\n",
       "            console.log(\"couldn't find the cell\");\n",
       "        }\n",
       "        \n",
       "        $('#wrapperJSee09918b').html(\"\")\n",
       "        getTargetNode().html('<div style=\"width:100px;height:60px;left:47%;position:relative\"><i class=\"fa fa-circle-o-notch fa-spin\" style=\"font-size:48px\"></i></div>'+\n",
       "        '<div style=\"text-align:center\">Loading your data. Please wait...</div>');\n",
       "        startWallToWall = new Date().getTime();\n",
       "        \n",
       "        console.log(\"Running command2\",command);\n",
       "        IPython.notebook.session.kernel.execute(command, callbacks, {silent:true,store_history:false,stop_on_error:true});\n",
       "    }\n",
       "}\n",
       ")\n",
       "            </script>\n",
       "        \n",
       "                </li>\n",
       "              \n",
       "                <li id=\"menuee09918b-scatterPlot\">\n",
       "                  \n",
       "                  <i class=\"fa fa-circle\"></i>\n",
       "                  \n",
       "                  <span>Scatter Plot</span>\n",
       "                  \n",
       "            <script>\n",
       "                $('#menuee09918b-scatterPlot').on('click', \n",
       "\n",
       "\n",
       "function() {\n",
       "    function getTargetNode(){\n",
       "        var n = $('#' + 'wrapperHTMLee09918b');\n",
       "        if (n.length == 0 ){\n",
       "            n = $('#wrapperHTMLee09918b');\n",
       "        }\n",
       "        return n;\n",
       "    }\n",
       "    cellId = typeof cellId === \"undefined\" ? \"\" : cellId;\n",
       "    var curCell=IPython.notebook.get_cells().filter(function(cell){\n",
       "        return cell.cell_id==\"1CC626EF793F476C94ADA82EDD147AD4\".replace(\"cellId\",cellId);\n",
       "    });\n",
       "    curCell=curCell.length>0?curCell[0]:null;\n",
       "    console.log(\"curCell\",curCell);\n",
       "    var startWallToWall;\n",
       "    //Resend the display command\n",
       "    var callbacks = {\n",
       "        shell : {\n",
       "            payload : {\n",
       "                set_next_input : function(payload){\n",
       "                    if (curCell){\n",
       "                        curCell._handle_set_next_input(payload);\n",
       "                    }\n",
       "                }\n",
       "            }\n",
       "        },\n",
       "        iopub:{\n",
       "            output:function(msg){\n",
       "                console.log(\"msg\", msg);\n",
       "                if (false){\n",
       "                    curCell.output_area.clear_output(false, true);\n",
       "                    curCell.output_area.handle_output.apply(curCell.output_area, arguments);\n",
       "                    return;\n",
       "                }\n",
       "                var msg_type=msg.header.msg_type;\n",
       "                var content = msg.content;\n",
       "                var executionTime = $(\"#executionee09918b\");\n",
       "                if(msg_type===\"stream\"){\n",
       "                    getTargetNode().html(content.text);\n",
       "                }else if (msg_type===\"display_data\" || msg_type===\"execute_result\"){\n",
       "                    var html=null;\n",
       "                    if (!!content.data[\"text/html\"]){\n",
       "                        html=content.data[\"text/html\"];\n",
       "                    }else if (!!content.data[\"image/png\"]){\n",
       "                        html=html||\"\";\n",
       "                        html+=\"<img src='data:image/png;base64,\" +content.data[\"image/png\"]+\"'></img>\";\n",
       "                    }\n",
       "                                                    \n",
       "                    if (!!content.data[\"application/javascript\"]){\n",
       "                        try {\n",
       "                            eval(content.data[\"application/javascript\"]);\n",
       "                        } catch(err) {\n",
       "                            curCell.output_area.handle_output.apply(curCell.output_area, arguments);\n",
       "                        }                        \n",
       "                        return;\n",
       "                    }\n",
       "                    \n",
       "                    if (html){\n",
       "                        try{\n",
       "                            getTargetNode().html(html);\n",
       "                        }catch(e){\n",
       "                            console.log(\"Invalid html output\", e, html);\n",
       "                            getTargetNode().html( \"Invalid html output: \" + e.message + \"<pre>\" \n",
       "                                + html.replace(/>/g,'&gt;').replace(/</g,'&lt;').replace(/\"/g,'&quot;') + \"<pre>\");\n",
       "                        }\n",
       "\n",
       "                        if(curCell&&curCell.output_area&&curCell.output_area.outputs){\n",
       "                            setTimeout(function(){\n",
       "                                var data = JSON.parse(JSON.stringify(content.data));\n",
       "                                if(!!data[\"text/html\"])data[\"text/html\"]=html;\n",
       "                                function savedData(data){\n",
       "                                    \n",
       "                                    var markup='<style type=\"text/css\">.pd_warning{display:none;}</style>';\n",
       "                                    markup+='<div class=\"pd_warning\"><em>Hey, there\\'s something awesome here! To see it, open this notebook outside GitHub, in a viewer like Jupyter</em></div>';\n",
       "                                    nodes = $.parseHTML(data[\"text/html\"], null, true);\n",
       "                                    var s = $(nodes).wrap(\"<div>\").parent().find(\".pd_save\").not(\".pd_save .pd_save\")\n",
       "                                    s.each(function(){\n",
       "                                        var found = false;\n",
       "                                        if ( $(this).attr(\"id\") ){\n",
       "                                            var n = $(\"#\" + $(this).attr(\"id\"));\n",
       "                                            if (n.length>0){\n",
       "                                                found=true;\n",
       "                                                n.each(function(){\n",
       "                                                    $(this).addClass(\"is-viewer-good\");\n",
       "                                                });\n",
       "                                                markup+=n.wrap(\"<div>\").parent().html();\n",
       "                                            }\n",
       "                                        }else{\n",
       "                                            $(this).addClass(\"is-viewer-good\");\n",
       "                                        }\n",
       "                                        if (!found){\n",
       "                                            markup+=$(this).parent().html();\n",
       "                                        }\n",
       "                                    });\n",
       "                                    data[\"text/html\"] = markup;\n",
       "                                    return data;\n",
       "                                }\n",
       "                                curCell.output_area.outputs.push({\"data\": savedData(data),\"metadata\":content.metadata,\"output_type\":msg_type});\n",
       "                            },2000);\n",
       "                        }\n",
       "                    }\n",
       "                }else if (msg_type === \"error\") {\n",
       "                    require(['base/js/utils'], function(utils) {\n",
       "                        var tb = content.traceback;\n",
       "                        console.log(\"tb\",tb);\n",
       "                        if (tb && tb.length>0){\n",
       "                            var data = tb.reduce(function(res, frame){return res+frame+'\\\\n';},\"\");\n",
       "                            console.log(\"data\",data);\n",
       "                            data = utils.fixConsole(data);\n",
       "                            data = utils.fixCarriageReturn(data);\n",
       "                            data = utils.autoLinkUrls(data);\n",
       "                            getTargetNode().html(\"<pre>\" + data +\"</pre>\");\n",
       "                        }\n",
       "                    });\n",
       "                }\n",
       "\n",
       "                //Append profiling info\n",
       "                if (executionTime.length > 0 && $(\"#executionee09918b\").length == 0 ){\n",
       "                    getTargetNode().append(executionTime);\n",
       "                }else if (startWallToWall && $(\"#executionee09918b\").length > 0 ){\n",
       "                    $(\"#executionee09918b\").append($(\"<div/>\").text(\"Wall to Wall time: \" + ( (new Date().getTime() - startWallToWall)/1000 ) + \"s\"));\n",
       "                }\n",
       "\n",
       "                if (typeof onDisplayDoneee09918b != \"undefined\"){\n",
       "                    onDisplayDoneee09918b();\n",
       "                }\n",
       "            }\n",
       "        }\n",
       "    }\n",
       "    \n",
       "    if (IPython && IPython.notebook && IPython.notebook.session && IPython.notebook.session.kernel){\n",
       "        var command = \"display(df2,cell_id='1CC626EF793F476C94ADA82EDD147AD4',nostore_pixiedust='true',rowCount='5000',handlerId='scatterPlot',valueFields='FREQMHZ',keyFields='DRIFTHZS',title='Drift Rate v Carrier Frequency',chartsize='57',mpld3='false',nostore_cw='1746',org_params='nostore_pixiedust',nostore_bokeh='false',prefix='ee09918b')\".replace(\"cellId\",cellId);\n",
       "        function addOptions(options, override=true){\n",
       "            function getStringRep(v) {\n",
       "                return \"'\" + v + \"'\";\n",
       "            }\n",
       "            for (var key in (options||{})){\n",
       "                var value = options[key];\n",
       "                var hasValue = value != null && typeof value !== 'undefined' && value !== '';\n",
       "                var replaceValue = hasValue ? (key+\"=\" + getStringRep(value) ) : \"\";\n",
       "                var pattern = (hasValue?\"\":\",\")+\"\\\\s*\" + key + \"\\\\s*=\\\\s*'(\\\\\\\\'|[^'])*'\";\n",
       "                var rpattern=new RegExp(pattern);\n",
       "                var n = command.search(rpattern);\n",
       "                if ( n >= 0 ){\n",
       "                    if (override){\n",
       "                        command = command.replace(rpattern, replaceValue);\n",
       "                    }\n",
       "                }else if (hasValue){\n",
       "                    var n = command.lastIndexOf(\")\");\n",
       "                    command = [command.slice(0, n), (command[n-1]==\"(\"? \"\":\",\") + replaceValue, command.slice(n)].join('')\n",
       "                }        \n",
       "            }\n",
       "        }\n",
       "        if(typeof cellMetadata != \"undefined\" && cellMetadata.displayParams){\n",
       "            addOptions(cellMetadata.displayParams);\n",
       "        }else if (curCell && curCell._metadata.pixiedust ){\n",
       "            addOptions(curCell._metadata.pixiedust.displayParams || {}, ('False'=='True') );\n",
       "        }\n",
       "        addOptions({});\n",
       "        \n",
       "        \n",
       "    \n",
       "\n",
       "        \n",
       "        var pattern = \"\\\\w*\\\\s*=\\\\s*'(\\\\\\\\'|[^'])*'\";\n",
       "        var rpattern=new RegExp(pattern,\"g\");\n",
       "        var n = command.match(rpattern);\n",
       "        \n",
       "        var org_params = {}\n",
       "        for (var i=0; i<n.length;i++){\n",
       "            var parts = n[i].split(\"=\")\n",
       "            if (parts[0].trim() == \"org_params\"){\n",
       "                var value = parts[1].trim()\n",
       "                var values = value.substring(1,value.length-1).split(\",\");\n",
       "                for (var p in values){\n",
       "                    org_params[values[p].trim()] = true;\n",
       "                }\n",
       "            }\n",
       "        }\n",
       "        var displayParams={}\n",
