"
]
},
{
"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": [
"## Advanced Exercise 1: Plot Record Section\n",
"\n",
"Use `Instaseis` to calculate a record section of your choice.\n",
"\n",
"![image](./images/record_section.png)\n",
"\n",
"#### Notes\n",
"\n",
"1. ObsPy Trace objects provide a function `times()` to conveniently get the time axis for plotting and the `normalize()` function to normalize seismograms to a common amplitude.\n",
"2. Use high pass filtering and deep sources if you want to enhance body waves\n",
"3. `np.linspace()` can help to generate equidistant stations\n",
"4. `obspy.taup.TauPyModel` can be used to compare with ray theoretical arrivals"
]
},
{
"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": [
"## Solution"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {
"tags": [
"solution"
]
},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/Users/lion/miniconda3/envs/seismo_live/lib/python3.7/site-packages/obspy/taup/tau_branch.py:496: UserWarning: Resizing a TauP array inplace failed due to the existence of other references to the array, creating a new array. See Obspy #2280.\n",
" warnings.warn(msg)\n"
]
},
{
"data": {
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\n",
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