{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "
\n", "
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\n", "
ObsPy Tutorial
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Introduction to file formats and reading/writing data with ObsPy
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\n", "image: User:Abbaszade656 / Wikimedia Commons / CC-BY-SA-4.0" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Workshop for the \"Training in Network Management Systems and Analytical Tools for Seismic\"\n", "### Baku, October 2018\n", "\n", "\n", "Seismo-Live: http://seismo-live.org\n", "\n", "##### Authors:\n", "* Lion Krischer ([@krischer](https://github.com/krischer))\n", "* Tobias Megies ([@megies](https://github.com/megies))\n", "---" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "![](images/obspy_logo_full_524x179px.png)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "While oftentimes not taught, it is important to understand the types of data available in seismology, at least at a basic level. The notebook at hand teaches you how to use different types of seismological data in ObsPy." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**This notebook aims to give a quick introductions to ObsPy's core functions and classes. Everything here will be repeated in more detail in later notebooks.**" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Using ObsPy revolves around three central function's and the objects they return. Three types of data are classically distinguished in observational seismology and each of these map to one function in ObsPy:\n", "\n", "* `obspy.read()`: Reads waveform data to `obspy.Stream` and `obspy.Trace` objects.\n", "* `obspy.read_inventory()`: Reads station information to `obspy.Inventory` objects.\n", "* `obspy.read_events()`: Reads event data to `obspy.Catalog` objects.\n", "\n", "The specific format of each of these types of data is automatically determined, each function supports reading from URLs, various compression formats, in-memory files, and other sources. Many different file formats can also be written out again. The resulting objects enable the manipulation of the data in various ways.\n", "\n", "One of the main goals of ObsPy is to free researchers from having to worry about which format their data is coming in to be able to focus at the task at hand." ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "collapsed": true }, "outputs": [], "source": [ "%matplotlib inline\n", "from __future__ import print_function\n", "import matplotlib.pyplot as plt\n", "plt.style.use('ggplot')\n", "plt.rcParams['figure.figsize'] = 12, 8" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## FDSN/SEED Identifiers\n", "\n", "According to the [SEED standard](www.fdsn.org/seed_manual/SEEDManual_V2.4.pdf), which is fairly well adopted, the following nomenclature is used to identify seismic receivers:\n", "\n", "* **Network identifier**: Identifies the network/owner of the data. Assigned by the FDSN and thus unique.\n", "* **Station identifier**: The station within a network. *NOT UNIQUE IN PRACTICE!* Always use together with a network code!\n", "* **Location identifer**: Identifies different data streams within one station. Commonly used to logically separate multiple instruments at a single station.\n", "* **Channel identifier**: Three character code: 1) Band and approximate sampling rate, 2) The type of instrument, 3) The orientation\n", "\n", "This results in full ids of the form **NET.STA.LOC.CHA**, e.g. **BK.HELL.00.BHZ**. *(ObsPy uses this ordering, putting the station identifier first is also fairly common in other packages.)