       "        for (var i = 0; i < n.length; i++){\n",
       "            var parts=n[i].split(\"=\");\n",
       "            var key = parts[0].trim();\n",
       "            var value = parts[1].trim()\n",
       "            if (!key.startsWith(\"nostore_\") && key != \"showchrome\" && key != \"prefix\" && key != \"cell_id\" && key != \"org_params\" && !!!org_params[key]){\n",
       "                displayParams[key] = value.substring(1,value.length-1);\n",
       "            }\n",
       "        }\n",
       "        if(curCell&&curCell.output_area){\n",
       "            curCell._metadata.pixiedust = curCell._metadata.pixiedust || {}\n",
       "            curCell._metadata.pixiedust.displayParams=displayParams\n",
       "            curCell.output_area.outputs=[];\n",
       "            var old_msg_id = curCell.last_msg_id;\n",
       "            if (old_msg_id) {\n",
       "                curCell.kernel.clear_callbacks_for_msg(old_msg_id);\n",
       "            }\n",
       "        }else{\n",
       "            console.log(\"couldn't find the cell\");\n",
       "        }\n",
       "        \n",
       "        $('#wrapperJSee09918b').html(\"\")\n",
       "        getTargetNode().html('<div style=\"width:100px;height:60px;left:47%;position:relative\"><i class=\"fa fa-circle-o-notch fa-spin\" style=\"font-size:48px\"></i></div>'+\n",
       "        '<div style=\"text-align:center\">Loading your data. Please wait...</div>');\n",
       "        startWallToWall = new Date().getTime();\n",
       "        \n",
       "        console.log(\"Running command2\",command);\n",
       "        IPython.notebook.session.kernel.execute(command, callbacks, {silent:true,store_history:false,stop_on_error:true});\n",
       "    }\n",
       "}\n",
       ")\n",
       "            </script>\n",
       "        \n",
       "                </li>\n",
       "              \n",
       "                <li id=\"menuee09918b-pieChart\">\n",
       "                  \n",
       "                  <i class=\"fa fa-pie-chart\"></i>\n",
       "                  \n",
       "                  <span>Pie Chart</span>\n",
       "                  \n",
       "            <script>\n",
       "                $('#menuee09918b-pieChart').on('click', \n",
       "\n",
       "\n",
       "function() {\n",
       "    function getTargetNode(){\n",
       "        var n = $('#' + 'wrapperHTMLee09918b');\n",
       "        if (n.length == 0 ){\n",
       "            n = $('#wrapperHTMLee09918b');\n",
       "        }\n",
       "        return n;\n",
       "    }\n",
       "    cellId = typeof cellId === \"undefined\" ? \"\" : cellId;\n",
       "    var curCell=IPython.notebook.get_cells().filter(function(cell){\n",
       "        return cell.cell_id==\"1CC626EF793F476C94ADA82EDD147AD4\".replace(\"cellId\",cellId);\n",
       "    });\n",
       "    curCell=curCell.length>0?curCell[0]:null;\n",
       "    console.log(\"curCell\",curCell);\n",
       "    var startWallToWall;\n",
       "    //Resend the display command\n",
       "    var callbacks = {\n",
       "        shell : {\n",
       "            payload : {\n",
       "                set_next_input : function(payload){\n",
       "                    if (curCell){\n",
       "                        curCell._handle_set_next_input(payload);\n",
       "                    }\n",
       "                }\n",
       "            }\n",
       "        },\n",
       "        iopub:{\n",
       "            output:function(msg){\n",
       "                console.log(\"msg\", msg);\n",
       "                if (false){\n",
       "                    curCell.output_area.clear_output(false, true);\n",
       "                    curCell.output_area.handle_output.apply(curCell.output_area, arguments);\n",
       "                    return;\n",
       "                }\n",
       "                var msg_type=msg.header.msg_type;\n",
       "                var content = msg.content;\n",
       "                var executionTime = $(\"#executionee09918b\");\n",
       "                if(msg_type===\"stream\"){\n",
       "                    getTargetNode().html(content.text);\n",
       "                }else if (msg_type===\"display_data\" || msg_type===\"execute_result\"){\n",
       "                    var html=null;\n",
       "                    if (!!content.data[\"text/html\"]){\n",
       "                        html=content.data[\"text/html\"];\n",
       "                    }else if (!!content.data[\"image/png\"]){\n",
       "                        html=html||\"\";\n",
       "                        html+=\"<img src='data:image/png;base64,\" +content.data[\"image/png\"]+\"'></img>\";\n",
       "                    }\n",
       "                                                    \n",
       "                    if (!!content.data[\"application/javascript\"]){\n",
       "                        try {\n",
       "                            eval(content.data[\"application/javascript\"]);\n",
       "                        } catch(err) {\n",
       "                            curCell.output_area.handle_output.apply(curCell.output_area, arguments);\n",
       "                        }                        \n",
       "                        return;\n",
       "                    }\n",
       "                    \n",
       "                    if (html){\n",
       "                        try{\n",
       "                            getTargetNode().html(html);\n",
       "                        }catch(e){\n",
       "                            console.log(\"Invalid html output\", e, html);\n",
       "                            getTargetNode().html( \"Invalid html output: \" + e.message + \"<pre>\" \n",
       "                                + html.replace(/>/g,'&gt;').replace(/</g,'&lt;').replace(/\"/g,'&quot;') + \"<pre>\");\n",
       "                        }\n",
       "\n",
       "                        if(curCell&&curCell.output_area&&curCell.output_area.outputs){\n",
       "                            setTimeout(function(){\n",
       "                                var data = JSON.parse(JSON.stringify(content.data));\n",
       "                                if(!!data[\"text/html\"])data[\"text/html\"]=html;\n",
       "                                function savedData(data){\n",
       "                                    \n",
       "                                    var markup='<style type=\"text/css\">.pd_warning{display:none;}</style>';\n",
       "                                    markup+='<div class=\"pd_warning\"><em>Hey, there\\'s something awesome here! To see it, open this notebook outside GitHub, in a viewer like Jupyter</em></div>';\n",
       "                                    nodes = $.parseHTML(data[\"text/html\"], null, true);\n",
       "                                    var s = $(nodes).wrap(\"<div>\").parent().find(\".pd_save\").not(\".pd_save .pd_save\")\n",
       "                                    s.each(function(){\n",
       "                                        var found = false;\n",
       "                                        if ( $(this).attr(\"id\") ){\n",
       "                                            var n = $(\"#\" + $(this).attr(\"id\"));\n",
       "                                            if (n.length>0){\n",
       "                                                found=true;\n",
       "                                                n.each(function(){\n",
       "                                                    $(this).addClass(\"is-viewer-good\");\n",
       "                                                });\n",
       "                                                markup+=n.wrap(\"<div>\").parent().html();\n",
       "                                            }\n",
       "                                        }else{\n",
       "                                            $(this).addClass(\"is-viewer-good\");\n",
       "                                        }\n",
       "                                        if (!found){\n",
       "                                            markup+=$(this).parent().html();\n",
       "                                        }\n",
       "                                    });\n",
       "                                    data[\"text/html\"] = markup;\n",
       "                                    return data;\n",
       "                                }\n",
       "                                curCell.output_area.outputs.push({\"data\": savedData(data),\"metadata\":content.metadata,\"output_type\":msg_type});\n",
       "                            },2000);\n",
       "                        }\n",
       "                    }\n",
       "                }else if (msg_type === \"error\") {\n",
       "                    require(['base/js/utils'], function(utils) {\n",
       "                        var tb = content.traceback;\n",
       "                        console.log(\"tb\",tb);\n",
       "                        if (tb && tb.length>0){\n",
       "                            var data = tb.reduce(function(res, frame){return res+frame+'\\\\n';},\"\");\n",
       "                            console.log(\"data\",data);\n",
       "                            data = utils.fixConsole(data);\n",
       "                            data = utils.fixCarriageReturn(data);\n",
       "                            data = utils.autoLinkUrls(data);\n",
       "                            getTargetNode().html(\"<pre>\" + data +\"</pre>\");\n",
       "                        }\n",
       "                    });\n",
       "                }\n",
       "\n",
       "                //Append profiling info\n",
       "                if (executionTime.length > 0 && $(\"#executionee09918b\").length == 0 ){\n",
       "                    getTargetNode().append(executionTime);\n",
       "                }else if (startWallToWall && $(\"#executionee09918b\").length > 0 ){\n",
       "                    $(\"#executionee09918b\").append($(\"<div/>\").text(\"Wall to Wall time: \" + ( (new Date().getTime() - startWallToWall)/1000 ) + \"s\"));\n",
       "                }\n",
       "\n",
       "                if (typeof onDisplayDoneee09918b != \"undefined\"){\n",
       "                    onDisplayDoneee09918b();\n",
       "                }\n",
       "            }\n",
       "        }\n",
       "    }\n",
       "    \n",
       "    if (IPython && IPython.notebook && IPython.notebook.session && IPython.notebook.session.kernel){\n",
       "        var command = \"display(df2,cell_id='1CC626EF793F476C94ADA82EDD147AD4',nostore_pixiedust='true',rowCount='5000',handlerId='pieChart',valueFields='FREQMHZ',keyFields='DRIFTHZS',title='Drift Rate v Carrier Frequency',chartsize='57',mpld3='false',nostore_cw='1746',org_params='nostore_pixiedust',nostore_bokeh='false',prefix='ee09918b')\".replace(\"cellId\",cellId);\n",
       "        function addOptions(options, override=true){\n",
       "            function getStringRep(v) {\n",
       "                return \"'\" + v + \"'\";\n",
       "            }\n",
       "            for (var key in (options||{})){\n",
       "                var value = options[key];\n",
       "                var hasValue = value != null && typeof value !== 'undefined' && value !== '';\n",
       "                var replaceValue = hasValue ? (key+\"=\" + getStringRep(value) ) : \"\";\n",
       "                var pattern = (hasValue?\"\":\",\")+\"\\\\s*\" + key + \"\\\\s*=\\\\s*'(\\\\\\\\'|[^'])*'\";\n",
       "                var rpattern=new RegExp(pattern);\n",
       "                var n = command.search(rpattern);\n",
       "                if ( n >= 0 ){\n",
       "                    if (override){\n",
       "                        command = command.replace(rpattern, replaceValue);\n",
       "                    }\n",
       "                }else if (hasValue){\n",
       "                    var n = command.lastIndexOf(\")\");\n",
       "                    command = [command.slice(0, n), (command[n-1]==\"(\"? \"\":\",\") + replaceValue, command.slice(n)].join('')\n",
       "                }        \n",
       "            }\n",
       "        }\n",
       "        if(typeof cellMetadata != \"undefined\" && cellMetadata.displayParams){\n",
       "            addOptions(cellMetadata.displayParams);\n",
       "        }else if (curCell && curCell._metadata.pixiedust ){\n",
