{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "## The 2017 Earthquake Swarm off the Coast of Valparaiso, Chile \n", "\n", " Author: Jelis J. Sostre Cortes\n", " \n", "" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This seismic sequence started on April, 2017 and was followed by more than 1,000 aftershocks. These events have been linked to other seismic swarms that have happened in the past, like in 2010 (which is believed to have brought the Valparaiso region of the plate closer to failure) and 2015 as shown in the picture above. The objective of this Jupyter Notebook is to address and analyze these seismic sequences." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Imports:" ] }, { "cell_type": "code", "execution_count": 80, "metadata": {}, "outputs": [], "source": [ "import matplotlib.pyplot as plt\n", "import matplotlib.dates as mdates\n", "from obspy import UTCDateTime\n", "from obspy import read_events\n", "from obspy.clients.fdsn import Client\n", "client = Client(\"IRIS\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ " Mainshock Seismogram\n", "\n", "This first section of code will create a seismogram of the mainshock of magnitude 6.9 by extracting the seismic trace from a downloaded stream object and then plotting it" ] }, { "cell_type": "code", "execution_count": 133, "metadata": {}, "outputs": [], "source": [ "network = \"C\"\n", "station = \"GO05\"\n", "location = \"--\"\n", "channel = \"BHZ\"\n", "client = Client(\"IRIS\")\n", "startt = UTCDateTime(\"2017-04-24T21:38:50\")\n", "endt = UTCDateTime(\"2017-04-24T21:41:00\")\n", "st = client.get_waveforms(network, station, location, channel, startt, endt)" ] }, { "cell_type": "code", "execution_count": 134, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "tr = st[0]\n", "fig = tr.plot()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Mainshock Spectrogram\n", "\n", "The following set of code will create a spectrogram of the mainshock" ] }, { "cell_type": "code", "execution_count": 159, "metadata": { "scrolled": true }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.rcParams['figure.figsize'] = (12, 4)\n", "fig = tr.spectrogram(show=False, per_lap=.5, wlen=1)\n", "ax = fig.axes[0]\n", "im = ax.images[0]\n", "im.set_clim(vmax=60000)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The spectrogram displays the frequency content as it changes with time. Here, we can observe the amount of energy that was released by the earthquake by analyzing the frequency content shown on the spectrogram. In this case, the energy begins abruptly in time and there is sustained energy that is strongest at lower frequencies and glides from lower to higher frequencies over time." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Setting the search parameters in IRIS event URL builder:\n", "\n", "This set of code describes the set parameters used and then stored in the chile object" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "startt = UTCDateTime(\"2017-03-01\")\n", "endt = UTCDateTime(\"2020-05-31\")\n", "maxrad = 4.0\n", "lat = -33.038\n", "lon = -72.062\n", "minmag = 3.0" ] }, { "cell_type": "code", "execution_count": 67, "metadata": {}, "outputs": [], "source": [ "chile = read_events(\"http://service.iris.edu/fdsnws/event/1/query?starttime=2017-03-01T00:00:00&endtime=2017-05-31T00:00:00&minmag=3.0&orderby=time&format=xml&lat=-33.038&lon=-72.062&maxradius=4.000&nodata=404\")" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "162 Event(s) in Catalog:\n", "2017-05-30T22:57:07.140000Z | -31.544, -69.291 | 4.6 mb\n", "2017-05-30T21:29:06.140000Z | -30.684, -71.648 | 4.3 mb\n", "...\n", "2017-03-06T13:35:16.000000Z | -31.238, -68.376 | 4.1 ML\n", "2017-03-05T01:52:06.360000Z | -30.354, -71.695 | 3.7 mb\n", "To see all events call 'print(CatalogObject.__str__(print_all=True))'\n" ] } ], "source": [ "print(chile)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ " Local Projection \n", "\n", "The following code will create a graph that displays a zoomed in projection of the events in the catalog object. These events correspond to the seismic sequence, including one month before and one month after the mainshock of magnitude 6.9" ] }, { "cell_type": "code", "execution_count": 75, "metadata": { "scrolled": false }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "chile.plot(projection=\"local\")\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ " Magnitude Over Time Graph\n", "\n", "The following code will create two list objects called times and mags. Then it will