notebooks/01-spark-streaming-kafka-avro.ipynb

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   "source": [
    "# Spark Streaming from Kafka with Avro formatted data\n",
    "\n",
    "Example of using Spark to connect to Kafka and using Spark Streaming to process a Kafka stream of Avro (schemaless) objects."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "deletable": true,
    "editable": true
   },
   "source": [
    "## Set up schemas for decoding\n",
    "\n",
    "Schemas are pulled automatically from Github during Docker build."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
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    "deletable": true,
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   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "alert.avsc   diaobject.avsc  simple.avsc\r\n",
      "cutout.avsc  diasource.avsc  ssobject.avsc\r\n"
     ]
    }
   ],
   "source": [
    "!ls ../../sample-avro-alert/schema"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": false,
    "deletable": true,
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   "outputs": [],
   "source": [
    "schema_files = [\"../../sample-avro-alert/schema/diasource.avsc\",\n",
    "                    \"../../sample-avro-alert/schema/diaobject.avsc\",\n",
    "                    \"../../sample-avro-alert/schema/ssobject.avsc\",\n",
    "                    \"../../sample-avro-alert/schema/cutout.avsc\",\n",
    "                    \"../../sample-avro-alert/schema/alert.avsc\"]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": true,
    "deletable": true,
    "editable": true
   },
   "outputs": [],
   "source": [
    "import fastavro\n",
    "import avro.schema\n",
    "import json"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": true,
    "deletable": true,
    "editable": true
   },
   "outputs": [],
   "source": [
    "def loadSingleAvsc(file_path, names):\n",
    "    \"\"\"Load a single avsc file.\n",
    "    \"\"\"\n",
    "    with open(file_path) as file_text:\n",
    "        json_data = json.load(file_text)\n",
    "    schema = avro.schema.SchemaFromJSONData(json_data, names)\n",
    "    return schema"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": true,
    "deletable": true,
    "editable": true
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   "outputs": [],
   "source": [
    "def combineSchemas(schema_files):\n",
    "    \"\"\"Combine multiple nested schemas into a single schema.\n",
    "    \"\"\"\n",
    "    known_schemas = avro.schema.Names()\n",
    "\n",
    "    for s in schema_files:\n",
    "        schema = loadSingleAvsc(s, known_schemas)\n",
    "    return schema.to_json()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "collapsed": false,
    "deletable": true,
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   },
   "outputs": [],
   "source": [
    "schema = combineSchemas(schema_files)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "collapsed": false,
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   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'doc': 'sample avro alert schema v1.0',\n",
       " 'fields': [{'doc': 'add descriptions like this',\n",
       "   'name': 'alertId',\n",
       "   'type': 'long'},\n",
       "  {'name': 'l1dbId', 'type': 'long'},\n",
       "  {'name': 'diaSource',\n",
       "   'type': {'fields': [{'name': 'diaSourceId', 'type': 'long'},\n",
       "     {'name': 'ccdVisitId', 'type': 'long'},\n",
       "     {'default': None, 'name': 'diaObjectId', 'type': ['long', 'null']},\n",
       "     {'default': None, 'name': 'ssObjectId', 'type': ['long', 'null']},\n",
       "     {'default': None, 'name': 'parentDiaSourceId', 'type': ['long', 'null']},\n",
       "     {'name': 'midPointTai', 'type': 'double'},\n",
       "     {'name': 'filterName', 'type': 'string'},\n",
       "     {'name': 'ra', 'type': 'double'},\n",
       "     {'name': 'decl', 'type': 'double'},\n",
       "     {'name': 'ra_decl_Cov',\n",
       "      'type': [{'fields': [{'name': 'raSigma', 'type': 'float'},\n",
       "         {'name': 'declSigma', 'type': 'float'},\n",
       "         {'name': 'ra_decl_Cov', 'type': 'float'}],\n",
       "        'name': 'ra_decl_Cov',\n",
       "        'namespace': 'lsst.alert',\n",
       "        'type': 'record'}]},\n",
       "     {'name': 'x', 'type': 'float'},\n",
       "     {'name': 'y', 'type': 'float'},\n",
       "     {'name': 'x_y_Cov',\n",
       "      'type': [{'fields': [{'name': 'xSigma', 'type': 'float'},\n",
       "         {'name': 'ySigma', 'type': 'float'},\n",
       "         {'name': 'x_y_Cov', 'type': 'float'}],\n",
       "        'name': 'x_y_Cov',\n",
       "        'namespace': 'lsst.alert',\n",
       "        'type': 'record'}]},\n",
       "     {'default': None,\n",
       "      'name': 'apFlux',\n",
       "      'type': [{'fields': [{'aliases': ['base_CircularApertureFlux_3_0_flux'],\n",
       "          'default': None,\n",
       "          'name': 'apMeanSb01',\n",
       "          'type': ['float', 'null']},\n",
       "         {'aliases': ['base_CircularApertureFlux_4_5_flux'],\n",
       "          'default': None,\n",
       "          'name': 'apMeanSb02',\n",
       "          'type': ['float', 'null']},\n",
       "         {'aliases': ['base_CircularApertureFlux_6_0_flux'],\n",
       "          'default': None,\n",
       "          'name': 'apMeanSb03',\n",
       "          'type': ['float', 'null']},\n",
       "         {'aliases': ['base_CircularApertureFlux_9_0_flux'],\n",
       "          'default': None,\n",
       "          'name': 'apMeanSb04',\n",
       "          'type': ['float', 'null']},\n",
       "         {'aliases': ['base_CircularApertureFlux_12_0_flux'],\n",
       "          'default': None,\n",
       "          'name': 'apMeanSb05',\n",
       "          'type': ['float', 'null']},\n",
       "         {'aliases': ['base_CircularApertureFlux_17_0_flux'],\n",
       "          'default': None,\n",
       "          'name': 'apMeanSb06',\n",
       "          'type': ['float', 'null']},\n",
       "         {'aliases': ['base_CircularApertureFlux_25_0_flux'],\n",
       "          'default': None,\n",
       "          'name': 'apMeanSb07',\n",
       "          'type': ['float', 'null']},\n",
       "         {'aliases': ['base_CircularApertureFlux_35_0_flux'],\n",
       "          'default': None,\n",
       "          'name': 'apMeanSb08',\n",
       "          'type': ['float', 'null']},\n",
       "         {'aliases': ['base_CircularApertureFlux_50_0_flux'],\n",
       "          'default': None,\n",
       "          'name': 'apMeanSb09',\n",
       "          'type': ['float', 'null']},\n",
       "         {'aliases': ['base_CircularApertureFlux_70_0_flux'],\n",
       "          'default': None,\n",
       "          'name': 'apMeanSb10',\n",
       "          'type': ['float', 'null']}],\n",
       "        'name': 'apFlux',\n",
       "        'namespace': 'lsst.alert',\n",
       "        'type': 'record'},\n",
       "       'null']},\n",
       "     {'default': None,\n",
       "      'name': 'apFluxErr',\n",
       "      'type': [{'fields': [{'aliases': ['base_CircularApertureFlux_3_0_fluxSigma'],\n",
       "          'default': None,\n",
       "          'name': 'apMeanSb01Err',\n",
       "          'type': ['float', 'null']},\n",
       "         {'aliases': ['base_CircularApertureFlux_4_5_fluxSigma'],\n",
       "          'default': None,\n",
       "          'name': 'apMeanSb02Err',\n",
       "          'type': ['float', 'null']},\n",
       "         {'aliases': ['base_CircularApertureFlux_6_0_fluxSigma'],\n",
       "          'default': None,\n",
       "          'name': 'apMeanSb03Err',\n",
       "          'type': ['float', 'null']},\n",
       "         {'aliases': ['base_CircularApertureFlux_9_0_fluxSigma'],\n",
       "          'default': None,\n",
       "          'name': 'apMeanSb04Err',\n",
       "          'type': ['float', 'null']},\n",
       "         {'aliases': ['base_CircularApertureFlux_12_0_fluxSigma'],\n",
       "          'default': None,\n",
       "          'name': 'apMeanSb05Err',\n",
       "          'type': ['float', 'null']},\n",
       "         {'aliases': ['base_CircularApertureFlux_17_0_fluxSigma'],\n",
       "          'default': None,\n",
       "          'name': 'apMeanSb06Err',\n",
       "          'type': ['float', 'null']},\n",
       "         {'aliases': ['base_CircularApertureFlux_25_0_fluxSigma'],\n",
       "          'default': None,\n",
       "          'name': 'apMeanSb07Err',\n",
       "          'type': ['float', 'null']},\n",
       "         {'aliases': ['base_CircularApertureFlux_35_0_fluxSigma'],\n",
       "          'default': None,\n",
       "          'name': 'apMeanSb08Err',\n",
       "          'type': ['float', 'null']},\n",
       "         {'aliases': ['base_CircularApertureFlux_50_0_fluxSigma'],\n",
       "          'default': None,\n",
       "          'name': 'apMeanSb09Err',\n",
       "          'type': ['float', 'null']},\n",
       "         {'aliases': ['base_CircularApertureFlux_70_0_fluxSigma'],\n",
       "          'default': None,\n",
       "          'name': 'apMeanSb10Err',\n",
       "          'type': ['float', 'null']}],\n",
       "        'name': 'apFluxErr',\n",
       "        'namespace': 'lsst.alert',\n",
       "        'type': 'record'},\n",
       "       'null']},\n",
       "     {'name': 'snr', 'type': 'float'},\n",
       "     {'name': 'psFlux', 'type': 'float'},\n",
       "     {'default': None, 'name': 'psRa', 'type': ['double', 'null']},\n",
       "     {'default': None, 'name': 'psDecl', 'type': ['double', 'null']},\n",
       "     {'default': None,\n",
       "      'name': 'ps_Cov',\n",
       "      'type': [{'fields': [{'name': 'psFluxSigma', 'type': 'float'},\n",
       "         {'name': 'psRaSigma', 'type': 'float'},\n",
       "         {'name': 'psDeclSigma', 'type': 'float'},\n",
       "         {'name': 'psFlux_psRa_Cov', 'type': 'float'},\n",
       "         {'name': 'psFlux_psDecl_Cov', 'type': 'float'},\n",
       "         {'name': 'psRa_psDecl_Cov', 'type': 'float'}],\n",
       "        'name': 'ps_Cov',\n",
       "        'namespace': 'lsst.alert',\n",
       "        'type': 'record'},\n",
       "       'null']},\n",
       "     {'default': None, 'name': 'psLnL', 'type': ['float', 'null']},\n",
       "     {'default': None, 'name': 'psChi2', 'type': ['float', 'null']},\n",
       "     {'default': None, 'name': 'psNdata', 'type': ['int', 'null']},\n",
       "     {'default': None, 'name': 'trailFlux', 'type': ['float', 'null']},\n",
       "     {'default': None, 'name': 'trailRa', 'type': ['double', 'null']},\n",
       "     {'default': None, 'name': 'trailDecl', 'type': ['double', 'null']},\n",
       "     {'default': None, 'name': 'trailLength', 'type': ['float', 'null']},\n",
       "     {'default': None, 'name': 'trailAngle', 'type': ['float', 'null']},\n",
       "     {'default': None,\n",
       "      'name': 'trail_Cov',\n",
       "      'type': [{'fields': [{'name': 'trailFluxSigma', 'type': 'float'},\n",
       "         {'name': 'trailRaSigma', 'type': 'float'},\n",
       "         {'name': 'trailDeclSigma', 'type': 'float'},\n",
       "         {'name': 'trailLengthSigma', 'type': 'float'},\n",
       "         {'name': 'trailAngleSigma', 'type': 'float'},\n",
       "         {'name': 'trailFlux_trailRa_Cov', 'type': 'float'},\n",
       "         {'name': 'trailFlux_trailDecl_Cov', 'type': 'float'},\n",
       "         {'name': 'trailFlux_trailLength_Cov', 'type': 'float'},\n",
       "         {'name': 'trailFlux_trailAngle_Cov', 'type': 'float'},\n",
       "         {'name': 'trailRa_trailDecl_Cov', 'type': 'float'},\n",
       "         {'name': 'trailRa_trailLength_Cov', 'type': 'float'},\n",
       "         {'name': 'trailRa_trailAngle_Cov', 'type': 'float'},\n",
       "         {'name': 'trailDecl_trailLength_Cov', 'type': 'float'},\n",
       "         {'name': 'trailDecl_trailAngle_Cov', 'type': 'float'},\n",
       "         {'name': 'trailLength_trailAngle_Cov', 'type': 'float'}],\n",
       "        'name': 'trail_Cov',\n",
       "        'namespace': 'lsst.alert',\n",
       "        'type': 'record'},\n",
       "       'null']},\n",
       "     {'default': None, 'name': 'trailLnL', 'type': ['float', 'null']},\n",
       "     {'default': None, 'name': 'trailChi2', 'type': ['float', 'null']},\n",
       "     {'default': None, 'name': 'trailNdata', 'type': ['int', 'null']},\n",
       "     {'default': None, 'name': 'dipMeanFlux', 'type': ['float', 'null']},\n",
       "     {'default': None, 'name': 'dipFluxDiff', 'type': ['float', 'null']},\n",
       "     {'default': None, 'name': 'dipRa', 'type': ['double', 'null']},\n",
       "     {'default': None, 'name': 'dipDecl', 'type': ['double', 'null']},\n",
       "     {'default': None, 'name': 'dipLength', 'type': ['float', 'null']},\n",
       "     {'default': None, 'name': 'dipAngle', 'type': ['float', 'null']},\n",
       "     {'default': None,\n",
       "      'name': 'dip_Cov',\n",
       "      'type': [{'fields': [{'name': 'dipMeanFluxSigma', 'type': 'float'},\n",
       "         {'name': 'dipFluxDiffSigma', 'type': 'float'},\n",
       "         {'name': 'dipRaSigma', 'type': 'float'},\n",
       "         {'name': 'dipDeclSigma', 'type': 'float'},\n",
       "         {'name': 'dipLengthSigma', 'type': 'float'},\n",
       "         {'name': 'dipAngleSigma', 'type': 'float'},\n",
       "         {'name': 'dipMeanFlux_dipFluxDiff_Cov', 'type': 'float'},\n",
       "         {'name': 'dipMeanFlux_dipRa_Cov', 'type': 'float'},\n",
       "         {'name': 'dipMeanFlux_dipDecl_Cov', 'type': 'float'},\n",
       "         {'name': 'dipMeanFlux_dipLength_Cov', 'type': 'float'},\n",
       "         {'name': 'dipMeanFlux_dipAngle_Cov', 'type': 'float'},\n",
       "         {'name': 'dipFluxDiff_dipRa_Cov', 'type': 'float'},\n",
       "         {'name': 'dipFluxDiff_dipDecl_Cov', 'type': 'float'},\n",
       "         {'name': 'dipFluxDiff_dipLength_Cov', 'type': 'float'},\n",
       "         {'name': 'dipFluxDiff_dipAngle_Cov', 'type': 'float'},\n",
       "         {'name': 'dipRa_dipDecl_Cov', 'type': 'float'},\n",
       "         {'name': 'dipRa_dipLength_Cov', 'type': 'float'},\n",
       "         {'name': 'dipRa_dipAngle_Cov', 'type': 'float'},\n",
       "         {'name': 'dipDecl_dipLength_Cov', 'type': 'float'},\n",
       "         {'name': 'dipDecl_dipAngle_Cov', 'type': 'float'},\n",
       "         {'name': 'dipLength_dipAngle_Cov', 'type': 'float'}],\n",
       "        'name': 'dip_Cov',\n",
       "        'namespace': 'lsst.alert',\n",
       "        'type': 'record'},\n",
       "       'null']},\n",
       "     {'default': None, 'name': 'dipLnL', 'type': ['float', 'null']},\n",
       "     {'default': None, 'name': 'dipChi2', 'type': ['float', 'null']},\n",
       "     {'default': None, 'name': 'dipNdata', 'type': ['int', 'null']},\n",
       "     {'aliases': ['fpFlux'],\n",
       "      'default': None,\n",
       "      'name': 'totFlux',\n",
       "      'type': ['float', 'null']},\n",
       "     {'aliases': ['fpFluxSigma'],\n",
       "      'default': None,\n",
       "      'name': 'totFluxErr',\n",
       "      'type': ['float', 'null']},\n",
       "     {'default': None, 'name': 'diffFlux', 'type': ['float', 'null']},\n",
       "     {'default': None, 'name': 'diffFluxErr', 'type': ['float', 'null']},\n",
       "     {'aliases': ['fpSky'],\n",
       "      'default': None,\n",
       "      'name': 'fpBkgd',\n",
       "      'type': ['float', 'null']},\n",
       "     {'aliases': ['fpSkySigma'],\n",
       "      'default': None,\n",
       "      'name': 'fpBkgdErr',\n",
       "      'type': ['float', 'null']},\n",
       "     {'default': None, 'name': 'ixx', 'type': ['float', 'null']},\n",
       "     {'default': None, 'name': 'iyy', 'type': ['float', 'null']},\n",
       "     {'default': None, 'name': 'ixy', 'type': ['float', 'null']},\n",
       "     {'default': None,\n",
       "      'name': 'i_cov',\n",
       "      'type': [{'fields': [{'name': 'ixxSigma', 'type': 'float'},\n",
       "         {'name': 'iyySigma', 'type': 'float'},\n",
       "         {'name': 'ixySigma', 'type': 'float'},\n",
       "         {'name': 'ixx_iyy_Cov', 'type': 'float'},\n",
       "         {'name': 'ixx_ixy_Cov', 'type': 'float'},\n",
       "         {'name': 'iyy_ixy_Cov', 'type': 'float'}],\n",
       "        'name': 'i_cov',\n",
       "        'namespace': 'lsst.alert',\n",
       "        'type': 'record'},\n",
       "       'null']},\n",
       "     {'default': None, 'name': 'ixxPSF', 'type': ['float', 'null']},\n",
       "     {'default': None, 'name': 'iyyPSF', 'type': ['float', 'null']},\n",
       "     {'default': None, 'name': 'ixyPSF', 'type': ['float', 'null']},\n",
       "     {'default': None, 'name': 'extendedness', 'type': ['float', 'null']},\n",
       "     {'default': None, 'name': 'spuriousness', 'type': ['float', 'null']},\n",
       "     {'name': 'flags', 'type': 'long'}],\n",
       "    'name': 'diaSource',\n",
       "    'namespace': 'lsst.alert',\n",
       "    'type': 'record'}},\n",
       "  {'default': None,\n",
       "   'name': 'prv_diaSources',\n",
       "   'type': [{'items': 'lsst.alert.diaSource', 'type': 'array'}, 'null']},\n",
       "  {'default': None,\n",
       "   'name': 'diaObject',\n",
       "   'type': [{'fields': [{'name': 'diaObjectId', 'type': 'long'},\n",
       "      {'name': 'ra', 'type': 'double'},\n",
       "      {'name': 'decl', 'type': 'double'},\n",
       "      {'name': 'ra_decl_Cov',\n",
       "       'type': [{'fields': [{'name': 'raSigma', 'type': 'float'},\n",
       "          {'name': 'declSigma', 'type': 'float'},\n",
       "          {'name': 'ra_decl_Cov', 'type': 'float'}],\n",
       "         'name': 'ra_decl_Cov',\n",
       "         'namespace': 'lsst',\n",
       "         'type': 'record'}]},\n",
       "      {'name': 'radecTai', 'type': 'double'},\n",
       "      {'name': 'pmRa', 'type': 'float'},\n",
       "      {'name': 'pmDecl', 'type': 'float'},\n",
       "      {'name': 'parallax', 'type': 'float'},\n",
       "      {'name': 'pm_parallax_Cov',\n",
       "       'type': [{'fields': [{'name': 'pmRaSigma', 'type': 'float'},\n",
       "          {'name': 'pmDeclSigma', 'type': 'float'},\n",
       "          {'name': 'parallaxSigma', 'type': 'float'},\n",
       "          {'name': 'pmRa_pmDecl_Cov', 'type': 'float'},\n",
       "          {'name': 'pmRa_parallax_Cov', 'type': 'float'},\n",
       "          {'name': 'pmDecl_parallax_Cov', 'type': 'float'}],\n",
       "         'name': 'pm_parallax_Cov',\n",
       "         'namespace': 'lsst',\n",
       "         'type': 'record'}]},\n",
       "      {'name': 'pmParallaxLnL', 'type': 'float'},\n",
       "      {'name': 'pmParallaxChi2', 'type': 'float'},\n",