*\n", "\n", "\n", "---\n", "\n", "\n", "In seismology we generally distinguish between three separate types of data:\n", "\n", "1. **Waveform Data** - The actual waveforms as time series.\n", "2. **Station Data** - Information about the stations' operators, geographical locations, and the instruments' responses.\n", "3. **Event Data** - Information about earthquakes and other seismic sources.\n", "\n", "Some formats have elements of two or more of these." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Waveform Data\n", "\n", "![stream](images/Stream_Trace.svg)\n", "\n", "There are a myriad of waveform data formats, but in Europe and the USA, two formats dominate: **MiniSEED** and **SAC**\n", "\n", "\n", "### MiniSEED\n", "\n", "* This is what you get from datacenters and usually also what they store, thus the original data\n", "* Most useful as a streaming and archival format\n", "* Can store integers and single/double precision floats\n", "* Integer data (e.g. counts from a digitizer) are heavily compressed: a factor of 3-5 depending on the data\n", "* Can deal with gaps and overlaps\n", "* Multiple components per file\n", "* Contains only the really necessary parameters and some information for the network operators and data providers" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "3 Trace(s) in Stream:\n", "BK.HELL.00.BHE | 2014-08-24T10:15:00.019539Z - 2014-08-24T10:34:59.994539Z | 40.0 Hz, 48000 samples\n", "BK.HELL.00.BHN | 2014-08-24T10:15:00.019538Z - 2014-08-24T10:34:59.994538Z | 40.0 Hz, 48000 samples\n", "BK.HELL.00.BHZ | 2014-08-24T10:15:00.019538Z - 2014-08-24T10:34:59.994538Z | 40.0 Hz, 48000 samples\n" ] } ], "source": [ "# To use ObsPy, you always have to import it first.\n", "import obspy\n", "\n", "# ObsPy automatically detects the file format. ALWAYS\n", "# (no matter the data format) results in Stream object.\n", "st = obspy.read(\"data/example.mseed\")\n", "\n", "# Printing an object usually results in some kind of\n", "# informative string.\n", "print(st)" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "AttribDict({'dataquality': 'Q', 'encoding': 'STEIM2', 'filesize': 1134592, 'record_length': 4096, 'byteorder': '>', 'number_of_records': 277})\n" ] } ], "source": [ "# Format specific information is an attribute named \n", "# after the format.\n", "print(st[0].stats.mseed)" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "image/png": 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8rn+VXn31VXTv3h1NmjRBVFQU3n33XfTo0QMAkJSUhKCgIJtjWb58udLO5557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\npBm3b9++AICcnBzNuNu2bZPjVlR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SUl5erpSWlipPPPGE8sUXXxiOc+rUKWXnzp3KhQsX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\nfiIiIiIiL/f/mmihe3Rh330AAAAASUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Use the .plot() method for a quick preview plot.\n", "st.plot()" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "1 Trace(s) in Stream:\n", "BK.HELL.00.BHZ | 2014-08-24T10:15:00.019538Z - 2014-08-24T10:34:59.994538Z | 40.0 Hz, 48000 samples\n" ] }, { "data": { "image/png": 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hODk5QaPRICcnB3Z2dtzC/BLp9XrY2dnB2dn5ZReFsVeSo6MjPvnkE8yfP/9l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1P+gXT+x/XHZ2NgwMDITfZeCgnjHGWEXyQaKgzMxMHD16FIsWLUJwcLCQ/uLF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\nr1NyBbxOqadgqCciIiIicnEM9URERERELo6hnoiIiIjIxTH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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# This is a quick interlude to teach you the basics of how to work\n", "# with Stream/Trace objects.