       "            addOptions(curCell._metadata.pixiedust.displayParams || {}, ('False'=='True') );\n",
       "        }\n",
       "        addOptions({});\n",
       "        \n",
       "        \n",
       "    \n",
       "\n",
       "        \n",
       "        var pattern = \"\\\\w*\\\\s*=\\\\s*'(\\\\\\\\'|[^'])*'\";\n",
       "        var rpattern=new RegExp(pattern,\"g\");\n",
       "        var n = command.match(rpattern);\n",
       "        \n",
       "        var org_params = {}\n",
       "        for (var i=0; i<n.length;i++){\n",
       "            var parts = n[i].split(\"=\")\n",
       "            if (parts[0].trim() == \"org_params\"){\n",
       "                var value = parts[1].trim()\n",
       "                var values = value.substring(1,value.length-1).split(\",\");\n",
       "                for (var p in values){\n",
       "                    org_params[values[p].trim()] = true;\n",
       "                }\n",
       "            }\n",
       "        }\n",
       "        var displayParams={}\n",
       "        for (var i = 0; i < n.length; i++){\n",
       "            var parts=n[i].split(\"=\");\n",
       "            var key = parts[0].trim();\n",
       "            var value = parts[1].trim()\n",
       "            if (!key.startsWith(\"nostore_\") && key != \"showchrome\" && key != \"prefix\" && key != \"cell_id\" && key != \"org_params\" && !!!org_params[key]){\n",
       "                displayParams[key] = value.substring(1,value.length-1);\n",
       "            }\n",
       "        }\n",
       "        if(curCell&&curCell.output_area){\n",
       "            curCell._metadata.pixiedust = curCell._metadata.pixiedust || {}\n",
       "            curCell._metadata.pixiedust.displayParams=displayParams\n",
       "            curCell.output_area.outputs=[];\n",
       "            var old_msg_id = curCell.last_msg_id;\n",
       "            if (old_msg_id) {\n",
       "                curCell.kernel.clear_callbacks_for_msg(old_msg_id);\n",
       "            }\n",
       "        }else{\n",
       "            console.log(\"couldn't find the cell\");\n",
       "        }\n",
       "        \n",
       "        $('#wrapperJSee09918b').html(\"\")\n",
       "        getTargetNode().html('<div style=\"width:100px;height:60px;left:47%;position:relative\"><i class=\"fa fa-circle-o-notch fa-spin\" style=\"font-size:48px\"></i></div>'+\n",
       "        '<div style=\"text-align:center\">Loading your data. Please wait...</div>');\n",
       "        startWallToWall = new Date().getTime();\n",
       "        \n",
       "        console.log(\"Running command2\",command);\n",
       "        IPython.notebook.session.kernel.execute(command, callbacks, {silent:true,store_history:false,stop_on_error:true});\n",
       "    }\n",
       "}\n",
       ")\n",
       "            </script>\n",
       "        \n",
       "                </li>\n",
       "              \n",
       "                <li id=\"menuee09918b-mapView\">\n",
       "                  \n",
       "                  <i class=\"fa fa-globe\"></i>\n",
       "                  \n",
       "                  <span>Map</span>\n",
       "                  \n",
       "            <script>\n",
       "                $('#menuee09918b-mapView').on('click', \n",
       "\n",
       "\n",
       "function() {\n",
       "    function getTargetNode(){\n",
       "        var n = $('#' + 'wrapperHTMLee09918b');\n",
       "        if (n.length == 0 ){\n",
       "            n = $('#wrapperHTMLee09918b');\n",
       "        }\n",
       "        return n;\n",
       "    }\n",
       "    cellId = typeof cellId === \"undefined\" ? \"\" : cellId;\n",
       "    var curCell=IPython.notebook.get_cells().filter(function(cell){\n",
       "        return cell.cell_id==\"1CC626EF793F476C94ADA82EDD147AD4\".replace(\"cellId\",cellId);\n",
       "    });\n",
       "    curCell=curCell.length>0?curCell[0]:null;\n",
       "    console.log(\"curCell\",curCell);\n",
       "    var startWallToWall;\n",
       "    //Resend the display command\n",
       "    var callbacks = {\n",
       "        shell : {\n",
       "            payload : {\n",
       "                set_next_input : function(payload){\n",
       "                    if (curCell){\n",
       "                        curCell._handle_set_next_input(payload);\n",
       "                    }\n",
       "                }\n",
       "            }\n",
       "        },\n",
       "        iopub:{\n",
       "            output:function(msg){\n",
       "                console.log(\"msg\", msg);\n",
       "                if (false){\n",
       "                    curCell.output_area.clear_output(false, true);\n",
       "                    curCell.output_area.handle_output.apply(curCell.output_area, arguments);\n",
       "                    return;\n",
       "                }\n",
       "                var msg_type=msg.header.msg_type;\n",
       "                var content = msg.content;\n",
       "                var executionTime = $(\"#executionee09918b\");\n",
       "                if(msg_type===\"stream\"){\n",
       "                    getTargetNode().html(content.text);\n",
       "                }else if (msg_type===\"display_data\" || msg_type===\"execute_result\"){\n",
       "                    var html=null;\n",
       "                    if (!!content.data[\"text/html\"]){\n",
       "                        html=content.data[\"text/html\"];\n",
       "                    }else if (!!content.data[\"image/png\"]){\n",
       "                        html=html||\"\";\n",
       "                        html+=\"<img src='data:image/png;base64,\" +content.data[\"image/png\"]+\"'></img>\";\n",
       "                    }\n",
       "                                                    \n",
       "                    if (!!content.data[\"application/javascript\"]){\n",
       "                        try {\n",
       "                            eval(content.data[\"application/javascript\"]);\n",
       "                        } catch(err) {\n",
       "                            curCell.output_area.handle_output.apply(curCell.output_area, arguments);\n",
       "                        }                        \n",
       "                        return;\n",
       "                    }\n",
       "                    \n",
       "                    if (html){\n",
       "                        try{\n",
       "                            getTargetNode().html(html);\n",
       "                        }catch(e){\n",
       "                            console.log(\"Invalid html output\", e, html);\n",
       "                            getTargetNode().html( \"Invalid html output: \" + e.message + \"<pre>\" \n",
       "                                + html.replace(/>/g,'&gt;').replace(/</g,'&lt;').replace(/\"/g,'&quot;') + \"<pre>\");\n",
       "                        }\n",
       "\n",
       "                        if(curCell&&curCell.output_area&&curCell.output_area.outputs){\n",
       "                            setTimeout(function(){\n",
       "                                var data = JSON.parse(JSON.stringify(content.data));\n",
       "                                if(!!data[\"text/html\"])data[\"text/html\"]=html;\n",
       "                                function savedData(data){\n",
       "                                    \n",
       "                                    var markup='<style type=\"text/css\">.pd_warning{display:none;}</style>';\n",
       "                                    markup+='<div class=\"pd_warning\"><em>Hey, there\\'s something awesome here! To see it, open this notebook outside GitHub, in a viewer like Jupyter</em></div>';\n",
       "                                    nodes = $.parseHTML(data[\"text/html\"], null, true);\n",
       "                                    var s = $(nodes).wrap(\"<div>\").parent().find(\".pd_save\").not(\".pd_save .pd_save\")\n",
       "                                    s.each(function(){\n",
       "                                        var found = false;\n",
       "                                        if ( $(this).attr(\"id\") ){\n",
       "                                            var n = $(\"#\" + $(this).attr(\"id\"));\n",
       "                                            if (n.length>0){\n",
       "                                                found=true;\n",
       "                                                n.each(function(){\n",
       "                                                    $(this).addClass(\"is-viewer-good\");\n",
       "                                                });\n",
       "                                                markup+=n.wrap(\"<div>\").parent().html();\n",
       "                                            }\n",
       "                                        }else{\n",
       "                                            $(this).addClass(\"is-viewer-good\");\n",
       "                                        }\n",
       "                                        if (!found){\n",
       "                                            markup+=$(this).parent().html();\n",
       "                                        }\n",
       "                                    });\n",
       "                                    data[\"text/html\"] = markup;\n",
       "                                    return data;\n",
       "                                }\n",
       "                                curCell.output_area.outputs.push({\"data\": savedData(data),\"metadata\":content.metadata,\"output_type\":msg_type});\n",
       "                            },2000);\n",
       "                        }\n",
       "                    }\n",
       "                }else if (msg_type === \"error\") {\n",
       "                    require(['base/js/utils'], function(utils) {\n",
       "                        var tb = content.traceback;\n",
       "                        console.log(\"tb\",tb);\n",
       "                        if (tb && tb.length>0){\n",
       "                            var data = tb.reduce(function(res, frame){return res+frame+'\\\\n';},\"\");\n",
       "                            console.log(\"data\",data);\n",
       "                            data = utils.fixConsole(data);\n",
       "                            data = utils.fixCarriageReturn(data);\n",
       "                            data = utils.autoLinkUrls(data);\n",
       "                            getTargetNode().html(\"<pre>\" + data +\"</pre>\");\n",
       "                        }\n",
       "                    });\n",
       "                }\n",
       "\n",
       "                //Append profiling info\n",
       "                if (executionTime.length > 0 && $(\"#executionee09918b\").length == 0 ){\n",
       "                    getTargetNode().append(executionTime);\n",
       "                }else if (startWallToWall && $(\"#executionee09918b\").length > 0 ){\n",
       "                    $(\"#executionee09918b\").append($(\"<div/>\").text(\"Wall to Wall time: \" + ( (new Date().getTime() - startWallToWall)/1000 ) + \"s\"));\n",
       "                }\n",
       "\n",
       "                if (typeof onDisplayDoneee09918b != \"undefined\"){\n",
       "                    onDisplayDoneee09918b();\n",
       "                }\n",
       "            }\n",
       "        }\n",
       "    }\n",
       "    \n",
       "    if (IPython && IPython.notebook && IPython.notebook.session && IPython.notebook.session.kernel){\n",
       "        var command = \"display(df2,cell_id='1CC626EF793F476C94ADA82EDD147AD4',nostore_pixiedust='true',rowCount='5000',handlerId='mapView',valueFields='FREQMHZ',keyFields='DRIFTHZS',title='Drift Rate v Carrier Frequency',chartsize='57',mpld3='false',nostore_cw='1746',org_params='nostore_pixiedust',nostore_bokeh='false',prefix='ee09918b')\".replace(\"cellId\",cellId);\n",
       "        function addOptions(options, override=true){\n",
       "            function getStringRep(v) {\n",
       "                return \"'\" + v + \"'\";\n",
       "            }\n",
       "            for (var key in (options||{})){\n",
       "                var value = options[key];\n",
       "                var hasValue = value != null && typeof value !== 'undefined' && value !== '';\n",
       "                var replaceValue = hasValue ? (key+\"=\" + getStringRep(value) ) : \"\";\n",