       "      {'name': 'pmParallaxNdata', 'type': 'int'},\n",
       "      {'default': None, 'name': 'uPSFluxMean', 'type': ['float', 'null']},\n",
       "      {'default': None, 'name': 'uPSFluxMeanErr', 'type': ['float', 'null']},\n",
       "      {'default': None, 'name': 'uPSFluxSigma', 'type': ['float', 'null']},\n",
       "      {'default': None, 'name': 'uPSFluxChi2', 'type': ['float', 'null']},\n",
       "      {'default': None, 'name': 'uPSFluxNdata', 'type': ['int', 'null']},\n",
       "      {'default': None, 'name': 'gPSFluxMean', 'type': ['float', 'null']},\n",
       "      {'default': None, 'name': 'gPSFluxMeanErr', 'type': ['float', 'null']},\n",
       "      {'default': None, 'name': 'gPSFluxSigma', 'type': ['float', 'null']},\n",
       "      {'default': None, 'name': 'gPSFluxChi2', 'type': ['float', 'null']},\n",
       "      {'default': None, 'name': 'gPSFluxNdata', 'type': ['int', 'null']},\n",
       "      {'default': None, 'name': 'rPSFluxMean', 'type': ['float', 'null']},\n",
       "      {'default': None, 'name': 'rPSFluxMeanErr', 'type': ['float', 'null']},\n",
       "      {'default': None, 'name': 'rPSFluxSigma', 'type': ['float', 'null']},\n",
       "      {'default': None, 'name': 'rPSFluxChi2', 'type': ['float', 'null']},\n",
       "      {'default': None, 'name': 'rPSFluxNdata', 'type': ['int', 'null']},\n",
       "      {'default': None, 'name': 'iPSFluxMean', 'type': ['float', 'null']},\n",
       "      {'default': None, 'name': 'iPSFluxMeanErr', 'type': ['float', 'null']},\n",
       "      {'default': None, 'name': 'iPSFluxSigma', 'type': ['float', 'null']},\n",
       "      {'default': None, 'name': 'iPSFluxChi2', 'type': ['float', 'null']},\n",
       "      {'default': None, 'name': 'iPSFluxNdata', 'type': ['int', 'null']},\n",
       "      {'default': None, 'name': 'zPSFluxMean', 'type': ['float', 'null']},\n",
       "      {'default': None, 'name': 'zPSFluxMeanErr', 'type': ['float', 'null']},\n",
       "      {'default': None, 'name': 'zPSFluxSigma', 'type': ['float', 'null']},\n",
       "      {'default': None, 'name': 'zPSFluxChi2', 'type': ['float', 'null']},\n",
       "      {'default': None, 'name': 'zPSFluxNdata', 'type': ['int', 'null']},\n",
       "      {'default': None, 'name': 'yPSFluxMean', 'type': ['float', 'null']},\n",
       "      {'default': None, 'name': 'yPSFluxMeanErr', 'type': ['float', 'null']},\n",
       "      {'default': None, 'name': 'yPSFluxSigma', 'type': ['float', 'null']},\n",
       "      {'default': None, 'name': 'yPSFluxChi2', 'type': ['float', 'null']},\n",
       "      {'default': None, 'name': 'yPSFluxNdata', 'type': ['int', 'null']},\n",
       "      {'default': None, 'name': 'uFPFluxMean', 'type': ['float', 'null']},\n",
       "      {'default': None, 'name': 'uFPFluxMeanErr', 'type': ['float', 'null']},\n",
       "      {'default': None, 'name': 'uFPFluxSigma', 'type': ['float', 'null']},\n",
       "      {'default': None, 'name': 'gFPFluxMean', 'type': ['float', 'null']},\n",
       "      {'default': None, 'name': 'gFPFluxMeanErr', 'type': ['float', 'null']},\n",
       "      {'default': None, 'name': 'gFPFluxSigma', 'type': ['float', 'null']},\n",
       "      {'default': None, 'name': 'rFPFluxMean', 'type': ['float', 'null']},\n",
       "      {'default': None, 'name': 'rFPFluxMeanErr', 'type': ['float', 'null']},\n",
       "      {'default': None, 'name': 'rFPFluxSigma', 'type': ['float', 'null']},\n",
       "      {'default': None, 'name': 'iFPFluxMean', 'type': ['float', 'null']},\n",
       "      {'default': None, 'name': 'iFPFluxMeanErr', 'type': ['float', 'null']},\n",
       "      {'default': None, 'name': 'iFPFluxSigma', 'type': ['float', 'null']},\n",
       "      {'default': None, 'name': 'zFPFluxMean', 'type': ['float', 'null']},\n",
       "      {'default': None, 'name': 'zFPFluxMeanErr', 'type': ['float', 'null']},\n",
       "      {'default': None, 'name': 'zFPFluxSigma', 'type': ['float', 'null']},\n",
       "      {'default': None, 'name': 'yFPFluxMean', 'type': ['float', 'null']},\n",
       "      {'default': None, 'name': 'yFPFluxMeanErr', 'type': ['float', 'null']},\n",
       "      {'default': None, 'name': 'yFPFluxSigma', 'type': ['float', 'null']},\n",
       "      {'default': None,\n",
       "       'name': 'uLcPeriodic',\n",
       "       'type': [{'fields': [{'default': None,\n",
       "           'name': 'uLcPeriodic01',\n",
       "           'type': ['float', 'null']},\n",
       "          {'default': None,\n",
       "           'name': 'uLcPeriodic02',\n",
       "           'type': ['float', 'null']},\n",
       "          {'default': None,\n",
       "           'name': 'uLcPeriodic03',\n",
       "           'type': ['float', 'null']},\n",
       "          {'default': None,\n",
       "           'name': 'uLcPeriodic04',\n",
       "           'type': ['float', 'null']},\n",
       "          {'default': None,\n",
       "           'name': 'uLcPeriodic05',\n",
       "           'type': ['float', 'null']},\n",
       "          {'default': None,\n",
       "           'name': 'uLcPeriodic06',\n",
       "           'type': ['float', 'null']},\n",
       "          {'default': None,\n",
       "           'name': 'uLcPeriodic07',\n",
       "           'type': ['float', 'null']},\n",
       "          {'default': None,\n",
       "           'name': 'uLcPeriodic08',\n",
       "           'type': ['float', 'null']},\n",
       "          {'default': None,\n",
       "           'name': 'uLcPeriodic09',\n",
       "           'type': ['float', 'null']},\n",
       "          {'default': None,\n",
       "           'name': 'uLcPeriodic10',\n",
       "           'type': ['float', 'null']},\n",
       "          {'default': None,\n",
       "           'name': 'uLcPeriodic11',\n",
       "           'type': ['float', 'null']},\n",
       "          {'default': None,\n",
       "           'name': 'uLcPeriodic12',\n",
       "           'type': ['float', 'null']},\n",
       "          {'default': None,\n",
       "           'name': 'uLcPeriodic13',\n",
       "           'type': ['float', 'null']},\n",
       "          {'default': None,\n",
       "           'name': 'uLcPeriodic14',\n",
       "           'type': ['float', 'null']},\n",
       "          {'default': None,\n",
       "           'name': 'uLcPeriodic15',\n",
       "           'type': ['float', 'null']},\n",
       "          {'default': None,\n",
       "           'name': 'uLcPeriodic16',\n",
       "           'type': ['float', 'null']},\n",
       "          {'default': None,\n",
       "           'name': 'uLcPeriodic17',\n",
       "           'type': ['float', 'null']},\n",
       "          {'default': None,\n",
       "           'name': 'uLcPeriodic18',\n",
       "           'type': ['float', 'null']},\n",
       "          {'default': None,\n",
       "           'name': 'uLcPeriodic19',\n",
       "           'type': ['float', 'null']},\n",
       "          {'default': None,\n",
       "           'name': 'uLcPeriodic20',\n",
       "           'type': ['float', 'null']},\n",
       "          {'default': None,\n",
       "           'name': 'uLcPeriodic21',\n",
       "           'type': ['float', 'null']},\n",
       "          {'default': None,\n",
       "           'name': 'uLcPeriodic22',\n",
       "           'type': ['float', 'null']},\n",
       "          {'default': None,\n",
       "           'name': 'uLcPeriodic23',\n",
       "           'type': ['float', 'null']},\n",
       "          {'default': None,\n",
       "           'name': 'uLcPeriodic24',\n",
       "           'type': ['float', 'null']},\n",
       "          {'default': None,\n",
       "           'name': 'uLcPeriodic25',\n",
       "           'type': ['float', 'null']},\n",
       "          {'default': None,\n",
       "           'name': 'uLcPeriodic26',\n",
       "           'type': ['float', 'null']},\n",
       "          {'default': None,\n",
       "           'name': 'uLcPeriodic27',\n",
       "           'type': ['float', 'null']},\n",
       "          {'default': None,\n",
       "           'name': 'uLcPeriodic28',\n",
       "           'type': ['float', 'null']},\n",
       "          {'default': None,\n",
       "           'name': 'uLcPeriodic29',\n",
       "           'type': ['float', 'null']},\n",
       "          {'default': None,\n",
       "           'name': 'uLcPeriodic30',\n",
       "           'type': ['float', 'null']},\n",
       "          {'default': None,\n",
       "           'name': 'uLcPeriodic31',\n",
       "           'type': ['float', 'null']},\n",
       "          {'default': None,\n",
       "           'name': 'uLcPeriodic32',\n",
       "           'type': ['float', 'null']}],\n",
       "         'name': 'uLcPeriodic',\n",
       "         'namespace': 'lsst',\n",
       "         'type': 'record'},\n",
       "        'null']},\n",
       "      {'default': None,\n",
       "       'name': 'gLcPeriodic',\n",
       "       'type': [{'fields': [{'default': None,\n",
       "           'name': 'gLcPeriodic01',\n",
       "           'type': ['float', 'null']},\n",
       "          {'default': None,\n",
       "           'name': 'gLcPeriodic02',\n",
       "           'type': ['float', 'null']},\n",
       "          {'default': None,\n",
       "           'name': 'gLcPeriodic03',\n",
       "           'type': ['float', 'null']},\n",
       "          {'default': None,\n",
       "           'name': 'gLcPeriodic04',\n",
       "           'type': ['float', 'null']},\n",
       "          {'default': None,\n",
       "           'name': 'gLcPeriodic05',\n",
       "           'type': ['float', 'null']},\n",
       "          {'default': None,\n",
       "           'name': 'gLcPeriodic06',\n",
       "           'type': ['float', 'null']},\n",
       "          {'default': None,\n",
       "           'name': 'gLcPeriodic07',\n",
       "           'type': ['float', 'null']},\n",
       "          {'default': None,\n",
       "           'name': 'gLcPeriodic08',\n",
       "           'type': ['float', 'null']},\n",
       "          {'default': None,\n",
       "           'name': 'gLcPeriodic09',\n",
       "           'type': ['float', 'null']},\n",
       "          {'default': None,\n",
       "           'name': 'gLcPeriodic10',\n",
       "           'type': ['float', 'null']},\n",
       "          {'default': None,\n",
       "           'name': 'gLcPeriodic11',\n",
       "           'type': ['float', 'null']},\n",
       "          {'default': None,\n",
       "           'name': 'gLcPeriodic12',\n",
       "           'type': ['float', 'null']},\n",
       "          {'default': None,\n",
       "           'name': 'gLcPeriodic13',\n",
       "           'type': ['float', 'null']},\n",
       "          {'default': None,\n",
       "           'name': 'gLcPeriodic14',\n",
       "           'type': ['float', 'null']},\n",
       "          {'default': None,\n",
       "           'name': 'gLcPeriodic15',\n",
       "           'type': ['float', 'null']},\n",
       "          {'default': None,\n",
       "           'name': 'gLcPeriodic16',\n",
       "           'type': ['float', 'null']},\n",
       "          {'default': None,\n",
       "           'name': 'gLcPeriodic17',\n",
       "           'type': ['float', 'null']},\n",
       "          {'default': None,\n",
       "           'name': 'gLcPeriodic18',\n",
       "           'type': ['float', 'null']},\n",
       "          {'default': None,\n",
       "           'name': 'gLcPeriodic19',\n",
       "           'type': ['float', 'null']},\n",
       "          {'default': None,\n",
       "           'name': 'gLcPeriodic20',\n",
       "           'type': ['float', 'null']},\n",
       "          {'default': None,\n",
       "           'name': 'gLcPeriodic21',\n",
       "           'type': ['float', 'null']},\n",
       "          {'default': None,\n",
       "           'name': 'gLcPeriodic22',\n",
       "           'type': ['float', 'null']},\n",
       "          {'default': None,\n",
       "           'name': 'gLcPeriodic23',\n",
       "           'type': ['float', 'null']},\n",
       "          {'default': None,\n",
       "           'name': 'gLcPeriodic24',\n",
       "           'type': ['float', 'null']},\n",
       "          {'default': None,\n",
       "           'name': 'gLcPeriodic25',\n",
       "           'type': ['float', 'null']},\n",
       "          {'default': None,\n",
       "           'name': 'gLcPeriodic26',\n",
       "           'type': ['float', 'null']},\n",
       "          {'default': None,\n",
       "           'name': 'gLcPeriodic27',\n",
       "           'type': ['float', 'null']},\n",
       "          {'default': None,\n",
       "           'name': 'gLcPeriodic28',\n",
       "           'type': ['float', 'null']},\n",
       "          {'default': None,\n",
       "           'name': 'gLcPeriodic29',\n",
       "           'type': ['float', 'null']},\n",
       "          {'default': None,\n",
       "           'name': 'gLcPeriodic30',\n",
       "           'type': ['float', 'null']},\n",
       "          {'default': None,\n",
       "           'name': 'gLcPeriodic31',\n",
       "           'type': ['float', 'null']},\n",
       "          {'default': None,\n",
       "           'name': 'gLcPeriodic32',\n",
       "           'type': ['float', 'null']}],\n",
       "         'name': 'gLcPeriodic',\n",
       "         'namespace': 'lsst',\n",
       "         'type': 'record'},\n",
       "        'null']},\n",
       "      {'default': None,\n",
       "       'name': 'rLcPeriodic',\n",
       "       'type': [{'fields': [{'default': None,\n",
       "           'name': 'rLcPeriodic01',\n",
       "           'type': ['float', 'null']},\n",
       "          {'default': None,\n",
       "           'name': 'rLcPeriodic02',\n",
       "           'type': ['float', 'null']},\n",
       "          {'default': None,\n",
       "           'name': 'rLcPeriodic03',\n",
       "           'type': ['float', 'null']},\n",
       "          {'default': None,\n",
       "           'name': 'rLcPeriodic04',\n",
       "           'type': ['float', 'null']},\n",
       "          {'default': None,\n",
       "           'name': 'rLcPeriodic05',\n",
       "           'type': ['float', 'null']},\n",
       "          {'default': None,\n",
       "           'name': 'rLcPeriodic06',\n",
       "           'type': ['float', 'null']},\n",
       "          {'default': None,\n",
       "           'name': 'rLcPeriodic07',\n",
       "           'type': ['float', 'null']},\n",
       "          {'default': None,\n",
       "           'name': 'rLcPeriodic08',\n",
       "           'type': ['float', 'null']},\n",
       "          {'default': None,\n",
       "           'name': 'rLcPeriodic09',\n",
       "           'type': ['float', 'null']},\n",
       "          {'default': None,\n",
       "           'name': 'rLcPeriodic10',\n",
       "           'type': ['float', 'null']},\n",
       "          {'default': None,\n",
       "           'name': 'rLcPeriodic11',\n",
       "           'type': ['float', 'null']},\n",
       "          {'default': None,\n",
       "           'name': 'rLcPeriodic12',\n",
       "           'type': ['float', 'null']},\n",
       "          {'default': None,\n",
       "           'name': 'rLcPeriodic13',\n",
       "           'type': ['float', 'null']},\n",
       "          {'default': None,\n",
       "           'name': 'rLcPeriodic14',\n",
       "           'type': ['float', 'null']},\n",
       "          {'default': None,\n",
       "           'name': 'rLcPeriodic15',\n",
       "           'type': ['float', 'null']},\n",
       "          {'default': None,\n",
       "           'name': 'rLcPeriodic16',\n",
       "           'type': ['float', 'null']},\n",
       "          {'default': None,\n",
       "           'name': 'rLcPeriodic17',\n",
       "           'type': ['float', 'null']},\n",
       "          {'default': None,\n",
       "           'name': 'rLcPeriodic18',\n",
       "           'type': ['float', 'null']},\n",
       "          {'default': None,\n",
       "           'name': 'rLcPeriodic19',\n",
       "           'type': ['float', 'null']},\n",
       "          {'default': None,\n",
       "           'name': 'rLcPeriodic20',\n",
       "           'type': ['float', 'null']},\n",
       "          {'default': None,\n",
       "           'name': 'rLcPeriodic21',\n",
       "           'type': ['float', 'null']},\n",
       "          {'default': None,\n",
       "           'name': 'rLcPeriodic22',\n",
       "           'type': ['float', 'null']},\n",
       "          {'default': None,\n",
       "           'name': 'rLcPeriodic23',\n",
       "           'type': ['float', 'null']},\n",
       "          {'default': None,\n",
       "           'name': 'rLcPeriodic24',\n",
       "           'type': ['float', 'null']},\n",
       "          {'default': None,\n",
       "           'name': 'rLcPeriodic25',\n",
       "           'type': ['float', 'null']},\n",
       "          {'default': None,\n",
       "           'name': 'rLcPeriodic26',\n",
       "           'type': ['float', 'null']},\n",
       "          {'default': None,\n",
       "           'name': 'rLcPeriodic27',\n",
       "           'type': ['float', 'null']},\n",
       "          {'default': None,\n",
       "           'name': 'rLcPeriodic28',\n",
       "           'type': ['float', 'null']},\n",
       "          {'default': None,\n",
       "           'name': 'rLcPeriodic29',\n",
       "           'type': ['float', 'null']},\n",
       "          {'default': None,\n",
       "           'name': 'rLcPeriodic30',\n",
       "           'type': ['float', 'null']},\n",
       "          {'default': None,\n",
       "           'name': 'rLcPeriodic31',\n",
       "           'type': ['float', 'null']},\n",
       "          {'default': None,\n",
       "           'name': 'rLcPeriodic32',\n",
       "           'type': ['float', 'null']}],\n",
       "         'name': 'rLcPeriodic',\n",
       "         'namespace': 'lsst',\n",
       "         'type': 'record'},\n",
       "        'null']},\n",
       "      {'default': None,\n",
       "       'name': 'iLcPeriodic',\n",
       "       'type': [{'fields': [{'default': None,\n",
       "           'name': 'iLcPeriodic01',\n",
       "           'type': ['float', 'null']},\n",
       "          {'default': None,\n",
       "           'name': 'iLcPeriodic02',\n",
       "           'type': ['float', 'null']},\n",
       "          {'default': None,\n",
       "           'name': 'iLcPeriodic03',\n",
       "           'type': ['float', 'null']},\n",
       "          {'default': None,\n",
       "           'name': 'iLcPeriodic04',\n",
       "           'type': ['float', 'null']},\n",
       "          {'default': None,\n",
       "           'name': 'iLcPeriodic05',\n",
