{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "
\n", "
\n", "
\n", "
ObsPy Tutorial
\n", "
Handling Waveform Data
\n", "
\n", "
\n", "
\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", "Seismo-Live: http://seismo-live.org\n", "\n", "##### Authors:\n", "* Tobias Megies ([@megies](https://github.com/megies))\n", "* Lion Krischer ([@krischer](https://github.com/krischer))\n", "---" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "![](images/obspy_logo_full_524x179px.png)" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "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": [ "\n", "\n", "* read waveform data is returned as a **`Stream`** object." ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "2 Trace(s) in Stream:\n", "II.PFO.00.BHZ | 2011-03-11T05:46:23.019500Z - 2011-03-11T06:36:22.969500Z | 20.0 Hz, 60000 samples\n", "II.PFO.10.BHZ | 2011-03-11T05:46:23.019500Z - 2011-03-11T06:36:22.994500Z | 40.0 Hz, 120000 samples\n" ] } ], "source": [ "from obspy import read\n", "st = read(\"./data/waveform_PFO.mseed\", format=\"mseed\")\n", "print(st)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "- UNIX wildcards can be used to read multiple files simultaneously\n", "- automatic file format detection, no need to worry about file formats\n", "\n", " - currently supported: **MiniSEED, SAC, SEG-Y, SEG-2, GSE1/2, Seisan, SH, DataMark, CSS, wav, y, Q, ASCII, Guralp Compressed Format, Kinemetrics EVT, K-NET&KiK formats, PDAS, Reftek 130, WIN (keeps growing...)**\n", " - more file formats are included whenever a basic reading routine is provided (or e.g. sufficient documentation on data compression etc.)\n", " - custom user-specific file formats can be added (through plug-ins) to be auto-discovered in a local ObsPy installation" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "8 Trace(s) in Stream:\n", "GR.BFO..BHE | 2011-03-11T05:46:23.021088Z - 2011-03-11T06:36:22.971088Z | 20.0 Hz, 60000 samples\n", "GR.BFO..BHN | 2011-03-11T05:46:23.021088Z - 2011-03-11T06:36:22.971088Z | 20.0 Hz, 60000 samples\n", "GR.BFO..BHZ | 2011-03-11T05:46:23.021088Z - 2011-03-11T06:36:22.971088Z | 20.0 Hz, 60000 samples\n", "II.PFO.00.BHZ | 2011-03-11T05:46:23.019500Z - 2011-03-11T06:36:22.969500Z | 20.0 Hz, 60000 samples\n", "II.PFO.10.BHZ | 2011-03-11T05:46:23.019500Z - 2011-03-11T06:36:22.994500Z | 40.0 Hz, 120000 samples\n", "SY.PFO.S3.MXE | 2011-03-11T05:47:31.587750Z - 2011-03-11T06:36:22.974250Z | 6.2 Hz, 18152 samples\n", "SY.PFO.S3.MXN | 2011-03-11T05:47:31.587750Z - 2011-03-11T06:36:22.974250Z | 6.2 Hz, 18152 samples\n", "SY.PFO.S3.MXZ | 2011-03-11T05:47:31.587750Z - 2011-03-11T06:36:22.974250Z | 6.2 Hz, 18152 samples\n" ] } ], "source": [ "from obspy import read\n", "st = read(\"./data/waveform_*\")\n", "print(st)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "- for MiniSEED files, only reading short portions of files without all of the file getting read into memory is supported (saves time and memory when working on large collections of big files)" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "8 Trace(s) in Stream:\n", "GR.BFO..BHE | 2011-03-11T05:56:23.021088Z - 2011-03-11T05:58:23.021088Z | 20.0 Hz, 2401 samples\n", "GR.BFO..BHN | 2011-03-11T05:56:23.021088Z - 2011-03-11T05:58:23.021088Z | 20.0 Hz, 2401 samples\n", "GR.BFO..BHZ | 2011-03-11T05:56:23.021088Z - 2011-03-11T05:58:23.021088Z | 20.0 Hz, 2401 samples\n", "II.PFO.00.BHZ | 2011-03-11T05:56:23.019500Z - 2011-03-11T05:58:23.019500Z | 20.0 Hz, 2401 samples\n", "II.PFO.10.BHZ | 2011-03-11T05:56:23.019500Z - 2011-03-11T05:58:23.019500Z | 40.0 Hz, 4801 samples\n", "SY.PFO.S3.MXE | 2011-03-11T05:56:23.084250Z - 2011-03-11T05:58:23.078750Z | 6.2 Hz, 744 samples\n", "SY.PFO.S3.MXN | 2011-03-11T05:56:23.084250Z - 2011-03-11T05:58:23.078750Z | 6.2 Hz, 744 samples\n", "SY.PFO.S3.MXZ | 2011-03-11T05:56:23.084250Z - 2011-03-11T05:58:23.078750Z | 6.2 Hz, 744 samples\n" ] } ], "source": [ "from obspy import UTCDateTime\n", "\n", "t = UTCDateTime(\"2011-03-11T05:46:23.015400Z\")\n", "st = read(\"./data/waveform_*\", starttime=t + 10 * 60, endtime=t + 12 * 60)\n", "print(st)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### The Stream Object\n", "\n", " - A Stream object is a collection of Trace objects" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n" ] } ], "source": [ "from obspy import read\n", "st = read(\"./data/waveform_PFO.mseed\")\n", "print(type(st))" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "2 Trace(s) in Stream:\n", "II.PFO.00.BHZ | 2011-03-11T05:46:23.019500Z - 2011-03-11T06:36:22.969500Z | 20.0 Hz, 60000 samples\n", "II.PFO.10.BHZ | 2011-03-11T05:46:23.019500Z - 2011-03-11T06:36:22.994500Z | 40.0 Hz, 120000 samples\n" ] } ], "source": [ "print(st)" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[, ]\n" ] } ], "source": [ "print(st.traces)" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "II.PFO.00.BHZ | 2011-03-11T05:46:23.019500Z - 2011-03-11T06:36:22.969500Z | 20.0 Hz, 60000 samples\n" ] } ], "source": [ "print(st[0])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "- More traces can be assembled using **`+`** operator (or using the `.append()` and `.extend()` methods)" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "5 Trace(s) in Stream:\n", "II.PFO.00.BHZ | 2011-03-11T05:46:23.019500Z - 2011-03-11T06:36:22.969500Z | 20.0 Hz, 60000 samples\n", "II.PFO.10.BHZ | 2011-03-11T05:46:23.019500Z - 2011-03-11T06:36:22.994500Z | 40.0 Hz, 120000 samples\n", "SY.PFO.S3.MXE | 2011-03-11T05:47:31.587750Z - 2011-03-11T06:36:22.974250Z | 6.2 Hz, 18152 samples\n", "SY.PFO.S3.MXN | 2011-03-11T05:47:31.587750Z - 2011-03-11T06:36:22.974250Z | 6.2 Hz, 18152 samples\n", "SY.PFO.S3.MXZ | 2011-03-11T05:47:31.587750Z - 2011-03-11T06:36:22.974250Z | 6.2 Hz, 18152 samples\n", "6 Trace(s) in Stream:\n", "II.PFO.00.BHZ | 2011-03-11T05:46:23.019500Z - 2011-03-11T06:36:22.969500Z | 20.0 Hz, 60000 samples\n", "II.PFO.10.BHZ | 2011-03-11T05:46:23.019500Z - 2011-03-11T06:36:22.994500Z | 40.0 Hz, 120000 samples\n", "SY.PFO.S3.MXE | 2011-03-11T05:47:31.587750Z - 2011-03-11T06:36:22.974250Z | 6.2 Hz, 18152 samples\n", "SY.PFO.S3.MXN | 2011-03-11T05:47:31.587750Z - 2011-03-11T06:36:22.974250Z | 6.2 Hz, 18152 samples\n", "SY.PFO.S3.MXZ | 2011-03-11T05:47:31.587750Z - 2011-03-11T06:36:22.974250Z | 6.2 Hz, 18152 samples\n", "GR.BFO..BHE | 2011-03-11T05:46:23.021088Z - 2011-03-11T06:36:22.971088Z | 20.0 Hz, 60000 samples\n" ] } ], "source": [ "st1 = read(\"./data/waveform_PFO.mseed\")\n", "st2 = read(\"./data/waveform_PFO_synthetics.mseed\")\n", "\n", "st = st1 + st2\n", "print(st)\n", "\n", "st3 = read(\"./data/waveform_BFO_BHE.sac\")\n", "\n", "st += st3\n", "print(st)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ " - convenient (and nicely readable) looping over traces" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "II.PFO.00.BHZ\n", "II.PFO.10.BHZ\n", "SY.PFO.S3.MXE\n", "SY.PFO.S3.MXN\n", "SY.PFO.S3.MXZ\n", "GR.BFO..BHE\n" ] } ], "source": [ "for tr in st:\n", " print(tr.id)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ " - Stream is useful for applying the same processing to a larger number of different waveforms or to group Traces for processing (e.g. three components of one station in one Stream)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### The Trace Object\n", "\n", "- a Trace object is a single, contiguous waveform data block (i.e. regularly spaced time series, no gaps)\n", "- a Trace object contains a limited amount of metadata in a dictionary-like object (as **`Trace.stats`**) that fully describes the time series by specifying..\n", " * recording location/instrument (network, station, location and channel code)\n", " * start time\n", " * sampling rate" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "II.PFO.00.BHZ | 2011-03-11T05:46:23.019500Z - 2011-03-11T06:36:22.969500Z | 20.0 Hz, 60000 samples\n" ] } ], "source": [ "st = read(\"./data/waveform_PFO.mseed\")\n", "tr = st[0] # get the first Trace in the Stream\n", "print(tr)" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " network: II\n", " station: PFO\n", " location: 00\n", " channel: BHZ\n", " starttime: 2011-03-11T05:46:23.019500Z\n", " endtime: 2011-03-11T06:36:22.969500Z\n", " sampling_rate: 20.0\n", " delta: 0.05\n", " npts: 60000\n", " calib: 1.0\n", " _format: MSEED\n", " mseed: AttribDict({'dataquality': 'M', 'encoding': 'STEIM1', 'filesize': 356352, 'record_length': 4096, 'byteorder': '>', 'number_of_records': 87})\n" ] } ], "source": [ "print(tr.stats)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "- For custom applications it is sometimes necessary to directly manipulate the metadata of a Trace.\n", "- The metadata of the Trace will **stay consistent**, as all values are derived from the starttime, the data and the sampling rate and are **updated automatically**" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "0.05 | 2011-03-11T06:36:22.969500Z\n" ] } ], "source": [ "print(tr.stats.delta, \"|\", tr.stats.endtime)" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "0.2 | 2011-03-11T09:06:22.819500Z\n" ] } ], "source": [ "tr.stats.sampling_rate = 5.0\n", "print(tr.stats.delta, \"|\", tr.stats.endtime)" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "60000\n" ] } ], "source": [ "print(tr.stats.npts)" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "100 | 2011-03-11T05:46:42.819500Z\n" ] } ], "source": [ "tr.data = tr.data[:100]\n", "print(tr.stats.npts, \"|\", tr.stats.endtime)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "- convenience methods make basic manipulations simple" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAxkAAADvCAYAAACewBlmAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "tr = read(\"./data/waveform_PFO.mseed\")[0]\n", "tr.plot()" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "II.PFO.00.BHZ | 2011-03-11T05:46:23.019500Z - 2011-03-11T06:36:22.969500Z | 20.0 Hz, 60000 samples\n", "II.PFO.00.BHZ | 2011-03-11T05:46:23.019500Z - 2011-03-11T06:36:23.009500Z | 100.0 Hz, 300000 samples\n" ] } ], "source": [ "print(tr)\n", "tr.resample(sampling_rate=100.0)\n", "print(tr)" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "II.PFO.00.BHZ | 2011-03-11T05:46:23.019500Z - 2011-03-11T06:36:23.009500Z | 100.0 Hz, 300000 samples\n", "II.PFO.00.BHZ | 2011-03-11T05:58:23.019500Z - 2011-03-11T06:00:23.019500Z | 100.0 Hz, 12001 samples\n" ] }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAxcAAADvCAYAAACACSnVAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nVyMAAAAASUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "print(tr)\n", "tr.trim(tr.stats.starttime + 12 * 60, tr.stats.starttime + 14 * 60)\n", "print(tr)\n", "tr.plot()" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAxcAAADvCAYAAACACSnVAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nA42sDAAAAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "tr.detrend(\"linear\")\n", "tr.taper(max_percentage=0.05, type='cosine')\n", "tr.filter(\"lowpass\", freq=0.1)\n", "tr.plot()" ] }, { "cell_type": "code", "execution_count": 21, "metadata": { "collapsed": true }, "outputs": [], "source": [ "# try tr. for other methods defined for Trace\n", "tr.detrend?" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "- Raw data available as a [**`numpy.ndarray`**](http://docs.scipy.org/doc/numpy/reference/generated/numpy.ndarray.html) (as **`Trace.data`**)" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[ 0.00000000e+00 1.14214131e-11 1.36532184e-10 8.27107696e-10\n", " 3.42897869e-09 1.10577664e-08 2.98034791e-08 7.02499050e-08\n", " 1.49294808e-07 2.92257039e-07 5.35256796e-07 9.27855448e-07\n", " 1.53594149e-06 2.44484947e-06 3.76269890e-06 5.62394072e-06\n", " 8.19309900e-06 1.16686963e-05 1.62873519e-05 2.23280418e-05]\n" ] } ], "source": [ "print(tr.data[:20])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "- Data can be directly modified e.g. ..