       "                var pattern = (hasValue?\"\":\",\")+\"\\\\s*\" + key + \"\\\\s*=\\\\s*'(\\\\\\\\'|[^'])*'\";\n",
       "                var rpattern=new RegExp(pattern);\n",
       "                var n = command.search(rpattern);\n",
       "                if ( n >= 0 ){\n",
       "                    if (override){\n",
       "                        command = command.replace(rpattern, replaceValue);\n",
       "                    }\n",
       "                }else if (hasValue){\n",
       "                    var n = command.lastIndexOf(\")\");\n",
       "                    command = [command.slice(0, n), (command[n-1]==\"(\"? \"\":\",\") + replaceValue, command.slice(n)].join('')\n",
       "                }        \n",
       "            }\n",
       "        }\n",
       "        if(typeof cellMetadata != \"undefined\" && cellMetadata.displayParams){\n",
       "            addOptions(cellMetadata.displayParams);\n",
       "        }else if (curCell && curCell._metadata.pixiedust ){\n",
       "            addOptions(curCell._metadata.pixiedust.displayParams || {}, ('False'=='True') );\n",
       "        }\n",
       "        addOptions({});\n",
       "        \n",
       "        \n",
       "    \n",
       "\n",
       "        \n",
       "        var pattern = \"\\\\w*\\\\s*=\\\\s*'(\\\\\\\\'|[^'])*'\";\n",
       "        var rpattern=new RegExp(pattern,\"g\");\n",
       "        var n = command.match(rpattern);\n",
       "        \n",
       "        var org_params = {}\n",
       "        for (var i=0; i<n.length;i++){\n",
       "            var parts = n[i].split(\"=\")\n",
       "            if (parts[0].trim() == \"org_params\"){\n",
       "                var value = parts[1].trim()\n",
       "                var values = value.substring(1,value.length-1).split(\",\");\n",
       "                for (var p in values){\n",
       "                    org_params[values[p].trim()] = true;\n",
       "                }\n",
       "            }\n",
       "        }\n",
       "        var displayParams={}\n",
       "        for (var i = 0; i < n.length; i++){\n",
       "            var parts=n[i].split(\"=\");\n",
       "            var key = parts[0].trim();\n",
       "            var value = parts[1].trim()\n",
       "            if (!key.startsWith(\"nostore_\") && key != \"showchrome\" && key != \"prefix\" && key != \"cell_id\" && key != \"org_params\" && !!!org_params[key]){\n",
       "                displayParams[key] = value.substring(1,value.length-1);\n",
       "            }\n",
       "        }\n",
       "        if(curCell&&curCell.output_area){\n",
       "            curCell._metadata.pixiedust = curCell._metadata.pixiedust || {}\n",
       "            curCell._metadata.pixiedust.displayParams=displayParams\n",
       "            curCell.output_area.outputs=[];\n",
       "            var old_msg_id = curCell.last_msg_id;\n",
       "            if (old_msg_id) {\n",
       "                curCell.kernel.clear_callbacks_for_msg(old_msg_id);\n",
       "            }\n",
       "        }else{\n",
       "            console.log(\"couldn't find the cell\");\n",
       "        }\n",
       "        \n",
       "        $('#wrapperJSee09918b').html(\"\")\n",
       "        getTargetNode().html('<div style=\"width:100px;height:60px;left:47%;position:relative\"><i class=\"fa fa-circle-o-notch fa-spin\" style=\"font-size:48px\"></i></div>'+\n",
       "        '<div style=\"text-align:center\">Loading your data. Please wait...</div>');\n",
       "        startWallToWall = new Date().getTime();\n",
       "        \n",
       "        console.log(\"Running command2\",command);\n",
       "        IPython.notebook.session.kernel.execute(command, callbacks, {silent:true,store_history:false,stop_on_error:true});\n",
       "    }\n",
       "}\n",
       ")\n",
       "            </script>\n",
       "        \n",
       "                </li>\n",
       "              \n",
       "                <li id=\"menuee09918b-histogram\">\n",
       "                  \n",
       "                  <i class=\"fa fa-table\"></i>\n",
       "                  \n",
       "                  <span>Histogram</span>\n",
       "                  \n",
       "            <script>\n",
       "                $('#menuee09918b-histogram').on('click', \n",
       "\n",
       "\n",
       "function() {\n",
       "    function getTargetNode(){\n",
       "        var n = $('#' + 'wrapperHTMLee09918b');\n",
       "        if (n.length == 0 ){\n",
       "            n = $('#wrapperHTMLee09918b');\n",
       "        }\n",
       "        return n;\n",
       "    }\n",
       "    cellId = typeof cellId === \"undefined\" ? \"\" : cellId;\n",
       "    var curCell=IPython.notebook.get_cells().filter(function(cell){\n",
       "        return cell.cell_id==\"1CC626EF793F476C94ADA82EDD147AD4\".replace(\"cellId\",cellId);\n",
       "    });\n",
       "    curCell=curCell.length>0?curCell[0]:null;\n",
       "    console.log(\"curCell\",curCell);\n",
       "    var startWallToWall;\n",
       "    //Resend the display command\n",
       "    var callbacks = {\n",
       "        shell : {\n",
       "            payload : {\n",
       "                set_next_input : function(payload){\n",
       "                    if (curCell){\n",
       "                        curCell._handle_set_next_input(payload);\n",
       "                    }\n",
       "                }\n",
       "            }\n",
       "        },\n",
       "        iopub:{\n",
       "            output:function(msg){\n",
       "                console.log(\"msg\", msg);\n",
       "                if (false){\n",
       "                    curCell.output_area.clear_output(false, true);\n",
       "                    curCell.output_area.handle_output.apply(curCell.output_area, arguments);\n",
       "                    return;\n",
       "                }\n",
       "                var msg_type=msg.header.msg_type;\n",
       "                var content = msg.content;\n",
       "                var executionTime = $(\"#executionee09918b\");\n",
       "                if(msg_type===\"stream\"){\n",
       "                    getTargetNode().html(content.text);\n",
       "                }else if (msg_type===\"display_data\" || msg_type===\"execute_result\"){\n",
       "                    var html=null;\n",
       "                    if (!!content.data[\"text/html\"]){\n",
       "                        html=content.data[\"text/html\"];\n",
       "                    }else if (!!content.data[\"image/png\"]){\n",
       "                        html=html||\"\";\n",
       "                        html+=\"<img src='data:image/png;base64,\" +content.data[\"image/png\"]+\"'></img>\";\n",
       "                    }\n",
       "                                                    \n",
       "                    if (!!content.data[\"application/javascript\"]){\n",
       "                        try {\n",
       "                            eval(content.data[\"application/javascript\"]);\n",
       "                        } catch(err) {\n",
       "                            curCell.output_area.handle_output.apply(curCell.output_area, arguments);\n",
       "                        }                        \n",
       "                        return;\n",
       "                    }\n",
       "                    \n",
       "                    if (html){\n",
       "                        try{\n",
       "                            getTargetNode().html(html);\n",
       "                        }catch(e){\n",
       "                            console.log(\"Invalid html output\", e, html);\n",
       "                            getTargetNode().html( \"Invalid html output: \" + e.message + \"<pre>\" \n",
       "                                + html.replace(/>/g,'&gt;').replace(/</g,'&lt;').replace(/\"/g,'&quot;') + \"<pre>\");\n",
       "                        }\n",
       "\n",
       "                        if(curCell&&curCell.output_area&&curCell.output_area.outputs){\n",
       "                            setTimeout(function(){\n",
       "                                var data = JSON.parse(JSON.stringify(content.data));\n",
       "                                if(!!data[\"text/html\"])data[\"text/html\"]=html;\n",
       "                                function savedData(data){\n",
       "                                    \n",
       "                                    var markup='<style type=\"text/css\">.pd_warning{display:none;}</style>';\n",
       "                                    markup+='<div class=\"pd_warning\"><em>Hey, there\\'s something awesome here! To see it, open this notebook outside GitHub, in a viewer like Jupyter</em></div>';\n",
       "                                    nodes = $.parseHTML(data[\"text/html\"], null, true);\n",
       "                                    var s = $(nodes).wrap(\"<div>\").parent().find(\".pd_save\").not(\".pd_save .pd_save\")\n",
       "                                    s.each(function(){\n",
       "                                        var found = false;\n",
       "                                        if ( $(this).attr(\"id\") ){\n",
       "                                            var n = $(\"#\" + $(this).attr(\"id\"));\n",
       "                                            if (n.length>0){\n",
       "                                                found=true;\n",
       "                                                n.each(function(){\n",
       "                                                    $(this).addClass(\"is-viewer-good\");\n",
       "                                                });\n",
       "                                                markup+=n.wrap(\"<div>\").parent().html();\n",
       "                                            }\n",
       "                                        }else{\n",
       "                                            $(this).addClass(\"is-viewer-good\");\n",
       "                                        }\n",
       "                                        if (!found){\n",
       "                                            markup+=$(this).parent().html();\n",
       "                                        }\n",
       "                                    });\n",
       "                                    data[\"text/html\"] = markup;\n",
       "                                    return data;\n",
       "                                }\n",
       "                                curCell.output_area.outputs.push({\"data\": savedData(data),\"metadata\":content.metadata,\"output_type\":msg_type});\n",
       "                            },2000);\n",
       "                        }\n",
       "                    }\n",
       "                }else if (msg_type === \"error\") {\n",
       "                    require(['base/js/utils'], function(utils) {\n",
       "                        var tb = content.traceback;\n",
       "                        console.log(\"tb\",tb);\n",
       "                        if (tb && tb.length>0){\n",
       "                            var data = tb.reduce(function(res, frame){return res+frame+'\\\\n';},\"\");\n",
       "                            console.log(\"data\",data);\n",
       "                            data = utils.fixConsole(data);\n",
       "                            data = utils.fixCarriageReturn(data);\n",
       "                            data = utils.autoLinkUrls(data);\n",
       "                            getTargetNode().html(\"<pre>\" + data +\"</pre>\");\n",
       "                        }\n",
       "                    });\n",
       "                }\n",
       "\n",
       "                //Append profiling info\n",
       "                if (executionTime.length > 0 && $(\"#executionee09918b\").length == 0 ){\n",
       "                    getTargetNode().append(executionTime);\n",
       "                }else if (startWallToWall && $(\"#executionee09918b\").length > 0 ){\n",
       "                    $(\"#executionee09918b\").append($(\"<div/>\").text(\"Wall to Wall time: \" + ( (new Date().getTime() - startWallToWall)/1000 ) + \"s\"));\n",
       "                }\n",
       "\n",
       "                if (typeof onDisplayDoneee09918b != \"undefined\"){\n",
       "                    onDisplayDoneee09918b();\n",
       "                }\n",
       "            }\n",
       "        }\n",
       "    }\n",
       "    \n",