\n", "\n", "# Most operations work in-place, e.g. they modify the existing\n", "# objects. This is done for performance reasons and to match\n", "# typical seismological workflows.\n", "\n", "# We'll create a copy here - otherwise multiple executions of this\n", "# notebook cell will keep modifying the data - one of the caveats\n", "# of the notebooks.\n", "st2 = st.copy()\n", "\n", "# To use only parts of a Stream, use the select() function.\n", "print(st2.select(component=\"Z\"))\n", "\n", "# Stream objects behave like a list of Trace objects.\n", "tr = st2[0]\n", "\n", "# Plotting also works for single traces.\n", "tr.plot()\n", "\n", "# Some basic processing. Please note that these modify the\n", "# existing object.\n", "tr.detrend(\"linear\")\n", "tr.taper(type=\"hann\", max_percentage=0.05)\n", "tr.filter(\"lowpass\", freq=0.05, corners=4)\n", "\n", "# Plot again.\n", "tr.plot()" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "collapsed": true }, "outputs": [], "source": [ "# You can write it again by simply specifing the format.\n", "st.write(\"temp.mseed\", format=\"mseed\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### SAC\n", "\n", "* Custom format of the `SAC` code.\n", "* Simple header and single precision floating point data.\n", "* Only a single component per file and no concept of gaps/overlaps.\n", "* Used a lot due to `SAC` being very popular and the additional basic information that can be stored in the header.\n", "* ObsPy internally uses a `SACTrace` object to do this which can also be directly used if full control over SAC files is desired/necessary." ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "1 Trace(s) in Stream:\n", "BK.HELL.00.BHE | 2014-08-24T10:15:00.019539Z - 2014-08-24T10:34:59.994539Z | 40.0 Hz, 48000 samples\n" ] }, { "data": { "text/plain": [ "{'b': 0.00053899997,\n", " 'delta': 0.025,\n", " 'depmax': 205206.0,\n", " 'depmen': -55.741772,\n", " 'depmin': -262536.0,\n", " 'e': 1199.9756,\n", " 'iftype': 1,\n", " 'iztype': 9,\n", " 'kcmpnm': 'BHE',\n", " 'khole': '00',\n", " 'knetwk': 'BK',\n", " 'kstnm': 'HELL',\n", " 'lcalda': 0,\n", " 'leven': 1,\n", " 'lovrok': 1,\n", " 'lpspol': 1,\n", " 'npts': 48000,\n", " 'nvhdr': 6,\n", " 'nzhour': 10,\n", " 'nzjday': 236,\n", " 'nzmin': 15,\n", " 'nzmsec': 19,\n", " 'nzsec': 0,\n", " 'nzyear': 2014,\n", " 'scale': 1.0}" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "st = obspy.read(\"data/example.sac\")\n", "print(st)\n", "# SAC specific information is stored in\n", "# the .sac attribute.\n", "st[0].stats.sac.__dict__" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "image/png": 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hODk5QaPRICcnB3Z2dtzC/BLp9XrY2dnB2dn5ZReFsVeSo6MjPvnkE8yfP/9l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\ny+64cJGRkUhMTHyq2yeEkJqoSi3977//Pn777TfFaf3798egQYNsLu/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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "st.plot()" ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "collapsed": true }, "outputs": [], "source": [ "# You can once again write it with the write() method.