\n", "\n", "..by doing arithmetic operations (fast, handled in C by NumPy)" ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[ 5.00000000e-01 5.00000000e-01 5.00000000e-01 ..., 2.19703659e+10\n", " 2.19251720e+10 2.18793418e+10]\n" ] } ], "source": [ "print(tr.data ** 2 + 0.5)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "..by using [**`numpy.ndarray`** builtin methods](http://docs.scipy.org/doc/numpy/reference/generated/numpy.ndarray.html) (also done in C by NumPy)" ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "560511.615943\n", "6903.56237784\n", "1074087.25528\n" ] } ], "source": [ "print(tr.data.max())\n", "print(tr.data.mean())\n", "print(tr.data.ptp())\n", "# try tr.data. for a list of numpy methods defined on ndarray" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "..by using **`numpy`** functions (also done in C by NumPy)" ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[ 0.00000000e+00 1.14214131e-11 1.36532184e-10 ..., 1.48224039e+05\n", " 1.48071510e+05 1.47916672e+05]\n" ] } ], "source": [ "import numpy as np\n", "print(np.abs(tr.data))\n", "# you can try np. but there is a lot in there\n", "# try np.a" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "..by feeding pointers to existing C/Fortran routines from inside Python!\n", "\n", "This is done internally in several places, e.g. for cross correlations, beamforming or in third-party filetype libraries like e.g. libmseed.\n", "\n", "- Trace objects can also be manually generated with data in a [**`numpy.ndarray`**](http://docs.scipy.org/doc/numpy/reference/generated/numpy.ndarray.html) (e.g. when needing to parse waveforms from non-standard ascii files)" ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAt8AAADvCAYAAAAq77hAAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from obspy import Trace\n", "\n", "x = np.random.randint(-100, 100, 500)\n", "tr = Trace(data=x)\n", "tr.stats.station = \"XYZ\"\n", "tr.stats.starttime = UTCDateTime()\n", "\n", "tr.plot()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "- Stream objects can be assembled from manually generated Traces" ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAucAAAHpCAYAAAAh5ZIlAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nCP8Ho85XRCtbJWEAAAAASUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from obspy import Stream\n", "\n", "tr2 = Trace(data=np.random.randint(-300, 100, 1000))\n", "tr2.stats.starttime = UTCDateTime()\n", "tr2.stats.sampling_rate = 10.0\n", "st = Stream([tr, tr2])\n", "\n", "st.plot()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Builtin methods defined on **`Stream`** / **`Trace`**\n", "\n", "- Most methods that work on a Trace object also work on a Stream object. They are simply executed for every trace. [See ObsPy documentation for an overview of available methods](http://docs.obspy.org/packages/autogen/obspy.core.stream.Stream.html) (or try **`st.`**).\n", " - **`st.filter()`** - Filter all attached traces.\n", " - **`st.trim()`** - Cut all traces.\n", " - **`st.resample()`** / **`st.decimate()`** - Change the sampling rate.\n", " - **`st.trigger()`** - Run triggering algorithms.\n", " - **`st.plot()`** / **`st.spectrogram()`** - Visualize the data.\n", " - **`st.attach_response()`**/**`st.remove_response()`**, **`st.simulate()`** - Instrument correction\n", " - **`st.merge()`**, **`st.normalize()`**, **`st.detrend()`**, **`st.taper()`**, ...\n", "- A **`Stream`** object can also be exported to many formats, so ObsPy can be used to convert between different file formats." ] }, { "cell_type": "code", "execution_count": 28, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "-rw-r--r-- 1 lion staff 737280 Sep 14 22:51 output_file.mseed\r\n" ] } ], "source": [ "st = read(\"./data/waveform_*.sac\")\n", "st.write(\"output_file.mseed\", format=\"MSEED\")\n", "!ls -l output_file*" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Trace Exercises\n", " - Make an **`numpy.ndarray`** with zeros and (e.g. use **`numpy.zeros()`**) and put an ideal pulse somewhere in it\n", " - initialize a **`Trace`** object with your data array\n", " - Fill in some station information (e.g. network, station, ..)\n", " - Print trace summary and plot the trace\n", " - Change the sampling rate to 20 Hz\n", " - Change the starttime of the trace to the start time of this session\n", " - Print the trace summary and plot the trace again" ] }, { "cell_type": "code", "execution_count": 29, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ ".ABC.. | 2014-02-24T15:00:00.000000Z - 2014-02-24T15:00:14.950000Z | 20.0 Hz, 300 samples\n" ] }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAuEAAADvCAYAAABc1QrLAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nHQAAAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "x = np.zeros(300)\n", "x[100] = 1.0\n", "tr = Trace(data=x)\n", "tr.stats.station = \"ABC\"\n", "tr.stats.sampling_rate = 20.0\n", "tr.stats.starttime = UTCDateTime(2014, 2, 24, 15, 0, 0)\n", "print(tr)\n", "tr.plot()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "- Use **`tr.filter(...)`** and apply a lowpass filter with a corner frequency of 1 Hertz.\n", "- Display the preview plot, there are a few seconds of zeros that we can cut off." ] }, { "cell_type": "code", "execution_count": 30, "metadata": {}, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAvIAAADvCAYAAACQTDAgAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "tr.filter(\"lowpass\", freq=1)\n", "tr.plot()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "- Use **`tr.trim(...)