       "    if (IPython && IPython.notebook && IPython.notebook.session && IPython.notebook.session.kernel){\n",
       "        var command = \"display(df2,cell_id='1CC626EF793F476C94ADA82EDD147AD4',nostore_pixiedust='true',rowCount='5000',handlerId='histogram',valueFields='FREQMHZ',keyFields='DRIFTHZS',title='Drift Rate v Carrier Frequency',chartsize='57',mpld3='false',nostore_cw='1746',org_params='nostore_pixiedust',nostore_bokeh='false',prefix='ee09918b')\".replace(\"cellId\",cellId);\n",
       "        function addOptions(options, override=true){\n",
       "            function getStringRep(v) {\n",
       "                return \"'\" + v + \"'\";\n",
       "            }\n",
       "            for (var key in (options||{})){\n",
       "                var value = options[key];\n",
       "                var hasValue = value != null && typeof value !== 'undefined' && value !== '';\n",
       "                var replaceValue = hasValue ? (key+\"=\" + getStringRep(value) ) : \"\";\n",
       "                var pattern = (hasValue?\"\":\",\")+\"\\\\s*\" + key + \"\\\\s*=\\\\s*'(\\\\\\\\'|[^'])*'\";\n",
       "                var rpattern=new RegExp(pattern);\n",
       "                var n = command.search(rpattern);\n",
       "                if ( n >= 0 ){\n",
       "                    if (override){\n",
       "                        command = command.replace(rpattern, replaceValue);\n",
       "                    }\n",
       "                }else if (hasValue){\n",
       "                    var n = command.lastIndexOf(\")\");\n",
       "                    command = [command.slice(0, n), (command[n-1]==\"(\"? \"\":\",\") + replaceValue, command.slice(n)].join('')\n",
       "                }        \n",
       "            }\n",
       "        }\n",
       "        if(typeof cellMetadata != \"undefined\" && cellMetadata.displayParams){\n",
       "            addOptions(cellMetadata.displayParams);\n",
       "        }else if (curCell && curCell._metadata.pixiedust ){\n",
       "            addOptions(curCell._metadata.pixiedust.displayParams || {}, ('False'=='True') );\n",
       "        }\n",
       "        addOptions({});\n",
       "        \n",
       "        \n",
       "    \n",
       "\n",
       "        \n",
       "        var pattern = \"\\\\w*\\\\s*=\\\\s*'(\\\\\\\\'|[^'])*'\";\n",
       "        var rpattern=new RegExp(pattern,\"g\");\n",
       "        var n = command.match(rpattern);\n",
       "        \n",
       "        var org_params = {}\n",
       "        for (var i=0; i<n.length;i++){\n",
       "            var parts = n[i].split(\"=\")\n",
       "            if (parts[0].trim() == \"org_params\"){\n",
       "                var value = parts[1].trim()\n",
       "                var values = value.substring(1,value.length-1).split(\",\");\n",
       "                for (var p in values){\n",
       "                    org_params[values[p].trim()] = true;\n",
       "                }\n",
       "            }\n",
       "        }\n",
       "        var displayParams={}\n",
       "        for (var i = 0; i < n.length; i++){\n",
       "            var parts=n[i].split(\"=\");\n",
       "            var key = parts[0].trim();\n",
       "            var value = parts[1].trim()\n",
       "            if (!key.startsWith(\"nostore_\") && key != \"showchrome\" && key != \"prefix\" && key != \"cell_id\" && key != \"org_params\" && !!!org_params[key]){\n",
       "                displayParams[key] = value.substring(1,value.length-1);\n",
       "            }\n",
       "        }\n",
       "        if(curCell&&curCell.output_area){\n",
       "            curCell._metadata.pixiedust = curCell._metadata.pixiedust || {}\n",
       "            curCell._metadata.pixiedust.displayParams=displayParams\n",
       "            curCell.output_area.outputs=[];\n",
       "            var old_msg_id = curCell.last_msg_id;\n",
       "            if (old_msg_id) {\n",
       "                curCell.kernel.clear_callbacks_for_msg(old_msg_id);\n",
       "            }\n",
       "        }else{\n",
       "            console.log(\"couldn't find the cell\");\n",
       "        }\n",
       "        \n",
       "        $('#wrapperJSee09918b').html(\"\")\n",
       "        getTargetNode().html('<div style=\"width:100px;height:60px;left:47%;position:relative\"><i class=\"fa fa-circle-o-notch fa-spin\" style=\"font-size:48px\"></i></div>'+\n",
       "        '<div style=\"text-align:center\">Loading your data. Please wait...</div>');\n",
       "        startWallToWall = new Date().getTime();\n",
       "        \n",
       "        console.log(\"Running command2\",command);\n",
       "        IPython.notebook.session.kernel.execute(command, callbacks, {silent:true,store_history:false,stop_on_error:true});\n",
       "    }\n",
       "}\n",
       ")\n",
       "            </script>\n",
       "        \n",
       "                </li>\n",
       "              \n",
       "              </ul>\n",
       "            </div>\n",
       "          </div>\n",
       "        \n",
       "      \n",
       "        \n",
       "      \n",
       "        \n",
       "      \n",
       "        \n",
       "          <div class=\"btn-group btn-small display-type-button\">\n",
       "            \n",
       "            <a class=\"btn btn-small dropdown-toggle btn-default\" data-toggle=\"dropdown\" title=\"Stash dataset\">\n",
       "              \n",
       "              <i class=\"fa fa-cloud-download\"></i>\n",
       "              \n",
       "              <i class=\"fa fa-chevron-down\"></i>\n",
       "            </a>\n",
       "            <div class=\"dropdown-menu\" role=\"menu\" style=\"white-space:nowrap\">\n",
       "              <ul>\n",
       "              \n",
       "                <li id=\"menuee09918b-downloadFile\">\n",
       "                  \n",
       "                  <i class=\"fa fa-download\"></i>\n",
       "                  \n",
       "                  <span>Download as File</span>\n",
       "                  \n",
       "            <script>\n",
       "                $('#menuee09918b-downloadFile').on('click', \n",
       "\n",
       "\n",
       "function() {\n",
       "    function getTargetNode(){\n",
       "        var n = $('#' + 'wrapperHTMLee09918b');\n",
       "        if (n.length == 0 ){\n",
       "            n = $('#wrapperHTMLee09918b');\n",
       "        }\n",
       "        return n;\n",
       "    }\n",
       "    cellId = typeof cellId === \"undefined\" ? \"\" : cellId;\n",
       "    var curCell=IPython.notebook.get_cells().filter(function(cell){\n",
       "        return cell.cell_id==\"1CC626EF793F476C94ADA82EDD147AD4\".replace(\"cellId\",cellId);\n",
       "    });\n",
       "    curCell=curCell.length>0?curCell[0]:null;\n",
       "    console.log(\"curCell\",curCell);\n",
       "    var startWallToWall;\n",
       "    //Resend the display command\n",
       "    var callbacks = {\n",
       "        shell : {\n",
       "            payload : {\n",
       "                set_next_input : function(payload){\n",
       "                    if (curCell){\n",
       "                        curCell._handle_set_next_input(payload);\n",
       "                    }\n",
       "                }\n",
       "            }\n",
       "        },\n",
       "        iopub:{\n",
       "            output:function(msg){\n",
       "                console.log(\"msg\", msg);\n",
       "                if (false){\n",
       "                    curCell.output_area.clear_output(false, true);\n",
       "                    curCell.output_area.handle_output.apply(curCell.output_area, arguments);\n",
       "                    return;\n",
       "                }\n",
       "                var msg_type=msg.header.msg_type;\n",
       "                var content = msg.content;\n",
       "                var executionTime = $(\"#executionee09918b\");\n",
       "                if(msg_type===\"stream\"){\n",
       "                    getTargetNode().html(content.text);\n",
       "                }else if (msg_type===\"display_data\" || msg_type===\"execute_result\"){\n",
       "                    var html=null;\n",
       "                    if (!!content.data[\"text/html\"]){\n",
       "                        html=content.data[\"text/html\"];\n",
       "                    }else if (!!content.data[\"image/png\"]){\n",
       "                        html=html||\"\";\n",
       "                        html+=\"<img src='data:image/png;base64,\" +content.data[\"image/png\"]+\"'></img>\";\n",
       "                    }\n",
       "                                                    \n",
       "                    if (!!content.data[\"application/javascript\"]){\n",
       "                        try {\n",
       "                            eval(content.data[\"application/javascript\"]);\n",
       "                        } catch(err) {\n",
       "                            curCell.output_area.handle_output.apply(curCell.output_area, arguments);\n",
       "                        }                        \n",
       "                        return;\n",
       "                    }\n",
       "                    \n",
       "                    if (html){\n",
       "                        try{\n",
       "                            getTargetNode().html(html);\n",
       "                        }catch(e){\n",
       "                            console.log(\"Invalid html output\", e, html);\n",
       "                            getTargetNode().html( \"Invalid html output: \" + e.message + \"<pre>\" \n",
       "                                + html.replace(/>/g,'&gt;').replace(/</g,'&lt;').replace(/\"/g,'&quot;') + \"<pre>\");\n",
       "                        }\n",
       "\n",
       "                        if(curCell&&curCell.output_area&&curCell.output_area.outputs){\n",
       "                            setTimeout(function(){\n",
       "                                var data = JSON.parse(JSON.stringify(content.data));\n",
       "                                if(!!data[\"text/html\"])data[\"text/html\"]=html;\n",
       "                                function savedData(data){\n",
       "                                    \n",
       "                                    var markup='<style type=\"text/css\">.pd_warning{display:none;}</style>';\n",
       "                                    markup+='<div class=\"pd_warning\"><em>Hey, there\\'s something awesome here! To see it, open this notebook outside GitHub, in a viewer like Jupyter</em></div>';\n",
       "                                    nodes = $.parseHTML(data[\"text/html\"], null, true);\n",
       "                                    var s = $(nodes).wrap(\"<div>\").parent().find(\".pd_save\").not(\".pd_save .pd_save\")\n",
       "                                    s.each(function(){\n",
       "                                        var found = false;\n",
       "                                        if ( $(this).attr(\"id\") ){\n",
       "                                            var n = $(\"#\" + $(this).attr(\"id\"));\n",
       "                                            if (n.length>0){\n",
       "                                                found=true;\n",
       "                                                n.each(function(){\n",
       "                                                    $(this).addClass(\"is-viewer-good\");\n",
       "                                                });\n",
       "                                                markup+=n.wrap(\"<div>\").parent().html();\n",
       "                                            }\n",
       "                                        }else{\n",
       "                                            $(this).addClass(\"is-viewer-good\");\n",
       "                                        }\n",
       "                                        if (!found){\n",
       "                                            markup+=$(this).parent().html();\n",
       "                                        }\n",
       "                                    });\n",
       "                                    data[\"text/html\"] = markup;\n",
       "                                    return data;\n",
       "                                }\n",
       "                                curCell.output_area.outputs.push({\"data\": savedData(data),\"metadata\":content.metadata,\"output_type\":msg_type});\n",
       "                            },2000);\n",
       "                        }\n",
       "                    }\n",
       "                }else if (msg_type === \"error\") {\n",
       "                    require(['base/js/utils'], function(utils) {\n",
       "                        var tb = content.traceback;\n",
       "                        console.log(\"tb\",tb);\n",
       "                        if (tb && tb.length>0){\n",
       "                            var data = tb.reduce(function(res, frame){return res+frame+'\\\\n';},\"\");\n",
       "                            console.log(\"data\",data);\n",
       "                            data = utils.fixConsole(data);\n",
       "                            data = utils.fixCarriageReturn(data);\n",
       "                            data = utils.autoLinkUrls(data);\n",
       "                            getTargetNode().html(\"<pre>\" + data +\"</pre>\");\n",
       "                        }\n",
       "                    });\n",
       "                }\n",
       "\n",
       "                //Append profiling info\n",
       "                if (executionTime.length > 0 && $(\"#executionee09918b\").length == 0 ){\n",
       "                    getTargetNode().append(executionTime);\n",
       "                }else if (startWallToWall && $(\"#executionee09918b\").length > 0 ){\n",
       "                    $(\"#executionee09918b\").append($(\"<div/>\").text(\"Wall to Wall time: \" + ( (new Date().getTime() - startWallToWall)/1000 ) + \"s\"));\n",
       "                }\n",
       "\n",
       "                if (typeof onDisplayDoneee09918b != \"undefined\"){\n",
       "                    onDisplayDoneee09918b();\n",
       "                }\n",
       "            }\n",
       "        }\n",
       "    }\n",
       "    \n",
       "    if (IPython && IPython.notebook && IPython.notebook.session && IPython.notebook.session.kernel){\n",
       "        var command = \"display(df2,cell_id='1CC626EF793F476C94ADA82EDD147AD4',nostore_pixiedust='true',rowCount='5000',handlerId='downloadFile',valueFields='FREQMHZ',keyFields='DRIFTHZS',title='Drift Rate v Carrier Frequency',chartsize='57',mpld3='false',nostore_cw='1746',org_params='nostore_pixiedust',nostore_bokeh='false',prefix='ee09918b')\".replace(\"cellId\",cellId);\n",
       "        function addOptions(options, override=true){\n",
       "            function getStringRep(v) {\n",
       "                return \"'\" + v + \"'\";\n",
       "            }\n",
       "            for (var key in (options||{})){\n",
       "                var value = options[key];\n",
       "                var hasValue = value != null && typeof value !== 'undefined' && value !== '';\n",
       "                var replaceValue = hasValue ? (key+\"=\" + getStringRep(value) ) : \"\";\n",
       "                var pattern = (hasValue?\"\":\",\")+\"\\\\s*\" + key + \"\\\\s*=\\\\s*'(\\\\\\\\'|[^'])*'\";\n",
       "                var rpattern=new RegExp(pattern);\n",
       "                var n = command.search(rpattern);\n",
       "                if ( n >= 0 ){\n",
       "                    if (override){\n",
       "                        command = command.replace(rpattern, replaceValue);\n",
       "                    }\n",
       "                }else if (hasValue){\n",
       "                    var n = command.lastIndexOf(\")\");\n",
       "                    command = [command.slice(0, n), (command[n-1]==\"(\"? \"\":\",\") + replaceValue, command.slice(n)].join('')\n",
       "                }        \n",
       "            }\n",
       "        }\n",
       "        if(typeof cellMetadata != \"undefined\" && cellMetadata.displayParams){\n",
       "            addOptions(cellMetadata.displayParams);\n",
       "        }else if (curCell && curCell._metadata.pixiedust ){\n",
       "            addOptions(curCell._metadata.pixiedust.displayParams || {}, ('False'=='True') );\n",
       "        }\n",
       "        addOptions({});\n",
       "        \n",
       "        \n",
       "    \n",
       "\n",
       "        \n",
       "        var pattern = \"\\\\w*\\\\s*=\\\\s*'(\\\\\\\\'|[^'])*'\";\n",
       "        var rpattern=new RegExp(pattern,\"g\");\n",
       "        var n = command.match(rpattern);\n",
       "        \n",
       "        var org_params = {}\n",
       "        for (var i=0; i<n.length;i++){\n",
       "            var parts = n[i].split(\"=\")\n",
       "            if (parts[0].trim() == \"org_params\"){\n",
       "                var value = parts[1].trim()\n",
       "                var values = value.substring(1,value.length-1).split(\",\");\n",
       "                for (var p in values){\n",
       "                    org_params[values[p].trim()] = true;\n",
       "                }\n",
       "            }\n",
       "        }\n",
       "        var displayParams={}\n",
       "        for (var i = 0; i < n.length; i++){\n",
       "            var parts=n[i].split(\"=\");\n",
       "            var key = parts[0].trim();\n",
       "            var value = parts[1].trim()\n",
       "            if (!key.startsWith(\"nostore_\") && key != \"showchrome\" && key != \"prefix\" && key != \"cell_id\" && key != \"org_params\" && !!!org_params[key]){\n",
       "                displayParams[key] = value.substring(1,value.length-1);\n",
       "            }\n",
       "        }\n",
       "        if(curCell&&curCell.output_area){\n",
       "            curCell._metadata.pixiedust = curCell._metadata.pixiedust || {}\n",
       "            curCell._metadata.pixiedust.displayParams=displayParams\n",
       "            curCell.output_area.outputs=[];\n",
       "            var old_msg_id = curCell.last_msg_id;\n",
       "            if (old_msg_id) {\n",
       "                curCell.kernel.clear_callbacks_for_msg(old_msg_id);\n",
       "            }\n",
       "        }else{\n",
       "            console.log(\"couldn't find the cell\");\n",
       "        }\n",
       "        \n",
       "        $('#wrapperJSee09918b').html(\"\")\n",
       "        getTargetNode().html('<div style=\"width:100px;height:60px;left:47%;position:relative\"><i class=\"fa fa-circle-o-notch fa-spin\" style=\"font-size:48px\"></i></div>'+\n",
       "        '<div style=\"text-align:center\">Loading your data. Please wait...</div>');\n",
       "        startWallToWall = new Date().getTime();\n",
       "        \n",
       "        console.log(\"Running command2\",command);\n",
       "        IPython.notebook.session.kernel.execute(command, callbacks, {silent:true,store_history:false,stop_on_error:true});\n",
       "    }\n",
       "}\n",
       ")\n",
       "            </script>\n",
       "        \n",
       "                </li>\n",
       "              \n",
       "                <li id=\"menuee09918b-stashCloudant\">\n",
       "                  \n",
       "                  <i class=\"fa fa-cloud\"></i>\n",
       "                  \n",
       "                  <span>Stash to Cloudant</span>\n",
       "                  \n",
       "            <script>\n",
       "                $('#menuee09918b-stashCloudant').on('click', \n",
       "\n",
       "\n",
       "function() {\n",
       "    function getTargetNode(){\n",
       "        var n = $('#' + 'wrapperHTMLee09918b');\n",
       "        if (n.length == 0 ){\n",
       "            n = $('#wrapperHTMLee09918b');\n",
       "        }\n",
       "        return n;\n",
       "    }\n",
       "    cellId = typeof cellId === \"undefined\" ? \"\" : cellId;\n",
       "    var curCell=IPython.notebook.get_cells().filter(function(cell){\n",
       "        return cell.cell_id==\"1CC626EF793F476C94ADA82EDD147AD4\".replace(\"cellId\",cellId);\n",
       "    });\n",
       "    curCell=curCell.length>0?curCell[0]:null;\n",
       "    console.log(\"curCell\",curCell);\n",
       "    var startWallToWall;\n",
       "    //Resend the display command\n",
       "    var callbacks = {\n",
       "        shell : {\n",
       "            payload : {\n",
       "                set_next_input : function(payload){\n",
       "                    if (curCell){\n",
       "                        curCell._handle_set_next_input(payload);\n",
       "                    }\n",
       "                }\n",
       "            }\n",
       "        },\n",
       "        iopub:{\n",
       "            output:function(msg){\n",
       "                console.log(\"msg\", msg);\n",
       "                if (false){\n",
       "                    curCell.output_area.clear_output(false, true);\n",
       "                    curCell.output_area.handle_output.apply(curCell.output_area, arguments);\n",
       "                    return;\n",
       "                }\n",
       "                var msg_type=msg.header.msg_type;\n",
       "                var content = msg.content;\n",
       "                var executionTime = $(\"#executionee09918b\");\n",
       "                if(msg_type===\"stream\"){\n",
       "                    getTargetNode().html(content.text);\n",
       "                }else if (msg_type===\"display_data\" || msg_type===\"execute_result\"){\n",
       "                    var html=null;\n",
       "                    if (!!content.data[\"text/html\"]){\n",
       "                        html=content.data[\"text/html\"];\n",
       "                    }else if (!!content.data[\"image/png\"]){\n",
       "                        html=html||\"\";\n",
       "                        html+=\"<img src='data:image/png;base64,\" +content.data[\"image/png\"]+\"'></img>\";\n",
       "                    }\n",
       "                                                    \n",
       "                    if (!!content.data[\"application/javascript\"]){\n",
       "                        try {\n",
       "                            eval(content.data[\"application/javascript\"]);\n",
       "                        } catch(err) {\n",
       "                            curCell.output_area.handle_output.apply(curCell.output_area, arguments);\n",
       "                        }                        \n",
       "                        return;\n",
       "                    }\n",
       "                    \n",
       "                    if (html){\n",
       "                        try{\n",
       "                            getTargetNode().html(html);\n",
       "                        }catch(e){\n",
       "                            console.log(\"Invalid html output\", e, html);\n",
       "                            getTargetNode().html( \"Invalid html output: \" + e.message + \"<pre>\" \n",
       "                                + html.replace(/>/g,'&gt;').replace(/</g,'&lt;').replace(/\"/g,'&quot;') + \"<pre>\");\n",
       "                        }\n",
       "\n",
       "                        if(curCell&&curCell.output_area&&curCell.output_area.outputs){\n",
       "                            setTimeout(function(){\n",
       "                                var data = JSON.parse(JSON.stringify(content.data));\n",
       "                                if(!!data[\"text/html\"])data[\"text/html\"]=html;\n",
       "                                function savedData(data){\n",
       "                                    \n",
       "                                    var markup='<style type=\"text/css\">.pd_warning{display:none;}</style>';\n",
       "                                    markup+='<div class=\"pd_warning\"><em>Hey, there\\'s something awesome here! To see it, open this notebook outside GitHub, in a viewer like Jupyter</em></div>';\n",
       "                                    nodes = $.parseHTML(data[\"text/html\"], null, true);\n",
       "                                    var s = $(nodes).wrap(\"<div>\").parent().find(\".pd_save\").not(\".pd_save .pd_save\")\n",
       "                                    s.each(function(){\n",
       "                                        var found = false;\n",
       "                                        if ( $(this).attr(\"id\") ){\n",
       "                                            var n = $(\"#\" + $(this).attr(\"id\"));\n",
       "                                            if (n.length>0){\n",
       "                                                found=true;\n",
       "                                                n.each(function(){\n",
       "                                                    $(this).addClass(\"is-viewer-good\");\n",
