Introduction to file formats and reading/writing data with ObsPy
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"image: User:Abbaszade656 / Wikimedia Commons / CC-BY-SA-4.0"
]
},
{
"cell_type": "markdown",
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"## 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": {},
"outputs": [],
"source": [
"%matplotlib inline\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', 'number_of_records': 93, 'encoding': 'STEIM2', 'byteorder': '>', 'record_length': 4096, 'filesize': 1134592})\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": [
{
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\n",
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