       "           'type': ['float', 'null']},\n",
       "          {'default': None,\n",
       "           'name': 'iLcPeriodic06',\n",
       "           'type': ['float', 'null']},\n",
       "          {'default': None,\n",
       "           'name': 'iLcPeriodic07',\n",
       "           'type': ['float', 'null']},\n",
       "          {'default': None,\n",
       "           'name': 'iLcPeriodic08',\n",
       "           'type': ['float', 'null']},\n",
       "          {'default': None,\n",
       "           'name': 'iLcPeriodic09',\n",
       "           'type': ['float', 'null']},\n",
       "          {'default': None,\n",
       "           'name': 'iLcPeriodic10',\n",
       "           'type': ['float', 'null']},\n",
       "          {'default': None,\n",
       "           'name': 'iLcPeriodic11',\n",
       "           'type': ['float', 'null']},\n",
       "          {'default': None,\n",
       "           'name': 'iLcPeriodic12',\n",
       "           'type': ['float', 'null']},\n",
       "          {'default': None,\n",
       "           'name': 'iLcPeriodic13',\n",
       "           'type': ['float', 'null']},\n",
       "          {'default': None,\n",
       "           'name': 'iLcPeriodic14',\n",
       "           'type': ['float', 'null']},\n",
       "          {'default': None,\n",
       "           'name': 'iLcPeriodic15',\n",
       "           'type': ['float', 'null']},\n",
       "          {'default': None,\n",
       "           'name': 'iLcPeriodic16',\n",
       "           'type': ['float', 'null']},\n",
       "          {'default': None,\n",
       "           'name': 'iLcPeriodic17',\n",
       "           'type': ['float', 'null']},\n",
       "          {'default': None,\n",
       "           'name': 'iLcPeriodic18',\n",
       "           'type': ['float', 'null']},\n",
       "          {'default': None,\n",
       "           'name': 'iLcPeriodic19',\n",
       "           'type': ['float', 'null']},\n",
       "          {'default': None,\n",
       "           'name': 'iLcPeriodic20',\n",
       "           'type': ['float', 'null']},\n",
       "          {'default': None,\n",
       "           'name': 'iLcPeriodic21',\n",
       "           'type': ['float', 'null']},\n",
       "          {'default': None,\n",
       "           'name': 'iLcPeriodic22',\n",
       "           'type': ['float', 'null']},\n",
       "          {'default': None,\n",
       "           'name': 'iLcPeriodic23',\n",
       "           'type': ['float', 'null']},\n",
       "          {'default': None,\n",
       "           'name': 'iLcPeriodic24',\n",
       "           'type': ['float', 'null']},\n",
       "          {'default': None,\n",
       "           'name': 'iLcPeriodic25',\n",
       "           'type': ['float', 'null']},\n",
       "          {'default': None,\n",
       "           'name': 'iLcPeriodic26',\n",
       "           'type': ['float', 'null']},\n",
       "          {'default': None,\n",
       "           'name': 'iLcPeriodic27',\n",
       "           'type': ['float', 'null']},\n",
       "          {'default': None,\n",
       "           'name': 'iLcPeriodic28',\n",
       "           'type': ['float', 'null']},\n",
       "          {'default': None,\n",
       "           'name': 'iLcPeriodic29',\n",
       "           'type': ['float', 'null']},\n",
       "          {'default': None,\n",
       "           'name': 'iLcPeriodic30',\n",
       "           'type': ['float', 'null']},\n",
       "          {'default': None,\n",
       "           'name': 'iLcPeriodic31',\n",
       "           'type': ['float', 'null']},\n",
       "          {'default': None,\n",
       "           'name': 'iLcPeriodic32',\n",
       "           'type': ['float', 'null']}],\n",
       "         'name': 'iLcPeriodic',\n",
       "         'namespace': 'lsst',\n",
       "         'type': 'record'},\n",
       "        'null']},\n",
       "      {'default': None,\n",
       "       'name': 'zLcPeriodic',\n",
       "       'type': [{'fields': [{'default': None,\n",
       "           'name': 'zLcPeriodic01',\n",
       "           'type': ['float', 'null']},\n",
       "          {'default': None,\n",
       "           'name': 'zLcPeriodic02',\n",
       "           'type': ['float', 'null']},\n",
       "          {'default': None,\n",
       "           'name': 'zLcPeriodic03',\n",
       "           'type': ['float', 'null']},\n",
       "          {'default': None,\n",
       "           'name': 'zLcPeriodic04',\n",
       "           'type': ['float', 'null']},\n",
       "          {'default': None,\n",
       "           'name': 'zLcPeriodic05',\n",
       "           'type': ['float', 'null']},\n",
       "          {'default': None,\n",
       "           'name': 'zLcPeriodic06',\n",
       "           'type': ['float', 'null']},\n",
       "          {'default': None,\n",
       "           'name': 'zLcPeriodic07',\n",
       "           'type': ['float', 'null']},\n",
       "          {'default': None,\n",
       "           'name': 'zLcPeriodic08',\n",
       "           'type': ['float', 'null']},\n",
       "          {'default': None,\n",
       "           'name': 'zLcPeriodic09',\n",
       "           'type': ['float', 'null']},\n",
       "          {'default': None,\n",
       "           'name': 'zLcPeriodic10',\n",
       "           'type': ['float', 'null']},\n",
       "          {'default': None,\n",
       "           'name': 'zLcPeriodic11',\n",
       "           'type': ['float', 'null']},\n",
       "          {'default': None,\n",
       "           'name': 'zLcPeriodic12',\n",
       "           'type': ['float', 'null']},\n",
       "          {'default': None,\n",
       "           'name': 'zLcPeriodic13',\n",
       "           'type': ['float', 'null']},\n",
       "          {'default': None,\n",
       "           'name': 'zLcPeriodic14',\n",
       "           'type': ['float', 'null']},\n",
       "          {'default': None,\n",
       "           'name': 'zLcPeriodic15',\n",
       "           'type': ['float', 'null']},\n",
       "          {'default': None,\n",
       "           'name': 'zLcPeriodic16',\n",
       "           'type': ['float', 'null']},\n",
       "          {'default': None,\n",
       "           'name': 'zLcPeriodic17',\n",
       "           'type': ['float', 'null']},\n",
       "          {'default': None,\n",
       "           'name': 'zLcPeriodic18',\n",
       "           'type': ['float', 'null']},\n",
       "          {'default': None,\n",
       "           'name': 'zLcPeriodic19',\n",
       "           'type': ['float', 'null']},\n",
       "          {'default': None,\n",
       "           'name': 'zLcPeriodic20',\n",
       "           'type': ['float', 'null']},\n",
       "          {'default': None,\n",
       "           'name': 'zLcPeriodic21',\n",
       "           'type': ['float', 'null']},\n",
       "          {'default': None,\n",
       "           'name': 'zLcPeriodic22',\n",
       "           'type': ['float', 'null']},\n",
       "          {'default': None,\n",
       "           'name': 'zLcPeriodic23',\n",
       "           'type': ['float', 'null']},\n",
       "          {'default': None,\n",
       "           'name': 'zLcPeriodic24',\n",
       "           'type': ['float', 'null']},\n",
       "          {'default': None,\n",
       "           'name': 'zLcPeriodic25',\n",
       "           'type': ['float', 'null']},\n",
       "          {'default': None,\n",
       "           'name': 'zLcPeriodic26',\n",
       "           'type': ['float', 'null']},\n",
       "          {'default': None,\n",
       "           'name': 'zLcPeriodic27',\n",
       "           'type': ['float', 'null']},\n",
       "          {'default': None,\n",
       "           'name': 'zLcPeriodic28',\n",
       "           'type': ['float', 'null']},\n",
       "          {'default': None,\n",
       "           'name': 'zLcPeriodic29',\n",
       "           'type': ['float', 'null']},\n",
       "          {'default': None,\n",
       "           'name': 'zLcPeriodic30',\n",
       "           'type': ['float', 'null']},\n",
       "          {'default': None,\n",
       "           'name': 'zLcPeriodic31',\n",
       "           'type': ['float', 'null']},\n",
       "          {'default': None,\n",
       "           'name': 'zLcPeriodic32',\n",
       "           'type': ['float', 'null']}],\n",
       "         'name': 'zLcPeriodic',\n",
       "         'namespace': 'lsst',\n",
       "         'type': 'record'},\n",
       "        'null']},\n",
       "      {'default': None,\n",
       "       'name': 'yLcPeriodic',\n",
       "       'type': [{'fields': [{'default': None,\n",
       "           'name': 'yLcPeriodic01',\n",
       "           'type': ['float', 'null']},\n",
       "          {'default': None,\n",
       "           'name': 'yLcPeriodic02',\n",
       "           'type': ['float', 'null']},\n",
       "          {'default': None,\n",
       "           'name': 'yLcPeriodic03',\n",
       "           'type': ['float', 'null']},\n",
       "          {'default': None,\n",
       "           'name': 'yLcPeriodic04',\n",
       "           'type': ['float', 'null']},\n",
       "          {'default': None,\n",
       "           'name': 'yLcPeriodic05',\n",
       "           'type': ['float', 'null']},\n",
       "          {'default': None,\n",
       "           'name': 'yLcPeriodic06',\n",
       "           'type': ['float', 'null']},\n",
       "          {'default': None,\n",
       "           'name': 'yLcPeriodic07',\n",
       "           'type': ['float', 'null']},\n",
       "          {'default': None,\n",
       "           'name': 'yLcPeriodic08',\n",
       "           'type': ['float', 'null']},\n",
       "          {'default': None,\n",
       "           'name': 'yLcPeriodic09',\n",
       "           'type': ['float', 'null']},\n",
       "          {'default': None,\n",
       "           'name': 'yLcPeriodic10',\n",
       "           'type': ['float', 'null']},\n",
       "          {'default': None,\n",
       "           'name': 'yLcPeriodic11',\n",
       "           'type': ['float', 'null']},\n",
       "          {'default': None,\n",
       "           'name': 'yLcPeriodic12',\n",
       "           'type': ['float', 'null']},\n",
       "          {'default': None,\n",
       "           'name': 'yLcPeriodic13',\n",
       "           'type': ['float', 'null']},\n",
       "          {'default': None,\n",
       "           'name': 'yLcPeriodic14',\n",
       "           'type': ['float', 'null']},\n",
       "          {'default': None,\n",
       "           'name': 'yLcPeriodic15',\n",
       "           'type': ['float', 'null']},\n",
       "          {'default': None,\n",
       "           'name': 'yLcPeriodic16',\n",
       "           'type': ['float', 'null']},\n",
       "          {'default': None,\n",
       "           'name': 'yLcPeriodic17',\n",
       "           'type': ['float', 'null']},\n",
       "          {'default': None,\n",
       "           'name': 'yLcPeriodic18',\n",
       "           'type': ['float', 'null']},\n",
       "          {'default': None,\n",
       "           'name': 'yLcPeriodic19',\n",
       "           'type': ['float', 'null']},\n",
       "          {'default': None,\n",
       "           'name': 'yLcPeriodic20',\n",
       "           'type': ['float', 'null']},\n",
       "          {'default': None,\n",
       "           'name': 'yLcPeriodic21',\n",
       "           'type': ['float', 'null']},\n",
       "          {'default': None,\n",
       "           'name': 'yLcPeriodic22',\n",
       "           'type': ['float', 'null']},\n",
       "          {'default': None,\n",
       "           'name': 'yLcPeriodic23',\n",
       "           'type': ['float', 'null']},\n",
       "          {'default': None,\n",
       "           'name': 'yLcPeriodic24',\n",
       "           'type': ['float', 'null']},\n",
       "          {'default': None,\n",
       "           'name': 'yLcPeriodic25',\n",
       "           'type': ['float', 'null']},\n",
       "          {'default': None,\n",
       "           'name': 'yLcPeriodic26',\n",
       "           'type': ['float', 'null']},\n",
       "          {'default': None,\n",
       "           'name': 'yLcPeriodic27',\n",
       "           'type': ['float', 'null']},\n",
       "          {'default': None,\n",
       "           'name': 'yLcPeriodic28',\n",
       "           'type': ['float', 'null']},\n",
       "          {'default': None,\n",
       "           'name': 'yLcPeriodic29',\n",
       "           'type': ['float', 'null']},\n",
       "          {'default': None,\n",
       "           'name': 'yLcPeriodic30',\n",
       "           'type': ['float', 'null']},\n",
       "          {'default': None,\n",
       "           'name': 'yLcPeriodic31',\n",
       "           'type': ['float', 'null']},\n",
       "          {'default': None,\n",
       "           'name': 'yLcPeriodic32',\n",
       "           'type': ['float', 'null']}],\n",
       "         'name': 'yLcPeriodic',\n",
       "         'namespace': 'lsst',\n",
       "         'type': 'record'},\n",
       "        'null']},\n",
       "      {'default': None,\n",
       "       'name': 'uLcNonPeriodic',\n",
       "       'type': [{'fields': [{'default': None,\n",
       "           'name': 'uLcNonPeriodic01',\n",
       "           'type': ['float', 'null']},\n",
       "          {'default': None,\n",
       "           'name': 'uLcNonPeriodic02',\n",
       "           'type': ['float', 'null']},\n",
       "          {'default': None,\n",
       "           'name': 'uLcNonPeriodic03',\n",
       "           'type': ['float', 'null']},\n",
       "          {'default': None,\n",
       "           'name': 'uLcNonPeriodic04',\n",
       "           'type': ['float', 'null']},\n",
       "          {'default': None,\n",
       "           'name': 'uLcNonPeriodic05',\n",
       "           'type': ['float', 'null']},\n",
       "          {'default': None,\n",
       "           'name': 'uLcNonPeriodic06',\n",
       "           'type': ['float', 'null']},\n",
       "          {'default': None,\n",
       "           'name': 'uLcNonPeriodic07',\n",
       "           'type': ['float', 'null']},\n",
       "          {'default': None,\n",
       "           'name': 'uLcNonPeriodic08',\n",
       "           'type': ['float', 'null']},\n",
       "          {'default': None,\n",
       "           'name': 'uLcNonPeriodic09',\n",
       "           'type': ['float', 'null']},\n",
       "          {'default': None,\n",
       "           'name': 'uLcNonPeriodic10',\n",
       "           'type': ['float', 'null']},\n",
       "          {'default': None,\n",
       "           'name': 'uLcNonPeriodic11',\n",
       "           'type': ['float', 'null']},\n",
       "          {'default': None,\n",
       "           'name': 'uLcNonPeriodic12',\n",
       "           'type': ['float', 'null']},\n",
       "          {'default': None,\n",
       "           'name': 'uLcNonPeriodic13',\n",
       "           'type': ['float', 'null']},\n",
       "          {'default': None,\n",
       "           'name': 'uLcNonPeriodic14',\n",
       "           'type': ['float', 'null']},\n",
       "          {'default': None,\n",
       "           'name': 'uLcNonPeriodic15',\n",
       "           'type': ['float', 'null']},\n",
       "          {'default': None,\n",
       "           'name': 'uLcNonPeriodic16',\n",
       "           'type': ['float', 'null']},\n",
       "          {'default': None,\n",
       "           'name': 'uLcNonPeriodic17',\n",
       "           'type': ['float', 'null']},\n",
       "          {'default': None,\n",
       "           'name': 'uLcNonPeriodic18',\n",
       "           'type': ['float', 'null']},\n",
       "          {'default': None,\n",
       "           'name': 'uLcNonPeriodic19',\n",
       "           'type': ['float', 'null']},\n",
       "          {'default': None,\n",
       "           'name': 'uLcNonPeriodic20',\n",
       "           'type': ['float', 'null']}],\n",
       "         'name': 'uLcNonPeriodic',\n",
       "         'namespace': 'lsst',\n",
       "         'type': 'record'},\n",
       "        'null']},\n",
       "      {'default': None,\n",
       "       'name': 'gLcNonPeriodic',\n",
       "       'type': [{'fields': [{'default': None,\n",
       "           'name': 'gLcNonPeriodic01',\n",
       "           'type': ['float', 'null']},\n",
       "          {'default': None,\n",
       "           'name': 'gLcNonPeriodic02',\n",
       "           'type': ['float', 'null']},\n",
       "          {'default': None,\n",
       "           'name': 'gLcNonPeriodic03',\n",
       "           'type': ['float', 'null']},\n",
       "          {'default': None,\n",
       "           'name': 'gLcNonPeriodic04',\n",
       "           'type': ['float', 'null']},\n",
       "          {'default': None,\n",
       "           'name': 'gLcNonPeriodic05',\n",
       "           'type': ['float', 'null']},\n",
       "          {'default': None,\n",
       "           'name': 'gLcNonPeriodic06',\n",
       "           'type': ['float', 'null']},\n",
       "          {'default': None,\n",
       "           'name': 'gLcNonPeriodic07',\n",
       "           'type': ['float', 'null']},\n",
       "          {'default': None,\n",
       "           'name': 'gLcNonPeriodic08',\n",
       "           'type': ['float', 'null']},\n",
       "          {'default': None,\n",
       "           'name': 'gLcNonPeriodic09',\n",
       "           'type': ['float', 'null']},\n",
       "          {'default': None,\n",
       "           'name': 'gLcNonPeriodic10',\n",
       "           'type': ['float', 'null']},\n",
       "          {'default': None,\n",
       "           'name': 'gLcNonPeriodic11',\n",
       "           'type': ['float', 'null']},\n",
       "          {'default': None,\n",
       "           'name': 'gLcNonPeriodic12',\n",
       "           'type': ['float', 'null']},\n",
       "          {'default': None,\n",
       "           'name': 'gLcNonPeriodic13',\n",
       "           'type': ['float', 'null']},\n",
       "          {'default': None,\n",
       "           'name': 'gLcNonPeriodic14',\n",
       "           'type': ['float', 'null']},\n",
       "          {'default': None,\n",
       "           'name': 'gLcNonPeriodic15',\n",
       "           'type': ['float', 'null']},\n",
       "          {'default': None,\n",
       "           'name': 'gLcNonPeriodic16',\n",
       "           'type': ['float', 'null']},\n",
       "          {'default': None,\n",
       "           'name': 'gLcNonPeriodic17',\n",
       "           'type': ['float', 'null']},\n",
       "          {'default': None,\n",
       "           'name': 'gLcNonPeriodic18',\n",
       "           'type': ['float', 'null']},\n",
       "          {'default': None,\n",