       "                                                });\n",
       "                                                markup+=n.wrap(\"<div>\").parent().html();\n",
       "                                            }\n",
       "                                        }else{\n",
       "                                            $(this).addClass(\"is-viewer-good\");\n",
       "                                        }\n",
       "                                        if (!found){\n",
       "                                            markup+=$(this).parent().html();\n",
       "                                        }\n",
       "                                    });\n",
       "                                    data[\"text/html\"] = markup;\n",
       "                                    return data;\n",
       "                                }\n",
       "                                curCell.output_area.outputs.push({\"data\": savedData(data),\"metadata\":content.metadata,\"output_type\":msg_type});\n",
       "                            },2000);\n",
       "                        }\n",
       "                    }\n",
       "                }else if (msg_type === \"error\") {\n",
       "                    require(['base/js/utils'], function(utils) {\n",
       "                        var tb = content.traceback;\n",
       "                        console.log(\"tb\",tb);\n",
       "                        if (tb && tb.length>0){\n",
       "                            var data = tb.reduce(function(res, frame){return res+frame+'\\\\n';},\"\");\n",
       "                            console.log(\"data\",data);\n",
       "                            data = utils.fixConsole(data);\n",
       "                            data = utils.fixCarriageReturn(data);\n",
       "                            data = utils.autoLinkUrls(data);\n",
       "                            getTargetNode().html(\"<pre>\" + data +\"</pre>\");\n",
       "                        }\n",
       "                    });\n",
       "                }\n",
       "\n",
       "                //Append profiling info\n",
       "                if (executionTime.length > 0 && $(\"#executionee09918b\").length == 0 ){\n",
       "                    getTargetNode().append(executionTime);\n",
       "                }else if (startWallToWall && $(\"#executionee09918b\").length > 0 ){\n",
       "                    $(\"#executionee09918b\").append($(\"<div/>\").text(\"Wall to Wall time: \" + ( (new Date().getTime() - startWallToWall)/1000 ) + \"s\"));\n",
       "                }\n",
       "\n",
       "                if (typeof onDisplayDoneee09918b != \"undefined\"){\n",
       "                    onDisplayDoneee09918b();\n",
       "                }\n",
       "            }\n",
       "        }\n",
       "    }\n",
       "    \n",
       "    if (IPython && IPython.notebook && IPython.notebook.session && IPython.notebook.session.kernel){\n",
       "        var command = \"display(df2,cell_id='1CC626EF793F476C94ADA82EDD147AD4',nostore_pixiedust='true',rowCount='5000',handlerId='stashCloudant',valueFields='FREQMHZ',keyFields='DRIFTHZS',title='Drift Rate v Carrier Frequency',chartsize='57',mpld3='false',nostore_cw='1746',org_params='nostore_pixiedust',nostore_bokeh='false',prefix='ee09918b')\".replace(\"cellId\",cellId);\n",
       "        function addOptions(options, override=true){\n",
       "            function getStringRep(v) {\n",
       "                return \"'\" + v + \"'\";\n",
       "            }\n",
       "            for (var key in (options||{})){\n",
       "                var value = options[key];\n",
       "                var hasValue = value != null && typeof value !== 'undefined' && value !== '';\n",
       "                var replaceValue = hasValue ? (key+\"=\" + getStringRep(value) ) : \"\";\n",
       "                var pattern = (hasValue?\"\":\",\")+\"\\\\s*\" + key + \"\\\\s*=\\\\s*'(\\\\\\\\'|[^'])*'\";\n",
       "                var rpattern=new RegExp(pattern);\n",
       "                var n = command.search(rpattern);\n",
       "                if ( n >= 0 ){\n",
       "                    if (override){\n",
       "                        command = command.replace(rpattern, replaceValue);\n",
       "                    }\n",
       "                }else if (hasValue){\n",
       "                    var n = command.lastIndexOf(\")\");\n",
       "                    command = [command.slice(0, n), (command[n-1]==\"(\"? \"\":\",\") + replaceValue, command.slice(n)].join('')\n",
       "                }        \n",
       "            }\n",
       "        }\n",
       "        if(typeof cellMetadata != \"undefined\" && cellMetadata.displayParams){\n",
       "            addOptions(cellMetadata.displayParams);\n",
       "        }else if (curCell && curCell._metadata.pixiedust ){\n",
       "            addOptions(curCell._metadata.pixiedust.displayParams || {}, ('False'=='True') );\n",
       "        }\n",
       "        addOptions({});\n",
       "        \n",
       "        \n",
       "    \n",
       "\n",
       "        \n",
       "        var pattern = \"\\\\w*\\\\s*=\\\\s*'(\\\\\\\\'|[^'])*'\";\n",
       "        var rpattern=new RegExp(pattern,\"g\");\n",
       "        var n = command.match(rpattern);\n",
       "        \n",
       "        var org_params = {}\n",
       "        for (var i=0; i<n.length;i++){\n",
       "            var parts = n[i].split(\"=\")\n",
       "            if (parts[0].trim() == \"org_params\"){\n",
       "                var value = parts[1].trim()\n",
       "                var values = value.substring(1,value.length-1).split(\",\");\n",
       "                for (var p in values){\n",
       "                    org_params[values[p].trim()] = true;\n",
       "                }\n",
       "            }\n",
       "        }\n",
       "        var displayParams={}\n",
       "        for (var i = 0; i < n.length; i++){\n",
       "            var parts=n[i].split(\"=\");\n",
       "            var key = parts[0].trim();\n",
       "            var value = parts[1].trim()\n",
       "            if (!key.startsWith(\"nostore_\") && key != \"showchrome\" && key != \"prefix\" && key != \"cell_id\" && key != \"org_params\" && !!!org_params[key]){\n",
       "                displayParams[key] = value.substring(1,value.length-1);\n",
       "            }\n",
       "        }\n",
       "        if(curCell&&curCell.output_area){\n",
       "            curCell._metadata.pixiedust = curCell._metadata.pixiedust || {}\n",
       "            curCell._metadata.pixiedust.displayParams=displayParams\n",
       "            curCell.output_area.outputs=[];\n",
       "            var old_msg_id = curCell.last_msg_id;\n",
       "            if (old_msg_id) {\n",
       "                curCell.kernel.clear_callbacks_for_msg(old_msg_id);\n",
       "            }\n",
       "        }else{\n",
       "            console.log(\"couldn't find the cell\");\n",
       "        }\n",
       "        \n",
       "        $('#wrapperJSee09918b').html(\"\")\n",
       "        getTargetNode().html('<div style=\"width:100px;height:60px;left:47%;position:relative\"><i class=\"fa fa-circle-o-notch fa-spin\" style=\"font-size:48px\"></i></div>'+\n",
       "        '<div style=\"text-align:center\">Loading your data. Please wait...</div>');\n",
       "        startWallToWall = new Date().getTime();\n",
       "        \n",
       "        console.log(\"Running command2\",command);\n",
       "        IPython.notebook.session.kernel.execute(command, callbacks, {silent:true,store_history:false,stop_on_error:true});\n",
       "    }\n",
       "}\n",
       ")\n",
       "            </script>\n",
       "        \n",
       "                </li>\n",
       "              \n",
       "              </ul>\n",
       "            </div>\n",
       "          </div>\n",
       "        \n",
       "      \n",
       "      </div>\n",
       "    \n",
       "    <div id=\"wrapperJSee09918b\"></div>\n",
       "    <div id=\"wrapperHTMLee09918b\" class=\"pixiedustWrapperHTML\" style=\"min-height:100px\"></div>\n",
       "  </div>\n",
       "</div>\n",
       "                    <script>\n",
       "                    (\n",
       "\n",
       "\n",
       "function() {\n",
       "    function getTargetNode(){\n",
       "        var n = $('#' + 'wrapperHTMLee09918b');\n",
       "        if (n.length == 0 ){\n",
       "            n = $('#wrapperHTMLee09918b');\n",
       "        }\n",
       "        return n;\n",
       "    }\n",
       "    cellId = typeof cellId === \"undefined\" ? \"\" : cellId;\n",
       "    var curCell=IPython.notebook.get_cells().filter(function(cell){\n",
       "        return cell.cell_id==\"1CC626EF793F476C94ADA82EDD147AD4\".replace(\"cellId\",cellId);\n",
       "    });\n",
       "    curCell=curCell.length>0?curCell[0]:null;\n",
       "    console.log(\"curCell\",curCell);\n",
       "    var startWallToWall;\n",
       "    //Resend the display command\n",
       "    var callbacks = {\n",
       "        shell : {\n",
       "            payload : {\n",
       "                set_next_input : function(payload){\n",
       "                    if (curCell){\n",
       "                        curCell._handle_set_next_input(payload);\n",
       "                    }\n",
       "                }\n",
       "            }\n",
       "        },\n",
       "        iopub:{\n",
       "            output:function(msg){\n",
       "                console.log(\"msg\", msg);\n",
       "                if (false){\n",
       "                    curCell.output_area.clear_output(false, true);\n",
       "                    curCell.output_area.handle_output.apply(curCell.output_area, arguments);\n",
       "                    return;\n",
       "                }\n",
       "                var msg_type=msg.header.msg_type;\n",
       "                var content = msg.content;\n",
       "                var executionTime = $(\"#executionee09918b\");\n",
       "                if(msg_type===\"stream\"){\n",
       "                    getTargetNode().html(content.text);\n",
       "                }else if (msg_type===\"display_data\" || msg_type===\"execute_result\"){\n",
       "                    var html=null;\n",
       "                    if (!!content.data[\"text/html\"]){\n",
       "                        html=content.data[\"text/html\"];\n",
       "                    }else if (!!content.data[\"image/png\"]){\n",
       "                        html=html||\"\";\n",
       "                        html+=\"<img src='data:image/png;base64,\" +content.data[\"image/png\"]+\"'></img>\";\n",
       "                    }\n",
       "                                                    \n",
       "                    if (!!content.data[\"application/javascript\"]){\n",
       "                        try {\n",
       "                            eval(content.data[\"application/javascript\"]);\n",
       "                        } catch(err) {\n",
       "                            curCell.output_area.handle_output.apply(curCell.output_area, arguments);\n",
       "                        }                        \n",
       "                        return;\n",
       "                    }\n",
       "                    \n",
       "                    if (html){\n",
       "                        try{\n",
       "                            getTargetNode().html(html);\n",
       "                        }catch(e){\n",
       "                            console.log(\"Invalid html output\", e, html);\n",
       "                            getTargetNode().html( \"Invalid html output: \" + e.message + \"<pre>\" \n",
       "                                + html.replace(/>/g,'&gt;').replace(/</g,'&lt;').replace(/\"/g,'&quot;') + \"<pre>\");\n",
       "                        }\n",
       "\n",
       "                        if(curCell&&curCell.output_area&&curCell.output_area.outputs){\n",
       "                            setTimeout(function(){\n",
       "                                var data = JSON.parse(JSON.stringify(content.data));\n",
       "                                if(!!data[\"text/html\"])data[\"text/html\"]=html;\n",
       "                                function savedData(data){\n",
       "                                    \n",
       "                                    var markup='<style type=\"text/css\">.pd_warning{display:none;}</style>';\n",