\n", "st.write(\"temp.sac\", format=\"sac\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Station Data\n", "\n", "![inv](images/Inventory.svg)\n", "\n", "Station data contains information about the organziation that collections the data, geographical information, as well as the instrument response. It mainly comes in three formats:\n", "\n", "* `(dataless)SEED`: Very complete but a complex binary format. Still used a lot, e.g. for the Arclink protocol\n", "* `RESP`: A strict subset of SEED. ASCII based. Contains **ONLY** the response.\n", "* `StationXML`: Essentially like SEED but cleaner and based on XML. Most modern format and what the datacenters nowadays serve. **Use this if you can.**\n", "\n", "\n", "ObsPy can work with all of them in the same fashion, but today we will focus on StationXML." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "They are XML files:" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\r\n", "\r\n", "\r\n", " NCEDC\r\n", " NCEDC\r\n", " NCEDC WEB SERVICE: fdsnws-station | version: 1.1\r\n", " http://service.ncedc.org/fdsnws/station/1/query?net=BK&cha=BH*&start=2017-01-01T00:00:00.000Z&end=2030-01-01T00:00:00.000Z&level=resp\r\n", " 2017-09-14T18:31:44\r\n", " \r\n", " Berkeley Digital Seismic Network\r\n" ] } ], "source": [ "!head data/all_stations.xml" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Inventory created at 2017-09-14T18:31:44.000000Z\n", "\tCreated by: NCEDC WEB SERVICE: fdsnws-station | version: 1.1\n", "\t\t http://service.ncedc.org/fdsnws/station/1/query?net=BK&cha=BH*&star...\n", "\tSending institution: NCEDC (NCEDC)\n", "\tContains:\n", "\t\tNetworks (1):\n", "\t\t\tBK\n", "\t\tStations (45):\n", "\t\t\tBK.BDM (Black Diamond Mines Park, Antioch, CA, USA)\n", "\t\t\tBK.BKS (Byerly Seismographic Vault, Berkeley, CA, USA)\n", "\t\t\tBK.BL67 (LBL Building 67, Berkeley, CA, USA)\n", "\t\t\tBK.BRK (Haviland Hall, Berkeley, CA, USA)\n", "\t\t\tBK.CMB (Columbia College, Columbia, CA, USA)\n", "\t\t\tBK.CVS (Carmenet Vineyards, Sonoma, CA, USA)\n", "\t\t\tBK.DANT (Paynes Creek, CA, USA)\n", "\t\t\tBK.DCMP (Taylor Ranch; Willits, CA USA)\n", "\t\t\tBK.FARB (Farallon Islands, CA, USA)\n", "\t\t\tBK.GASB (Alder Springs, CA, USA)\n", "\t\t\tBK.HAST (UC Hastings Preserve, Carmel Valley, CA, USA)\n", "\t\t\tBK.HATC (Hat Creek Radio Astronomy Obs., Cassel, CA, USA)\n", "\t\t\tBK.HELL (Rademacher Property, Miramonte, CA, USA)\n", "\t\t\tBK.HOPS (Hopland Research and Extension Center, Hopland, CA)\n", "\t\t\tBK.HULI (Fort Hunter Liggett, CA)\n", "\t\t\tBK.HUMO (Hull Mountain, OR, USA)\n", "\t\t\tBK.JCC (Jacoby Creek, Bayside, CA, USA)\n", "\t\t\tBK.JRSC (Jasper Ridge Biol. Preserve, Stanford, CA, USA)\n", "\t\t\tBK.KCC (Kaiser Creek, CA, USA)\n", "\t\t\tBK.MCCM (Marconi Conference Center, Marshall, CA, USA)\n", "\t\t\tBK.MHC (Lick Observatory, Mt. Hamiliton, CA, USA)\n", "\t\t\tBK.MNRC (McLaughlin Mine, CA, USA)\n", "\t\t\tBK.MOD (Modoc Plateau, CA, USA)\n", "\t\t\tBK.MTOS (Mt Oso, Westley, CA, USA)\n", "\t\t\tBK.ORV (Oroville Dam, Oroville, CA, USA)\n", "\t\t\tBK.PACP (Pacheco Peak, CA, USA)\n", "\t\t\tBK.PKD (Bear Valley Ranch, Parkfield, CA, USA)\n", "\t\t\tBK.RAMR (Ramage Ranch, Paso Robles, CA, USA)\n", "\t\t\tBK.SAO (San Andreas Geophysical Obs., Hollister, CA, USA)\n", "\t\t\tBK.SCOT (Callahan, CA, USA)\n", "\t\t\tBK.SCZ (Chualar Canyon, Santa Cruz, CA, USA)\n", "\t\t\tBK.SHEP (Macdoel, CA, USA)\n", "\t\t\tBK.SUTB (Sutter Buttes, CA, USA)\n", "\t\t\tBK.TCAS (Cass Winery, Paso Robles, CA, USA)\n", "\t\t\tBK.TCHL (Clark