perform a loop to go through each event in the chile object and store the respective values of time and magnitude in each corresponding list." ] }, { "cell_type": "code", "execution_count": 78, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "2017-04-24 21:38:30.840000 6.9\n" ] } ], "source": [ "times = []\n", "mags = []\n", "for event in chile:\n", " times.append(event.origins[0].time.datetime)\n", " mags.append(event.magnitudes[0].mag)\n", "mtimes = mdates.date2num(times)\n", "print(times[97], mags[97])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This following section of code will create the Magnitude Over Time graph:" ] }, { "cell_type": "code", "execution_count": 76, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig1=plt.subplots(1,1)\n", "plt.plot_date(mtimes, mags, marker='+', markersize=10)\n", "plt.style.use('ggplot')\n", "plt.rcParams['figure.figsize'] = 12, 6\n", "plt.title('Magnitude Over Time')\n", "plt.xlabel('Date')\n", "plt.xticks(rotation=45)\n", "plt.ylabel('Magnitude')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In this magnitude vs date graph, we can observe how the earthquakes rapidly increased in the month of April and then decreased again. There are also multiple foreshocks and aftershocks visible in the previous and following months of the mainshock." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ " Seismicity rate in the 10 years prior to the event\n", "\n", "The following set of code will be focused on the change in seismicity rate over time in the central region of Chile. \n", "\n", "First, we must request the necessary data:" ] }, { "cell_type": "code", "execution_count": 49, "metadata": {}, "outputs": [], "source": [ "chile2 = read_events(\"http://service.iris.edu/fdsnws/event/1/query?starttime=2007-04-01T00:00:00&endtime=2017-04-30T00:00:00&minmag=3.0&orderby=time&format=xml&lat=-33.038&lon=-72.062&maxradius=5.000&nodata=404\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Next, we are once again setting a loop that will take the time and magnitude values, this time from the chile2 object, and storing them in separate lists:" ] }, { "cell_type": "code", "execution_count": 50, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "21387 Event(s) in Catalog:\n", "2017-04-29T22:15:56.970000Z | -31.289, -71.771 | 3.9 Mwr\n", "2017-04-29T08:54:00.480000Z | -33.200, -72.143 | 4.2 Mwr\n", "...\n", "2007-04-01T21:02:19.200000Z | -31.637, -71.917 | 3.9 ML\n", "2007-04-01T16:50:35.530000Z | -31.580, -71.901 | 4.3 mb\n", "To see all events call 'print(CatalogObject.__str__(print_all=True))'\n" ] } ], "source": [ "times = []\n", "mags = []\n", "for event in chile2:\n", " times.append(event.origins[0].time.datetime)\n", " mags.append(event.magnitudes[0].mag)\n", "mtimes = mdates.date2num(times)\n", "print(chile2)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The next section of code will create a Seismicity Rate Over Time graph:" ] }, { "cell_type": "code", "execution_count": 63, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig2, axes = plt.subplots(1,1)\n", "axes.hist(mtimes, bins=120, color=\"skyblue\", ec=\"black\")\n", "axes.xaxis.set_major_locator(mdates.YearLocator())\n", "axes.xaxis.set_major_formatter(mdates.DateFormatter('%Y'))\n", "plt.title('Seismicity Rate Over Time')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "After reviewing the resulting plot, it is evident how the seismicity rate in this specific region (central Chile) has been incredibly active, specially in 2010 where a devastating magnitude 8.8 earthquake occurred followed by a tsunami. Another significant peak is also visible at the end of the year of 2015, where another destructive magnitude 8.3 earthquake occured, which also triggered a tsunami. " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ " Final Thoughts and Conclusions:\n", "\n", "After analyzing the given seismic data and resulting graphs, it is evident that central Chile is one of the most seismically active regions in the world. As such, the largest earthquake ever recorded (of magnitude 9.5) occured along the Chile Trench in 1960, near the location of the Valparaiso swarm. Based on the depth and focal mechanism of these events, it is very likely they occured on the surface of the megathrust subducting Nazca plate. Additionally, The seismic swarm off the shore of Valparaiso is just one of many that have affected, and could affect this area." ] } ], "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": "3.5.2" } }, "nbformat": 4, "nbformat_minor": 4 }