       "           'name': 'gLcNonPeriodic19',\n",
       "           'type': ['float', 'null']},\n",
       "          {'default': None,\n",
       "           'name': 'gLcNonPeriodic20',\n",
       "           'type': ['float', 'null']}],\n",
       "         'name': 'gLcNonPeriodic',\n",
       "         'namespace': 'lsst',\n",
       "         'type': 'record'},\n",
       "        'null']},\n",
       "      {'default': None,\n",
       "       'name': 'rLcNonPeriodic',\n",
       "       'type': [{'fields': [{'default': None,\n",
       "           'name': 'rLcNonPeriodic01',\n",
       "           'type': ['float', 'null']},\n",
       "          {'default': None,\n",
       "           'name': 'rLcNonPeriodic02',\n",
       "           'type': ['float', 'null']},\n",
       "          {'default': None,\n",
       "           'name': 'rLcNonPeriodic03',\n",
       "           'type': ['float', 'null']},\n",
       "          {'default': None,\n",
       "           'name': 'rLcNonPeriodic04',\n",
       "           'type': ['float', 'null']},\n",
       "          {'default': None,\n",
       "           'name': 'rLcNonPeriodic05',\n",
       "           'type': ['float', 'null']},\n",
       "          {'default': None,\n",
       "           'name': 'rLcNonPeriodic06',\n",
       "           'type': ['float', 'null']},\n",
       "          {'default': None,\n",
       "           'name': 'rLcNonPeriodic07',\n",
       "           'type': ['float', 'null']},\n",
       "          {'default': None,\n",
       "           'name': 'rLcNonPeriodic08',\n",
       "           'type': ['float', 'null']},\n",
       "          {'default': None,\n",
       "           'name': 'rLcNonPeriodic09',\n",
       "           'type': ['float', 'null']},\n",
       "          {'default': None,\n",
       "           'name': 'rLcNonPeriodic10',\n",
       "           'type': ['float', 'null']},\n",
       "          {'default': None,\n",
       "           'name': 'rLcNonPeriodic11',\n",
       "           'type': ['float', 'null']},\n",
       "          {'default': None,\n",
       "           'name': 'rLcNonPeriodic12',\n",
       "           'type': ['float', 'null']},\n",
       "          {'default': None,\n",
       "           'name': 'rLcNonPeriodic13',\n",
       "           'type': ['float', 'null']},\n",
       "          {'default': None,\n",
       "           'name': 'rLcNonPeriodic14',\n",
       "           'type': ['float', 'null']},\n",
       "          {'default': None,\n",
       "           'name': 'rLcNonPeriodic15',\n",
       "           'type': ['float', 'null']},\n",
       "          {'default': None,\n",
       "           'name': 'rLcNonPeriodic16',\n",
       "           'type': ['float', 'null']},\n",
       "          {'default': None,\n",
       "           'name': 'rLcNonPeriodic17',\n",
       "           'type': ['float', 'null']},\n",
       "          {'default': None,\n",
       "           'name': 'rLcNonPeriodic18',\n",
       "           'type': ['float', 'null']},\n",
       "          {'default': None,\n",
       "           'name': 'rLcNonPeriodic19',\n",
       "           'type': ['float', 'null']},\n",
       "          {'default': None,\n",
       "           'name': 'rLcNonPeriodic20',\n",
       "           'type': ['float', 'null']}],\n",
       "         'name': 'rLcNonPeriodic',\n",
       "         'namespace': 'lsst',\n",
       "         'type': 'record'},\n",
       "        'null']},\n",
       "      {'default': None,\n",
       "       'name': 'iLcNonPeriodic',\n",
       "       'type': [{'fields': [{'default': None,\n",
       "           'name': 'iLcNonPeriodic01',\n",
       "           'type': ['float', 'null']},\n",
       "          {'default': None,\n",
       "           'name': 'iLcNonPeriodic02',\n",
       "           'type': ['float', 'null']},\n",
       "          {'default': None,\n",
       "           'name': 'iLcNonPeriodic03',\n",
       "           'type': ['float', 'null']},\n",
       "          {'default': None,\n",
       "           'name': 'iLcNonPeriodic04',\n",
       "           'type': ['float', 'null']},\n",
       "          {'default': None,\n",
       "           'name': 'iLcNonPeriodic05',\n",
       "           'type': ['float', 'null']},\n",
       "          {'default': None,\n",
       "           'name': 'iLcNonPeriodic06',\n",
       "           'type': ['float', 'null']},\n",
       "          {'default': None,\n",
       "           'name': 'iLcNonPeriodic07',\n",
       "           'type': ['float', 'null']},\n",
       "          {'default': None,\n",
       "           'name': 'iLcNonPeriodic08',\n",
       "           'type': ['float', 'null']},\n",
       "          {'default': None,\n",
       "           'name': 'iLcNonPeriodic09',\n",
       "           'type': ['float', 'null']},\n",
       "          {'default': None,\n",
       "           'name': 'iLcNonPeriodic10',\n",
       "           'type': ['float', 'null']},\n",
       "          {'default': None,\n",
       "           'name': 'iLcNonPeriodic11',\n",
       "           'type': ['float', 'null']},\n",
       "          {'default': None,\n",
       "           'name': 'iLcNonPeriodic12',\n",
       "           'type': ['float', 'null']},\n",
       "          {'default': None,\n",
       "           'name': 'iLcNonPeriodic13',\n",
       "           'type': ['float', 'null']},\n",
       "          {'default': None,\n",
       "           'name': 'iLcNonPeriodic14',\n",
       "           'type': ['float', 'null']},\n",
       "          {'default': None,\n",
       "           'name': 'iLcNonPeriodic15',\n",
       "           'type': ['float', 'null']},\n",
       "          {'default': None,\n",
       "           'name': 'iLcNonPeriodic16',\n",
       "           'type': ['float', 'null']},\n",
       "          {'default': None,\n",
       "           'name': 'iLcNonPeriodic17',\n",
       "           'type': ['float', 'null']},\n",
       "          {'default': None,\n",
       "           'name': 'iLcNonPeriodic18',\n",
       "           'type': ['float', 'null']},\n",
       "          {'default': None,\n",
       "           'name': 'iLcNonPeriodic19',\n",
       "           'type': ['float', 'null']},\n",
       "          {'default': None,\n",
       "           'name': 'iLcNonPeriodic20',\n",
       "           'type': ['float', 'null']}],\n",
       "         'name': 'iLcNonPeriodic',\n",
       "         'namespace': 'lsst',\n",
       "         'type': 'record'},\n",
       "        'null']},\n",
       "      {'default': None,\n",
       "       'name': 'zLcNonPeriodic',\n",
       "       'type': [{'fields': [{'default': None,\n",
       "           'name': 'zLcNonPeriodic01',\n",
       "           'type': ['float', 'null']},\n",
       "          {'default': None,\n",
       "           'name': 'zLcNonPeriodic02',\n",
       "           'type': ['float', 'null']},\n",
       "          {'default': None,\n",
       "           'name': 'zLcNonPeriodic03',\n",
       "           'type': ['float', 'null']},\n",
       "          {'default': None,\n",
       "           'name': 'zLcNonPeriodic04',\n",
       "           'type': ['float', 'null']},\n",
       "          {'default': None,\n",
       "           'name': 'zLcNonPeriodic05',\n",
       "           'type': ['float', 'null']},\n",
       "          {'default': None,\n",
       "           'name': 'zLcNonPeriodic06',\n",
       "           'type': ['float', 'null']},\n",
       "          {'default': None,\n",
       "           'name': 'zLcNonPeriodic07',\n",
       "           'type': ['float', 'null']},\n",
       "          {'default': None,\n",
       "           'name': 'zLcNonPeriodic08',\n",
       "           'type': ['float', 'null']},\n",
       "          {'default': None,\n",
       "           'name': 'zLcNonPeriodic09',\n",
       "           'type': ['float', 'null']},\n",
       "          {'default': None,\n",
       "           'name': 'zLcNonPeriodic10',\n",
       "           'type': ['float', 'null']},\n",
       "          {'default': None,\n",
       "           'name': 'zLcNonPeriodic11',\n",
       "           'type': ['float', 'null']},\n",
       "          {'default': None,\n",
       "           'name': 'zLcNonPeriodic12',\n",
       "           'type': ['float', 'null']},\n",
       "          {'default': None,\n",
       "           'name': 'zLcNonPeriodic13',\n",
       "           'type': ['float', 'null']},\n",
       "          {'default': None,\n",
       "           'name': 'zLcNonPeriodic14',\n",
       "           'type': ['float', 'null']},\n",
       "          {'default': None,\n",
       "           'name': 'zLcNonPeriodic15',\n",
       "           'type': ['float', 'null']},\n",
       "          {'default': None,\n",
       "           'name': 'zLcNonPeriodic16',\n",
       "           'type': ['float', 'null']},\n",
       "          {'default': None,\n",
       "           'name': 'zLcNonPeriodic17',\n",
       "           'type': ['float', 'null']},\n",
       "          {'default': None,\n",
       "           'name': 'zLcNonPeriodic18',\n",
       "           'type': ['float', 'null']},\n",
       "          {'default': None,\n",
       "           'name': 'zLcNonPeriodic19',\n",
       "           'type': ['float', 'null']},\n",
       "          {'default': None,\n",
       "           'name': 'zLcNonPeriodic20',\n",
       "           'type': ['float', 'null']}],\n",
       "         'name': 'zLcNonPeriodic',\n",
       "         'namespace': 'lsst',\n",
       "         'type': 'record'},\n",
       "        'null']},\n",
       "      {'default': None,\n",
       "       'name': 'yLcNonPeriodic',\n",
       "       'type': [{'fields': [{'default': None,\n",
       "           'name': 'yLcNonPeriodic01',\n",
       "           'type': ['float', 'null']},\n",
       "          {'default': None,\n",
       "           'name': 'yLcNonPeriodic02',\n",
       "           'type': ['float', 'null']},\n",
       "          {'default': None,\n",
       "           'name': 'yLcNonPeriodic03',\n",
       "           'type': ['float', 'null']},\n",
       "          {'default': None,\n",
       "           'name': 'yLcNonPeriodic04',\n",
       "           'type': ['float', 'null']},\n",
       "          {'default': None,\n",
       "           'name': 'yLcNonPeriodic05',\n",
       "           'type': ['float', 'null']},\n",
       "          {'default': None,\n",
       "           'name': 'yLcNonPeriodic06',\n",
       "           'type': ['float', 'null']},\n",
       "          {'default': None,\n",
       "           'name': 'yLcNonPeriodic07',\n",
       "           'type': ['float', 'null']},\n",
       "          {'default': None,\n",
       "           'name': 'yLcNonPeriodic08',\n",
       "           'type': ['float', 'null']},\n",
       "          {'default': None,\n",
       "           'name': 'yLcNonPeriodic09',\n",
       "           'type': ['float', 'null']},\n",
       "          {'default': None,\n",
       "           'name': 'yLcNonPeriodic10',\n",
       "           'type': ['float', 'null']},\n",
       "          {'default': None,\n",
       "           'name': 'yLcNonPeriodic11',\n",
       "           'type': ['float', 'null']},\n",
       "          {'default': None,\n",
       "           'name': 'yLcNonPeriodic12',\n",
       "           'type': ['float', 'null']},\n",
       "          {'default': None,\n",
       "           'name': 'yLcNonPeriodic13',\n",
       "           'type': ['float', 'null']},\n",
       "          {'default': None,\n",
       "           'name': 'yLcNonPeriodic14',\n",
       "           'type': ['float', 'null']},\n",
       "          {'default': None,\n",
       "           'name': 'yLcNonPeriodic15',\n",
       "           'type': ['float', 'null']},\n",
       "          {'default': None,\n",
       "           'name': 'yLcNonPeriodic16',\n",
       "           'type': ['float', 'null']},\n",
       "          {'default': None,\n",
       "           'name': 'yLcNonPeriodic17',\n",
       "           'type': ['float', 'null']},\n",
       "          {'default': None,\n",
       "           'name': 'yLcNonPeriodic18',\n",
       "           'type': ['float', 'null']},\n",
       "          {'default': None,\n",
       "           'name': 'yLcNonPeriodic19',\n",
       "           'type': ['float', 'null']},\n",
       "          {'default': None,\n",
       "           'name': 'yLcNonPeriodic20',\n",
       "           'type': ['float', 'null']}],\n",
       "         'name': 'yLcNonPeriodic',\n",
       "         'namespace': 'lsst',\n",
       "         'type': 'record'},\n",
       "        'null']},\n",
       "      {'default': None, 'name': 'nearbyObj1', 'type': ['long', 'null']},\n",
       "      {'default': None, 'name': 'nearbyObj1Dist', 'type': ['float', 'null']},\n",
       "      {'default': None, 'name': 'nearbyObj1LnP', 'type': ['float', 'null']},\n",
       "      {'default': None, 'name': 'nearbyObj2', 'type': ['long', 'null']},\n",
       "      {'default': None, 'name': 'nearbyObj2Dist', 'type': ['float', 'null']},\n",
       "      {'default': None, 'name': 'nearbyObj2LnP', 'type': ['float', 'null']},\n",
       "      {'default': None, 'name': 'nearbyObj3', 'type': ['long', 'null']},\n",
       "      {'default': None, 'name': 'nearbyObj3Dist', 'type': ['float', 'null']},\n",
       "      {'default': None, 'name': 'nearbyObj3LnP', 'type': ['float', 'null']},\n",
       "      {'name': 'flags', 'type': 'long'}],\n",
       "     'name': 'diaObject',\n",
       "     'namespace': 'lsst',\n",
       "     'type': 'record'},\n",
       "    'null']},\n",
       "  {'default': None,\n",
       "   'name': 'ssObject',\n",
       "   'type': [{'fields': [{'name': 'ssObjectId', 'type': 'long'},\n",
       "      {'default': None,\n",
       "       'name': 'oe',\n",
       "       'type': [{'fields': [{'default': None,\n",
       "           'name': 'q',\n",
       "           'type': ['double', 'null']},\n",
       "          {'default': None, 'name': 'e', 'type': ['double', 'null']},\n",
       "          {'default': None, 'name': 'i', 'type': ['double', 'null']},\n",
       "          {'default': None, 'name': 'lan', 'type': ['double', 'null']},\n",
       "          {'default': None, 'name': 'aop', 'type': ['double', 'null']},\n",
       "          {'default': None, 'name': 'M', 'type': ['double', 'null']},\n",
       "          {'default': None, 'name': 'epoch', 'type': ['double', 'null']}],\n",
       "         'name': 'oe',\n",
       "         'namespace': 'lsst',\n",
       "         'type': 'record'},\n",
       "        'null']},\n",
       "      {'default': None,\n",
       "       'name': 'oe_Cov',\n",
       "       'type': [{'fields': [{'default': None,\n",
       "           'name': 'qSigma',\n",
       "           'type': ['double', 'null']},\n",
       "          {'default': None, 'name': 'eSigma', 'type': ['double', 'null']},\n",
       "          {'default': None, 'name': 'iSigma', 'type': ['double', 'null']},\n",
       "          {'default': None, 'name': 'lanSigma', 'type': ['double', 'null']},\n",
       "          {'default': None, 'name': 'aopSigma', 'type': ['double', 'null']},\n",
       "          {'default': None, 'name': 'MSigma', 'type': ['double', 'null']},\n",
       "          {'default': None, 'name': 'epochSigma', 'type': ['double', 'null']},\n",
       "          {'default': None, 'name': 'q_e_Cov', 'type': ['double', 'null']},\n",
       "          {'default': None, 'name': 'q_i_Cov', 'type': ['double', 'null']},\n",
       "          {'default': None, 'name': 'q_lan_Cov', 'type': ['double', 'null']},\n",
       "          {'default': None, 'name': 'q_aop_Cov', 'type': ['double', 'null']},\n",
       "          {'default': None, 'name': 'q_M_Cov', 'type': ['double', 'null']},\n",
       "          {'default': None, 'name': 'q_epoch_Cov', 'type': ['double', 'null']},\n",
       "          {'default': None, 'name': 'e_i_Cov', 'type': ['double', 'null']},\n",
       "          {'default': None, 'name': 'e_lan_Cov', 'type': ['double', 'null']},\n",
       "          {'default': None, 'name': 'e_aop_Cov', 'type': ['double', 'null']},\n",
       "          {'default': None, 'name': 'e_M_Cov', 'type': ['double', 'null']},\n",
       "          {'default': None, 'name': 'e_epoch_Cov', 'type': ['double', 'null']},\n",
       "          {'default': None, 'name': 'i_lan_Cov', 'type': ['double', 'null']},\n",
       "          {'default': None, 'name': 'i_aop_Cov', 'type': ['double', 'null']},\n",
       "          {'default': None, 'name': 'i_M_Cov', 'type': ['double', 'null']},\n",
       "          {'default': None, 'name': 'i_epoch_Cov', 'type': ['double', 'null']},\n",
       "          {'default': None, 'name': 'lan_aop_Cov', 'type': ['double', 'null']},\n",
       "          {'default': None, 'name': 'lan_M_Cov', 'type': ['double', 'null']},\n",
       "          {'default': None,\n",
       "           'name': 'lan_epoch_Cov',\n",
       "           'type': ['double', 'null']},\n",
       "          {'default': None, 'name': 'aop_M_Cov', 'type': ['double', 'null']},\n",
       "          {'default': None,\n",
       "           'name': 'aop_epoch_Cov',\n",
       "           'type': ['double', 'null']},\n",
       "          {'default': None,\n",
       "           'name': 'M_epoch_Cov',\n",
       "           'type': ['double', 'null']}],\n",
       "         'name': 'oe_Cov',\n",
       "         'namespace': 'lsst',\n",
       "         'type': 'record'},\n",
       "        'null']},\n",
       "      {'default': None, 'name': 'arc', 'type': ['float', 'null']},\n",
       "      {'default': None, 'name': 'orbFitLnL', 'type': ['float', 'null']},\n",
       "      {'default': None, 'name': 'orbFitChi2', 'type': ['float', 'null']},\n",
       "      {'default': None, 'name': 'orbFitNdata', 'type': ['int', 'null']},\n",
       "      {'default': None, 'name': 'MOID1', 'type': ['float', 'null']},\n",
       "      {'default': None, 'name': 'MOID2', 'type': ['float', 'null']},\n",
       "      {'default': None, 'name': 'moidLon1', 'type': ['double', 'null']},\n",
       "      {'default': None, 'name': 'moidLon2', 'type': ['double', 'null']},\n",
       "      {'default': None, 'name': 'uH', 'type': ['float', 'null']},\n",
       "      {'default': None, 'name': 'uHErr', 'type': ['float', 'null']},\n",
       "      {'default': None, 'name': 'uG1', 'type': ['float', 'null']},\n",
       "      {'default': None, 'name': 'uG1Err', 'type': ['float', 'null']},\n",
       "      {'default': None, 'name': 'uG2', 'type': ['float', 'null']},\n",
       "      {'default': None, 'name': 'uG2Err', 'type': ['float', 'null']},\n",
       "      {'default': None, 'name': 'gH', 'type': ['float', 'null']},\n",
       "      {'default': None, 'name': 'gHErr', 'type': ['float', 'null']},\n",
       "      {'default': None, 'name': 'gG1', 'type': ['float', 'null']},\n",