       "                                    markup+='<div class=\"pd_warning\"><em>Hey, there\\'s something awesome here! To see it, open this notebook outside GitHub, in a viewer like Jupyter</em></div>';\n",
       "                                    nodes = $.parseHTML(data[\"text/html\"], null, true);\n",
       "                                    var s = $(nodes).wrap(\"<div>\").parent().find(\".pd_save\").not(\".pd_save .pd_save\")\n",
       "                                    s.each(function(){\n",
       "                                        var found = false;\n",
       "                                        if ( $(this).attr(\"id\") ){\n",
       "                                            var n = $(\"#\" + $(this).attr(\"id\"));\n",
       "                                            if (n.length>0){\n",
       "                                                found=true;\n",
       "                                                n.each(function(){\n",
       "                                                    $(this).addClass(\"is-viewer-good\");\n",
       "                                                });\n",
       "                                                markup+=n.wrap(\"<div>\").parent().html();\n",
       "                                            }\n",
       "                                        }else{\n",
       "                                            $(this).addClass(\"is-viewer-good\");\n",
       "                                        }\n",
       "                                        if (!found){\n",
       "                                            markup+=$(this).parent().html();\n",
       "                                        }\n",
       "                                    });\n",
       "                                    data[\"text/html\"] = markup;\n",
       "                                    return data;\n",
       "                                }\n",
       "                                curCell.output_area.outputs.push({\"data\": savedData(data),\"metadata\":content.metadata,\"output_type\":msg_type});\n",
       "                            },2000);\n",
       "                        }\n",
       "                    }\n",
       "                }else if (msg_type === \"error\") {\n",
       "                    require(['base/js/utils'], function(utils) {\n",
       "                        var tb = content.traceback;\n",
       "                        console.log(\"tb\",tb);\n",
       "                        if (tb && tb.length>0){\n",
       "                            var data = tb.reduce(function(res, frame){return res+frame+'\\\\n';},\"\");\n",
       "                            console.log(\"data\",data);\n",
       "                            data = utils.fixConsole(data);\n",
       "                            data = utils.fixCarriageReturn(data);\n",
       "                            data = utils.autoLinkUrls(data);\n",
       "                            getTargetNode().html(\"<pre>\" + data +\"</pre>\");\n",
       "                        }\n",
       "                    });\n",
       "                }\n",
       "\n",
       "                //Append profiling info\n",
       "                if (executionTime.length > 0 && $(\"#executionee09918b\").length == 0 ){\n",
       "                    getTargetNode().append(executionTime);\n",
       "                }else if (startWallToWall && $(\"#executionee09918b\").length > 0 ){\n",
       "                    $(\"#executionee09918b\").append($(\"<div/>\").text(\"Wall to Wall time: \" + ( (new Date().getTime() - startWallToWall)/1000 ) + \"s\"));\n",
       "                }\n",
       "\n",
       "                if (typeof onDisplayDoneee09918b != \"undefined\"){\n",
       "                    onDisplayDoneee09918b();\n",
       "                }\n",
       "            }\n",
       "        }\n",
       "    }\n",
       "    \n",
       "    if (IPython && IPython.notebook && IPython.notebook.session && IPython.notebook.session.kernel){\n",
       "        var command = \"display(df2,cell_id='1CC626EF793F476C94ADA82EDD147AD4',nostore_pixiedust='true',rowCount='5000',handlerId='scatterPlot',valueFields='FREQMHZ',keyFields='DRIFTHZS',title='Drift Rate v Carrier Frequency',chartsize='57',mpld3='false',nostore_cw='1746',org_params='nostore_pixiedust',nostore_bokeh='false',prefix='ee09918b')\".replace(\"cellId\",cellId);\n",
       "        function addOptions(options, override=true){\n",
       "            function getStringRep(v) {\n",
       "                return \"'\" + v + \"'\";\n",
       "            }\n",
       "            for (var key in (options||{})){\n",
       "                var value = options[key];\n",
       "                var hasValue = value != null && typeof value !== 'undefined' && value !== '';\n",
       "                var replaceValue = hasValue ? (key+\"=\" + getStringRep(value) ) : \"\";\n",
       "                var pattern = (hasValue?\"\":\",\")+\"\\\\s*\" + key + \"\\\\s*=\\\\s*'(\\\\\\\\'|[^'])*'\";\n",
       "                var rpattern=new RegExp(pattern);\n",
       "                var n = command.search(rpattern);\n",
       "                if ( n >= 0 ){\n",
       "                    if (override){\n",
       "                        command = command.replace(rpattern, replaceValue);\n",
       "                    }\n",
       "                }else if (hasValue){\n",
       "                    var n = command.lastIndexOf(\")\");\n",
       "                    command = [command.slice(0, n), (command[n-1]==\"(\"? \"\":\",\") + replaceValue, command.slice(n)].join('')\n",
       "                }        \n",
       "            }\n",
       "        }\n",
       "        if(typeof cellMetadata != \"undefined\" && cellMetadata.displayParams){\n",
       "            addOptions(cellMetadata.displayParams);\n",
       "        }else if (curCell && curCell._metadata.pixiedust ){\n",
       "            addOptions(curCell._metadata.pixiedust.displayParams || {}, ('False'=='True') );\n",
       "        }\n",
       "        addOptions({});\n",
       "        \n",
       "        \n",
       "    \n",
       "\n",
       "        \n",
       "        var pattern = \"\\\\w*\\\\s*=\\\\s*'(\\\\\\\\'|[^'])*'\";\n",
       "        var rpattern=new RegExp(pattern,\"g\");\n",
       "        var n = command.match(rpattern);\n",
       "        \n",
       "        var org_params = {}\n",
       "        for (var i=0; i<n.length;i++){\n",
       "            var parts = n[i].split(\"=\")\n",
       "            if (parts[0].trim() == \"org_params\"){\n",
       "                var value = parts[1].trim()\n",
       "                var values = value.substring(1,value.length-1).split(\",\");\n",
       "                for (var p in values){\n",
       "                    org_params[values[p].trim()] = true;\n",
       "                }\n",
       "            }\n",
       "        }\n",
       "        var displayParams={}\n",
       "        for (var i = 0; i < n.length; i++){\n",
       "            var parts=n[i].split(\"=\");\n",
       "            var key = parts[0].trim();\n",
       "            var value = parts[1].trim()\n",
       "            if (!key.startsWith(\"nostore_\") && key != \"showchrome\" && key != \"prefix\" && key != \"cell_id\" && key != \"org_params\" && !!!org_params[key]){\n",
       "                displayParams[key] = value.substring(1,value.length-1);\n",
       "            }\n",
       "        }\n",
       "        if(curCell&&curCell.output_area){\n",
       "            curCell._metadata.pixiedust = curCell._metadata.pixiedust || {}\n",
       "            curCell._metadata.pixiedust.displayParams=displayParams\n",
       "            curCell.output_area.outputs=[];\n",
       "            var old_msg_id = curCell.last_msg_id;\n",
       "            if (old_msg_id) {\n",
       "                curCell.kernel.clear_callbacks_for_msg(old_msg_id);\n",
       "            }\n",
       "        }else{\n",
       "            console.log(\"couldn't find the cell\");\n",
       "        }\n",
       "        \n",
       "        $('#wrapperJSee09918b').html(\"\")\n",
       "        getTargetNode().html('<div style=\"width:100px;height:60px;left:47%;position:relative\"><i class=\"fa fa-circle-o-notch fa-spin\" style=\"font-size:48px\"></i></div>'+\n",
       "        '<div style=\"text-align:center\">Loading your data. Please wait...</div>');\n",
       "        startWallToWall = new Date().getTime();\n",
       "        \n",
       "        console.log(\"Running command2\",command);\n",
       "        IPython.notebook.session.kernel.execute(command, callbacks, {silent:true,store_history:false,stop_on_error:true});\n",
       "    }\n",
       "}\n",
       ")();\n",
       "                    </script>\n",
       "                </div>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<style type=\"text/css\">.pd_warning{display:none;}</style><div class=\"pd_warning\"><em>Hey, there's something awesome here! To see it, open this notebook outside GitHub, in a viewer like Jupyter</em></div>\n",
       "        <div class=\"pd_save is-viewer-good\" style=\"padding-right:10px;text-align: center;line-height:initial !important;font-size: xx-large;font-weight: 500;color: coral;\">\n",
       "            Drift Rate v Carrier Frequency\n",
       "        </div>\n",
       "    <div id=\"chartFigureee09918b\" class=\"pd_save is-viewer-good\" style=\"overflow-x:auto\">\n",
       "            \n",
       "                    \n",
       "                            <center><img style=\"max-width:initial !important\" 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\" class=\"pd_save\"></center>\n",
       "                        \n",
       "                    \n",
       "                \n",
       "        </div>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "display(df2)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": true,
    "deletable": true,
    "editable": true
   },
   "source": [
    "# Read the Raw Data\n",
    "\n",
    "\n",
    "The raw data are located on IBM Object storage in containers. The `container` and `objectname` values tell you specifically where to look. See the [subsequent notebooks for tutorials](https://github.com/ibm-cds-labs/seti_at_ibm#introduction-notebooks) on reading the raw data files, creating spectrograms and extracting features. \n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "collapsed": true,
    "deletable": true,
    "editable": true
   },
   "outputs": [],
   "source": [
    "df2_loc = spark.sql(\"select container, objectname from signaldb where RA2000hr=={0:.3f} and dec2000deg=={1:.3f}\".format(c.ra.hour, c.dec.deg))\n",
    "raw_loc = df2_loc.collect()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "collapsed": false,
    "deletable": true,
    "editable": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[Row(container=u'setiCompAmp', objectname=u'2014-10-20/act37977/2014-10-20_02-12-21_UTC.act37977.dx2009.id-1.R.archive-compamp'),\n",
       " Row(container=u'setiCompAmp', objectname=u'2014-10-20/act37977/2014-10-20_02-12-21_UTC.act37977.dx2009.id-1.L.archive-compamp'),\n",
       " Row(container=u'setiCompAmp', objectname=u'2014-10-20/act37977/2014-10-20_02-12-21_UTC.act37977.dx2009.id-1.R.archive-compamp'),\n",
       " Row(container=u'setiCompAmp', objectname=u'2014-10-20/act37977/2014-10-20_02-12-21_UTC.act37977.dx2009.id-1.L.archive-compamp'),\n",
       " Row(container=u'setiCompAmp', objectname=u'2013-08-03/act6312/2013-08-03_07-34-07_UTC.act6312.dx2021.id-0.R.archive-compamp')]"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "raw_loc[:5]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": true
   },
   "source": [
    "# Tabby's Star?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "tabby_ra = '20h06m15.457s'\n",
    "tabby_dec = '+44d27m24.61s'\n",
    "c = SkyCoord(tabby_ra, tabby_dec)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dftabby = spark.sql(\"select * from signaldb where RA2000hr=={0:.3f} and dec2000deg=={1:.3f}\".format(c.ra.hour, c.dec.deg))\n",
    "dftabby.cache()\n",
    "dftabby.count()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "No data yet in public data set. :("
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 2 with Spark 2.1",
   "language": "python",
   "name": "python2-spark21"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.11"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 0
}