Property, Shandon, CA, USA)\n", "\t\t\tBK.THIS (South End of Cholame Valley, Shandon, CA, USA)\n", "\t\t\tBK.TRAM (Rambo Property, Shandon, CA, USA)\n", "\t\t\tBK.TRAY (Twisselman Ranch, Shandon, CA, USA)\n", "\t\t\tBK.TRIN (Scott Ranch, Trinity Center, CA USA)\n", "\t\t\tBK.TSCN (Shell Creek North, Shandon, CA, USA)\n", "\t\t\tBK.TSCS (Shell Creek South, Shandon, CA, USA)\n", "\t\t\tBK.VAK (LBL B46 Tunnel, Berkeley, CA, USA)\n", "\t\t\tBK.WDC (Whiskeytown Dam, Whiskeytown, CA, USA)\n", "\t\t\tBK.WENL (Wente Vineyards, Livermore, CA, USA)\n", "\t\t\tBK.YBH (Yreka Blue Horn Mine, Yreka, CA, USA)\n", "\t\tChannels (138):\n", "\t\t\tBK.BDM.00.BHE, BK.BDM.00.BHN, BK.BDM.00.BHZ, BK.BKS.00.BHE,\n", "\t\t\tBK.BKS.00.BHN, BK.BKS.00.BHZ, BK.BL67.00.BHE, BK.BL67.00.BHN,\n", "\t\t\tBK.BL67.00.BHZ, BK.BRK.00.BHE, BK.BRK.00.BHN, BK.BRK.00.BHZ,\n", "\t\t\tBK.CMB.00.BHE, BK.CMB.00.BHN, BK.CMB.00.BHZ, BK.CVS.00.BHE,\n", "\t\t\tBK.CVS.00.BHN, BK.CVS.00.BHZ, BK.DANT.00.BHE, BK.DANT.00.BHN,\n", "\t\t\tBK.DANT.00.BHZ, BK.DCMP.00.BHE, BK.DCMP.00.BHN, BK.DCMP.00.BHZ,\n", "\t\t\tBK.FARB.00.BHE, BK.FARB.00.BHN, BK.FARB.00.BHZ, BK.GASB.00.BHE,\n", "\t\t\tBK.GASB.00.BHN, BK.GASB.00.BHZ, BK.HAST.00.BHE, BK.HAST.00.BHN,\n", "\t\t\tBK.HAST.00.BHZ, BK.HATC.00.BHE, BK.HATC.00.BHN, BK.HATC.00.BHZ,\n", "\t\t\tBK.HELL.00.BHE, BK.HELL.00.BHN, BK.HELL.00.BHZ, BK.HOPS.00.BHE,\n", "\t\t\tBK.HOPS.00.BHN, BK.HOPS.00.BHZ, BK.HULI.00.BHE, BK.HULI.00.BHN,\n", "\t\t\tBK.HULI.00.BHZ, BK.HUMO.00.BHE, BK.HUMO.00.BHN, BK.HUMO.00.BHZ,\n", "\t\t\tBK.JCC.00.BHE, BK.JCC.00.BHN, BK.JCC.00.BHZ, BK.JRSC.00.BHE,\n", "\t\t\tBK.JRSC.00.BHN, BK.JRSC.00.BHZ, BK.KCC.00.BHE, BK.KCC.00.BHN,\n", "\t\t\tBK.KCC.00.BHZ, BK.MCCM.00.BHE, BK.MCCM.00.BHN, BK.MCCM.00.BHZ,\n", "\t\t\tBK.MHC.00.BHE, BK.MHC.00.BHN, BK.MHC.00.BHZ, BK.MNRC.00.BHE,\n", "\t\t\tBK.MNRC.00.BHN, BK.MNRC.00.BHZ, BK.MOD.00.BHE, BK.MOD.00.BHN,\n", "\t\t\tBK.MOD.00.BHZ, BK.MTOS.00.BHE, BK.MTOS.00.BHN, BK.MTOS.00.BHZ,\n", "\t\t\tBK.ORV.00.BHE, BK.ORV.00.BHN, BK.ORV.00.BHZ, BK.PACP.00.BHE,\n", "\t\t\tBK.PACP.00.BHN, BK.PACP.00.BHZ, BK.PKD.00.BHE, BK.PKD.00.BHN,\n", "\t\t\tBK.PKD.00.BHZ, BK.RAMR.00.BHE, BK.RAMR.00.BHN, BK.RAMR.00.BHZ,\n", "\t\t\tBK.SAO.00.BHE, BK.SAO.00.BHN, BK.SAO.00.BHZ, BK.SCOT.00.BHE,\n", "\t\t\tBK.SCOT.00.BHN, BK.SCOT.00.BHZ, BK.SCZ.00.BHE, BK.SCZ.00.BHN,\n", "\t\t\tBK.SCZ.00.BHZ, BK.SHEP.00.BHE, BK.SHEP.00.BHN, BK.SHEP.00.BHZ,\n", "\t\t\tBK.SUTB.00.BHE, BK.SUTB.00.BHN, BK.SUTB.00.BHZ, BK.TCAS.40.BH1,\n", "\t\t\tBK.TCAS.40.BH2, BK.TCAS.40.BH3, BK.TCHL.00.BHE, BK.TCHL.00.BHN,\n", "\t\t\tBK.TCHL.00.BHZ, BK.THIS.00.BHE, BK.THIS.00.BHN, BK.THIS.00.BHZ,\n", "\t\t\tBK.TRAM.00.BHE, BK.TRAM.00.BHN, BK.TRAM.00.BHZ, BK.TRAY.40.BH1,\n", "\t\t\tBK.TRAY.40.BH2, BK.TRAY.40.BH3, BK.TRIN.00.BHE, BK.TRIN.00.BHN,\n", "\t\t\tBK.TRIN.00.BHZ, BK.TSCN.00.BHE, BK.TSCN.00.BHN, BK.TSCN.00.BHZ,\n", "\t\t\tBK.TSCS.40.BH1, BK.TSCS.40.BH2, BK.TSCS.40.BH3, BK.VAK.00.BHE,\n", "\t\t\tBK.VAK.00.BHN, BK.VAK.00.BHZ, BK.WDC.00.BHE, BK.WDC.00.BHN,\n", "\t\t\tBK.WDC.00.BHZ, BK.WENL.00.BHE, BK.WENL.00.BHN, BK.WENL.00.BHZ,\n", "\t\t\tBK.YBH.00.BHE, BK.YBH.00.BHN, BK.YBH.00.BHZ, BK.YBH.50.BHE,\n", "\t\t\tBK.YBH.50.BHN, BK.YBH.50.BHZ\n" ] } ], "source": [ "import obspy\n", "\n", "# Use the read_inventory function to open them. This function\n", "# will return Inventory objects.\n", "inv = obspy.read_inventory(\"data/all_stations.xml\")\n", "print(inv)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "You can see that they can contain an arbitrary number of networks, stations, and channels." ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "image/png": 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yZVLHsHrt27enXbt2UsewegUFBeI9wwIiIiKYOHGi1DHKJVFQmNnHH39MZGSk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\nsqUI9B5xD8XEdg38LTx0li5dSkpKCosWLXJ0VoQqLl++j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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# ObsPy is also able to plot a map of them.\n", "inv.plot(projection=\"local\");" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "image/png": 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QIb366qs699xzoxJUj507d+qll15SMBjU3r179ZOf/CSq1wMAAKNTaopHTQel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\nLVs25PPyBgAAAJLkSeju6Ta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1a6Kbz+eT3++3OwxECfl1NvLrbOTX2QoLC+0OYVRjpDtM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\nhn3vg+f3E/Vd4n4MnxiWESNkOxQXQGW5TU1tMROnVlJcUnS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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# As well as a plot the instrument response.\n", "inv.select(network=\"BK\", station=\"HELL\").plot_response(0.001);" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "{'elevation': 1137.5,\n", " 'latitude': 36.68011,\n", " 'local_depth': 2.5,\n", " 'longitude': -119.02282}" ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Coordinates of single channels can also be extraced. This function\n", "# also takes a datetime arguments to extract information at different\n", "# points in time.\n", "inv.get_coordinates(\"BK.HELL.00.BHZ\")" ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "collapsed": true }, "outputs": [], "source": [ "# And it can naturally be written again, also in a modified state.\n", "inv.select(channel=\"BHZ\").write(\"temp.xml\", format=\"stationxml\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Event Data\n", "\n", "![events](./images/Event.svg)\n", "\n", "Event data is often served in very simple formats like NDK or the CMTSOLUTION format used by many waveform solvers:" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " PDEW2014 8 24 10 20 44.10 38.2200 -122.3100 11.2 0.0 6.1 NORTHERN CALIFORNIA\r\n", "event name: 201408241020A\r\n", "time shift: 5.2600\r\n", "half duration: 2.6000\r\n", "latitude: 38.3100\r\n", "longitude: -122.3800\r\n", "depth: 12.0000\r\n", "Mrr: -4.760000e+23\r\n", "Mtt: -1.090000e+25\r\n", "Mpp: 1.140000e+25\r\n", "Mrt: -1.360000e+24\r\n", "Mrp: -2.500000e+24\r\n", "Mtp: 1.120000e+25\r\n" ] } ], "source": [ "!cat data/GCMT_2014_08_24__Mw_6_1" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Datacenters on the hand offer **QuakeML** files, which are surprisingly complex in structure but can store detailed relations between pieces of data." ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "1 Event(s) in Catalog:\n", "2014-08-24T10:20:49.360000Z | +38.310, -122.380 | 6.07 mw\n" ] } ], "source": [ "# Read QuakeML files with the read_events() function.