       "      {'default': None, 'name': 'gG1Err', 'type': ['float', 'null']},\n",
       "      {'default': None, 'name': 'gG2', 'type': ['float', 'null']},\n",
       "      {'default': None, 'name': 'gG2Err', 'type': ['float', 'null']},\n",
       "      {'default': None, 'name': 'rH', 'type': ['float', 'null']},\n",
       "      {'default': None, 'name': 'rHErr', 'type': ['float', 'null']},\n",
       "      {'default': None, 'name': 'rG1', 'type': ['float', 'null']},\n",
       "      {'default': None, 'name': 'rG1Err', 'type': ['float', 'null']},\n",
       "      {'default': None, 'name': 'rG2', 'type': ['float', 'null']},\n",
       "      {'default': None, 'name': 'rG2Err', 'type': ['float', 'null']},\n",
       "      {'default': None, 'name': 'iH', 'type': ['float', 'null']},\n",
       "      {'default': None, 'name': 'iHErr', 'type': ['float', 'null']},\n",
       "      {'default': None, 'name': 'iG1', 'type': ['float', 'null']},\n",
       "      {'default': None, 'name': 'iG1Err', 'type': ['float', 'null']},\n",
       "      {'default': None, 'name': 'iG2', 'type': ['float', 'null']},\n",
       "      {'default': None, 'name': 'iG2Err', 'type': ['float', 'null']},\n",
       "      {'default': None, 'name': 'zH', 'type': ['float', 'null']},\n",
       "      {'default': None, 'name': 'zHErr', 'type': ['float', 'null']},\n",
       "      {'default': None, 'name': 'zG1', 'type': ['float', 'null']},\n",
       "      {'default': None, 'name': 'zG1Err', 'type': ['float', 'null']},\n",
       "      {'default': None, 'name': 'zG2', 'type': ['float', 'null']},\n",
       "      {'default': None, 'name': 'zG2Err', 'type': ['float', 'null']},\n",
       "      {'default': None, 'name': 'yH', 'type': ['float', 'null']},\n",
       "      {'default': None, 'name': 'yHErr', 'type': ['float', 'null']},\n",
       "      {'default': None, 'name': 'yG1', 'type': ['float', 'null']},\n",
       "      {'default': None, 'name': 'yG1Err', 'type': ['float', 'null']},\n",
       "      {'default': None, 'name': 'yG2', 'type': ['float', 'null']},\n",
       "      {'default': None, 'name': 'yG2Err', 'type': ['float', 'null']},\n",
       "      {'name': 'flags', 'type': 'long'}],\n",
       "     'name': 'ssObject',\n",
       "     'namespace': 'lsst',\n",
       "     'type': 'record'},\n",
       "    'null']},\n",
       "  {'default': None, 'name': 'diaObjectL2', 'type': ['lsst.diaObject', 'null']},\n",
       "  {'default': None,\n",
       "   'name': 'diaSourcesL2',\n",
       "   'type': [{'items': 'lsst.alert.diaSource', 'type': 'array'}, 'null']},\n",
       "  {'default': None,\n",
       "   'name': 'cutoutDifference',\n",
       "   'type': [{'fields': [{'name': 'fileName', 'type': 'string'},\n",
       "      {'name': 'stampData', 'type': 'bytes'}],\n",
       "     'name': 'cutout',\n",
       "     'namespace': 'lsst.alert',\n",
       "     'type': 'record'},\n",
       "    'null']},\n",
       "  {'default': None,\n",
       "   'name': 'cutoutTemplate',\n",
       "   'type': ['lsst.alert.cutout', 'null']}],\n",
       " 'name': 'alert',\n",
       " 'namespace': 'lsst',\n",
       " 'type': 'record'}"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "schema"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": true,
    "deletable": true,
    "editable": true
   },
   "source": [
    "## Prep Spark environment\n",
    "\n",
    "Need some packages to talk to Kafka."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "collapsed": true,
    "deletable": true,
    "editable": true
   },
   "outputs": [],
   "source": [
    "import os\n",
    "os.environ['PYSPARK_SUBMIT_ARGS'] = '--packages org.apache.spark:spark-streaming-kafka-0-8_2.11:2.1.0,org.apache.spark:spark-sql-kafka-0-10_2.11:2.1.0,com.databricks:spark-avro_2.11:3.2.0 pyspark-shell'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "collapsed": false,
    "deletable": true,
    "editable": true
   },
   "outputs": [],
   "source": [
    "from pyspark import SparkContext\n",
    "from pyspark.streaming import StreamingContext\n",
    "from pyspark.streaming.kafka import KafkaUtils\n",
    "\n",
    "# create spark and streaming contexts\n",
    "sc = SparkContext(\"local[*]\", \"KafkaDirectStreamAvro\")\n",
    "ssc = StreamingContext(sc, 10)\n",
    "\n",
    "# defining the checkpoint directory\n",
    "ssc.checkpoint(\"/tmp\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "deletable": true,
    "editable": true
   },
   "source": [
    "## Start a Kafka stream for Spark to subscribe\n",
    "\n",
    "No stamps, uses Avro schemaless encoding."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "deletable": true,
    "editable": true
   },
   "source": [
    "With lsst-dm/alert_stream, in an external shell:\n",
    "\n",
    "docker run -it       --network=alertstream_default       alert_stream python bin/sendAlertStream.py my-stream 10 --no-stamps --repeat --max-repeats 3"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "deletable": true,
    "editable": true
   },
   "source": [
    "## Create output for Spark to print\n",
    "\n",
    "kafkaStream is configured with decoding applied to the value directly.\n",
    "\n",
    "alerts grabs the actual alert messages.\n",
    "\n",
    "alertIds applies a map that just grabs individual alertId's.\n",
    "\n",
    "filter_all demonstrates a filtered stream that should catch all the alerts.\n",
    "\n",
    "filter_empty demonstrates a filtered stream that should be empty."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "collapsed": false,
    "deletable": true,
    "editable": true
   },
   "outputs": [],
   "source": [
    "import io\n",
    "\n",
    "def decoder(msg):\n",
    "    bytes_io = io.BytesIO(msg)\n",
    "    bytes_io.seek(0)\n",
    "    alert = fastavro.schemaless_reader(bytes_io, schema)\n",
    "    return alert"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "collapsed": false,
    "deletable": true,
    "editable": true
   },
   "outputs": [],
   "source": [
    "kafkaStream = KafkaUtils.createDirectStream(ssc, ['my-stream'], {'bootstrap.servers': 'kafka:9092',\n",
    "            'auto.offset.reset': 'smallest', 'group.id': 'spark-group' }, valueDecoder=decoder)\n",
    "\n",
    "alerts = kafkaStream.map(lambda x: x[1])\n",
    "alerts.pprint()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "collapsed": true,
    "deletable": true,
    "editable": true
   },
   "outputs": [],
   "source": [
    "def map_alertId(alert):\n",
    "    return alert['alertId']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "collapsed": false,
    "deletable": true,
    "editable": true
   },
   "outputs": [],
   "source": [
    "alertIds = alerts.map(map_alertId)\n",
    "alertIds.count().map(lambda x:'AlertId alerts in this window: %s' % x).pprint()  \n",
    "alertIds.pprint()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "collapsed": true,
    "deletable": true,
    "editable": true
   },
   "outputs": [],
   "source": [
    "def filter_allRa(alert):\n",
    "    return alert['diaSource']['ra'] > 350"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "filter_all = alerts.filter(filter_allRa)\n",
    "filter_all.count().map(lambda x:'Filter_all alerts in this window: %s' % x).pprint()  \n",
    "filter_all.pprint()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "def filter_emptyRa(alert):\n",
    "    return alert['diaSource']['ra'] < 350"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "filter_empty = alerts.filter(filter_emptyRa)\n",
    "filter_empty.count().map(lambda x:'Filter_empty alerts in this window: %s' % x).pprint()  \n",
    "filter_empty.pprint()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "deletable": true,
    "editable": true
   },
   "source": [
    "## Start the streaming context\n",
    "\n",
    "Output pprints of the streams above appear."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {
    "collapsed": false,
    "deletable": true,
    "editable": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "-------------------------------------------\n",
      "Time: 2017-04-27 19:06:50\n",
      "-------------------------------------------\n",
      "{'prv_diaSources': [{'dipLnL': None, 'dipNdata': None, 'decl': 0.126243049656, 'dipMeanFlux': None, 'ra': 351.570546978, 'extendedness': None, 'dipLength': None, 'psLnL': None, 'iyyPSF': None, 'fpBkgdErr': None, 'dipDecl': None, 'dip_Cov': None, 'ixxPSF': None, 'ccdVisitId': 111111, 'psDecl': None, 'trailLength': None, 'trailLnL': None, 'trailAngle': None, 'totFlux': None, 'dipChi2': None, 'ssObjectId': None, 'ra_decl_Cov': {'raSigma': 0.0002800000074785203, 'declSigma': 0.0002800000074785203, 'ra_decl_Cov': 0.0002899999963119626}, 'spuriousness': None, 'apFlux': None, 'midPointTai': 1480360995.0, 'totFluxErr': None, 'ps_Cov': None, 'diffFluxErr': None, 'dipAngle': None, 'psChi2': None, 'parentDiaSourceId': None, 'ixy': None, 'fpBkgd': None, 'trailFlux': None, 'ixx': None, 'trailNdata': None, 'snr': 41.099998474121094, 'iyy': None, 'dipFluxDiff': None, 'apFluxErr': None, 'diaObjectId': None, 'trail_Cov': None, 'psRa': None, 'i_cov': None, 'dipRa': None, 'trailRa': None, 'diffFlux': None, 'filterName': 'r', 'trailDecl': None, 'diaSourceId': 281323062375219198, 'y': 121.0999984741211, 'x': 112.0999984741211, 'x_y_Cov': {'x_y_Cov': 1.2000000476837158, 'xSigma': 1.2000000476837158, 'ySigma': 1.100000023841858}, 'psFlux': 1241.0, 'trailChi2': None, 'psNdata': None, 'flags': 0, 'ixyPSF': None}, {'dipLnL': None, 'dipNdata': None, 'decl': 0.126243049656, 'dipMeanFlux': None, 'ra': 351.570546978, 'extendedness': None, 'dipLength': None, 'psLnL': None, 'iyyPSF': None, 'fpBkgdErr': None, 'dipDecl': None, 'dip_Cov': None, 'ixxPSF': None, 'ccdVisitId': 111111, 'psDecl': None, 'trailLength': None, 'trailLnL': None, 'trailAngle': None, 'totFlux': None, 'dipChi2': None, 'ssObjectId': None, 'ra_decl_Cov': {'raSigma': 0.0002800000074785203, 'declSigma': 0.0002800000074785203, 'ra_decl_Cov': 0.0002899999963119626}, 'spuriousness': None, 'apFlux': None, 'midPointTai': 1480360995.0, 'totFluxErr': None, 'ps_Cov': None, 'diffFluxErr': None, 'dipAngle': None, 'psChi2': None, 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None, 'pmParallaxChi2': 0.00013000000035390258, 'rPSFluxChi2': None, 'yPSFluxMean': None, 'gPSFluxMean': None, 'rPSFluxMean': None, 'uPSFluxNdata': None, 'iPSFluxChi2': None, 'zPSFluxMean': None, 'rFPFluxMeanErr': None, 'zPSFluxNdata': None, 'gFPFluxSigma': None, 'radecTai': 1480360995.0, 'rFPFluxMean': None, 'gPSFluxChi2': None, 'nearbyObj2': None, 'nearbyObj1LnP': None, 'zPSFluxMeanErr': None, 'uPSFluxMeanErr': None, 'zFPFluxSigma': None, 'rFPFluxSigma': None, 'ra_decl_Cov': {'raSigma': 0.0002800000074785203, 'declSigma': 0.0002800000074785203, 'ra_decl_Cov': 0.0002899999963119626}, 'ra': 351.570546978, 'gLcPeriodic': None, 'nearbyObj1Dist': None, 'parallax': 2.124124050140381, 'rPSFluxSigma': None, 'gLcNonPeriodic': None, 'pmParallaxLnL': 0.00013000000035390258, 'gFPFluxMean': None, 'uFPFluxMean': None, 'nearbyObj3LnP': None, 'yPSFluxMeanErr': None, 'iLcNonPeriodic': None, 'zPSFluxSigma': None, 'uLcNonPeriodic': None, 'uPSFluxChi2': None, 'pmParallaxNdata': 1214, 'nearbyObj2LnP': None, 'pmRa': 0.00013000000035390258, 'yLcNonPeriodic': None, 'nearbyObj3': None, 'iPSFluxSigma': None, 'rLcPeriodic': None, 'gPSFluxSigma': None, 'zFPFluxMeanErr': None, 'gPSFluxNdata': None, 'iPSFluxMean': None, 'uFPFluxMeanErr': None, 'gPSFluxMeanErr': None, 'uPSFluxSigma': None, 'pm_parallax_Cov': {'pmRaSigma': 0.00013000000035390258, 'pmDecl_parallax_Cov': 0.00013000000035390258, 'pmRa_parallax_Cov': 0.00013000000035390258, 'pmDeclSigma': 0.00013000000035390258, 'pmRa_pmDecl_Cov': 0.00013000000035390258, 'parallaxSigma': 0.00013000000035390258}, 'iPSFluxMeanErr': None, 'uPSFluxMean': None, 'nearbyObj2Dist': None, 'zLcPeriodic': None, 'zLcNonPeriodic': None, 'iFPFluxMeanErr': None, 'yPSFluxChi2': None, 'pmDecl': 0.00014000000373926014, 'zFPFluxMean': None, 'rPSFluxMeanErr': None, 'nearbyObj1': None, 'iPSFluxNdata': None, 'yPSFluxSigma': None, 'diaObjectId': 281323062375219201, 'rPSFluxNdata': None, 'iFPFluxSigma': None, 'iLcPeriodic': None, 'yFPFluxMeanErr': None, 'yPSFluxNdata': None, 'yFPFluxSigma': None, 'rLcNonPeriodic': None, 'flags': 0, 'uLcPeriodic': None, 'gFPFluxMeanErr': None}, 'l1dbId': 222222222}\n",
      "\n",
      "-------------------------------------------\n",
      "Time: 2017-04-27 19:06:50\n",
      "-------------------------------------------\n",
      "AlertId alerts in this window: 10\n",
      "\n",
      "-------------------------------------------\n",
      "Time: 2017-04-27 19:06:50\n",
      "-------------------------------------------\n",
      "1231321321\n",
      "1231321321\n",
      "1231321321\n",
      "1231321321\n",
      "1231321321\n",
      "1231321321\n",
      "1231321321\n",
      "1231321321\n",
      "1231321321\n",
      "1231321321\n",
      "\n",
      "-------------------------------------------\n",
      "Time: 2017-04-27 19:06:50\n",
      "-------------------------------------------\n",
      "Filter_all alerts in this window: 10\n",
      "\n",
      "-------------------------------------------\n",
      "Time: 2017-04-27 19:06:50\n",
      "-------------------------------------------\n",
      "{'diaSourcesL2': [{'dipLnL': None, 'dipNdata': None, 'decl': 0.126243049656, 'dipMeanFlux': None, 'ra': 351.570546978, 'extendedness': None, 'dipLength': None, 'psLnL': None, 'iyyPSF': None, 'fpBkgdErr': None, 'y': 121.0999984741211, 'dip_Cov': None, 'ixxPSF': None, 'ccdVisitId': 111111, 'psDecl': None, 'trailLength': None, 'trailLnL': None, 'trailAngle': None, 'totFlux': None, 'dipChi2': None, 'ssObjectId': None, 'ra_decl_Cov': {'raSigma': 0.0002800000074785203, 'declSigma': 0.0002800000074785203, 'ra_decl_Cov': 0.0002899999963119626}, 'spuriousness': None, 'apFlux': None, 'midPointTai': 1480360995.0, 'totFluxErr': None, 'ps_Cov': None, 'diffFluxErr': None, 'dipAngle': None, 'psChi2': None, 'x_y_Cov': {'x_y_Cov': 1.2000000476837158, 'xSigma': 1.2000000476837158, 'ySigma': 1.100000023841858}, 'parentDiaSourceId': None, 'ixy': None, 'fpBkgd': None, 'trailFlux': None, 'ixx': None, 'trailNdata': None, 'snr': 41.099998474121094, 'iyy': None, 'dipFluxDiff': None, 'apFluxErr': None, 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'apFlux': None, 'midPointTai': 1480360995.0, 'totFluxErr': None, 'ps_Cov': None, 'diffFluxErr': None, 'dipAngle': None, 'psChi2': None, 'x_y_Cov': {'x_y_Cov': 1.2000000476837158, 'xSigma': 1.2000000476837158, 'ySigma': 1.100000023841858}, 'parentDiaSourceId': None, 'ixy': None, 'fpBkgd': None, 'trailFlux': None, 'ixx': None, 'trailNdata': None, 'snr': 41.099998474121094, 'iyy': None, 'dipFluxDiff': None, 'apFluxErr': None, 'trail_Cov': None, 'psRa': None, 'i_cov': None, 'dipRa': None, 'trailRa': None, 'diffFlux': None, 'filterName': 'r', 'trailDecl': None, 'diaSourceId': 281323062375219199, 'dipDecl': None, 'x': 112.0999984741211, 'diaObjectId': None, 'psFlux': 1241.0, 'trailChi2': None, 'psNdata': None, 'flags': 0, 'ixyPSF': None}], 'cutoutDifference': None, 'cutoutTemplate': None, 'alertId': 1231321321, 'diaObjectL2': {'nearbyObj3Dist': None, 'uFPFluxSigma': None, 'yFPFluxMean': None, 'decl': 0.126243049656, 'iFPFluxMean': None, 'rPSFluxSigma': None, 'zPSFluxChi2': None, 'pmParallaxLnL': 0.00013000000035390258, 'rPSFluxChi2': None, 'gPSFluxMean': None, 'rPSFluxMean': None, 'uPSFluxNdata': None, 'gFPFluxMeanErr': None, 'zPSFluxMean': None, 'rFPFluxMeanErr': None, 'pmParallaxNdata': 1214, 'zPSFluxNdata': None, 'gFPFluxSigma': None, 'radecTai': 1480360995.0, 'gPSFluxChi2': None, 'zPSFluxSigma': None, 'nearbyObj1LnP': None, 'uPSFluxMeanErr': None, 'zFPFluxSigma': None, 'yPSFluxMean': None, 'rFPFluxSigma': None, 'rLcPeriodic': None, 'ra': 351.570546978, 'nearbyObj1Dist': None, 'parallax': 2.124124050140381, 'yLcPeriodic': None, 'gLcNonPeriodic': None, 'pmRa': 0.00013000000035390258, 'zPSFluxMeanErr': None, 'yPSFluxSigma': None, 'uFPFluxMean': None, 'nearbyObj3LnP': None, 'pmParallaxChi2': 0.00013000000035390258, 'yPSFluxMeanErr': None, 'iLcNonPeriodic': None, 'rFPFluxMean': None, 'uLcNonPeriodic': None, 'uPSFluxChi2': None, 'nearbyObj2': None, 'nearbyObj2LnP': None, 'nearbyObj3': None, 'iPSFluxSigma': None, 'iPSFluxChi2': None, 'gFPFluxMean': None, 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None, 'yFPFluxSigma': None, 'rLcNonPeriodic': None, 'flags': 0, 'iFPFluxSigma': None, 'gLcPeriodic': None}, 'l1dbId': 222222222}\n",
