coops_rest-tsunami.ipynb

{
 "metadata": {
  "name": "coops_rest-tsunami"
 },
 "nbformat": 3,
 "nbformat_minor": 0,
 "worksheets": [
  {
   "cells": [
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "# Compare 1-min Water Levels from Tsunami Capable Tide Stations\n",
      "using NOAA CO-OPS SOS Rest Service + Pandas. \n",
      "\n",
      "<href url=http://tidesandcurrents.noaa.gov/tsunami/# />\n"
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "import pandas as pd"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 1
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "from IPython.core.display import HTML\n",
      "HTML('<iframe src=http://tidesandcurrents.noaa.gov/tsunami/ width=900 height=600></iframe>')"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "html": [
        "<iframe src=http://tidesandcurrents.noaa.gov/tsunami/ width=900 height=600></iframe>"
       ],
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 2,
       "text": [
        "<IPython.core.display.HTML at 0x2cbb610>"
       ]
      }
     ],
     "prompt_number": 2
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "def coops2df(sta='8447930',start='2013-06-13T18:30:00Z',stop='2013-06-13T23:00:00Z'):\n",
      "    url='http://opendap.co-ops.nos.noaa.gov/ioos-dif-sos/SOS?\\\n",
      "request=GetObservation&service=SOS&responseFormat=text/csv&version=1.0.0&\\\n",
      "offering=urn:ioos:station:NOAA.NOS.CO-OPS:%s&\\\n",
      "observedProperty=water_surface_height_above_reference_datum&\\\n",
      "dataType=PreliminaryOneMinute&\\\n",
      "eventTime=%s/%s' % (sta,start,stop)\n",
      "    df = pd.read_csv(url,index_col='date_time',parse_dates=True)  \n",
      "    print url\n",
      "    return df"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 3
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "stas = {}\n",
      "stas['montauk']='8510560'\n",
      "stas['woods hole']='8447930'\n",
      "stas['nantucket']='8449130'\n",
      "stas['newport']='8452660'\n",
      "stas['atlantic city']='8534720'\n",
      "stas['sandy hook']='8531680'\n",
      "stas['quonset']='8454049'\n",
      "stas['mystic']='8465705'\n",
      "stas['battery']='8518750'\n",
      "stas['lewes']='8557380'\n",
      "df={}\n",
      "for sta_name,sta_id in stas.iteritems():\n",
      "    df[sta_name]=coops2df(sta=sta_id,start='2013-06-13T17:30:00Z',stop='2013-06-13T22:00:00Z')\n",
      "#     df[sta_name]=coops2df(sta=sta_id,start='2013-04-11T03:00:00Z',stop='2013-04-11T09:00:00Z')"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "http://opendap.co-ops.nos.noaa.gov/ioos-dif-sos/SOS?request=GetObservation&service=SOS&responseFormat=text/csv&version=1.0.0&offering=urn:ioos:station:NOAA.NOS.CO-OPS:8447930&observedProperty=water_surface_height_above_reference_datum&dataType=PreliminaryOneMinute&eventTime=2013-06-13T17:30:00Z/2013-06-13T22:00:00Z\n",
        "http://opendap.co-ops.nos.noaa.gov/ioos-dif-sos/SOS?request=GetObservation&service=SOS&responseFormat=text/csv&version=1.0.0&offering=urn:ioos:station:NOAA.NOS.CO-OPS:8518750&observedProperty=water_surface_height_above_reference_datum&dataType=PreliminaryOneMinute&eventTime=2013-06-13T17:30:00Z/2013-06-13T22:00:00Z"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "http://opendap.co-ops.nos.noaa.gov/ioos-dif-sos/SOS?request=GetObservation&service=SOS&responseFormat=text/csv&version=1.0.0&offering=urn:ioos:station:NOAA.NOS.CO-OPS:8465705&observedProperty=water_surface_height_above_reference_datum&dataType=PreliminaryOneMinute&eventTime=2013-06-13T17:30:00Z/2013-06-13T22:00:00Z"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "http://opendap.co-ops.nos.noaa.gov/ioos-dif-sos/SOS?request=GetObservation&service=SOS&responseFormat=text/csv&version=1.0.0&offering=urn:ioos:station:NOAA.NOS.CO-OPS:8534720&observedProperty=water_surface_height_above_reference_datum&dataType=PreliminaryOneMinute&eventTime=2013-06-13T17:30:00Z/2013-06-13T22:00:00Z"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "http://opendap.co-ops.nos.noaa.gov/ioos-dif-sos/SOS?request=GetObservation&service=SOS&responseFormat=text/csv&version=1.0.0&offering=urn:ioos:station:NOAA.NOS.CO-OPS:8449130&observedProperty=water_surface_height_above_reference_datum&dataType=PreliminaryOneMinute&eventTime=2013-06-13T17:30:00Z/2013-06-13T22:00:00Z"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "http://opendap.co-ops.nos.noaa.gov/ioos-dif-sos/SOS?request=GetObservation&service=SOS&responseFormat=text/csv&version=1.0.0&offering=urn:ioos:station:NOAA.NOS.CO-OPS:8452660&observedProperty=water_surface_height_above_reference_datum&dataType=PreliminaryOneMinute&eventTime=2013-06-13T17:30:00Z/2013-06-13T22:00:00Z"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "http://opendap.co-ops.nos.noaa.gov/ioos-dif-sos/SOS?request=GetObservation&service=SOS&responseFormat=text/csv&version=1.0.0&offering=urn:ioos:station:NOAA.NOS.CO-OPS:8510560&observedProperty=water_surface_height_above_reference_datum&dataType=PreliminaryOneMinute&eventTime=2013-06-13T17:30:00Z/2013-06-13T22:00:00Z"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "http://opendap.co-ops.nos.noaa.gov/ioos-dif-sos/SOS?request=GetObservation&service=SOS&responseFormat=text/csv&version=1.0.0&offering=urn:ioos:station:NOAA.NOS.CO-OPS:8454049&observedProperty=water_surface_height_above_reference_datum&dataType=PreliminaryOneMinute&eventTime=2013-06-13T17:30:00Z/2013-06-13T22:00:00Z"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "http://opendap.co-ops.nos.noaa.gov/ioos-dif-sos/SOS?request=GetObservation&service=SOS&responseFormat=text/csv&version=1.0.0&offering=urn:ioos:station:NOAA.NOS.CO-OPS:8557380&observedProperty=water_surface_height_above_reference_datum&dataType=PreliminaryOneMinute&eventTime=2013-06-13T17:30:00Z/2013-06-13T22:00:00Z"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "http://opendap.co-ops.nos.noaa.gov/ioos-dif-sos/SOS?request=GetObservation&service=SOS&responseFormat=text/csv&version=1.0.0&offering=urn:ioos:station:NOAA.NOS.CO-OPS:8531680&observedProperty=water_surface_height_above_reference_datum&dataType=PreliminaryOneMinute&eventTime=2013-06-13T17:30:00Z/2013-06-13T22:00:00Z"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n"
       ]
      }
     ],
     "prompt_number": 4
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "panel = pd.Panel(df)\n"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 5
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "slice = panel.minor_xs('water_surface_height_above_reference_datum (m)')\n"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 6
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "slice[['woods hole','atlantic city','montauk']].plot(figsize=(20,6),title='East Coast water levels (m)');\n"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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gYmKCdu3aKdtxdXXFxYsXcezYMfTr1w/du3dHcHAwAGDZsmVYvXo1du3ahXnz5mHRokXK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PEtlpJ4U/gGE09MxLFhx7Dz052lXERl0dPRw8puKzHn7BwUlRQBoGtNRQZfyUvPnnTBeP686s/N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       "text": [
        "<matplotlib.figure.Figure at 0x25b60d0>"
       ]
      }
     ],
     "prompt_number": 7
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "# NDBC Rest\n",
      "def ndbc2df(sta='8447930',start='2013-06-13T18:30:00Z',stop='2013-06-13T23:00:00Z'):\n",
      "    url='http://sdf.ndbc.noaa.gov/sos/server.php?request=GetObservation&service=SOS&version=1.0.0&\\\n",
      "offering=urn:ioos:station:wmo:%s&\\\n",
      "observedproperty=sea_floor_depth_below_sea_surface&responseformat=text/csv&\\\n",
      "eventtime=%s/%s' % (sta,start,stop)\n",
      "    df = pd.read_csv(url,index_col='date_time',parse_dates=True)  \n",
      "    print url\n",
      "    return df"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 8
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "# Dart Buoy in 1500m water, northeast of Hudson Canyon\n",
      "sta_id='44402'"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 9
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "df_dart=ndbc2df(sta=sta_id,start='2013-06-13T13:00:00Z',stop='2013-06-13T23:00:00Z')"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "http://sdf.ndbc.noaa.gov/sos/server.php?request=GetObservation&service=SOS&version=1.0.0&offering=urn:ioos:station:wmo:44402&observedproperty=sea_floor_depth_below_sea_surface&responseformat=text/csv&eventtime=2013-06-13T13:00:00Z/2013-06-13T23:00:00Z\n"
       ]
      }
     ],
     "prompt_number": 10