\n", "cat = obspy.read_events(\"data/GCMT_2014_08_24__Mw_6_1.xml\")\n", "print(cat)" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Event:\t2014-08-24T10:20:49.360000Z | +38.310, -122.380 | 6.07 mw\n", "\n", "\t resource_id: ResourceIdentifier(id=\"smi:local/cmtsolution/201408241020A/event\")\n", "\t event_type: 'earthquake'\n", "\t preferred_origin_id: ResourceIdentifier(id=\"smi:local/cmtsolution/201408241020A/origin#cmt\")\n", "\t preferred_magnitude_id: ResourceIdentifier(id=\"smi:local/cmtsolution/201408241020A/magnitude#mw\")\n", "\t preferred_focal_mechanism_id: ResourceIdentifier(id=\"smi:local/cmtsolution/201408241020A/focal_mechanism\")\n", "\t ---------\n", "\t event_descriptions: 1 Elements\n", "\t comments: 1 Elements\n", "\t focal_mechanisms: 1 Elements\n", "\t origins: 2 Elements\n", "\t magnitudes: 3 Elements\n" ] } ], "source": [ "print(cat[0])" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "data": { "image/png": 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f/qmeZcbFxeHs7Ey/fv348ccfUSqVv1uf/VE6nY78/PzHJtPFx8fz4MEDrl+/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6cPDg4O7Nmzhxs3bvDZZ58RERHB/fv3dXLNJk2a8OjRI52cW1K8DBgwQGpTW8rduHEDPz+/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\nsrKS4uPjSa1W06ZNm6i+vp527NhBzc3NlJeXR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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "cat.plot(projection=\"ortho\");" ] }, { "cell_type": "code", "execution_count": 20, "metadata": { "collapsed": true }, "outputs": [], "source": [ "# Once again they can be written with the write() function.\n", "cat.write(\"temp_quake.xml\", format=\"quakeml\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "To show off some more things, I added a file containing all events the USGS has for a three degree radius around Livermore for the last three years." ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "5575 Event(s) in Catalog:\n", "2017-09-14T18:41:56.569985Z | +37.330, -122.071 | 1.41 None\n", "2017-09-14T17:32:17.199997Z | +37.414, -121.813 | 3.14 None\n", "...\n", "2014-09-15T20:24:02.670014Z | +37.476, -121.813 | 1.37 None\n", "2014-09-15T19:46:35.330009Z | +36.891, -121.611 | 1.24 None\n", "To see all events call 'print(CatalogObject.__str__(print_all=True))'\n" ] } ], "source": [ "import obspy\n", "\n", "cat = obspy.read_events(\"data/last_three_years_around_livermore.zmap\")\n", "\n", "print(cat)" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "data": { "image/png": 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DhzF16lQsWrSo2893T9vs6XP8YOaenkNPn/eerF27FpcvX8ahQ4fg5+eHlJQUuftlMhkm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\npqWlCbKP/MiRIwV5EqBMJhPkqDXe3t6Cu1YCAHz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N44MPPhBbhuSxuUD+oYcews7u4rJf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6/2tinfCW63G7vdjkAgwGKxIBKJ6O/v9/A6hUJBV1eXh7dpNBoPcX7uuec4duwYzc3NhISE0NDQ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U19dTVlZmuSF7VrCDLTCuvEEDAwPJyMggJCSEwsJCyzE4OJji4mICAwMpKSkhICDAcmOVl5fj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gztXKjQk11Wy/i4YFbuOsHF6r619VPD/bFabIwI9UOJhP+sT8NmsyMSQUyoF24uahLCfTi6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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "cat.plot(projection=\"local\", resolution=\"i\");" ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "40 Event(s) in Catalog:\n", "2017-09-14T17:32:17.199997Z | +37.414, -121.813 | 3.14 None\n", "2017-07-17T22:32:07.140000Z | +36.938, -121.683 | 3.07 None\n", "...\n", "2014-11-20T06:26:49.289988Z | +36.806, -121.536 | 4.23 None\n", "2014-11-20T06:21:27.650003Z | +36.808, -121.530 | 3.64 None\n", "To see all events call 'print(CatalogObject.__str__(print_all=True))'" ] }, "execution_count": 23, "metadata": {}, "output_type": "execute_result" } ], "source": [ "cat.filter(\"magnitude > 3\")" ] } ], "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": "3.6.2" } }, "nbformat": 4, "nbformat_minor": 1 }