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0.126243049656, 'iFPFluxMean': None, 'rPSFluxSigma': None, 'zPSFluxChi2': None, 'pmParallaxLnL': 0.00013000000035390258, 'rPSFluxChi2': None, 'gPSFluxMean': None, 'rPSFluxMean': None, 'uPSFluxNdata': None, 'gFPFluxMeanErr': None, 'zPSFluxMean': None, 'rFPFluxMeanErr': None, 'pmParallaxNdata': 1214, 'zPSFluxNdata': None, 'gFPFluxSigma': None, 'radecTai': 1480360995.0, 'gPSFluxChi2': None, 'zPSFluxSigma': None, 'nearbyObj1LnP': None, 'uPSFluxMeanErr': None, 'zFPFluxSigma': None, 'yPSFluxMean': None, 'rFPFluxSigma': None, 'rLcPeriodic': None, 'ra': 351.570546978, 'nearbyObj1Dist': None, 'parallax': 2.124124050140381, 'yLcPeriodic': None, 'gLcNonPeriodic': None, 'pmRa': 0.00013000000035390258, 'zPSFluxMeanErr': None, 'yPSFluxSigma': None, 'uFPFluxMean': None, 'nearbyObj3LnP': None, 'pmParallaxChi2': 0.00013000000035390258, 'yPSFluxMeanErr': None, 'iLcNonPeriodic': None, 'rFPFluxMean': None, 'uLcNonPeriodic': None, 'uPSFluxChi2': None, 'nearbyObj2': None, 'nearbyObj2LnP': None, 'nearbyObj3': None, 'iPSFluxSigma': None, 'iPSFluxChi2': None, 'gFPFluxMean': None, 'zFPFluxMeanErr': None, 'yLcNonPeriodic': None, 'yPSFluxNdata': None, 'uFPFluxMeanErr': None, 'gPSFluxMeanErr': None, 'uPSFluxSigma': None, 'pm_parallax_Cov': {'pmRaSigma': 0.00013000000035390258, 'pmDecl_parallax_Cov': 0.00013000000035390258, 'pmRa_parallax_Cov': 0.00013000000035390258, 'pmDeclSigma': 0.00013000000035390258, 'pmRa_pmDecl_Cov': 0.00013000000035390258, 'parallaxSigma': 0.00013000000035390258}, 'iPSFluxMeanErr': None, 'uPSFluxMean': None, 'nearbyObj2Dist': None, 'gPSFluxSigma': None, 'zLcPeriodic': None, 'zLcNonPeriodic': None, 'iFPFluxMeanErr': None, 'yPSFluxChi2': None, 'pmDecl': 0.00014000000373926014, 'zFPFluxMean': None, 'rPSFluxMeanErr': None, 'nearbyObj1': None, 'iPSFluxNdata': None, 'ra_decl_Cov': {'raSigma': 0.0002800000074785203, 'declSigma': 0.0002800000074785203, 'ra_decl_Cov': 0.0002899999963119626}, 'gPSFluxNdata': None, 'diaObjectId': 281323062375219201, 'rPSFluxNdata': None, 'uLcPeriodic': None, 'iLcPeriodic': None, 'yFPFluxMeanErr': None, 'iPSFluxMean': None, 'yFPFluxSigma': None, 'rLcNonPeriodic': None, 'flags': 0, 'iFPFluxSigma': None, 'gLcPeriodic': None}, 'ssObject': {'uG2Err': 23132.23046875, 'yG1': None, 'zG2': None, 'rG2Err': None, 'arc': 2.124124050140381, 'gG2': None, 'moidLon1': 2143.213, 'zG2Err': None, 'iG2Err': None, 'rG1': None, 'ssObjectId': 5364546, 'rHErr': None, 'zHErr': None, 'yHErr': None, 'iH': None, 'MOID1': 3141.0, 'uH': 13231.2314453125, 'yG2': None, 'zG1Err': None, 'gG1Err': None, 'uG1Err': 31232.212890625, 'rG2': None, 'iHErr': None, 'uHErr': 13213.212890625, 'iG1Err': None, 'yG1Err': None, 'orbFitNdata': 1214, 'rG1Err': None, 'moidLon2': 3142.23123, 'iG2': None, 'MOID2': 23432.423828125, 'yG2Err': None, 'uG2': 231.23129272460938, 'uG1': 32131.3125, 'oe_Cov': None, 'oe': {'i': 5436.2344, 'q': 6654.14, 'lan': 54325.34, 'M': 131.1241, 'aop': 344243.3, 'e': 636.121, 'epoch': 134141.0}, 'yH': None, 'iG1': None, 'flags': 0, 'gHErr': None, 'gG2Err': None, 'orbFitLnL': 1343141.0, 'zH': None, 'gH': None, 'zG1': None, 'gG1': None, 'orbFitChi2': 1341421.25, 'rH': None}, 'prv_diaSources': [{'dipLnL': None, 'dipNdata': None, 'decl': 0.126243049656, 'dipMeanFlux': None, 'ra': 351.570546978, 'extendedness': None, 'dipLength': None, 'psLnL': None, 'iyyPSF': None, 'fpBkgdErr': None, 'y': 121.0999984741211, 'dip_Cov': None, 'ixxPSF': None, 'ccdVisitId': 111111, 'psDecl': None, 'trailLength': None, 'trailLnL': None, 'trailAngle': None, 'totFlux': None, 'dipChi2': None, 'ssObjectId': None, 'ra_decl_Cov': {'raSigma': 0.0002800000074785203, 'declSigma': 0.0002800000074785203, 'ra_decl_Cov': 0.0002899999963119626}, 'spuriousness': None, 'apFlux': None, 'midPointTai': 1480360995.0, 'totFluxErr': None, 'ps_Cov': None, 'diffFluxErr': None, 'dipAngle': None, 'psChi2': None, 'x_y_Cov': {'x_y_Cov': 1.2000000476837158, 'xSigma': 1.2000000476837158, 'ySigma': 1.100000023841858}, 'parentDiaSourceId': None, 'ixy': None, 'fpBkgd': None, 'trailFlux': None, 'ixx': None, 'trailNdata': None, 'snr': 41.099998474121094, 'iyy': None, 'dipFluxDiff': None, 'apFluxErr': None, 'trail_Cov': None, 'psRa': None, 'i_cov': None, 'dipRa': None, 'trailRa': None, 'diffFlux': None, 'filterName': 'r', 'trailDecl': None, 'diaSourceId': 281323062375219198, 'dipDecl': None, 'x': 112.0999984741211, 'diaObjectId': None, 'psFlux': 1241.0, 'trailChi2': None, 'psNdata': None, 'flags': 0, 'ixyPSF': None}, {'dipLnL': None, 'dipNdata': None, 'decl': 0.126243049656, 'dipMeanFlux': None, 'ra': 351.570546978, 'extendedness': None, 'dipLength': None, 'psLnL': None, 'iyyPSF': None, 'fpBkgdErr': None, 'y': 121.0999984741211, 'dip_Cov': None, 'ixxPSF': None, 'ccdVisitId': 111111, 'psDecl': None, 'trailLength': None, 'trailLnL': None, 'trailAngle': None, 'totFlux': None, 'dipChi2': None, 'ssObjectId': None, 'ra_decl_Cov': {'raSigma': 0.0002800000074785203, 'declSigma': 0.0002800000074785203, 'ra_decl_Cov': 0.0002899999963119626}, 'spuriousness': None, 'apFlux': None, 'midPointTai': 1480360995.0, 'totFluxErr': None, 'ps_Cov': None, 'diffFluxErr': None, 'dipAngle': None, 'psChi2': None, 'x_y_Cov': {'x_y_Cov': 1.2000000476837158, 'xSigma': 1.2000000476837158, 'ySigma': 1.100000023841858}, 'parentDiaSourceId': None, 'ixy': None, 'fpBkgd': None, 'trailFlux': None, 'ixx': None, 'trailNdata': None, 'snr': 41.099998474121094, 'iyy': None, 'dipFluxDiff': None, 'apFluxErr': None, 'trail_Cov': None, 'psRa': None, 'i_cov': None, 'dipRa': None, 'trailRa': None, 'diffFlux': None, 'filterName': 'r', 'trailDecl': None, 'diaSourceId': 281323062375219199, 'dipDecl': None, 'x': 112.0999984741211, 'diaObjectId': None, 'psFlux': 1241.0, 'trailChi2': None, 'psNdata': None, 'flags': 0, 'ixyPSF': None}], 'cutoutDifference': None, 'cutoutTemplate': None, 'alertId': 1231321321, 'diaObjectL2': {'nearbyObj3Dist': None, 'uFPFluxSigma': None, 'yFPFluxMean': None, 'decl': 0.126243049656, 'iFPFluxMean': None, 'rPSFluxSigma': None, 'zPSFluxChi2': None, 'pmParallaxLnL': 0.00013000000035390258, 'rPSFluxChi2': None, 'gPSFluxMean': None, 'rPSFluxMean': None, 'uPSFluxNdata': None, 'gFPFluxMeanErr': None, 'zPSFluxMean': None, 'rFPFluxMeanErr': None, 'pmParallaxNdata': 1214, 'zPSFluxNdata': None, 'gFPFluxSigma': None, 'radecTai': 1480360995.0, 'gPSFluxChi2': None, 'zPSFluxSigma': None, 'nearbyObj1LnP': None, 'uPSFluxMeanErr': None, 'zFPFluxSigma': None, 'yPSFluxMean': None, 'rFPFluxSigma': None, 'rLcPeriodic': None, 'ra': 351.570546978, 'nearbyObj1Dist': None, 'parallax': 2.124124050140381, 'yLcPeriodic': None, 'gLcNonPeriodic': None, 'pmRa': 0.00013000000035390258, 'zPSFluxMeanErr': None, 'yPSFluxSigma': None, 'uFPFluxMean': None, 'nearbyObj3LnP': None, 'pmParallaxChi2': 0.00013000000035390258, 'yPSFluxMeanErr': None, 'iLcNonPeriodic': None, 'rFPFluxMean': None, 'uLcNonPeriodic': None, 'uPSFluxChi2': None, 'nearbyObj2': None, 'nearbyObj2LnP': None, 'nearbyObj3': None, 'iPSFluxSigma': None, 'iPSFluxChi2': None, 'gFPFluxMean': None, 'zFPFluxMeanErr': None, 'yLcNonPeriodic': None, 'yPSFluxNdata': None, 'uFPFluxMeanErr': None, 'gPSFluxMeanErr': None, 'uPSFluxSigma': None, 'pm_parallax_Cov': {'pmRaSigma': 0.00013000000035390258, 'pmDecl_parallax_Cov': 0.00013000000035390258, 'pmRa_parallax_Cov': 0.00013000000035390258, 'pmDeclSigma': 0.00013000000035390258, 'pmRa_pmDecl_Cov': 0.00013000000035390258, 'parallaxSigma': 0.00013000000035390258}, 'iPSFluxMeanErr': None, 'uPSFluxMean': None, 'nearbyObj2Dist': None, 'gPSFluxSigma': None, 'zLcPeriodic': None, 'zLcNonPeriodic': None, 'iFPFluxMeanErr': None, 'yPSFluxChi2': None, 'pmDecl': 0.00014000000373926014, 'zFPFluxMean': None, 'rPSFluxMeanErr': None, 'nearbyObj1': None, 'iPSFluxNdata': None, 'ra_decl_Cov': {'raSigma': 0.0002800000074785203, 'declSigma': 0.0002800000074785203, 'ra_decl_Cov': 0.0002899999963119626}, 'gPSFluxNdata': None, 'diaObjectId': 281323062375219201, 'rPSFluxNdata': None, 'uLcPeriodic': None, 'iLcPeriodic': None, 'yFPFluxMeanErr': None, 'iPSFluxMean': None, 'yFPFluxSigma': None, 'rLcNonPeriodic': None, 'flags': 0, 'iFPFluxSigma': None, 'gLcPeriodic': None}, 'l1dbId': 222222222}\n",
      "\n",
      "-------------------------------------------\n",
      "Time: 2017-04-27 19:06:50\n",
      "-------------------------------------------\n",
      "Filter_empty alerts in this window: 0\n",
      "\n",
      "-------------------------------------------\n",
      "Time: 2017-04-27 19:06:50\n",
      "-------------------------------------------\n",
      "\n",
      "-------------------------------------------\n",
      "Time: 2017-04-27 19:07:00\n",
      "-------------------------------------------\n",
      "\n",
      "-------------------------------------------\n",
      "Time: 2017-04-27 19:07:00\n",
      "-------------------------------------------\n",
      "AlertId alerts in this window: 0\n",
      "\n",
      "-------------------------------------------\n",
      "Time: 2017-04-27 19:07:00\n",
      "-------------------------------------------\n",
      "\n",
      "-------------------------------------------\n",
      "Time: 2017-04-27 19:07:00\n",
      "-------------------------------------------\n",
      "Filter_all alerts in this window: 0\n",
      "\n",
      "-------------------------------------------\n",
      "Time: 2017-04-27 19:07:00\n",
      "-------------------------------------------\n",
      "\n",
      "-------------------------------------------\n",
      "Time: 2017-04-27 19:07:00\n",
      "-------------------------------------------\n",
      "Filter_empty alerts in this window: 0\n",
      "\n",
      "-------------------------------------------\n",
      "Time: 2017-04-27 19:07:00\n",
      "-------------------------------------------\n",
      "\n",
      "-------------------------------------------\n",
      "Time: 2017-04-27 19:07:10\n",
      "-------------------------------------------\n",
      "{'prv_diaSources': [{'dipLnL': None, 'dipNdata': None, 'decl': 0.126243049656, 'dipMeanFlux': None, 'ra': 351.570546978, 'extendedness': None, 'dipLength': None, 'psLnL': None, 'iyyPSF': None, 'fpBkgdErr': None, 'dipDecl': None, 'dip_Cov': None, 'ixxPSF': None, 'ccdVisitId': 111111, 'psDecl': None, 'trailLength': None, 'trailLnL': None, 'trailAngle': None, 'totFlux': None, 'dipChi2': None, 'ssObjectId': None, 'ra_decl_Cov': {'raSigma': 0.0002800000074785203, 'declSigma': 0.0002800000074785203, 'ra_decl_Cov': 0.0002899999963119626}, 'spuriousness': None, 'apFlux': None, 'midPointTai': 1480360995.0, 'totFluxErr': None, 'ps_Cov': None, 'diffFluxErr': None, 'dipAngle': None, 'psChi2': None, 'parentDiaSourceId': None, 'ixy': None, 'fpBkgd': None, 'trailFlux': None, 'ixx': None, 'trailNdata': None, 'snr': 41.099998474121094, 'iyy': None, 'dipFluxDiff': None, 'apFluxErr': None, 'diaObjectId': None, 'trail_Cov': None, 'psRa': None, 'i_cov': None, 'dipRa': None, 'trailRa': None, 'diffFlux': None, 'filterName': 'r', 'trailDecl': None, 'diaSourceId': 281323062375219198, 'y': 121.0999984741211, 'x': 112.0999984741211, 'x_y_Cov': {'x_y_Cov': 1.2000000476837158, 'xSigma': 1.2000000476837158, 'ySigma': 1.100000023841858}, 'psFlux': 1241.0, 'trailChi2': None, 'psNdata': None, 'flags': 0, 'ixyPSF': None}, {'dipLnL': None, 'dipNdata': None, 'decl': 0.126243049656, 'dipMeanFlux': None, 'ra': 351.570546978, 'extendedness': None, 'dipLength': None, 'psLnL': None, 'iyyPSF': None, 'fpBkgdErr': None, 'dipDecl': None, 'dip_Cov': None, 'ixxPSF': None, 'ccdVisitId': 111111, 'psDecl': None, 'trailLength': None, 'trailLnL': None, 'trailAngle': None, 'totFlux': None, 'dipChi2': None, 'ssObjectId': None, 'ra_decl_Cov': {'raSigma': 0.0002800000074785203, 'declSigma': 0.0002800000074785203, 'ra_decl_Cov': 0.0002899999963119626}, 'spuriousness': None, 'apFlux': None, 'midPointTai': 1480360995.0, 'totFluxErr': None, 'ps_Cov': None, 'diffFluxErr': None, 'dipAngle': None, 'psChi2': None, 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None, 'pmParallaxChi2': 0.00013000000035390258, 'rPSFluxChi2': None, 'yPSFluxMean': None, 'gPSFluxMean': None, 'rPSFluxMean': None, 'uPSFluxNdata': None, 'iPSFluxChi2': None, 'zPSFluxMean': None, 'rFPFluxMeanErr': None, 'zPSFluxNdata': None, 'gFPFluxSigma': None, 'radecTai': 1480360995.0, 'rFPFluxMean': None, 'gPSFluxChi2': None, 'nearbyObj2': None, 'nearbyObj1LnP': None, 'zPSFluxMeanErr': None, 'uPSFluxMeanErr': None, 'zFPFluxSigma': None, 'rFPFluxSigma': None, 'ra_decl_Cov': {'raSigma': 0.0002800000074785203, 'declSigma': 0.0002800000074785203, 'ra_decl_Cov': 0.0002899999963119626}, 'ra': 351.570546978, 'gLcPeriodic': None, 'nearbyObj1Dist': None, 'parallax': 2.124124050140381, 'rPSFluxSigma': None, 'gLcNonPeriodic': None, 'pmParallaxLnL': 0.00013000000035390258, 'gFPFluxMean': None, 'uFPFluxMean': None, 'nearbyObj3LnP': None, 'yPSFluxMeanErr': None, 'iLcNonPeriodic': None, 'zPSFluxSigma': None, 'uLcNonPeriodic': None, 'uPSFluxChi2': None, 'pmParallaxNdata': 1214, 'nearbyObj2LnP': None, 'pmRa': 0.00013000000035390258, 'yLcNonPeriodic': None, 'nearbyObj3': None, 'iPSFluxSigma': None, 'rLcPeriodic': None, 'gPSFluxSigma': None, 'zFPFluxMeanErr': None, 'gPSFluxNdata': None, 'iPSFluxMean': None, 'uFPFluxMeanErr': None, 'gPSFluxMeanErr': None, 'uPSFluxSigma': None, 'pm_parallax_Cov': {'pmRaSigma': 0.00013000000035390258, 'pmDecl_parallax_Cov': 0.00013000000035390258, 'pmRa_parallax_Cov': 0.00013000000035390258, 'pmDeclSigma': 0.00013000000035390258, 'pmRa_pmDecl_Cov': 0.00013000000035390258, 'parallaxSigma': 0.00013000000035390258}, 'iPSFluxMeanErr': None, 'uPSFluxMean': None, 'nearbyObj2Dist': None, 'zLcPeriodic': None, 'zLcNonPeriodic': None, 'iFPFluxMeanErr': None, 'yPSFluxChi2': None, 'pmDecl': 0.00014000000373926014, 'zFPFluxMean': None, 'rPSFluxMeanErr': None, 'nearbyObj1': None, 'iPSFluxNdata': None, 'yPSFluxSigma': None, 'diaObjectId': 281323062375219201, 'rPSFluxNdata': None, 'iFPFluxSigma': None, 'iLcPeriodic': None, 'yFPFluxMeanErr': None, 'yPSFluxNdata': None, 'yFPFluxSigma': None, 'rLcNonPeriodic': None, 'flags': 0, 'uLcPeriodic': None, 'gFPFluxMeanErr': None}, 'l1dbId': 222222222}\n",
      "\n",
      "-------------------------------------------\n",
      "Time: 2017-04-27 19:07:10\n",
      "-------------------------------------------\n",
      "AlertId alerts in this window: 10\n",
      "\n",
      "-------------------------------------------\n",
      "Time: 2017-04-27 19:07:10\n",
      "-------------------------------------------\n",
      "1231321321\n",
      "1231321321\n",
      "1231321321\n",
      "1231321321\n",
      "1231321321\n",
      "1231321321\n",
      "1231321321\n",
      "1231321321\n",
      "1231321321\n",
      "1231321321\n",
      "\n",
      "-------------------------------------------\n",
      "Time: 2017-04-27 19:07:10\n",
      "-------------------------------------------\n",
      "Filter_all alerts in this window: 10\n",
      "\n",
      "-------------------------------------------\n",
      "Time: 2017-04-27 19:07:10\n",
      "-------------------------------------------\n",
      "{'diaSourcesL2': [{'dipLnL': None, 'dipNdata': None, 'decl': 0.126243049656, 'dipMeanFlux': None, 'ra': 351.570546978, 'extendedness': None, 'dipLength': None, 'psLnL': None, 'iyyPSF': None, 'fpBkgdErr': None, 'y': 121.0999984741211, 'dip_Cov': None, 'ixxPSF': None, 'ccdVisitId': 111111, 'psDecl': None, 'trailLength': None, 'trailLnL': None, 'trailAngle': None, 'totFlux': None, 'dipChi2': None, 'ssObjectId': None, 'ra_decl_Cov': {'raSigma': 0.0002800000074785203, 'declSigma': 0.0002800000074785203, 'ra_decl_Cov': 0.0002899999963119626}, 'spuriousness': None, 'apFlux': None, 'midPointTai': 1480360995.0, 'totFluxErr': None, 'ps_Cov': None, 'diffFluxErr': None, 'dipAngle': None, 'psChi2': None, 'x_y_Cov': {'x_y_Cov': 1.2000000476837158, 'xSigma': 1.2000000476837158, 'ySigma': 1.100000023841858}, 'parentDiaSourceId': None, 'ixy': None, 'fpBkgd': None, 'trailFlux': None, 'ixx': None, 'trailNdata': None, 'snr': 41.099998474121094, 'iyy': None, 'dipFluxDiff': None, 'apFluxErr': None, 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None, 'trailFlux': None, 'ixx': None, 'trailNdata': None, 'snr': 41.099998474121094, 'iyy': None, 'dipFluxDiff': None, 'apFluxErr': None, 'trail_Cov': None, 'psRa': None, 'i_cov': None, 'dipRa': None, 'trailRa': None, 'diffFlux': None, 'filterName': 'r', 'trailDecl': None, 'diaSourceId': 281323062375219198, 'dipDecl': None, 'x': 112.0999984741211, 'diaObjectId': None, 'psFlux': 1241.0, 'trailChi2': None, 'psNdata': None, 'flags': 0, 'ixyPSF': None}, {'dipLnL': None, 'dipNdata': None, 'decl': 0.126243049656, 'dipMeanFlux': None, 'ra': 351.570546978, 'extendedness': None, 'dipLength': None, 'psLnL': None, 'iyyPSF': None, 'fpBkgdErr': None, 'y': 121.0999984741211, 'dip_Cov': None, 'ixxPSF': None, 'ccdVisitId': 111111, 'psDecl': None, 'trailLength': None, 'trailLnL': None, 'trailAngle': None, 'totFlux': None, 'dipChi2': None, 'ssObjectId': None, 'ra_decl_Cov': {'raSigma': 0.0002800000074785203, 'declSigma': 0.0002800000074785203, 'ra_decl_Cov': 0.0002899999963119626}, 'spuriousness': None, 'apFlux': None, 'midPointTai': 1480360995.0, 'totFluxErr': None, 'ps_Cov': None, 'diffFluxErr': None, 'dipAngle': None, 'psChi2': None, 'x_y_Cov': {'x_y_Cov': 1.2000000476837158, 'xSigma': 1.2000000476837158, 'ySigma': 1.100000023841858}, 'parentDiaSourceId': None, 'ixy': None, 'fpBkgd': None, 'trailFlux': None, 'ixx': None, 'trailNdata': None, 'snr': 41.099998474121094, 'iyy': None, 'dipFluxDiff': None, 'apFluxErr': None, 'trail_Cov': None, 'psRa': None, 'i_cov': None, 'dipRa': None, 'trailRa': None, 'diffFlux': None, 'filterName': 'r', 'trailDecl': None, 'diaSourceId': 281323062375219199, 'dipDecl': None, 'x': 112.0999984741211, 'diaObjectId': None, 'psFlux': 1241.0, 'trailChi2': None, 'psNdata': None, 'flags': 0, 'ixyPSF': None}], 'cutoutDifference': None, 'cutoutTemplate': None, 'alertId': 1231321321, 'diaObjectL2': {'nearbyObj3Dist': None, 'uFPFluxSigma': None, 'yFPFluxMean': None, 'decl': 0.126243049656, 'iFPFluxMean': None, 'rPSFluxSigma': None, 'zPSFluxChi2': None, 'pmParallaxLnL': 0.00013000000035390258, 'rPSFluxChi2': None, 'gPSFluxMean': None, 'rPSFluxMean': None, 'uPSFluxNdata': None, 'gFPFluxMeanErr': None, 'zPSFluxMean': None, 'rFPFluxMeanErr': None, 'pmParallaxNdata': 1214, 'zPSFluxNdata': None, 'gFPFluxSigma': None, 'radecTai': 1480360995.0, 'gPSFluxChi2': None, 'zPSFluxSigma': None, 'nearbyObj1LnP': None, 'uPSFluxMeanErr': None, 'zFPFluxSigma': None, 'yPSFluxMean': None, 'rFPFluxSigma': None, 'rLcPeriodic': None, 'ra': 351.570546978, 'nearbyObj1Dist': None, 'parallax': 2.124124050140381, 'yLcPeriodic': None, 'gLcNonPeriodic': None, 'pmRa': 0.00013000000035390258, 'zPSFluxMeanErr': None, 'yPSFluxSigma': None, 'uFPFluxMean': None, 'nearbyObj3LnP': None, 'pmParallaxChi2': 0.00013000000035390258, 'yPSFluxMeanErr': None, 'iLcNonPeriodic': None, 'rFPFluxMean': None, 'uLcNonPeriodic': None, 'uPSFluxChi2': None, 'nearbyObj2': None, 'nearbyObj2LnP': None, 'nearbyObj3': None, 'iPSFluxSigma': None, 'iPSFluxChi2': None, 'gFPFluxMean': None, 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None, 'yFPFluxSigma': None, 'rLcNonPeriodic': None, 'flags': 0, 'iFPFluxSigma': None, 'gLcPeriodic': None}, 'l1dbId': 222222222}\n",