`** to remove some of the zeros at start and at the end\n", "- show the preview plot again" ] }, { "cell_type": "code", "execution_count": 31, "metadata": {}, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAvIAAADvCAYAAACQTDAgAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "tr.trim(tr.stats.starttime + 3, tr.stats.endtime - 5)\n", "tr.plot()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "- Scale up the amplitudes of the trace by a factor of 500\n", "- Add standard normal gaussian noise to the trace (use [**`np.random.randn()`**](http://docs.scipy.org/doc/numpy/reference/generated/numpy.random.randn.html))\n", "- Display the preview plot again" ] }, { "cell_type": "code", "execution_count": 32, "metadata": {}, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAt8AAADvCAYAAAAq77hAAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\nAAAPYQAAD2EBqD+naQAAIABJREFUeJzs3Xl4TGf/P/D3TPZdViQSsYSILYSoJoJaEvu+ftXuQUst\n3XTRUhRVSkvx2GKntS9JBAlC7FsrSGOJiCUSIgvZ5/P7oz/zNJWVZCbk/bquuVpzztznfZ9zJvOZ\nM/c5RyEiAiIiIiIiKnVKbQcgIiIiIiovWHwTEREREWkIi28iIiIiIg1h8U1EREREpCEsvomIiIiI\nNITFNxERERGRhrD4JiIiIiLSEBbfREREREQawuKbiIiIiEhDWHwTEREREWkIi28iDcrMzMSIESNQ\ntWpVVKhQAe+++y5OnTqVa545c+bAzs4ONjY2+Pzzz3NNGzt2LFxcXKBUKnHs2LE8l5GcnIxKlSqh\nffv2BWa5desWvL29YWJigiZNmuCPP/5QT5s3bx7q1q0Lc3NzuLq6wt/fP9924uPjMWDAANjb28Pa\n2hrt27fH9evXC821adMmmJmZwdzcHEZGRtDV1YW5uTnMzc3RqVOnQvs7ffp06Ovrw9zcXN1OQQID\nA+Hi4gIzMzP06NEDSUlJ6mkJCQno3LkzTE1NUadOHYSEhBTYVn7b6NmzZ2jRogVsbGxgZWWFdu3a\nITIyssC2XtXatWvh4eEBCwsLVKtWDXPnzs01/ezZs3B3d4epqSlat26NmJgY9bTt27ejefPmMDIy\nwvDhw/NdxpgxY6BUKnH//v185xERTJw4EZaWlqhcuTIWLlyonnb69Gm0bdsWVlZWqFy5MkaMGIHU\n1NR82yrqfvfvXC+2v5mZGZRKJczMzNTPxcbGFtjfO3fuQKlU5tqPNm/enG/GwvaVgt6//1bQNoqN\njUWXLl1gaWmJGjVq4Pfff8+3nYyMDIwfPx6VK1eGnZ0dvv7661zTnZ2dYWJiou7fBx98UGAuIipl\nQkQa8+zZM5kxY4bExsaKiMiWLVvExsZGnj17JiIi+/fvFycnJ7l9+7bExcVJ/fr1ZfXq1erXL1++\nXI4ePSo1a9aUo0eP5rmMiRMnSosWLaRdu3YFZvH09JTp06dLRkaGLF26VKpXry45OTkiIvLjjz/K\n5cuXRaVSyR9//CEVK1aU8PDwPNu5deuWLFq0SOLj40WlUsm8efOkVq1axcq1ZcsWad269UvPF9Tf\nadOmyahRowrs4wuPHj2SChUqSFBQkKSlpcmQIUPk/fffV0/v06ePjBw5UtLT02XPnj1ibW0tiYmJ\nebZV0DbKysqS69evq+ddvHixNG3atEgZi2v58uVy8uRJyc7Oljt37oirq6ts3rxZREQyMjLE0dFR\nVq9eLRkZGfLVV19JixYt1K8NDQ2V7du3y8cffyzDhg3Ls/0LFy6Ij4+PKJVKuXfvXr45lixZIo0a\nNZKEhASJiooSBwcHCQkJERGRoKAg2blzpzx79kxSU1Old+/eMnr06HzbKsp+V1guIyMjiYmJyfVc\nQf2Njo4WPT29fDP9W0H7SmHv338qbBu1bNlSPvvsM8nJyZGLFy+Kra2tREZG5tnWN998I61bt5ak\npCSJj48XT09PWbVqlXq6s7Nzvu9fItI8Ft9EWmZvby8XLlwQEZEBAwbIrFmz1NP8/f2lVatWL73G\n1dU1z+L7zz//lGbNmsmaNWsKLL4jIyPFzMxMMjMz1c9Vq1ZNjhw5kuf8AwcOlAULFhSpPxkZGaJU\nKuXJkydFzpVf8f1CXv2dNm2ajBw5skiZli9fnmu5t2/fFkNDQ0lPT5fU1FTR19fPVci1bt1a/P39\n82yrqNsoOztbfv31V7G2ti5Sxtf15ZdfykcffSQifxe9Li4u6mnPnz8XY2NjiY6OzvWaOXPm5Ft8\ne3t7y4ULF0ShUBRYfDdv3lw2btyo/ve0adNk6NChec4bHBwsDRo0KHKf8trvCstlaGgod+7cybO9\nvPobHR0turq6RcqT177SqlUr9b5S1H1DROTAgQP5bqPU1FRRKpWSmpqqnj5q1CiZOnVqnm01adJE\n9u7dq/73xo0bxdvbW/1vZ2dnOX78eJH6SESlj8NOiLQoKioKiYmJqFmzJgDg6tWraNCggXp6/fr1\nERERUeT2JkyYgPnz50OhUBQ439WrV1GrVi3o6empn6tXr16ey8rOzsapU6dQt27dImU4duwYKlas\nCEtLy2LnKq7t27fD1tYWHh4e2LlzZ65plpaWCA8PB/DyenV2doaenh5u3ryJqKgomJmZwd7eXj39\nn+vixIkTsLKyUk8ryjZq2LAhjIyMMH78+EKHHpSUY8eOoV69egCAa9eu5cpoZGSEGjVqFHlf8vf3\nR506ddCoUaNC5y3OPnv06NEi70d57XfFyVUcKpUKVapUQbVq1TBp0iSkpaWpp3344YcYN24cAOS5\nr/yzv4Wti4YNG2LLli15zvvPbSQi6lwviEi+61X+PpCWqz9Xr17NNU+fPn1QuXJl9OrVK9fwFiLS\nPBbfRFqSnp6O999/H19++SXMzMwAAKmpqbnGLpubmxc4RvaftmzZgooVK8LLy6vQef+9nIKWNXny\nZFSrVq3QMeTA3+Nhx4wZgx9++OGVchVHv379cP36dcTFxWHOnDkYNmwYzp07p56emJiId999F0DB\n/S1sXXh5eeHJkyfqaUXZRpcvX0ZKSgpWrFiB+vXrl0yHC7BgwQIkJiZi8ODBeWbML2dekpOTMWfO\nHMyePbtIyy7qPnvy5EksW7YM3377bZHa/fd+V9xcRWVjY4Pz58/j7t27OHbsGC5duoQpU6aopy9Z\nsgSLFy8GUPh6LWxdXL58Gf379y+0LVNTU3h5eWHatGnIzMzEuXPnsG3bNjx79izPPnTo0AHz58/H\n48eP8eDBA/z888+55t28eTOio6MRFRUFR0dHdOvW7VVWFRGVEBbfRFqQnZ2NPn36oFatWrlOjjI1\nNUVycrL638nJyTA1NS20vefPn2PatGmYN28eAOQ6CgYAHTt2VJ9sdeLEiZeWk9+yZs+ejSNHjmDb\ntm35tvVCSkoKOnbsiAEDBmDQoEFFyvU6XF1dYWdnB6VSiXbt2mHAgAHYvXt3nvMW1N+irov82spv\nXgMDAwwbNgzDhg1DYmJiof3Jb70WZuPGjVi0aBECAgJgYGCQZ8bC+vRP06ZNw+jRo2Ftbf3StH+e\nJPvipL2irI+IiAj07NkTGzZsQO3atfNt64W89ruCcr0OExMTuLu7Q6FQwNHREXPmzMGOHTvynLew\n9Vqc929hbW3cuBF//fUXHB0dMX78eAwePBhVqlTJs62vvvoKDRo0gLu7O1q0aIFevXrlmvedd96B\nvr4+TE1NsWDBAty4cQM3b94sZM0QUWlh8U2kYSKCwYMHQ0dHB2vXrs01zc3NDX/++af633/++WeR\nfqaPiopCdHQ0mjZtisqVK2PixIk4duwY6tSpAwAICAhASkoKkpOT4eXlBTc3N0RFRSErK0vdxpUr\nV3Ita8mSJVi9ejUOHjyIChUqqJ//d1vA30fxu3TpgqZNm2LGjBlFzlWSlEplvsW9m5tbrqu5REdH\nIzs7GzVq1ICLiwtSU1NzXdHj3+vi320VdRupVCqkpKTg3r17hebPa70WZvfu3fj0009x4MABODk5\n5cr4z/6mpaXh5s2bRdqXQkNDMWfOHFSuXBmVK1cGADRu3BjBwcEYOHCgOuOvv/6qXtY/18e/193N\nmzfh5+eHhQsXws/PT/18Xm0B+e93BeUqSQqFIt/9qLB9pTj7RmHbyNHREXv37kVcXBxOnjyJhIQE\neHp65tmWoaEhfv75Z9y9exc3btyAlZVVvvMW1kci0gBtDTYnKq9GjhwprVq1kvT09Jem7d+/X6pW\nrSq3bt2Shw8fSsOGDWXNmjXq6ZmZmZKWlia1a9eW4OBgdRs5OTkSFxenfixatEhatmwpCQkJ+eZo\n1qyZfPfdd5KRkSHLly+XGjVqqK92snbtWnFwcJBbt24V2p+srCzp0KGDDBw4UFQqVa5pRc2V3wmX\n+fVXRGTPnj2SlJQkKpVKDh8+LBUqVJCTJ0/mmfHRo0diaWkpBw4ckGfPnsmwYcNkyJAh6ul9+/aV\nUaNGSVpamuzdu1dsbGwKvNpJftvowoULcuzYMcnMzJTU1FT55JNPpEqVKpKVlVXoeiyuQ4cOiY2N\njZw9e/alaS+upLFmzRr1lTR8fHzU03NyciQtLU1mzpwp77//vqSnp0t2draIiDx58kS9vR4+fCgK\nhUIuX76c6+Tcf1qyZIk0btxY4uPjJSoqSqpUqSKhoaEiInL37l2pVq2aLF26tEh9Kmi/K2quvE64\nLKi/Z86ckaioKBERuXfvnrRp00Y++OCDfDMWtK8U9v79p8K20dWrVyU1NVUyMjJk3bp1UrNmzXy3\nQWxsrDx48EBUKpWEh4dLtWrVJCIiQkREYmJi5OTJk5KVlSWpqakyefJkqVev3kvvVSLSHBbfRBp0\n584dUSgUYmxsLKampmJqaipmZma5rkQwZ84csbGxESsrK5kyZUqu17dq1UoUCoUolUr1I68rO/j7\n+xd6qcGbN2+Kl5eXGBsbS+PGjeXy5cvqadWqVRMDAwMxMzNTZ5w9e3ae7Rw9elSUSqWYmJjk6tPd\nu3eLnCu/4rug/vbv31+srKzE3NxcGjZsKL///nuu15qamuZar4GBgVKjRg0xMTGR7t27y9OnT9XT\n4uPjpWPHjmJsbCy1a9dWXypPRCQsLEzMzMxytZ3fNjp9+rQ0atRIzM3NxcbGRjp06CB//vlnnuvt\ndbVu3Vr09PRybaOxY8eqp587d04aNGggxsbG0rJly1yX3/P3939pvU6fPj3P5RR2qUGVSiWTJk2S\nChUqSMWKFWXhwoXqadOnTxelUqnOaGpqKvXq1cu3reLsdwVdavDf74mC+rtp0yZxdnYWU1NTcXR0\nlAkTJqgv/SkiMmbMmFzrtaB9RaTg92/dunVl06ZN6n8XtI1+/PFHsba2FjMzM2nfvr389ddf6mkx\nMTG53mOhoaHi5OQkJiYm0qBBAwkMDFTPGxERIfXr1xdTU1Oxs7OTbt26FelLNRGVHoUIf3siIiIi\nItIEjvkmIiIiItIQFt9ERERERBrC4puIiIiISENYfBMRERERaQiLbyIiIiIiDWHxTURERESkISy+\niYiIiIg0hMU3EREREZGGsPgmIiIiItIQFt9ERERERBrC4puIiIiISENYfBMRERERaQiLbyIiIiIi\nDWHxTURERESkISy+iYiIiIg0hMU3EREREZGGsPgmIiIiItIQFt9ERERERBrC4puIiIiISENYfBMR\nERERaQiLbyIiIiIiDWHxTURERESkISy+iYiIiIg0hMU3EREREZGGsPgmIiIiItIQFt9ERERERBrC\n4puIiIiISENYfBMRERERaQiLb3otx48f13YEojKB7wWi/+H7gSh/LL7ptZw4cULbEYjKBL4XiP6H\n7wei/LH4JiIiIiLSEBbfREREREQawuKbiIiIiEhDWHzTa6lYsaK2IxCVCXwvEP0P3w9E+VOIiGg7\nBBERERFReaCr7QBE9PY6dOgQjhw5gjNnziAhIQH6+vowMTFBdnY2vvrqK7Rv317bEYmIiDSKw06I\nqFQcP34c7dq1Q0BAABo3bowffvgBoaGh2LFjB+zt7eHr64thw4YhNTVV21GJiIg0plwMOxERZGdn\no6x1VaFQQEdHB0olvwPR22f8+PHYtWsX7ty589I+LiJYt24dPvzwQ9jb22Pz5s3w8PDQUlIiIiLN\neeurvszMTKSlpUFEoFQqy9QDANLT05GZmanltURUsnJycrBt2zb06dMnzy+XCoUCQ4YMwYULF2Bu\nbg4vLy/elIOIiMqFt/rIt0qlQnp6OoyMjKBQKLQdJ08igvT0dBgYGPAIOL01jhw5gtatW+PUqVNo\n1qxZgfNmZGSgffv2uHr1Kk6dOoUaNWpoKCUREZHmvdXVXnZ2NvT09Mps4Q38fQRQT08P2dnZ2o5C\nVGK2bt0KJycneHp6FjqvgYEBduzYAUtLS3Tq1AmJiYkaSEhERKQdb3Xx/WKoSVmnUCigUqm0HYOo\nRGRnZ2P79u3o27dvkb/4WltbY//+/YiPj0fPnj05FIuIiN5aZb8yJaI3ypEjRxAfH49+/foV63Uu\nLi7YuXMnTpw4gTFjxpS5E6SJiIhKAotvAPfu3YOuri4+/fTTXM+/uEqDubk5zM3NUaVKFUydOjXX\nPOnp6fjss8/g7OwMc3NzuLq64ptvvkFaWpomu0BUZvz222+oXr36K129xMfHB6tXr8aaNWswZ86c\nUkhHRESkXSy+AWzcuBEVKlTA5s2bX5qmq6uL5ORkJCcn4/Tp09i0aRP27dunnt61a1ccP34c+/fv\nR3JyMo4dO4a0tDTcvHlTk10gKhOysrKKPeTk3wYNGoTPP/8c3377LRISEko4IRERkXax+MbfxffM\nmTORnp6Ow4cP5zufg4MDvL29ce3aNQDAgQMHEB4ejp07d6Ju3boAADs7O8ybNw/16tXTSHaisiQk\nJARPnjxB3759X6udjz/+GCKCrVu3llAyIiKisqHcF99//PEHIiMj0b9/f3Tv3h0bNmzId97o6GiE\nhYWpL50WGhoKT09PVKxYUVNxicq0rVu3wsXFBe7u7q/Vjq2tLTp27Ii1a9eWUDIiIqKyodwX3xs2\nbEDbtm1RoUIF9O/fHzt27EB6erp6enZ2NqysrFChQgXUqFEDHh4eaNGiBQDg8ePHqFSpkraiE5Up\nmZmZ2Llz52sNOfmnwYMH4+zZs+pfmoiIiN4G5br4FhFs3rxZfVWG1q1bw8jICLt371bPo6uriydP\nnuDp06eIj4/H06dP8dlnnwH4+/JoDx8+1Ep2orLm4MGDePr0abGvcpKfzp07w9LSEuvWrSuR9oiI\niMqCcl18h4aG4t69e/j4449RuXJlVKlSBUlJSfkOPbGyskKPHj1w4MABAMB7772HM2fOIC4uTpOx\nicqk3377Da6uriV2voOBgQH69++P9evXIycnp0TaJCIi0rZyXXyvX78evXv3xpUrV3D58mVcvnwZ\nQUFBCA4OxuPHjwEg17WGnz59it27d8PNzQ0A0L59e3h5eanbEBE8evQIU6ZMwZUrV7TSJyJtyMzM\nxK5du9CvX78SvaPskCFDcO/ePYSEhJRYm0RERNpULovvjh07Yvbs2di1axfGjx8POzs79aNly5bw\n8PDAli1bAAAqlUp9nW8XFxdYWFhg0aJF6rZ2796Nd999F506dYKFhQVatGgBAwMD1KxZEwBQr149\n9SUM7969C3Nzc8TGxmq+00SlKCwsDMnJyejWrVuJtuvp6YnatWtz6AkREb01FPIW30YuIyMDurq6\n0NHR0XaUAuXk5CArKwuGhobajkL0Sj755BNs2rQJ9+7dK9Ej3wDw/fffY9asWXj48CHMzMxKtG0i\nIiJNK5dHvomoZAUEBKBDhw4lXngDf990Jy0tDdu2bSvxtomIiDTtrS++3+ID+0RlQnR0NK5du4aO\nHTuWSvtOTk5o3bo1h54QEdFb4a0uvpVKJVQqlbZjFEqlUkGpfKs3Bb3FAgMDoauri7Zt25baMoYM\nGYIjR44gOjq61JZBRESkCW91xaerq4usrKwyffRbRJCVlQVdXV1tRyF6JYGBgfDy8oKFhUWpLaNn\nz54wMTHB+vXrS20ZREREmlCqJ1z+9ddfmDp1Kvr164eePXviyJEjWL58OfT19SEiUCgUWLBgAayt\nrUsrAnJycpCRkQGFQlHmji6LCFQqFfT19Vl80xspPT0d1tbW+Oabb/D555+X6rIGDx6MM2fO4Pr1\n66W6HCIiotJUahWfiGDt2rXqS+69ULduXXz99deltdiX6OjowNjYGCqVqswdAVcoFOoH0Zvo2LFj\neP78eamN9/6nnj17Yv369YiKioKLi0upL4+IiKg0lFrxfejQIbi4uOD58+e5ntdWAVzWjnoTvQ0C\nAwPh4OBQYne1LEi7du1gYGCAffv2YdKkSaW+PCIiotJQKhVpamoqAgIC0Ldv35em3bhxAyNGjMDH\nH3+MgwcPlsbiiUhDAgIC0LFjR438emNiYoL33nsPe/fuLfVlERERlZZSKb43b96MTp06wdjYONfz\ndevWxfz587Fq1SqMHTsW27Ztw5kzZ0ojAhGVsps3b+Kvv/5Chw4dNLbMLl26ICwsDE+fPtXYMomI\niEpSiQ87iY6Oxo0bNzBy5MiXptna2qr/v2bNmujQoQNOnz4NT0/PfNs7fvw4Tpw4keu5ihUrYujQ\noSWWmYiKLzAwEHp6emjTpo3GltmpUyd88MEHCAoKQv/+/TW2XCIioqLy9/dHXFxcrue8vLzg7e0N\noBSudhIQEICtW7fC0NAQIoLnz59DR0cH77zzDsaOHZtr3j179iA6OhofffRRSUYgIg3o1KkT0tLS\nEBISotHluru7o169etiwYYNGl0tERFQSSvzId9u2beHl5aX+95o1a2BnZ4fu3bvj0qVLqF69OszN\nzXHr1i0EBgZi8ODBJR2BiErZi6J7xowZGl92ly5dsGTJEmRnZ/MSnURE9MYp8U8ufX196Ovr5/q3\noaEhjI2N8ccff2DJkiXIyMiAlZUVunfvjubNm5d0BCIqZUePHkV6erpGLjH4b126dMHMmTMRHh4O\nHx8fjS+fiIjodZTqTXaI6O300UcfYffu3YiOjtb4depVKhUcHBwwaNAgzJs3T6PLJiIiel28+DUR\nFVtQUJDGLjH4b0qlEp06deIlB4mI6I3E4puIiuXBgweIiopC69attZahc+fOiIyMRFRUlNYyEBER\nvQoW30RULCdPngQAvPvuu1rL8M+7XRIREb1JWHwTUbGEh4fDyckJVapU0VoG3u2SiIjeVCy+iahY\nwsPDtXrU+wXe7ZKIiN5ELL6JqMjS09Nx/vz5MlF8d+7cGdnZ2Thw4IC2oxARERUZi28iKrLz588j\nMzOzTBTfjo6OcHd3x44dO7QdhYiIqMhYfBNRkYWHh8PY2BgNGzbUdhQAwLBhw7B9+3bcunVL21GI\niIiKhMU3ERVZeHg4mjVrVmZu6z5q1CjY2Nhg9uzZ2o5CRERUJCy+iahIRKTMnGz5gpGRET755BOs\nXbsWMTEx2o5DRERUKBbfRFQkt27dwqNHj8pU8Q0AY8aMgbm5OebOnavtKERERIVi8U1ERRIeHg4A\neOedd7ScJDdTU1NMnjwZq1atwv3797Udh4iIqEAsvomoSE6cOIE6derAyspK21FeMm7cOBgZGWHe\nvHnajkJERFQgFt9EVCRlbbz3P5mbm2PChAlYvnw5Hj16pO04RERE+WLxTUSFSkpKwpUrV8ps8Q0A\nEyZMgK6uLubPn6/tKERERPli8U1EhTp9+jREBF5eXtqOki9LS0uMGzcOS5YsQUJCgrbjEBER5YnF\nNxEVKjw8HFZWVqhVq5a2oxRo0qRJEBEsWbJE21GIiIjyxOKbiAr1Yry3QqHQdpQC2draolOnTjh0\n6JC2oxAREeWp1G5T99///hfnz59HRkYGbG1t0b9/f3h4eAAAdu3ahX379kFE0Lp1awwaNKi0YhDR\na8rJycGpU6fwxRdfaDtKkTRr1gxTp05FVlYW9PT0tB2HiIgol1Irvjt37ozhw4dDV1cXN2/exIwZ\nM7B48WL89ddfCA4Oxvfffw8DAwPMmDEDDg4OaN26dWlFIaLXcOXKFaSkpJTpky3/qVmzZkhLS8OV\nK1fQqFEjbcchIiLKpdSGndjb20NX93+1fU5ODp48eYKwsDC0bdsWdnZ2sLCwQOfOnXHs2LHSikFE\nryk8PBw6Ojpo2rSptqMUSePGjaGjo4PTp09rOwoREdFLSu3INwCsXLkSR44cQVZWFho3bgwnJyfE\nxsbC29tbPY+TkxPu3r1bmjGI6DWEh4ejUaNGMDY21naUIjE2NkaDBg1w+vRpjBkzRttxiIiIcinV\n4nvkyJEYMWIEIiIi1AV2eno6jIyM1PMYGxsjPT29NGMQ0SsSERw5cgS9e/fWdpRiadasGY4ePart\nGERERC8p1eIbABQKBerVq4f9+/ejUqVKMDQ0RFpamnr68+fPYWhomO/rjx8/jhMnTuR6rmLFihg6\ndGhpRSai/+/y5cuIjY1Fx44dtR2lWJo1a4bly5cjKSkJFhYW2o5DRETliL+/P+Li4nI95+XlpR75\nUerF9wsqlQpxcXFwdHRETEyM+sonMTExcHR0zPd13t7euYapEJHm7N27F2ZmZmjZsqW2oxRLs2bN\nICI4e/Ys2rZtq+04RERUjhR2gLhUTrh8/vw5jh8/jvT0dKhUKpw8eRIRERGoU6cOvL29cejQITx6\n9AhPnz7F/v3737gPdqLyYu/evfD19YW+vr62oxRL7dq1YWFhwZMuiYiozCmVI98KhQKHDx/GqlWr\nAACVKlXChAkTULVqVVStWhUxMTH44osvICJo27YtWrVqVRoxiOg1PHjwAGfPnsW4ceO0HaXYlEol\nmjZtyuKbiIjKHIWIiLZDEFHZs3LlSowePRpxcXGwsbHRdpxi+/rrr7FixQo8fPiwzN+Zk4iIyg/e\nXp6I8rR37140b978jSy8gb/HfT969Ah37tzRdhQiIiI1Ft9E9JK0tDQcPHgQXbp00XaUV9asWTMA\n4NATIiIqU1h8E9FLQkJCkJaW9kYX33Z2dnB2dmbxTUREZQqLbyJ6yb59+1C9enXUqVNH21FeS7Nm\nzVh8ExFRmcLim4hyERHs27cPXbp0eeNPVPT09MSFCxeQlZWl7ShEREQAWHwT0b9cunQJsbGxb/SQ\nkxeaNWuG9PR0/PHHH9qOQkREBIDFNxH9y969e2Fubo4WLVpoO8pra9y4MXR1dTn0hIiIygwW30SU\ny969e+Hn5/fG3dUyL0ZGRmjQoAGLbyIiKjNYfBOR2v3793Hu3Lm3YsjJCzzpkoiIyhIW30Sktn//\nfiiVSnTo0EHbUUpMs2bNEBkZicTERG1HISIiYvFNRP+zf/9+eHl5wdraWttRSsyLm+2cPXtWy0mI\niIhYfBPfXqDSAAAgAElEQVTR/5ednY3Q0FC0b99e21FKVK1atVChQgWcPHlS21GIiIhYfBPR3y5e\nvIjk5GS899572o5SopRKJVq3bo3g4GBtRyEiImLxTUR/CwkJgYmJCZo2bartKCXOz88Pp06d4rhv\nIiLSOhbfRATg7+Lbx8cHenp62o5S4nx9faFSqXD48GFtRyEionKOxTcRITMzE2FhYW/dkJMXqlat\nCldXVxw4cEDbUYiIqJxj8U1EOH36NNLS0t7a4hv4e+hJUFAQRETbUYiIqBxj8U1ECAkJgaWlJRo2\nbKjtKKXG19cXsbGxuHbtmrajEBFROaZbGo0GBwfj8OHDiImJQa9evdC7d28AwNWrVzF9+nQYGhpC\nRKBQKPDFF1/A1dW1NGIQURGFhoaiZcuW0NHR0XaUUtOyZUsYGhoiKCgIbm5u2o5DRETlVKkU31ZW\nVujbty+OHz/+0rRKlSph0aJFpbFYInoFz58/x8mTJ/Hjjz9qO0qpMjIygo+PDw4cOIDJkydrOw4R\nEZVTpTLspEmTJvDw8ICxsfFL0zjekqhsCQ8PR2Zm5ls93vsFPz8/HD16FM+fP9d2FCIiKqc0Pub7\n8ePHGDVqFCZMmIBt27axGCfSspCQENjZ2ZWLoRh+fn7IyMjAsWPHtB2FiIjKqVIZdpIfBwcHzJs3\nD/b29rh37x4WLFgAQ0NDdO7cWZMxiOgfQkJC8N5770GhUGg7SqlzdXWFo6MjgoKC4Ofnp+04RERU\nDmm0+LawsICFhQWAvwvxXr16ISgoqMDi+/jx4zhx4kSu5ypWrIihQ4eWZlSiciEpKQlnz57FiBEj\ntB1FIxQKBfz8/Hi9byIiKjX+/v6Ii4vL9ZyXlxe8vb0BaLj4zkthw068vb3VYYmoZIWFhUGlUpWL\n8d4v+Pr6YsWKFYiOjoazs7O24xAR0VumsAPEpTLmW6VSITMzEyqVCtnZ2cjKyoJKpcLVq1fx+PFj\nAMCDBw+wc+dONG3atDQiEFERhISEwMnJCdWrV9d2FI1p06YNdHR0ePSbiIi0QiGlcMbj77//jm3b\ntuV67oMPPkBKSgr27duH58+fw8LCAj4+PujVqxeUSt7rh0gb3N3d4e7uDn9/f21H0Shvb2/Y2dlh\nx44d2o5CRETlTKkU30RU9iUkJMDW1hZr167F4MGDtR1Ho2bOnIkffvgBjx8/hp6enrbjEBFROcJD\nzkTl1JEjRwAArVu31m4QLfD19UVKSgpOnjyp7ShERFTOsPgmKqcOHjyImjVrwtHRUdtRNM7DwwOV\nK1fG9u3btR2FiIjKGRbfROVQVlYWtm/fjh49emg7ilYolUoMGDAAmzdvRlZWlrbjEBFROcLim6gc\nOnToEB4/fowBAwZoO4rWDBo0CPHx8Th06JC2oxARUTnC4puoHNq8eTNq164Nd3d3bUfRGnd3d7i5\nuWHDhg3ajkJEROUIi2+iciYtLQ07d+7EgAEDysUt5fOjUCgwaNAg7Ny5EykpKdqOQ0RE5QSLb6Jy\nZv/+/UhNTS3XQ05eGDhwINLS0rBr1y5tRyEionKC1/kmKmd69eqF6OhonD9/XttRyoSWLVvC0NCQ\nd7wkIiKN4JFvonIkKSkJ+/fv51Hvf3j//fdx6NAhPHjwQNtRiIioHGDxTVSO7Nq1CxkZGejXr5+2\no5QZvXv3hq6uLjZv3qztKEREVA5w2AlROdKhQwc8e/YMx44d03aUMqV37964desWLly4oO0oRET0\nluORb6JyIj4+HgcPHuSQkzwMGjQIFy9eREREhLajEBHRW47FN1E5sW3bNgB/H+Wl3Dp06ABLS0ts\n3LhR21GIiOgtx2EnROWEj48PTExMEBgYqO0oZdKYMWMQGBiI27dvQ6nkcQkiIiod/IQhKgfu3r2L\nsLAwDjkpwKBBgxATE8MvJ0REVKp45JvoLffkyROMHDkSAQEBePToEczNzbUdqUwSEbRp0wbR0dG4\ncuUKjI2NtR2JiIjeQjzyTfQW27FjB9zc3BAaGop169ax8C6AQqHA8uXLcf/+fUyfPl3bccq8hIQE\nHD58GPPnz8ewYcPw888/IyMjI9/579y5g++++w7h4eEaTElEVPaw+CZ6Cz169Aj9+vVDr1698M47\n7+Dq1avo27evtmOVeS4uLvjmm28wf/58XLx4UdtxypT09HTs3LkT/fr1g4ODA2xtbdG2bVtMnToV\nly5dwqRJk+Dq6ooNGzZApVKpX/fw4UOMHz8eLi4umDlzJry8vNCrVy9ERUW9Vh4RAX+4pTdBRkYG\n9u3bh+zsbG1HoTJCK8NOkpOT8euvvyIiIgI2NjYYMWIE6tWrp+kYRG+8Bw8e4KeffkJiYiLS0tLU\njzNnzgAAfvnlF/Tv3x8KhULLSd8cmZmZ8PDwgIGBAU6fPg0dHR1tR9Ka7OxshIaGYvPmzdixYweS\nkpLQsGFDdOjQAY0aNULDhg1Rs2ZN6Ojo4Nq1a/jyyy+xa9cuNGzYENOmTcOpU6fw888/w8DAAJ9+\n+inGjRuH3bt346uvvsKDBw8wZswYfPPNN7C1tS1yptTUVKxbtw6LFy9GfHw8lixZ8lZ9sUxNTUVO\nTg4sLCy0HYVKyKhRo7By5Uq0a9cOW7ZsgZWVlbYjkbaJFsyfP1+WLl0qmZmZcvbsWRk+fLikpqZq\nIwrRGysyMlKcnZ3FyspKmjZtKj4+PuLr6yvdu3eX8ePHy8OHD7Ud8Y0VHh4uCoVCfvrpJ21H0ZqA\ngABxdXUVAFKzZk2ZOnWqREREFPq6EydOiLe3twAQExMT+eqrryQxMTHXPM+fP5c5c+aIubm5mJiY\nSMuWLWXcuHGyfPlyCQ8Pl8ePH8uzZ88kPT1dsrKyRKVSSVRUlEycOFHMzc1FqVRKz549pVevXgJA\nBg4cKE+ePCmtVfHaUlNT5fPPP5cOHTpIcnJyvvMlJyeLm5ubODk5SUxMjAYTUmlZvXq1AJCJEyeK\ntbW1VKtWTS5fvqztWKRlGi++09LSZMCAAfL48WP1c9OmTZPQ0FBNRyERyc7OlpycHG3HKFUZGRkS\nExMjly9flqysrFJbTmJiokRHR5da+/907tw5sbW1lTp16vBDupR8+OGHYmJiorFtWlZcvXpVOnTo\nIACkZcuWEh4eLiqVqlhtqFQqOX36tMTFxRU4X3x8vHz//ffSp08fcXV1FaVSKQDyfVhbW8uUKVPk\nzp076uVs2LBBLCwsxMHBQQ4ePPjK/S4tu3fvFicnJzE0NBRTU1Pp1KmTZGdnvzSfSqWS3r17i6mp\nqTg5OYmrq6vEx8drIXH5kpOTI8uWLZP+/fuLr6+veHp6iouLi9ja2oqHh4d8+umnEhAQICkpKcVu\n++LFi2JoaCjDhw8XEZHbt2+Lu7u7GBsby9atW0u6K/QG0fiwk+joaMyYMQOrVq1SP7d69Wro6+tj\n0KBBxWpLRHD58mX8/vvvCAkJQdu2bTFhwgTY2NiUdOw8RUVFwdDQEI6Ojq/dVnZ2NkJCQuDh4QFr\na+s850lNTcWvv/6KsLAwLFq0CNWrV3/l5T1//hxLly7FDz/8gKZNm2LHjh3Q19d/5fZelYggLCwM\ny5Ytw8OHD/F///d/6Nu3L8zMzAp9bVJSEoKCgtRX8RARqFQq9SMhIQEPHjxAQkKC+jUODg4YNWoU\nRo4cCQcHh1ztPX36FKGhobhx4wZ69epVrPWbmZmJ5s2b48KFC/Dy8sLgwYPRp08fWFpaFvra+Ph4\nXLx4ETVr1izSMg8dOoQePXqgXr162LdvX777C72e5ORkuLm5oWHDhti3b99bPXTn+fPniIqKwurV\nq7FkyRI4OTnhxx9/RI8ePTTa7/T0dFy7dg1RUVHIyspCTk6O+mFhYYHOnTvDyMjopdfdvXsXw4YN\nw+HDhzF+/HjMmTNH61eriYmJwUcffYTdu3fDz88PixcvRlRUFDp16oSJEydi/vz5ueafO3cupkyZ\ngh07dqBevXrw9vaGk5MTDh8+rJUTpRMSEnD//n3Ur1+/yPtAVlYWLly4gBMnTsDIyAjt2rVDjRo1\nXmsfysnJQWpqaqHDcHJychAXFwcrKysYGhoWqe24uDgMHToUQUFBaNGiBWxtbWFpaQlLS0uYm5sj\nMjISISEhePDgAXR1deHp6YnZs2fDx8en0LafPn2KJk2awMzMDOHh4er99vnz5xg1ahQ2bdqEcePG\noW/fvvDw8Hhpf83IyMCZM2dw9OhRVKxYESNHjizWerx16xYOHDiA+/fvIyUlBSkpKUhNTUVaWhp8\nfX0xdOhQmJiYFLm913HlyhUEBwfj3r17iI2NVf83JSUFWVlZyM7OVv/Xzc0NXbp0QefOndG8efMy\nMewvMTERGzZsQGZmJvz8/ODm5vbafxc1Xnxfv34dixcvxuLFi9XPbdmyBampqRg5cmSx2urWrRv2\n7NmDChUqwMfHB4cOHYJCocDo0aPx8ccfw97eHsDfBd7Nmzdx9uxZXL9+HUqlEvr6+tDT04O+vj6c\nnZ3RpUuXIq/MP/74A9999x22b98OQ0NDzJkzB+PHj3/lG3PcvXsXAwcOxPHjx2FgYID+/fvjgw8+\ngKenJ4D/Fd3z5s1DUlISbGxskJ6ejq1bt6Jdu3YvtadSqbBx40ZcvnwZjRs3hqenp/oPYFpaGpYt\nW4a5c+fi8ePH6NWrF3bu3Inu3btj06ZNhe7oOTk5uHXrFq5du4Z79+6hT58+BX7ZOXjwIFasWIHq\n1aujfv36aNCgAWrXro20tDSsX78ey5YtQ0REBFxcXODs7IxDhw7B2NgYffv2xfDhw9G8eXOkpqaq\n/3gkJyfj1KlT2Lt3L44ePYrs7Gw0bNhQ3T+lUql+WFtbo3LlyqhUqRIqV64MIyMjbNmyBRs2bEB6\nejq6du2Kvn37IiIiAocOHcKZM2egUqlgYGCAzMxMdO7cGePGjUPbtm0L3bafffYZFi5ciLlz5yI4\nOBjBwcHQ1dVF165d4eXlBWNjYxgZGcHY2BiGhoa4efMmTp06hdOnT+PWrVvqdtzc3NC5c2d06dIl\n1x+eFx9A+/btw7Bhw9C2bVv8/vvvGvvjWV7t2rULPXr0QGBgIPz8/LQdp8SEh4dj48aNiIyMxF9/\n/YW7d+8CAExNTfH1119jwoQJRS5gygqVSoXFixfj888/h7OzM9avX48mTZqU6jLT0tKwYMECLF26\nFFlZWdDV1YWOjg50dXXx8OFDWFpaYtGiRejVq5f68+WXX37BRx99hBUrVqg/8w4ePAg/Pz9MmTIF\ns2bNAgBcunQJrVq1QqNGjRAYGFik7ZGamgpjY+NX+ixSqVS4cOECAgMDERAQgNOnT0NE4OzsjH79\n+mHAgAFo0KCBuh8qlQrR0dG4evUqzp49i7CwMJw6dQppaWkwMjJSF1POzs5o37492rVrh4oVKyI1\nNRXPnj3L978pKSmIj4/Hw4cPERcXh4SEBIgIqlatCh8fH7Ro0QI+Pj6oXr06Ll68iKNHj+Lo0aMI\nCwtDcnIyAMDc3Bx2dnaws7NDzZo10b17d/j5+eX64hYQEIBhw4ZBoVBg7dq18PX1zXO9iAj++usv\nhISEYN26dfjzzz8RHByMd999N991KSLo0aMHjhw5ggsXLrx0UEVE8NNPP+Hbb79FamoqdHR00LBh\nQzRv3hzW1tYICwvDyZMnkZ6eDjMzM6SkpGDEiBFYtmwZdHV181xmZmYmwsLCEBAQgICAAFy/fh26\nurqwt7eHqakpzMzMYGZmBhHBkSNHYGZmhtGjR2PcuHGoUqVKrmwv1rubm9tr3XAsOzsbs2fPxnff\nfQc9PT04OjrCwcEBVapUgYODAypUqABdXV3o6elBT08PAHD69Gns378fCQkJsLa2RocOHdClSxf4\n+vq+9AVMRHD27FmsXbsW4eHhmDJlCvr16/fKef/t4sWLWLJkCTZt2oTs7Gzo6OggPT0djo6O8PPz\ng5+fHzp27Phqfys1faj99u3b6p9gXli1apWsX78+z/nDwsJkzpw5uR5r1qwREZHp06dLUFCQZGRk\niIjIo0eP5KuvvhJzc3PR19eX//u//5P27duLpaWl+mfLSpUqib29vdjY2IiFhYUYGRkJAPniiy8K\n/Wn10qVL0rNnTwEg1apVkxUrVshHH30kAKRVq1Zy+/btYq+PPXv2iJWVlTg6Osr+/ftlzpw5UrVq\nVQEgTZo0kU8//VRsbGxET09PxowZI3fu3JEnT56Ir6+vKJVKmTdvXq7cISEh0qhRIwEgVapUUffb\n0tJS2rVrJ5UqVRIdHR0ZPny43Lp1S0REdu7cKTo6OjJy5Mg818HNmzdl+PDhUr9+fTEwMMj1M7Cd\nnZ3s2LHjpddkZGTIp59+KgCkbt264ujoqH6Nnp6eGBoaio6OjvTs2VMOHjyoHvoSExMjM2bMkGrV\nquX707O+vr74+fnJkiVL1D8/F0dSUpL8+uuvUr9+ffVP2X379pUVK1bI7du35dmzZ7Jy5Upp2LCh\nAJBatWrJ0qVL890/Dh06JADkhx9+UD93//59mT9/vri7u4uJiYkoFIpcfTAwMJB33nlHJkyYIJs2\nbZLr16/L9u3bZejQoWJraysAxMLCQuzs7NT76IvHoEGDJDMzs9j9puJTqVTyzjvvyDvvvFPsoRdl\nUXh4uLRr104ASPXq1aVXr17yxRdfiL+/v4SHh0tSUpK2I762q1evioeHh+jq6sr06dNfGmqWkZEh\nFy9elMjIyFcecqdSqWTbtm3i7Owsenp6MnbsWJk5c6ZMnz5dpk6dKl988YXMnTs3z/WpUqlk7Nix\noqurK6GhoXL79m2xsrISX1/fl4ajhIWFiZGRkXTt2rXAIXOXLl2S/v37i1KplEaNGklwcHCR+5KT\nkyOLFy+WihUrCgAxNzeX3r17y+rVqyU4OFhGjx4t1tbWAkBcXV2lf//+0rhx41x/l6ytraVbt24y\nb948OXXqlGRmZkpycrLs2bNHxo8fL7Vr1873b/mLzz9XV1dp0qSJtGzZUnr37i0ffvihzJgxQ/77\n3//Kxo0bZdKkSeLh4aEemqSjoyMAxNjYWNq1ayczZ86U3bt3y9q1a2XevHny6aefytChQ9V/501M\nTKRv377y22+/yYQJEwSAdOzYsdChUf/07Nkz8fHxEQsLCzl//ny+882dO1cAyO7duwtsLysrSy5d\nuiTLli2ToUOHSu3atcXa2lq6du0q8+fPl/Pnz0t2drb4+/uLrq6udOrU6aXz43JycmTdunVib28v\nAMTe3l5GjhwpO3fuzPf8gjt37sgnn3wi5ubmoqurKz179pTu3btL/fr1xcTERL19qlevLrNmzZJ7\n9+4VeR29cO3aNWnatKkolUr5+uuv1XVaUWRnZ8vJkyflyy+/lAYNGggA0dXVlffee08WLFggZ8+e\nlTlz5qjPSXFwcJA2bdoIgHzPIVSpVBIcHCxz5syRa9eu5bvspKQk8ff3l3fffVddR82aNUvi4uLk\n+fPnEhQUJBMmTFDv0x4eHnmeX7VmzZqXatewsDD1dK2M+R44cGCpjvl++vSpzJo1S+rWrSudO3eW\n6dOnS0BAgDx69CjP+efPny8AZNKkSXl+wCYkJMj777+vLrpXrVqVq/g5fPiwODk5iZmZmaxcuVKi\no6Nl165dMm3aNOnWrZtUr15dvL29ZcqUKbJ//35JTEyUjIwMmThxogCQrl275lof2dnZsnfvXunQ\noYMYGRnJ6NGjXxp3mp2dLVOmTBEAMmDAALl48aJ07dpVAMg777wj4eHh6uxBQUEyY8YM6dq1q4wa\nNUpu3LjxUh/XrVsnAGTy5MnqdZCcnCxffPGF6Ovri4ODg4wZM0Z+/vlnOXjwoMTGxsqDBw+kW7du\n6hOeEhISREQkKipKmjRpIrq6ujJv3jz1B1xiYqIcO3ZMlixZIvPmzZPY2Nh8t2FOTo6EhobKypUr\nZevWrRIQECBhYWFy6dKlVxp7lxeVSiUxMTH5fgCrVCo5fvy49OvXTwBIv3795NmzZ7nmiY+PF3t7\ne2nTpk2BH+QqlUrS09PlyZMnEhsbW+AfopycHDl58qTMnDlTZsyYIQsXLlSvh9DQ0Ld+jH5ZExgY\nKACKVdCUNadOnRJfX1/1l+Hff//9rd6PMjMzZerUqaKjoyOenp6yaNEiGT58uDRq1Ej09PTUxYWp\nqal4eXnJ+PHjZfXq1UUa33/p0iVp1aqVAJDOnTtLZGTkK+Vr27atWFlZSf369aV69eq5PgP+KSAg\nQHR1dcXFxUVGjhwpq1evlsjISFGpVBIWFiYdO3YUAOLs7CyzZ8+W5s2bCwBp27atnDt3rsAcV65c\nUc8/fPhwOXr0aJ5f7DMzMyUgIEDef/998fb2lpEjR8qCBQskKChIYmJiivTFNDY2Vq5fvy6xsbGS\nmJj4ygcQkpKSJCgoSH7++WcJDw8vUlF3/fp1mTVrlvrAlL6+vixatOiVvlAnJyeLp6enWFtby5Ur\nV3JNi46OlhEjRohSqZTPP/+82G0XJDAwUExMTKRZs2bqWubkyZPi6ekpAKRPnz5y4cKFYvUpOTlZ\nFi1aJJ6enuLr6ysffPCBzJ8/X3bt2iUHDhyQIUOGiJGRkSiVSunSpYusW7dOfvvtN9m4caOsXbtW\nVq1aJWvWrJFdu3ZJWFiYREREyMOHD2XhwoViaGgotWrVklOnTr1236Ojo2XJkiXi5+cn+vr6AkAM\nDQ1l4MCBcuDAAcnOzhaVSiWrV68WY2NjqV27tly4cEFERNLT02XNmjXqL2EvXu/h4SE//fSTPHjw\nQNLT02XXrl3Sp08fMTQ0FADy3nvvyfbt2wv80nv27Fmxt7eXatWqyfXr14vVJ61c7WTBggWybNky\nycjIkHPnzpWJq50sXrxYAMjYsWNzfSht375dKlasKBUqVJDly5fn+wfj6dOnMnz48Fzf6m1sbKRd\nu3YyadIk6d27t/rIgkKhUB/NXrhw4WsdUdu6dasYGxsLAKlataps2bLlldv75ZdfBIBMnz5d/P39\npVKlSmJoaCjffvttvtvnxQlPFSpUkEqVKsnUqVPF1NRUatasKWfPnn3lfpU127ZtE2NjY2nSpIn6\nS4NKpZJu3bqJlZVVgV8k6M2mUqmkadOm4uXl9UYd/U5LS5N169apj+DUqVNHtmzZ8lYX3f926tQp\nqVWrlujp6Ym7u7sMHz5cFi9eLMePH5fg4GCZO3eu9O/fX2rVqqX+dcrDw0NmzZqlPjr24mjXpEmT\nxM3NTX0EODAw8LWyJSYmSu3atcXIyEguXbpU4LxHjhyRMWPGSP369dU5zczM1F+m1q9fr/5sUqlU\nsmvXLqlTp44AkL59+8qaNWvk9OnT6iPx6enp8u2334qenp7Url1bjh079lp9eZPcvHnztU9Sf/z4\nsTRo0EAqV64sUVFREhsbKx988IHo6emJra2tLFiwIM+Tal/XuXPnxM7OTlxcXGTAgAECQBo1aiRH\njx4t8WW98PTpU1m6dKl4eHgUeDL0vx8fffTRSwerSkJKSoqEhobK06dP85x+/fp1cXd3F319fRk1\napRUrlxZAEinTp0kJCRE0tLSZPv27dKjRw/R09MTpVIp5ubmAkAaNmwoc+fOLdb+cefOHXFzcxMr\nKys5ceJEkV+nleI7KSlJvv/+exk0aJBMmDBB/vzzT23EeMmKFStEoVDIiBEj5MGDB9KnTx/1kemi\n/uwSFhYme/fuldjY2Jc+qFUqldy4cUP8/f1l0qRJhR6VKKorV67IsmXLJC0t7bXbmjlzpvrN079/\n/yIP67h375506tRJAMiQIUMKvJzWm+rChQtSpUoVqVy5spw5c0aWLVsmAGTnzp3ajkalbN++fQJA\nDh8+rO0ohYqMjJTJkyeLlZWVAJA2bdrItm3bSqUYeBPk5OQU6ejo06dPZfPmzdKnTx/1T+/VqlVT\nD7VzcHCQ4cOHy2+//VZiw74ePXr00tHTouQ8cOCAzJgxQ/bs2ZPvl6msrCxZuXKl1KpVK1dRVKVK\nFXFychJdXV2ZOnVqiXxulEcPHz6U2rVri52dnRgaGoqlpaXMnj27xH6Zzc/NmzfFxcVF7OzsZOXK\nlRp9XycmJsrTp0/l2bNnkpGRITk5OZKZmSlxcXFy9epVOX78uOzevbvEaptXlZ6eLhMnThQrKyv5\nz3/+I1evXs1zvsePH8vy5ctl2rRpxX4f/tOTJ0/Ex8dHDA0Ni/wZoZWb7JRl69atw7Bhw6CjowNz\nc/Nyd5MSEcG6detQo0YNeHt7F/u10dHRqFatWiml076HDx+ie/fuuHz5MhQKBd5//30sX75c27Go\nlIkImjZtClNTUxw5ckTbcfIUERGB6dOn4/fff4e1tTWGDh2K//znP6hVq5a2o71x0tLScPDgQRw4\ncAA1a9aEr68v6tSp88Z+Djx79gyRkZG4evUqrl27hri4OEyYMAH169fXdrQ3WmxsLIYMGQIfHx9M\nnDhRYzdGSktLA4A8r/xD2pGRkYHBgwfjxo0bOH/+fKHzs/jOw86dOxEcHIzp06fDzs5O23GojElP\nT8fYsWMRERGB0NBQXnGknNizZw+6deuGI0eOoGXLltqOoxYZGYnp06djy5YtcHJywtdff41Bgwa9\ncVcrISJ6k6lUKixfvhxjx44tdF4W30RERSAiaNy4MaysrHD48GFtx0FmZibGjh0Lf39/2Nvb4+uv\nv8awYcO0cr1+IiIqule/gCMRUTmiUCjwzTffICQkBMePH9d2HEyZMgXr16/HwoULERUVhdGjR7Pw\nJiJ6A/DINxFREalUKri7u6NSpUoIDg7WWo69e/eia9euWLhwISZMmKC1HEREVHwsvomIimH79u3o\n3bs3goKC8r0rXmm6e/cu3N3d4e3tjV27dr2xJwESEZVXLL6JiIpBRNCmTRvcvXsXV65cgYGBgcaW\nnZ2djVatWiEmJgaXLl2ClZWVxpZNREQlg2O+iYiKQaFQYPHixYiOjsa8efM0uuxp06bh1KlT2Lx5\nM9rz54wAAAqRSURBVAtvIqI3FItvIqJicnNzw+TJkzFr1izcvn1bI8s8ePAgvv/+e8ycORNeXl4a\nWSYREZU8DjshInoFqampqFOnDho1aoQ9e/aUaNt37tzB8ePHERkZievXr6sfrVu3RmBgIJRKHjch\nInpTsfgmInpFL06+3LNnD7p06VIibUZERKB58+ZISUmBvb09ateuDVdXV9SpUweDBw/W2F30iIio\ndLD4JiJ6RSKCDh06IDIyEhERETA2Nn6t9h4/fgxPT08YGxsjNDQUNjY2JZSUiIjKCv52SUT0ihQK\nBX755Rfcv38f06ZNQ05Oziu3lZWVhb59+yIpKQl79uxh4U1E9JZi8U1E9BpcXFzw5ZdfYt68ebC1\ntUX//v2xdu1axMXFFaudyZMn49ixY9i2bRuqVatWSmmJiEjbOOyEiOg1iQhOnz6NwMBABAYG4ty5\ncxARuLi4wM7ODra2trCxsYGtrS1q1KgBHx8f1KxZU32DnP/+978YPXo0li5dijFjxmi5N0REVJpY\nfBMRlbBHjx4hODgYFy9eREJCAuLj49X/jYmJgUqlQqVKleDj44O6detixowZ+M9//oMlS5ZoOzoR\nEZUyFt9ERBqUlJSE8PBwHDt2DEePHsXZs2fh4+ODoKAg6OnpaTseERGVMhbfRERalJ6eDl1dXejq\n6mo7ChER/b/27iwkyu+P4/hnarIx2igpc2oiKlqgjUpMbSGlKNun5a4NWr2IuqqgIiFajCixDFps\nouVC0cSIiIT2HSqraaFALLUpDLGYyqaZ/0X8pqbf2L9yfGb8+X5dyXOOZ8554Pv48cwz8xiA8A0A\nAAAYJORbLQcOHNCDBw/kcrm0adMmDRw40N+Wl5engoICRUVFyefzyWQyyeFwhHoKAAAAQEQKefju\n1auXkpKStH///qDt48aN07Jly0L9sgAAAEDEC3n4Tk1NlSS1bNkyaDt3uQAAAKC5MvwTPjdv3tTt\n27cVExMju92u+Ph4o6cAAAAAhIWh4TsxMVETJkxQu3bt9PDhQ+3atUudO3dW7969jZwGAAAAEBZ/\nFL43btyop0+fBm2bNWuW5s2b98vft1qt/p8HDx6spKQk3b59m/ANAACAZuGPwndGRkZIX/yfRyv/\nypUrV3T16tWAY127dtXChQtDOhcAAACgoY4cOSKXyxVwLCkpScnJyZIa4bYTj8cjr9crn88nj8ej\nL1+++J/adufOHQ0cOFDR0dF69OiRrl69qnXr1v1yvOTkZP9kAQAAgEj2/zaIQ/6Qnc2bN8vpdAYc\n27t3r2JiYrR7926Vlpbq69ev6tKli+x2uxISEkL58gAAAEDE4gmXAAAAgEFahHsCAAAAQHNB+AYA\nAAAMQvgGAAAADEL4BgAAAAxC+AYAAAAMQvgGAAAADEL4RoMcOXIk3FMAIgK1AHxHPQD1I3yjQX5+\nfCrQXFELwHfUA1A/wjcAAABgEMI3AAAAYBDCNwAAAGAQwjcaJCkpKdxTACICtQB8Rz0A9TP5fD5f\nuCcBAAAANAfsfAMAAAAGIXwDAAAABiF8AwAAAAYhfAMAAAAGMYd7Amg8586dU0lJicrLy2W32zV7\n9mxJktPp1ObNm2WxWOTz+WQymbRu3Tr1798/6Dgul0vZ2dkqKyuT1WrVihUr1LNnT0mSz+eTw+HQ\nxYsX1apVK02fPl1paWn1zunu3bvKzc1VTU2NBg0apPT0dLVp0yagz7Nnz7RhwwbNmzdPs2bNCtHZ\nQHPWFGuhqKhIZ8+eldvtVmxsrH+eQEM1tXooKyvToUOHVF5ervbt22vmzJkaP358iM8KYBx2vv/D\nOnXqpLlz5yohIeFfbbGxsXI4HDp69KgcDke9F1dJ2rNnj4YMGaLc3FyNHz9eO3fulNfrlfTtIv74\n8WNlZWUpIyNDxcXFevjwYdBxamtrlZWVpcWLF+vgwYNq06aNDh8+HNDnnwt2nz59GrByIFBTq4Wz\nZ8+qtLRUW7ZskcPhUHp6usxm9koQGk2tHrKzszVs2DA5HA6tWbNGDodDlZWVDTwLQPgQvv/DRowY\noeHDh/9rZ1n6FnJ/R2VlpSoqKjRjxgyZzWZNmDBBXq9XT548kSRdvnxZU6dOVbt27RQbG6uUlBRd\nunQp6Fi3bt1S7969NXToUEVFRWnOnDm6fv26vnz54u9z/vx59e3bV1ar9S9WDATXlGrB6/WqsLBQ\ny5YtU6dOnSRJNpuN8I2QaUr1IElv375VYmKiJKlXr16yWq2qqKj4m6UDEYHw3UxVV1dryZIlWrVq\nlfLz8wMuuNu2bVNRUZEk6dWrV+rWrVvAH36bzaaXL1/62202W9A2SVq0aJGePn0atG+XLl1kNpvl\ncrkkSR8+fNCZM2c0d+7cRlgxEFyk1cK7d+9UV1en69eva8mSJVq9erVKSkoaZ/HATyKtHiRp0qRJ\nunTpkrxer54/f67q6mr17du3EVYPGIOtlGbIarUqMzNTcXFxqqio0K5du2SxWDRlyhRJ0tq1a/19\nP336pOjo6IDfj46O1qdPn/ztP+6e/NgmSbm5uQFjxcTE1DvWyZMnlZaWFnQ3BmgMkVgLbrdbbrdb\nVVVVysnJUWVlpTIyMmS1Wn95CwDQUJFYD5I0dOhQZWdnq7CwUJK0YsUKdezYMRRLBsKCne9mqEOH\nDoqLi5P07WJrt9t169atoH0tFos+fvwYcOzjx4/+D35ZLBa53e6gbcHG+rHvj/3Lysr0/PlzpaSk\n/PW6gD8VibUQFRUlSZozZ47MZrNsNpsSExN19+7dv1sk8JsisR4+fPigrVu3av78+Tpx4oS2b9+u\n48ePq6ys7G+XCYQd4RuS6r/Pr3v37qqqqpLH4/Efe/nypXr06OFvLy8vD9oWbKwf+75580Zfv35V\n165d5XQ69fr1ay1fvlxLly7VtWvXVFRUpJycnFAsD/ht4a6Fn9/KB8Ip3PXgcrlksVgUHx8vk8kk\nm82mfv36yel0hmJ5QFgQvv/DvF6v6urq5PV65fF4/B/mcjqdqq6uliRVVVWpsLBQI0eODDpGXFyc\nunfvrlOnTsnj8ej8+fMymUz+t79Hjx6t4uJi1dbW6vXr1yopKdHYsWODjhUfH68XL17o/v37+vz5\ns/Lz8zVq1Ci1atVKqampysrK0o4dO5SZmakRI0Zo4sSJWrBgQeOcHDQrTakWWrdurYSEBBUUFMjj\n8ejVq1e6ceOGhg0b1jgnB81OU6qHbt26qa6uTnfu3JH07f7wx48fB9wjDjQ1Jt/vfrQZTU5eXp7y\n8/MDjq1cuVLv37/X6dOn5Xa71aFDB40ZM0Z2u10tWnz7X2zr1q0aMGCAZsyYISnwu1zj4uKUnp7u\nv/D5fD4dPXpUFy5ckNls1syZMzV58mT/682fP1/r16/3X5Dv3bunQ4cOqaamRoMHDw76Pd+StG/f\nPsXGxvI93wiJplYLbrdbOTk5Ki0t5XuNEXJNrR5KS0t17NgxuVwutW3bVhMnTtS0adMa/TwBjYXw\nDQAAABiE204AAAAAgxC+AQAAAIMQvgEAAACDEL4BAAAAgxC+AQAAAIMQvgEAAACDEL4BAAAAgxC+\nAQAAAIMQvgEAAACDEL4BAAAAgxC+AQAAAIMQvgEAAACD/A/PZ+9lNK07dwAAAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "tr.data = tr.data * 500\n", "tr.data = tr.data + np.random.randn(len(tr))\n", "tr.plot()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Stream Exercises\n", "\n", "- Read all Tohoku example earthquake data into a stream object (\"./data/waveform\\_\\*\")\n", "- Print the stream summary" ] }, { "cell_type": "code", "execution_count": 33, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "8 Trace(s) in Stream:\n", "GR.BFO..BHE | 2011-03-11T05:46:23.021088Z - 2011-03-11T06:36:22.971088Z | 20.0 Hz, 60000 samples\n", "GR.BFO..BHN | 2011-03-11T05:46:23.021088Z - 2011-03-11T06:36:22.971088Z | 20.0 Hz, 60000 samples\n", "GR.BFO..BHZ | 2011-03-11T05:46:23.021088Z - 2011-03-11T06:36:22.971088Z | 20.0 Hz, 60000 samples\n", "II.PFO.00.BHZ | 2011-03-11T05:46:23.019500Z - 2011-03-11T06:36:22.969500Z | 20.0 Hz, 60000 samples\n", "II.PFO.10.BHZ | 2011-03-11T05:46:23.019500Z - 2011-03-11T06:36:22.994500Z | 40.0 Hz, 120000 samples\n", "SY.PFO.S3.MXE | 2011-03-11T05:47:31.587750Z - 2011-03-11T06:36:22.974250Z | 6.2 Hz, 18152 samples\n", "SY.PFO.S3.MXN | 2011-03-11T05:47:31.587750Z - 2011-03-11T06:36:22.974250Z | 6.2 Hz, 18152 samples\n", "SY.PFO.S3.MXZ | 2011-03-11T05:47:31.587750Z - 2011-03-11T06:36:22.974250Z | 6.2 Hz, 18152 samples\n" ] } ], "source": [ "st = read(\"./data/waveform_*\")\n", "print(st)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "- Use **`st.select()`** to only keep traces of station BFO in the stream. Show the preview plot." ] }, { "cell_type": "code", "execution_count": 34, "metadata": {}, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAxkAAALjCAYAAAB+ncg0AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nUhWDDCIiIiIiUtX/A6DJWQxIQIuzAAAAAElFTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "st = st.select(station=\"BFO\")\n", "st.plot()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "- trim the data to a 10 minute time window around the first arrival (just roughly looking at the preview plot)\n", "- display the preview plot and spectrograms for the stream (with logarithmic frequency scale, use `wlen=50` for the spectrogram plot)" ] }, { "cell_type": "code", "execution_count": 35, "metadata": {}, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAxcAAALjCAYAAABgVPiHAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nEgwuiIiIiIhIEgwuiIiIiIhIEv8Pq4gWvrjzzF8AAAAASUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAwoAAAIACAYAAAAi1JvzAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nKAAAAACI0FEAAAAAEKGjAAAAACDyfwHfsQ+I0VGHFgAAAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAwsAAAIACAYAAADNFvDNAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nAMD0/wApqycSPkCEXAAAAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAwoAAAIACAYAAAAi1JvzAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nMFAAAAAAkGCgAAAAACDx/wNFBNM9Qb32HAAAAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "t1 = UTCDateTime(2011, 3, 11, 5, 55)\n", "st.trim(t1, t1 + 10 * 60)\n", "st.plot()\n", "st.spectrogram(log=True, wlen=50);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "- remove the linear trend from the data, apply a tapering and a lowpass at 0.1 Hertz\n", "- show the preview plot again" ] }, { "cell_type": "code", "execution_count": 36, "metadata": {}, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAxcAAALjCAYAAABgVPiHAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nIlmwuCAiIiIiIln8H5pxf/jCwt2WAAAAAElFTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "st.detrend(\"linear\")\n", "st.filter(\"lowpass\", freq=0.1)\n", "st.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": "3.6.2" } }, "nbformat": 4, "nbformat_minor": 1 }