"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Seismo-Live: http://seismo-live.org\n",
"\n",
"##### Authors:\n",
"* Martin van Driel ([@martinvandriel](https://github.com/martinvandriel))\n",
"* Lion Krischer ([@krischer](https://github.com/krischer))\n",
"---"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
""
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## First Basic Exercise\n",
"\n",
"**Task:** Calculate three component synthetic seismograms for the stations and events in the **data/events** and **data/stations** subdirectories and save them on disc."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Notes\n",
"\n",
"1. Receiver objects can also be created from StationXML, SEED, or STATIONS files as well as obpy inventories using `instaseis.Receiver.parse()`; see the [documentation](http://www.instaseis.net/source.html#receiver) for details.\n",
"2. Source objects can also be created from QuakeML, CMTSOLUTIONS, and in other ways using `instaseis.Source.parse()`; see the [documentation](http://www.instaseis.net/source.html#source) for details.\n",
"3. The `get_seismograms()` method has a couple of extra arguments:\n",
" * `kind`: `displacement`, `velocity`, `acceleration`\n",
" * `remove_source_shift`, `reconvolve_stf`, `dt`,\n",
" \n",
" ... see the [documentation](http://www.instaseis.net/instaseis.html#instaseis.base_instaseis_db.BaseInstaseisDB.get_seismograms) for details.\n",
"4. You can use the properties of the Receiver and Source objects to create usefull filenames."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"-----\n",
"\n",
"Basic lines to set up the notebook and some paths."
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"%matplotlib inline\n",
"import matplotlib.pyplot as plt\n",
"import numpy as np\n",
"import os\n",
"import obspy\n",
"plt.style.use('ggplot')\n",
"plt.rcParams['figure.figsize'] = (10, 8)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Import Instaseis and open the database:"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"import instaseis\n",
"db = instaseis.open_db(\"data/database\")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"-----"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### 1. Load Receivers\n",
"\n",
"**reminder:** you can use ObsPy to load stations and plot a map:"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/Users/lion/miniconda3/envs/seismo_live/lib/python3.7/site-packages/obspy/imaging/maps.py:45: UserWarning: basemap/pyproj with proj4 version >= 5 has a bug that results in inverted map axes. Your maps may be wrong. Please use another version of proj4, or use cartopy.\n",
" warnings.warn(msg)\n"
]
},
{
"data": {
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\n",
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