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@megies
Created March 6, 2014 15:32
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{
"metadata": {
"name": "BFO data test"
},
"nbformat": 3,
"nbformat_minor": 0,
"worksheets": [
{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": " Download BFO data for 2011 Tohoku main shock, 60 minutes, BHE stream..\n \n - from IRIS via FDSN web service, \"II\" network\n - from webdc.eu via arclink, \"GR\" network"
},
{
"cell_type": "code",
"collapsed": false,
"input": "from obspy import UTCDateTime\nfrom obspy.fdsn import Client as FDSNClient\nfrom obspy.arclink import Client as AClient\n\nt = UTCDateTime(\"2011-03-11T14:46:23+09:00\") # Tohoku main shock\nduration = 60 * 60 # 1 hour\n\nfdsnclient = FDSNClient(\"IRIS\")\naclient = AClient(user=\"obspy\")\n\nst1 = fdsnclient.get_waveforms(\"II\", \"BFO\", \"*\", \"BHE\", t, t + duration, attach_response=True)\nst2 = aclient.getWaveform(\"GR\", \"BFO\", \"*\", \"BHE\", t, t + duration)\n\nst1_raw = st1.copy()\nst2_raw = st2.copy()",
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 1
},
{
"cell_type": "markdown",
"metadata": {},
"source": "Instrument correction using evalresp, based on..\n\n- StationXML served by IRIS FDSN web service\n- Dataless SEED served by webdc.eu via arclink"
},
{
"cell_type": "code",
"collapsed": false,
"input": "from obspy.xseed import Parser\n\nfilename = '/tmp/BFO.dataless'\n\naclient.saveResponse(filename, 'GR', 'BFO', '*', 'BHE', t, t + duration, format=\"SEED\")\n\n# conservative water level and some frequency domain pre-filtering\ndeconv_opts = dict(water_level=20, pre_filt=(0.001, 0.005, 5, 10))\noutput_unit = \"VEL\"\n\nst1.remove_response(output=output_unit, **deconv_opts)\nst2.simulate(seedresp={'filename': Parser(filename), 'units': output_unit}, **deconv_opts)\n\nst_corrected = (st1 + st2).copy()",
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 2
},
{
"cell_type": "markdown",
"metadata": {},
"source": "Plot uncorrected and than corrected data:\n\n- raw data fetched from IRIS is clipped\n- times of samples are slightly different\n * IRIS data: first sample at 23.016200\n * webdc.eu data: first sample at 23.021088"
},
{
"cell_type": "code",
"collapsed": false,
"input": "print \"Uncorrected data:\"\nprint st1\nst1_raw.plot()\nprint st2\nst2_raw.plot()\nprint \"Corrected data:\"\nst_corrected.plot()",
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": "Uncorrected data:\n1 Trace(s) in Stream:\nII.BFO.00.BHE | 2011-03-11T05:46:23.016200Z - 2011-03-11T06:46:22.965857Z | 20.0 Hz, 72000 samples\n"
},
{
"metadata": {},
"output_type": "display_data",
"png": 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ZP368rhI3YevWrfjiiy/Q0NCAgoIC5Obm4tNPPwUAbNmyBYcOHcL27dsBANu3b8fXX3+N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\nj0R0dDTuuecew33WrVuHgoICtw8+EB3TOVVVVbh16xb69u3r+40QRDc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"text": "<matplotlib.figure.Figure at 0x4352490>"
},
{
"output_type": "stream",
"stream": "stdout",
"text": "1 Trace(s) in Stream:\nGR.BFO..BHE | 2011-03-11T05:46:23.021088Z - 2011-03-11T06:46:23.021088Z | 20.0 Hz, 72001 samples\n"
},
{
"metadata": {},
"output_type": "display_data",
"png": 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tWyMsLAxJSUk218nNzUVmZiZee+01q6HY5H1fX180bNjQStjk5+cjPDwcGRkZ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\n",
"text": "<matplotlib.figure.Figure at 0x4352850>"
},
{
"output_type": "stream",
"stream": "stdout",
"text": "Corrected data:\n"
},
{
"metadata": {},
"output_type": "display_data",
"png": 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Iy8uTiMO6ujp+b68neFjeR15eHkJCQhwcoYZgbQgMDHTq8LBOury8HL6+vlCr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\nh4iIiELef/kWyfictkTwAAAAAElFTkSuQmCC\n",
"text": "<matplotlib.figure.Figure at 0x7f91456ee390>"
}
],
"prompt_number": 3
},
{
"cell_type": "markdown",
"metadata": {},
"source": "Plot difference of corrected traces:"
},
{
"cell_type": "code",
"collapsed": false,
"input": "tr_diff = st_corrected[0]\ntr_diff.data -= st_corrected[1].data[:len(tr_diff)]\ntr_diff.plot()",
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "display_data",
"png": 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r1hQVFXH58mWsViutWrXCYDDov0BL/9MaRpb8Jav9U0rZ/BxYrVby8vLIz8+3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\nAJ6enuVuQ6tG1a7rnXfeqc/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"text": "<matplotlib.figure.Figure at 0x7f9145713d10>"
}
],
"prompt_number": 5
}
],
"metadata": {}
}
]
}
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