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'x_y_Cov': {'x_y_Cov': 1.2000000476837158, 'xSigma': 1.2000000476837158, 'ySigma': 1.100000023841858}, 'parentDiaSourceId': None, 'ixy': None, 'fpBkgd': None, 'trailFlux': None, 'ixx': None, 'trailNdata': None, 'snr': 41.099998474121094, 'iyy': None, 'dipFluxDiff': None, 'apFluxErr': None, 'trail_Cov': None, 'psRa': None, 'i_cov': None, 'dipRa': None, 'trailRa': None, 'diffFlux': None, 'filterName': 'r', 'trailDecl': None, 'diaSourceId': 281323062375219199, 'dipDecl': None, 'x': 112.0999984741211, 'diaObjectId': None, 'psFlux': 1241.0, 'trailChi2': None, 'psNdata': None, 'flags': 0, 'ixyPSF': None}], 'diaSource': {'dipLnL': None, 'dipNdata': None, 'decl': 0.126243049656, 'dipMeanFlux': None, 'ra': 351.570546978, 'extendedness': None, 'dipLength': None, 'psLnL': None, 'iyyPSF': None, 'fpBkgdErr': None, 'y': 121.0999984741211, 'dip_Cov': None, 'ixxPSF': None, 'ccdVisitId': 111111, 'psDecl': None, 'trailLength': None, 'trailLnL': None, 'trailAngle': None, 'totFlux': None, 'dipChi2': None, 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0.126243049656, 'iFPFluxMean': None, 'rPSFluxSigma': None, 'zPSFluxChi2': None, 'pmParallaxLnL': 0.00013000000035390258, 'rPSFluxChi2': None, 'gPSFluxMean': None, 'rPSFluxMean': None, 'uPSFluxNdata': None, 'gFPFluxMeanErr': None, 'zPSFluxMean': None, 'rFPFluxMeanErr': None, 'pmParallaxNdata': 1214, 'zPSFluxNdata': None, 'gFPFluxSigma': None, 'radecTai': 1480360995.0, 'gPSFluxChi2': None, 'zPSFluxSigma': None, 'nearbyObj1LnP': None, 'uPSFluxMeanErr': None, 'zFPFluxSigma': None, 'yPSFluxMean': None, 'rFPFluxSigma': None, 'rLcPeriodic': None, 'ra': 351.570546978, 'nearbyObj1Dist': None, 'parallax': 2.124124050140381, 'yLcPeriodic': None, 'gLcNonPeriodic': None, 'pmRa': 0.00013000000035390258, 'zPSFluxMeanErr': None, 'yPSFluxSigma': None, 'uFPFluxMean': None, 'nearbyObj3LnP': None, 'pmParallaxChi2': 0.00013000000035390258, 'yPSFluxMeanErr': None, 'iLcNonPeriodic': None, 'rFPFluxMean': None, 'uLcNonPeriodic': None, 'uPSFluxChi2': None, 'nearbyObj2': None, 'nearbyObj2LnP': None, 'nearbyObj3': None, 'iPSFluxSigma': None, 'iPSFluxChi2': None, 'gFPFluxMean': None, 'zFPFluxMeanErr': None, 'yLcNonPeriodic': None, 'yPSFluxNdata': None, 'uFPFluxMeanErr': None, 'gPSFluxMeanErr': None, 'uPSFluxSigma': None, 'pm_parallax_Cov': {'pmRaSigma': 0.00013000000035390258, 'pmDecl_parallax_Cov': 0.00013000000035390258, 'pmRa_parallax_Cov': 0.00013000000035390258, 'pmDeclSigma': 0.00013000000035390258, 'pmRa_pmDecl_Cov': 0.00013000000035390258, 'parallaxSigma': 0.00013000000035390258}, 'iPSFluxMeanErr': None, 'uPSFluxMean': None, 'nearbyObj2Dist': None, 'gPSFluxSigma': None, 'zLcPeriodic': None, 'zLcNonPeriodic': None, 'iFPFluxMeanErr': None, 'yPSFluxChi2': None, 'pmDecl': 0.00014000000373926014, 'zFPFluxMean': None, 'rPSFluxMeanErr': None, 'nearbyObj1': None, 'iPSFluxNdata': None, 'ra_decl_Cov': {'raSigma': 0.0002800000074785203, 'declSigma': 0.0002800000074785203, 'ra_decl_Cov': 0.0002899999963119626}, 'gPSFluxNdata': None, 'diaObjectId': 281323062375219201, 'rPSFluxNdata': None, 'uLcPeriodic': None, 'iLcPeriodic': None, 'yFPFluxMeanErr': None, 'iPSFluxMean': None, 'yFPFluxSigma': None, 'rLcNonPeriodic': None, 'flags': 0, 'iFPFluxSigma': None, 'gLcPeriodic': None}, 'ssObject': {'uG2Err': 23132.23046875, 'yG1': None, 'zG2': None, 'rG2Err': None, 'arc': 2.124124050140381, 'gG2': None, 'moidLon1': 2143.213, 'zG2Err': None, 'iG2Err': None, 'rG1': None, 'ssObjectId': 5364546, 'rHErr': None, 'zHErr': None, 'yHErr': None, 'iH': None, 'MOID1': 3141.0, 'uH': 13231.2314453125, 'yG2': None, 'zG1Err': None, 'gG1Err': None, 'uG1Err': 31232.212890625, 'rG2': None, 'iHErr': None, 'uHErr': 13213.212890625, 'iG1Err': None, 'yG1Err': None, 'orbFitNdata': 1214, 'rG1Err': None, 'moidLon2': 3142.23123, 'iG2': None, 'MOID2': 23432.423828125, 'yG2Err': None, 'uG2': 231.23129272460938, 'uG1': 32131.3125, 'oe_Cov': None, 'oe': {'i': 5436.2344, 'q': 6654.14, 'lan': 54325.34, 'M': 131.1241, 'aop': 344243.3, 'e': 636.121, 'epoch': 134141.0}, 'yH': None, 'iG1': None, 'flags': 0, 'gHErr': None, 'gG2Err': None, 'orbFitLnL': 1343141.0, 'zH': None, 'gH': None, 'zG1': None, 'gG1': None, 'orbFitChi2': 1341421.25, 'rH': None}, 'prv_diaSources': [{'dipLnL': None, 'dipNdata': None, 'decl': 0.126243049656, 'dipMeanFlux': None, 'ra': 351.570546978, 'extendedness': None, 'dipLength': None, 'psLnL': None, 'iyyPSF': None, 'fpBkgdErr': None, 'y': 121.0999984741211, 'dip_Cov': None, 'ixxPSF': None, 'ccdVisitId': 111111, 'psDecl': None, 'trailLength': None, 'trailLnL': None, 'trailAngle': None, 'totFlux': None, 'dipChi2': None, 'ssObjectId': None, 'ra_decl_Cov': {'raSigma': 0.0002800000074785203, 'declSigma': 0.0002800000074785203, 'ra_decl_Cov': 0.0002899999963119626}, 'spuriousness': None, 'apFlux': None, 'midPointTai': 1480360995.0, 'totFluxErr': None, 'ps_Cov': None, 'diffFluxErr': None, 'dipAngle': None, 'psChi2': None, 'x_y_Cov': {'x_y_Cov': 1.2000000476837158, 'xSigma': 1.2000000476837158, 'ySigma': 1.100000023841858}, 'parentDiaSourceId': None, 'ixy': None, 'fpBkgd': None, 'trailFlux': None, 'ixx': None, 'trailNdata': None, 'snr': 41.099998474121094, 'iyy': None, 'dipFluxDiff': None, 'apFluxErr': None, 'trail_Cov': None, 'psRa': None, 'i_cov': None, 'dipRa': None, 'trailRa': None, 'diffFlux': None, 'filterName': 'r', 'trailDecl': None, 'diaSourceId': 281323062375219198, 'dipDecl': None, 'x': 112.0999984741211, 'diaObjectId': None, 'psFlux': 1241.0, 'trailChi2': None, 'psNdata': None, 'flags': 0, 'ixyPSF': None}, {'dipLnL': None, 'dipNdata': None, 'decl': 0.126243049656, 'dipMeanFlux': None, 'ra': 351.570546978, 'extendedness': None, 'dipLength': None, 'psLnL': None, 'iyyPSF': None, 'fpBkgdErr': None, 'y': 121.0999984741211, 'dip_Cov': None, 'ixxPSF': None, 'ccdVisitId': 111111, 'psDecl': None, 'trailLength': None, 'trailLnL': None, 'trailAngle': None, 'totFlux': None, 'dipChi2': None, 'ssObjectId': None, 'ra_decl_Cov': {'raSigma': 0.0002800000074785203, 'declSigma': 0.0002800000074785203, 'ra_decl_Cov': 0.0002899999963119626}, 'spuriousness': None, 'apFlux': None, 'midPointTai': 1480360995.0, 'totFluxErr': None, 'ps_Cov': None, 'diffFluxErr': None, 'dipAngle': None, 'psChi2': None, 'x_y_Cov': {'x_y_Cov': 1.2000000476837158, 'xSigma': 1.2000000476837158, 'ySigma': 1.100000023841858}, 'parentDiaSourceId': None, 'ixy': None, 'fpBkgd': None, 'trailFlux': None, 'ixx': None, 'trailNdata': None, 'snr': 41.099998474121094, 'iyy': None, 'dipFluxDiff': None, 'apFluxErr': None, 'trail_Cov': None, 'psRa': None, 'i_cov': None, 'dipRa': None, 'trailRa': None, 'diffFlux': None, 'filterName': 'r', 'trailDecl': None, 'diaSourceId': 281323062375219199, 'dipDecl': None, 'x': 112.0999984741211, 'diaObjectId': None, 'psFlux': 1241.0, 'trailChi2': None, 'psNdata': None, 'flags': 0, 'ixyPSF': None}], 'cutoutDifference': None, 'cutoutTemplate': None, 'alertId': 1231321321, 'diaObjectL2': {'nearbyObj3Dist': None, 'uFPFluxSigma': None, 'yFPFluxMean': None, 'decl': 0.126243049656, 'iFPFluxMean': None, 'rPSFluxSigma': None, 'zPSFluxChi2': None, 'pmParallaxLnL': 0.00013000000035390258, 'rPSFluxChi2': None, 'gPSFluxMean': None, 'rPSFluxMean': None, 'uPSFluxNdata': None, 'gFPFluxMeanErr': None, 'zPSFluxMean': None, 'rFPFluxMeanErr': None, 'pmParallaxNdata': 1214, 'zPSFluxNdata': None, 'gFPFluxSigma': None, 'radecTai': 1480360995.0, 'gPSFluxChi2': None, 'zPSFluxSigma': None, 'nearbyObj1LnP': None, 'uPSFluxMeanErr': None, 'zFPFluxSigma': None, 'yPSFluxMean': None, 'rFPFluxSigma': None, 'rLcPeriodic': None, 'ra': 351.570546978, 'nearbyObj1Dist': None, 'parallax': 2.124124050140381, 'yLcPeriodic': None, 'gLcNonPeriodic': None, 'pmRa': 0.00013000000035390258, 'zPSFluxMeanErr': None, 'yPSFluxSigma': None, 'uFPFluxMean': None, 'nearbyObj3LnP': None, 'pmParallaxChi2': 0.00013000000035390258, 'yPSFluxMeanErr': None, 'iLcNonPeriodic': None, 'rFPFluxMean': None, 'uLcNonPeriodic': None, 'uPSFluxChi2': None, 'nearbyObj2': None, 'nearbyObj2LnP': None, 'nearbyObj3': None, 'iPSFluxSigma': None, 'iPSFluxChi2': None, 'gFPFluxMean': None, 'zFPFluxMeanErr': None, 'yLcNonPeriodic': None, 'yPSFluxNdata': None, 'uFPFluxMeanErr': None, 'gPSFluxMeanErr': None, 'uPSFluxSigma': None, 'pm_parallax_Cov': {'pmRaSigma': 0.00013000000035390258, 'pmDecl_parallax_Cov': 0.00013000000035390258, 'pmRa_parallax_Cov': 0.00013000000035390258, 'pmDeclSigma': 0.00013000000035390258, 'pmRa_pmDecl_Cov': 0.00013000000035390258, 'parallaxSigma': 0.00013000000035390258}, 'iPSFluxMeanErr': None, 'uPSFluxMean': None, 'nearbyObj2Dist': None, 'gPSFluxSigma': None, 'zLcPeriodic': None, 'zLcNonPeriodic': None, 'iFPFluxMeanErr': None, 'yPSFluxChi2': None, 'pmDecl': 0.00014000000373926014, 'zFPFluxMean': None, 'rPSFluxMeanErr': None, 'nearbyObj1': None, 'iPSFluxNdata': None, 'ra_decl_Cov': {'raSigma': 0.0002800000074785203, 'declSigma': 0.0002800000074785203, 'ra_decl_Cov': 0.0002899999963119626}, 'gPSFluxNdata': None, 'diaObjectId': 281323062375219201, 'rPSFluxNdata': None, 'uLcPeriodic': None, 'iLcPeriodic': None, 'yFPFluxMeanErr': None, 'iPSFluxMean': None, 'yFPFluxSigma': None, 'rLcNonPeriodic': None, 'flags': 0, 'iFPFluxSigma': None, 'gLcPeriodic': None}, 'l1dbId': 222222222}\n",
      "\n",
      "-------------------------------------------\n",
      "Time: 2017-04-27 19:07:10\n",
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      "AlertId alerts in this window: 0\n",
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      "Time: 2017-04-27 19:07:30\n",
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      "Time: 2017-04-27 19:07:40\n",
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      "AlertId alerts in this window: 0\n",
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      "Time: 2017-04-27 19:07:40\n",
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      "\n",
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      "Time: 2017-04-27 19:07:40\n",
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      "Time: 2017-04-27 19:07:40\n",
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      "-------------------------------------------\n",
      "Time: 2017-04-27 19:07:50\n",
      "-------------------------------------------\n",
      "{'prv_diaSources': [{'dipLnL': None, 'dipNdata': None, 'decl': 0.126243049656, 'dipMeanFlux': None, 'ra': 351.570546978, 'extendedness': None, 'dipLength': None, 'psLnL': None, 'iyyPSF': None, 'fpBkgdErr': None, 'dipDecl': None, 'dip_Cov': None, 'ixxPSF': None, 'ccdVisitId': 111111, 'psDecl': None, 'trailLength': None, 'trailLnL': None, 'trailAngle': None, 'totFlux': None, 'dipChi2': None, 'ssObjectId': None, 'ra_decl_Cov': {'raSigma': 0.0002800000074785203, 'declSigma': 0.0002800000074785203, 'ra_decl_Cov': 0.0002899999963119626}, 'spuriousness': None, 'apFlux': None, 'midPointTai': 1480360995.0, 'totFluxErr': None, 'ps_Cov': None, 'diffFluxErr': None, 'dipAngle': None, 'psChi2': None, 'parentDiaSourceId': None, 'ixy': None, 'fpBkgd': None, 'trailFlux': None, 'ixx': None, 'trailNdata': None, 'snr': 41.099998474121094, 'iyy': None, 'dipFluxDiff': None, 'apFluxErr': None, 'diaObjectId': None, 'trail_Cov': None, 'psRa': None, 'i_cov': None, 'dipRa': None, 'trailRa': None, 'diffFlux': None, 'filterName': 'r', 'trailDecl': None, 'diaSourceId': 281323062375219198, 'y': 121.0999984741211, 'x': 112.0999984741211, 'x_y_Cov': {'x_y_Cov': 1.2000000476837158, 'xSigma': 1.2000000476837158, 'ySigma': 1.100000023841858}, 'psFlux': 1241.0, 'trailChi2': None, 'psNdata': None, 'flags': 0, 'ixyPSF': None}, {'dipLnL': None, 'dipNdata': None, 'decl': 0.126243049656, 'dipMeanFlux': None, 'ra': 351.570546978, 'extendedness': None, 'dipLength': None, 'psLnL': None, 'iyyPSF': None, 'fpBkgdErr': None, 'dipDecl': None, 'dip_Cov': None, 'ixxPSF': None, 'ccdVisitId': 111111, 'psDecl': None, 'trailLength': None, 'trailLnL': None, 'trailAngle': None, 'totFlux': None, 'dipChi2': None, 'ssObjectId': None, 'ra_decl_Cov': {'raSigma': 0.0002800000074785203, 'declSigma': 0.0002800000074785203, 'ra_decl_Cov': 0.0002899999963119626}, 'spuriousness': None, 'apFlux': None, 'midPointTai': 1480360995.0, 'totFluxErr': None, 'ps_Cov': None, 'diffFluxErr': None, 'dipAngle': None, 'psChi2': None, 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None, 'pmParallaxChi2': 0.00013000000035390258, 'rPSFluxChi2': None, 'yPSFluxMean': None, 'gPSFluxMean': None, 'rPSFluxMean': None, 'uPSFluxNdata': None, 'iPSFluxChi2': None, 'zPSFluxMean': None, 'rFPFluxMeanErr': None, 'zPSFluxNdata': None, 'gFPFluxSigma': None, 'radecTai': 1480360995.0, 'rFPFluxMean': None, 'gPSFluxChi2': None, 'nearbyObj2': None, 'nearbyObj1LnP': None, 'zPSFluxMeanErr': None, 'uPSFluxMeanErr': None, 'zFPFluxSigma': None, 'rFPFluxSigma': None, 'ra_decl_Cov': {'raSigma': 0.0002800000074785203, 'declSigma': 0.0002800000074785203, 'ra_decl_Cov': 0.0002899999963119626}, 'ra': 351.570546978, 'gLcPeriodic': None, 'nearbyObj1Dist': None, 'parallax': 2.124124050140381, 'rPSFluxSigma': None, 'gLcNonPeriodic': None, 'pmParallaxLnL': 0.00013000000035390258, 'gFPFluxMean': None, 'uFPFluxMean': None, 'nearbyObj3LnP': None, 'yPSFluxMeanErr': None, 'iLcNonPeriodic': None, 'zPSFluxSigma': None, 'uLcNonPeriodic': None, 'uPSFluxChi2': None, 'pmParallaxNdata': 1214, 'nearbyObj2LnP': None, 'pmRa': 0.00013000000035390258, 'yLcNonPeriodic': None, 'nearbyObj3': None, 'iPSFluxSigma': None, 'rLcPeriodic': None, 'gPSFluxSigma': None, 'zFPFluxMeanErr': None, 'gPSFluxNdata': None, 'iPSFluxMean': None, 'uFPFluxMeanErr': None, 'gPSFluxMeanErr': None, 'uPSFluxSigma': None, 'pm_parallax_Cov': {'pmRaSigma': 0.00013000000035390258, 'pmDecl_parallax_Cov': 0.00013000000035390258, 'pmRa_parallax_Cov': 0.00013000000035390258, 'pmDeclSigma': 0.00013000000035390258, 'pmRa_pmDecl_Cov': 0.00013000000035390258, 'parallaxSigma': 0.00013000000035390258}, 'iPSFluxMeanErr': None, 'uPSFluxMean': None, 'nearbyObj2Dist': None, 'zLcPeriodic': None, 'zLcNonPeriodic': None, 'iFPFluxMeanErr': None, 'yPSFluxChi2': None, 'pmDecl': 0.00014000000373926014, 'zFPFluxMean': None, 'rPSFluxMeanErr': None, 'nearbyObj1': None, 'iPSFluxNdata': None, 'yPSFluxSigma': None, 'diaObjectId': 281323062375219201, 'rPSFluxNdata': None, 'iFPFluxSigma': None, 'iLcPeriodic': None, 'yFPFluxMeanErr': None, 'yPSFluxNdata': None, 'yFPFluxSigma': None, 'rLcNonPeriodic': None, 'flags': 0, 'uLcPeriodic': None, 'gFPFluxMeanErr': None}, 'l1dbId': 222222222}\n",
      "\n",
      "-------------------------------------------\n",
      "Time: 2017-04-27 19:07:50\n",
      "-------------------------------------------\n",
      "AlertId alerts in this window: 10\n",
      "\n",
      "-------------------------------------------\n",
      "Time: 2017-04-27 19:07:50\n",
      "-------------------------------------------\n",
      "1231321321\n",
      "1231321321\n",
      "1231321321\n",
      "1231321321\n",
      "1231321321\n",
      "1231321321\n",
      "1231321321\n",
      "1231321321\n",
      "1231321321\n",
      "1231321321\n",
      "\n",
      "-------------------------------------------\n",
      "Time: 2017-04-27 19:07:50\n",
      "-------------------------------------------\n",
      "Filter_all alerts in this window: 10\n",
      "\n",
      "-------------------------------------------\n",
      "Time: 2017-04-27 19:07:50\n",
      "-------------------------------------------\n",
      "{'diaSourcesL2': [{'dipLnL': None, 'dipNdata': None, 'decl': 0.126243049656, 'dipMeanFlux': None, 'ra': 351.570546978, 'extendedness': None, 'dipLength': None, 'psLnL': None, 'iyyPSF': None, 'fpBkgdErr': None, 'y': 121.0999984741211, 'dip_Cov': None, 'ixxPSF': None, 'ccdVisitId': 111111, 'psDecl': None, 'trailLength': None, 'trailLnL': None, 'trailAngle': None, 'totFlux': None, 'dipChi2': None, 'ssObjectId': None, 'ra_decl_Cov': {'raSigma': 0.0002800000074785203, 'declSigma': 0.0002800000074785203, 'ra_decl_Cov': 0.0002899999963119626}, 'spuriousness': None, 'apFlux': None, 'midPointTai': 1480360995.0, 'totFluxErr': None, 'ps_Cov': None, 'diffFluxErr': None, 'dipAngle': None, 'psChi2': None, 'x_y_Cov': {'x_y_Cov': 1.2000000476837158, 'xSigma': 1.2000000476837158, 'ySigma': 1.100000023841858}, 'parentDiaSourceId': None, 'ixy': None, 'fpBkgd': None, 'trailFlux': None, 'ixx': None, 'trailNdata': None, 'snr': 41.099998474121094, 'iyy': None, 'dipFluxDiff': None, 'apFluxErr': None, 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None, 'trailFlux': None, 'ixx': None, 'trailNdata': None, 'snr': 41.099998474121094, 'iyy': None, 'dipFluxDiff': None, 'apFluxErr': None, 'trail_Cov': None, 'psRa': None, 'i_cov': None, 'dipRa': None, 'trailRa': None, 'diffFlux': None, 'filterName': 'r', 'trailDecl': None, 'diaSourceId': 281323062375219198, 'dipDecl': None, 'x': 112.0999984741211, 'diaObjectId': None, 'psFlux': 1241.0, 'trailChi2': None, 'psNdata': None, 'flags': 0, 'ixyPSF': None}, {'dipLnL': None, 'dipNdata': None, 'decl': 0.126243049656, 'dipMeanFlux': None, 'ra': 351.570546978, 'extendedness': None, 'dipLength': None, 'psLnL': None, 'iyyPSF': None, 'fpBkgdErr': None, 'y': 121.0999984741211, 'dip_Cov': None, 'ixxPSF': None, 'ccdVisitId': 111111, 'psDecl': None, 'trailLength': None, 'trailLnL': None, 'trailAngle': None, 'totFlux': None, 'dipChi2': None, 'ssObjectId': None, 'ra_decl_Cov': {'raSigma': 0.0002800000074785203, 'declSigma': 0.0002800000074785203, 'ra_decl_Cov': 0.0002899999963119626}, 'spuriousness': None, 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'pmParallaxLnL': 0.00013000000035390258, 'rPSFluxChi2': None, 'gPSFluxMean': None, 'rPSFluxMean': None, 'uPSFluxNdata': None, 'gFPFluxMeanErr': None, 'zPSFluxMean': None, 'rFPFluxMeanErr': None, 'pmParallaxNdata': 1214, 'zPSFluxNdata': None, 'gFPFluxSigma': None, 'radecTai': 1480360995.0, 'gPSFluxChi2': None, 'zPSFluxSigma': None, 'nearbyObj1LnP': None, 'uPSFluxMeanErr': None, 'zFPFluxSigma': None, 'yPSFluxMean': None, 'rFPFluxSigma': None, 'rLcPeriodic': None, 'ra': 351.570546978, 'nearbyObj1Dist': None, 'parallax': 2.124124050140381, 'yLcPeriodic': None, 'gLcNonPeriodic': None, 'pmRa': 0.00013000000035390258, 'zPSFluxMeanErr': None, 'yPSFluxSigma': None, 'uFPFluxMean': None, 'nearbyObj3LnP': None, 'pmParallaxChi2': 0.00013000000035390258, 'yPSFluxMeanErr': None, 'iLcNonPeriodic': None, 'rFPFluxMean': None, 'uLcNonPeriodic': None, 'uPSFluxChi2': None, 'nearbyObj2': None, 'nearbyObj2LnP': None, 'nearbyObj3': None, 'iPSFluxSigma': None, 'iPSFluxChi2': None, 'gFPFluxMean': None, 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None, 'yFPFluxSigma': None, 'rLcNonPeriodic': None, 'flags': 0, 'iFPFluxSigma': None, 'gLcPeriodic': None}, 'l1dbId': 222222222}\n",
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'x_y_Cov': {'x_y_Cov': 1.2000000476837158, 'xSigma': 1.2000000476837158, 'ySigma': 1.100000023841858}, 'parentDiaSourceId': None, 'ixy': None, 'fpBkgd': None, 'trailFlux': None, 'ixx': None, 'trailNdata': None, 'snr': 41.099998474121094, 'iyy': None, 'dipFluxDiff': None, 'apFluxErr': None, 'trail_Cov': None, 'psRa': None, 'i_cov': None, 'dipRa': None, 'trailRa': None, 'diffFlux': None, 'filterName': 'r', 'trailDecl': None, 'diaSourceId': 281323062375219199, 'dipDecl': None, 'x': 112.0999984741211, 'diaObjectId': None, 'psFlux': 1241.0, 'trailChi2': None, 'psNdata': None, 'flags': 0, 'ixyPSF': None}], 'diaSource': {'dipLnL': None, 'dipNdata': None, 'decl': 0.126243049656, 'dipMeanFlux': None, 'ra': 351.570546978, 'extendedness': None, 'dipLength': None, 'psLnL': None, 'iyyPSF': None, 'fpBkgdErr': None, 'y': 121.0999984741211, 'dip_Cov': None, 'ixxPSF': None, 'ccdVisitId': 111111, 'psDecl': None, 'trailLength': None, 'trailLnL': None, 'trailAngle': None, 'totFlux': None, 'dipChi2': None, 'ssObjectId': None, 'ra_decl_Cov': {'raSigma': 0.0002800000074785203, 'declSigma': 0.0002800000074785203, 'ra_decl_Cov': 0.0002899999963119626}, 'spuriousness': None, 'apFlux': None, 'midPointTai': 1480360995.0, 'totFluxErr': None, 'ps_Cov': None, 'diffFluxErr': None, 'dipAngle': None, 'psChi2': None, 'x_y_Cov': {'x_y_Cov': 1.2000000476837158, 'xSigma': 1.2000000476837158, 'ySigma': 1.100000023841858}, 'parentDiaSourceId': None, 'ixy': None, 'fpBkgd': None, 'trailFlux': None, 'ixx': None, 'trailNdata': None, 'snr': 41.099998474121094, 'iyy': None, 'dipFluxDiff': None, 'apFluxErr': None, 'trail_Cov': None, 'psRa': None, 'i_cov': None, 'dipRa': None, 'trailRa': None, 'diffFlux': None, 'filterName': 'r', 'trailDecl': None, 'diaSourceId': 281323062375219200, 'dipDecl': None, 'x': 112.0999984741211, 'diaObjectId': None, 'psFlux': 1241.0, 'trailChi2': None, 'psNdata': None, 'flags': 0, 'ixyPSF': None}, 'diaObject': {'nearbyObj3Dist': None, 'uFPFluxSigma': None, 'yFPFluxMean': None, 'decl': 0.126243049656, 'iFPFluxMean': None, 'rPSFluxSigma': None, 'zPSFluxChi2': None, 'pmParallaxLnL': 0.00013000000035390258, 'rPSFluxChi2': None, 'gPSFluxMean': None, 'rPSFluxMean': None, 'uPSFluxNdata': None, 'gFPFluxMeanErr': None, 'zPSFluxMean': None, 'rFPFluxMeanErr': None, 'pmParallaxNdata': 1214, 'zPSFluxNdata': None, 'gFPFluxSigma': None, 'radecTai': 1480360995.0, 'gPSFluxChi2': None, 'zPSFluxSigma': None, 'nearbyObj1LnP': None, 'uPSFluxMeanErr': None, 'zFPFluxSigma': None, 'yPSFluxMean': None, 'rFPFluxSigma': None, 'rLcPeriodic': None, 'ra': 351.570546978, 'nearbyObj1Dist': None, 'parallax': 2.124124050140381, 'yLcPeriodic': None, 'gLcNonPeriodic': None, 'pmRa': 0.00013000000035390258, 'zPSFluxMeanErr': None, 'yPSFluxSigma': None, 'uFPFluxMean': None, 'nearbyObj3LnP': None, 'pmParallaxChi2': 0.00013000000035390258, 'yPSFluxMeanErr': None, 'iLcNonPeriodic': None, 'rFPFluxMean': None, 'uLcNonPeriodic': None, 'uPSFluxChi2': None, 'nearbyObj2': None, 'nearbyObj2LnP': None, 'nearbyObj3': None, 'iPSFluxSigma': None, 'iPSFluxChi2': None, 'gFPFluxMean': None, 'zFPFluxMeanErr': None, 'yLcNonPeriodic': None, 'yPSFluxNdata': None, 'uFPFluxMeanErr': None, 'gPSFluxMeanErr': None, 'uPSFluxSigma': None, 'pm_parallax_Cov': {'pmRaSigma': 0.00013000000035390258, 'pmDecl_parallax_Cov': 0.00013000000035390258, 'pmRa_parallax_Cov': 0.00013000000035390258, 'pmDeclSigma': 0.00013000000035390258, 'pmRa_pmDecl_Cov': 0.00013000000035390258, 'parallaxSigma': 0.00013000000035390258}, 'iPSFluxMeanErr': None, 'uPSFluxMean': None, 'nearbyObj2Dist': None, 'gPSFluxSigma': None, 'zLcPeriodic': None, 'zLcNonPeriodic': None, 'iFPFluxMeanErr': None, 'yPSFluxChi2': None, 'pmDecl': 0.00014000000373926014, 'zFPFluxMean': None, 'rPSFluxMeanErr': None, 'nearbyObj1': None, 'iPSFluxNdata': None, 'ra_decl_Cov': {'raSigma': 0.0002800000074785203, 'declSigma': 0.0002800000074785203, 'ra_decl_Cov': 0.0002899999963119626}, 'gPSFluxNdata': None, 'diaObjectId': 281323062375219201, 'rPSFluxNdata': None, 'uLcPeriodic': None, 'iLcPeriodic': None, 'yFPFluxMeanErr': None, 'iPSFluxMean': None, 'yFPFluxSigma': None, 'rLcNonPeriodic': None, 'flags': 0, 'iFPFluxSigma': None, 'gLcPeriodic': None}, 'ssObject': {'uG2Err': 23132.23046875, 'yG1': None, 'zG2': None, 'rG2Err': None, 'arc': 2.124124050140381, 'gG2': None, 'moidLon1': 2143.213, 'zG2Err': None, 'iG2Err': None, 'rG1': None, 'ssObjectId': 5364546, 'rHErr': None, 'zHErr': None, 'yHErr': None, 'iH': None, 'MOID1': 3141.0, 'uH': 13231.2314453125, 'yG2': None, 'zG1Err': None, 'gG1Err': None, 'uG1Err': 31232.212890625, 'rG2': None, 'iHErr': None, 'uHErr': 13213.212890625, 'iG1Err': None, 'yG1Err': None, 'orbFitNdata': 1214, 'rG1Err': None, 'moidLon2': 3142.23123, 'iG2': None, 'MOID2': 23432.423828125, 'yG2Err': None, 'uG2': 231.23129272460938, 'uG1': 32131.3125, 'oe_Cov': None, 'oe': {'i': 5436.2344, 'q': 6654.14, 'lan': 54325.34, 'M': 131.1241, 'aop': 344243.3, 'e': 636.121, 'epoch': 134141.0}, 'yH': None, 'iG1': None, 'flags': 0, 'gHErr': None, 'gG2Err': None, 'orbFitLnL': 1343141.0, 'zH': None, 'gH': None, 'zG1': None, 'gG1': None, 'orbFitChi2': 1341421.25, 'rH': None}, 'prv_diaSources': [{'dipLnL': None, 'dipNdata': None, 'decl': 0.126243049656, 'dipMeanFlux': None, 'ra': 351.570546978, 'extendedness': None, 'dipLength': None, 'psLnL': None, 'iyyPSF': None, 'fpBkgdErr': None, 'y': 121.0999984741211, 'dip_Cov': None, 'ixxPSF': None, 'ccdVisitId': 111111, 'psDecl': None, 'trailLength': None, 'trailLnL': None, 'trailAngle': None, 'totFlux': None, 'dipChi2': None, 'ssObjectId': None, 'ra_decl_Cov': {'raSigma': 0.0002800000074785203, 'declSigma': 0.0002800000074785203, 'ra_decl_Cov': 0.0002899999963119626}, 'spuriousness': None, 'apFlux': None, 'midPointTai': 1480360995.0, 'totFluxErr': None, 'ps_Cov': None, 'diffFluxErr': None, 'dipAngle': None, 'psChi2': None, 'x_y_Cov': {'x_y_Cov': 1.2000000476837158, 'xSigma': 1.2000000476837158, 'ySigma': 1.100000023841858}, 'parentDiaSourceId': None, 'ixy': None, 'fpBkgd': None, 'trailFlux': None, 'ixx': None, 'trailNdata': None, 'snr': 41.099998474121094, 'iyy': None, 'dipFluxDiff': None, 'apFluxErr': None, 'trail_Cov': None, 'psRa': None, 'i_cov': None, 'dipRa': None, 'trailRa': None, 'diffFlux': None, 'filterName': 'r', 'trailDecl': None, 'diaSourceId': 281323062375219198, 'dipDecl': None, 'x': 112.0999984741211, 'diaObjectId': None, 'psFlux': 1241.0, 'trailChi2': None, 'psNdata': None, 'flags': 0, 'ixyPSF': None}, {'dipLnL': None, 'dipNdata': None, 'decl': 0.126243049656, 'dipMeanFlux': None, 'ra': 351.570546978, 'extendedness': None, 'dipLength': None, 'psLnL': None, 'iyyPSF': None, 'fpBkgdErr': None, 'y': 121.0999984741211, 'dip_Cov': None, 'ixxPSF': None, 'ccdVisitId': 111111, 'psDecl': None, 'trailLength': None, 'trailLnL': None, 'trailAngle': None, 'totFlux': None, 'dipChi2': None, 'ssObjectId': None, 'ra_decl_Cov': {'raSigma': 0.0002800000074785203, 'declSigma': 0.0002800000074785203, 'ra_decl_Cov': 0.0002899999963119626}, 'spuriousness': None, 'apFlux': None, 'midPointTai': 1480360995.0, 'totFluxErr': None, 'ps_Cov': None, 'diffFluxErr': None, 'dipAngle': None, 'psChi2': None, 'x_y_Cov': {'x_y_Cov': 1.2000000476837158, 'xSigma': 1.2000000476837158, 'ySigma': 1.100000023841858}, 'parentDiaSourceId': None, 'ixy': None, 'fpBkgd': None, 'trailFlux': None, 'ixx': None, 'trailNdata': None, 'snr': 41.099998474121094, 'iyy': None, 'dipFluxDiff': None, 'apFluxErr': None, 'trail_Cov': None, 'psRa': None, 'i_cov': None, 'dipRa': None, 'trailRa': None, 'diffFlux': None, 'filterName': 'r', 'trailDecl': None, 'diaSourceId': 281323062375219199, 'dipDecl': None, 'x': 112.0999984741211, 'diaObjectId': None, 'psFlux': 1241.0, 'trailChi2': None, 'psNdata': None, 'flags': 0, 'ixyPSF': None}], 'cutoutDifference': None, 'cutoutTemplate': None, 'alertId': 1231321321, 'diaObjectL2': {'nearbyObj3Dist': None, 'uFPFluxSigma': None, 'yFPFluxMean': None, 'decl': 0.126243049656, 'iFPFluxMean': None, 'rPSFluxSigma': None, 'zPSFluxChi2': None, 'pmParallaxLnL': 0.00013000000035390258, 'rPSFluxChi2': None, 'gPSFluxMean': None, 'rPSFluxMean': None, 'uPSFluxNdata': None, 'gFPFluxMeanErr': None, 'zPSFluxMean': None, 'rFPFluxMeanErr': None, 'pmParallaxNdata': 1214, 'zPSFluxNdata': None, 'gFPFluxSigma': None, 'radecTai': 1480360995.0, 'gPSFluxChi2': None, 'zPSFluxSigma': None, 'nearbyObj1LnP': None, 'uPSFluxMeanErr': None, 'zFPFluxSigma': None, 'yPSFluxMean': None, 'rFPFluxSigma': None, 'rLcPeriodic': None, 'ra': 351.570546978, 'nearbyObj1Dist': None, 'parallax': 2.124124050140381, 'yLcPeriodic': None, 'gLcNonPeriodic': None, 'pmRa': 0.00013000000035390258, 'zPSFluxMeanErr': None, 'yPSFluxSigma': None, 'uFPFluxMean': None, 'nearbyObj3LnP': None, 'pmParallaxChi2': 0.00013000000035390258, 'yPSFluxMeanErr': None, 'iLcNonPeriodic': None, 'rFPFluxMean': None, 'uLcNonPeriodic': None, 'uPSFluxChi2': None, 'nearbyObj2': None, 'nearbyObj2LnP': None, 'nearbyObj3': None, 'iPSFluxSigma': None, 'iPSFluxChi2': None, 'gFPFluxMean': None, 'zFPFluxMeanErr': None, 'yLcNonPeriodic': None, 'yPSFluxNdata': None, 'uFPFluxMeanErr': None, 'gPSFluxMeanErr': None, 'uPSFluxSigma': None, 'pm_parallax_Cov': {'pmRaSigma': 0.00013000000035390258, 'pmDecl_parallax_Cov': 0.00013000000035390258, 'pmRa_parallax_Cov': 0.00013000000035390258, 'pmDeclSigma': 0.00013000000035390258, 'pmRa_pmDecl_Cov': 0.00013000000035390258, 'parallaxSigma': 0.00013000000035390258}, 'iPSFluxMeanErr': None, 'uPSFluxMean': None, 'nearbyObj2Dist': None, 'gPSFluxSigma': None, 'zLcPeriodic': None, 'zLcNonPeriodic': None, 'iFPFluxMeanErr': None, 'yPSFluxChi2': None, 'pmDecl': 0.00014000000373926014, 'zFPFluxMean': None, 'rPSFluxMeanErr': None, 'nearbyObj1': None, 'iPSFluxNdata': None, 'ra_decl_Cov': {'raSigma': 0.0002800000074785203, 'declSigma': 0.0002800000074785203, 'ra_decl_Cov': 0.0002899999963119626}, 'gPSFluxNdata': None, 'diaObjectId': 281323062375219201, 'rPSFluxNdata': None, 'uLcPeriodic': None, 'iLcPeriodic': None, 'yFPFluxMeanErr': None, 'iPSFluxMean': None, 'yFPFluxSigma': None, 'rLcNonPeriodic': None, 'flags': 0, 'iFPFluxSigma': None, 'gLcPeriodic': None}, 'l1dbId': 222222222}\n",
      "\n",
      "-------------------------------------------\n",
      "Time: 2017-04-27 19:07:50\n",
      "-------------------------------------------\n",
      "Filter_empty alerts in this window: 0\n",
      "\n",
      "-------------------------------------------\n",
      "Time: 2017-04-27 19:07:50\n",
      "-------------------------------------------\n",
      "\n",
      "-------------------------------------------\n",
      "Time: 2017-04-27 19:08:00\n",
      "-------------------------------------------\n",
      "\n",
      "-------------------------------------------\n",
      "Time: 2017-04-27 19:08:00\n",
      "-------------------------------------------\n",
      "AlertId alerts in this window: 0\n",
      "\n",
      "-------------------------------------------\n",
      "Time: 2017-04-27 19:08:00\n",
      "-------------------------------------------\n",
      "\n",
      "-------------------------------------------\n",
      "Time: 2017-04-27 19:08:00\n",
      "-------------------------------------------\n",
      "Filter_all alerts in this window: 0\n",
      "\n",
      "-------------------------------------------\n",
      "Time: 2017-04-27 19:08:00\n",
      "-------------------------------------------\n",
      "\n",
      "-------------------------------------------\n",
      "Time: 2017-04-27 19:08:00\n",
      "-------------------------------------------\n",
      "Filter_empty alerts in this window: 0\n",
      "\n",
      "-------------------------------------------\n",
      "Time: 2017-04-27 19:08:00\n",
      "-------------------------------------------\n",
      "\n",
      "-------------------------------------------\n",
      "Time: 2017-04-27 19:08:10\n",
      "-------------------------------------------\n",
      "\n",
      "-------------------------------------------\n",
      "Time: 2017-04-27 19:08:10\n",
      "-------------------------------------------\n",
      "AlertId alerts in this window: 0\n",
      "\n",
      "-------------------------------------------\n",
      "Time: 2017-04-27 19:08:10\n",
      "-------------------------------------------\n",
      "\n",
      "-------------------------------------------\n",
      "Time: 2017-04-27 19:08:10\n",
      "-------------------------------------------\n",
      "Filter_all alerts in this window: 0\n",
      "\n",
      "-------------------------------------------\n",
      "Time: 2017-04-27 19:08:10\n",
      "-------------------------------------------\n",
      "\n",
      "-------------------------------------------\n",
      "Time: 2017-04-27 19:08:10\n",
      "-------------------------------------------\n",
      "Filter_empty alerts in this window: 0\n",
      "\n",
      "-------------------------------------------\n",
      "Time: 2017-04-27 19:08:10\n",
      "-------------------------------------------\n",
      "\n",
      "-------------------------------------------\n",
      "Time: 2017-04-27 19:08:20\n",
      "-------------------------------------------\n",
      "\n",
      "-------------------------------------------\n",
      "Time: 2017-04-27 19:08:20\n",
      "-------------------------------------------\n",
      "AlertId alerts in this window: 0\n",
      "\n",
      "-------------------------------------------\n",
      "Time: 2017-04-27 19:08:20\n",
      "-------------------------------------------\n",
      "\n",
      "-------------------------------------------\n",
      "Time: 2017-04-27 19:08:20\n",
      "-------------------------------------------\n",
      "Filter_all alerts in this window: 0\n",
      "\n",
      "-------------------------------------------\n",
      "Time: 2017-04-27 19:08:20\n",
      "-------------------------------------------\n",
      "\n",
      "-------------------------------------------\n",
      "Time: 2017-04-27 19:08:20\n",
      "-------------------------------------------\n",
      "Filter_empty alerts in this window: 0\n",
      "\n",
      "-------------------------------------------\n",
      "Time: 2017-04-27 19:08:20\n",
      "-------------------------------------------\n",
      "\n"
     ]
    },
    {
     "ename": "KeyboardInterrupt",
     "evalue": "",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mKeyboardInterrupt\u001b[0m                         Traceback (most recent call last)",
      "\u001b[0;32m<ipython-input-18-d970cfd6a21f>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m()\u001b[0m\n\u001b[1;32m      1\u001b[0m \u001b[0mssc\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mstart\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 2\u001b[0;31m \u001b[0mssc\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mawaitTermination\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m",
      "\u001b[0;32m/usr/local/spark/python/pyspark/streaming/context.py\u001b[0m in \u001b[0;36mawaitTermination\u001b[0;34m(self, timeout)\u001b[0m\n\u001b[1;32m    204\u001b[0m         \"\"\"\n\u001b[1;32m    205\u001b[0m         \u001b[0;32mif\u001b[0m \u001b[0mtimeout\u001b[0m \u001b[0;32mis\u001b[0m \u001b[0;32mNone\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 206\u001b[0;31m             \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_jssc\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mawaitTermination\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    207\u001b[0m         \u001b[0;32melse\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    208\u001b[0m             \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_jssc\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mawaitTerminationOrTimeout\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mint\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mtimeout\u001b[0m \u001b[0;34m*\u001b[0m \u001b[0;36m1000\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m/usr/local/spark/python/lib/py4j-0.10.4-src.zip/py4j/java_gateway.py\u001b[0m in \u001b[0;36m__call__\u001b[0;34m(self, *args)\u001b[0m\n\u001b[1;32m   1129\u001b[0m             \u001b[0mproto\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mEND_COMMAND_PART\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1130\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 1131\u001b[0;31m         \u001b[0manswer\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mgateway_client\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0msend_command\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mcommand\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m   1132\u001b[0m         return_value = get_return_value(\n\u001b[1;32m   1133\u001b[0m             answer, self.gateway_client, self.target_id, self.name)\n",
      "\u001b[0;32m/usr/local/spark/python/lib/py4j-0.10.4-src.zip/py4j/java_gateway.py\u001b[0m in \u001b[0;36msend_command\u001b[0;34m(self, command, retry, binary)\u001b[0m\n\u001b[1;32m    881\u001b[0m         \u001b[0mconnection\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_get_connection\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    882\u001b[0m         \u001b[0;32mtry\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 883\u001b[0;31m             \u001b[0mresponse\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mconnection\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0msend_command\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mcommand\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    884\u001b[0m             \u001b[0;32mif\u001b[0m \u001b[0mbinary\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    885\u001b[0m                 \u001b[0;32mreturn\u001b[0m \u001b[0mresponse\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_create_connection_guard\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mconnection\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m/usr/local/spark/python/lib/py4j-0.10.4-src.zip/py4j/java_gateway.py\u001b[0m in \u001b[0;36msend_command\u001b[0;34m(self, command)\u001b[0m\n\u001b[1;32m   1026\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1027\u001b[0m         \u001b[0;32mtry\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 1028\u001b[0;31m             \u001b[0manswer\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0msmart_decode\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mstream\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mreadline\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m-\u001b[0m\u001b[0;36m1\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m   1029\u001b[0m             \u001b[0mlogger\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mdebug\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m\"Answer received: {0}\"\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mformat\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0manswer\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1030\u001b[0m             \u001b[0;32mif\u001b[0m \u001b[0manswer\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mstartswith\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mproto\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mRETURN_MESSAGE\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m/opt/conda/lib/python3.5/socket.py\u001b[0m in \u001b[0;36mreadinto\u001b[0;34m(self, b)\u001b[0m\n\u001b[1;32m    573\u001b[0m         \u001b[0;32mwhile\u001b[0m \u001b[0;32mTrue\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    574\u001b[0m             \u001b[0;32mtry\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 575\u001b[0;31m                 \u001b[0;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_sock\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mrecv_into\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mb\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    576\u001b[0m             \u001b[0;32mexcept\u001b[0m \u001b[0mtimeout\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    577\u001b[0m                 \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_timeout_occurred\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;32mTrue\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;31mKeyboardInterrupt\u001b[0m: "
     ]
    }
   ],
   "source": [
    "ssc.start()\n",
    "ssc.awaitTermination()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {
    "collapsed": false,
    "deletable": true,
    "editable": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "-------------------------------------------\n",
      "Time: 2017-04-27 19:08:30\n",
      "-------------------------------------------\n",
      "\n",
      "-------------------------------------------\n",
      "Time: 2017-04-27 19:08:30\n",
      "-------------------------------------------\n",
      "AlertId alerts in this window: 0\n",
      "\n",
      "-------------------------------------------\n",
      "Time: 2017-04-27 19:08:30\n",
      "-------------------------------------------\n",
      "\n",
      "-------------------------------------------\n",
      "Time: 2017-04-27 19:08:30\n",
      "-------------------------------------------\n",
      "Filter_all alerts in this window: 0\n",
      "\n",
      "-------------------------------------------\n",
      "Time: 2017-04-27 19:08:30\n",
      "-------------------------------------------\n",
      "\n",
      "-------------------------------------------\n",
      "Time: 2017-04-27 19:08:30\n",
      "-------------------------------------------\n",
      "Filter_empty alerts in this window: 0\n",
      "\n",
      "-------------------------------------------\n",
      "Time: 2017-04-27 19:08:30\n",
      "-------------------------------------------\n",
      "\n"
     ]
    }
   ],
   "source": [
    "ssc.stop()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {
    "collapsed": false,
    "deletable": true,
    "editable": true
   },
   "outputs": [],
   "source": [
    "sc.stop()"
   ]
  }
 ],
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