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@krischer
Created November 26, 2015 14:56
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Syngine with ObsPy
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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Using Syngine with ObsPy\n",
"\n",
"This is a quick tutorial on how to use the Syngine service with ObsPy."
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"# First a bit of setup to make the plots appear in the\n",
"# notebook and make them look a bit nicer.\n",
"%matplotlib inline\n",
"import matplotlib.pyplot as plt\n",
"plt.style.use(\"ggplot\")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Import ObsPy and its FDSN client used to download data."
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"import obspy\n",
"from obspy.fdsn import Client\n",
"\n",
"# Create a client instance connected to IRIS.\n",
"c = Client(\"IRIS\")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"This example deals with a deep event so we expect a very clear first P arrival and weak surface waves.\n",
"\n",
"#### (Optional) Acquire Event Information"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Event depth in km: 582.1\n"
]
},
{
"data": {
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CjY0NJiYm9OnTh9zcXORyOTKZjKtXr2JoaMjp06fR1tZGX1+fe/fuERQURKtWrXjrrbc4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\nDBs2DFFRU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hoaSG1tLbGxsSEvXrxoVxhsTEwMWbt2LeHxeDLPtOPz+a0ucf53CgoKSGJi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\nWwAAAABJRU5ErkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x108b688d0>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"cat = c.get_events(starttime=obspy.UTCDateTime(2010, 5, 24, 16),\n",
" endtime=obspy.UTCDateTime(2010, 5, 24, 17),\n",
" minmagnitude=6.4)\n",
"print(\"Event depth in km:\", cat[0].origins[0].depth / 1000.0)\n",
"cat.plot(projection=\"ortho\");"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Download Observed Data\n",
"\n",
"We will now use the FDSN client to download the observed data as well as the instrument response."
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": 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fkJAg9ueJEyfI3d2drKysqG/fvhQfH0/5+fk0YsQIcnZ2ph49elBwcDARES1fvpzu3LlT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\nRMiQjYsQQgghQsY/rOf463fg0bMAAAAASUVORK5CYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x10e55f518>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# The `attach_response` argument will cause a second request to the\n",
"# station service which fetches the instrument response.\n",
"st = c.get_waveforms(network=\"IU\", station=\"ANMO\", location=\"00\", channel=\"BHZ\",\n",
" starttime=obspy.UTCDateTime(2010, 5, 24, 16, 18, 28),\n",
" endtime=obspy.UTCDateTime(2010, 5, 24, 17, 18, 28),\n",
" attach_response=True)\n",
"st.plot()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The next step is to convert it to physical units. The pre filter here is very wide but it is a very good station so that is ok here."
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": 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tLWpqaqDT6VBYWMjESocOHfD7778DAH7//Xf4+fmhbdu2uHbtGgDg0qVL7NoK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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x10c7a8eb8>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"st.remove_response(output=\"DISP\", pre_filt=(0.005, 0.01, 4, 8))\n",
"st.plot()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Download Synthetic Data From Syngine"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": 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S0mBhYQEAeOONN7B69Wrs3bu3wnEeP36MkpISaGpq4uHDh2L8tm3bkJmZidOnT6O0tBSj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\nAABJRU5ErkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x10c7a8f60>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"st_synth = obspy.read(\"http://service.iris.edu/irisws/syngine/1/query?\"\n",
" \"network=IU&station=ANMO&components=Z&\"\n",
" \"eventid=GCMT:C201005241618A&dt=0.05&\"\n",
" \"units=displacement&\"\n",
" \"model=iasp91_2s&label=Tutorial&format=miniseed\")\n",
"st_synth.plot()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### (Optional) Calculate Theoretical Arrival Time"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"1 arrivals\n",
"\tP phase arrival at 511.424 seconds\n"
]
}
],
"source": [
"from obspy.taup import TauPyModel\n",
"\n",
"m = TauPyModel(\"IASP91\")\n",
"arr = m.get_travel_times(\n",
" source_depth_in_km=582.1, distance_in_degree=54.16,\n",
" phase_list=[\"P\"])\n",
"print(arr)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Plot P Arrival\n",
"\n",
"In the generated plot the observed data is on the top, and the synthetic on the bottom."
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": 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dHR0AQEBAAExMTAAAEyZMgL29fVN2lTGmZhpyJRPAp5kYawkaPTOTmpqKvLw8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\nrkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x10d0bffd0>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Combine into a single Stream object.\n",
"st_all = st.copy() + st_synth.copy()\n",
"\n",
"# Filter to a period band from 1 to 10 seconds to highlight\n",
"# the P phase and force the same band limit on both.\n",
"st_all.detrend(\"demean\")\n",
"st_all.taper(0.05)\n",
"st_all.filter(\"bandpass\", freqmin=0.1, freqmax=1.0, corners=3)\n",
"\n",
"# Cut window around the P arrival\n",
"starttime = st_synth[0].stats.starttime + 470\n",
"endtime = st_synth[0].stats.starttime + 550\n",
"st_all.trim(starttime, endtime)\n",
"\n",
"st_all.plot()"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.4.3"
}
},
"nbformat": 4,
"nbformat_minor": 0
}
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