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "df_dart.head()"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "html": [
        "<pre>\n",
        "&ltclass 'pandas.core.frame.DataFrame'&gt\n",
        "DatetimeIndex: 5 entries, 2013-06-13 13:00:00 to 2013-06-13 14:00:00\n",
        "Data columns (total 6 columns):\n",
        "station_id                               5  non-null values\n",
        "sensor_id                                5  non-null values\n",
        "latitude (degree)                        5  non-null values\n",
        "longitude (degree)                       5  non-null values\n",
        "sea_floor_depth_below_sea_surface (m)    5  non-null values\n",
        "averaging interval (s)                   5  non-null values\n",
        "dtypes: float64(3), int64(1), object(2)\n",
        "</pre>"
       ],
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 11,
       "text": [
        "                                     station_id  \\\n",
        "date_time                                         \n",
        "2013-06-13 13:00:00  urn:ioos:station:wmo:44402   \n",
        "2013-06-13 13:15:00  urn:ioos:station:wmo:44402   \n",
        "2013-06-13 13:30:00  urn:ioos:station:wmo:44402   \n",
        "2013-06-13 13:45:00  urn:ioos:station:wmo:44402   \n",
        "2013-06-13 14:00:00  urn:ioos:station:wmo:44402   \n",
        "\n",
        "                                                  sensor_id  \\\n",
        "date_time                                                     \n",
        "2013-06-13 13:00:00  urn:ioos:sensor:wmo:44402::tsunameter0   \n",
        "2013-06-13 13:15:00  urn:ioos:sensor:wmo:44402::tsunameter0   \n",
        "2013-06-13 13:30:00  urn:ioos:sensor:wmo:44402::tsunameter0   \n",
        "2013-06-13 13:45:00  urn:ioos:sensor:wmo:44402::tsunameter0   \n",
        "2013-06-13 14:00:00  urn:ioos:sensor:wmo:44402::tsunameter0   \n",
        "\n",
        "                     latitude (degree)  longitude (degree)  \\\n",
        "date_time                                                    \n",
        "2013-06-13 13:00:00              39.49              -70.59   \n",
        "2013-06-13 13:15:00              39.49              -70.59   \n",
        "2013-06-13 13:30:00              39.49              -70.59   \n",
        "2013-06-13 13:45:00              39.49              -70.59   \n",
        "2013-06-13 14:00:00              39.49              -70.59   \n",
        "\n",
        "                     sea_floor_depth_below_sea_surface (m)  \\\n",
        "date_time                                                    \n",
        "2013-06-13 13:00:00                               2468.271   \n",
        "2013-06-13 13:15:00                               2468.307   \n",
        "2013-06-13 13:30:00                               2468.344   \n",
        "2013-06-13 13:45:00                               2468.372   \n",
        "2013-06-13 14:00:00                               2468.398   \n",
        "\n",
        "                     averaging interval (s)  \n",
        "date_time                                    \n",
        "2013-06-13 13:00:00                     900  \n",
        "2013-06-13 13:15:00                     900  \n",
        "2013-06-13 13:30:00                     900  \n",
        "2013-06-13 13:45:00                     900  \n",
        "2013-06-13 14:00:00                     900  "
       ]
      }
     ],
     "prompt_number": 11
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "df_dart['sea_floor_depth_below_sea_surface (m)'].plot(figsize=(20,6))"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 12,
       "text": [
        "<matplotlib.axes.AxesSubplot at 0x30d8e50>"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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SlkSOuU2YMIFRo0bxyCOPAHD33XezcOFCrrvuutLnfP/992yzzTbUqFGD0aNH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\nGD58OOzt7Q09NMqDnN8709LSMHr0aNSpU4eFJAVkza9ixYowNzdHnz5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       "text": [
        "<matplotlib.figure.Figure at 0x24debd0>"
       ]
      }
     ],
     "prompt_number": 12
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 12
    }
   ],
   "metadata": {}
  }
 ]
}