{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "An Investigation of Seismicity at \"Earthquake Fault\" Tourist Stop at Inyo National Forest and Seismogram Processing\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "By Masooma Hasnain
\n", "Final Project for Incorporated Research Institutions for Seismology: Seismology Skill Building Workshop Summer 2020\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "

Location: \"Earthquake Fault\" in Inyo National Forest

\n", "

Background: In Inyo National Forest, there is a stop on the side of the road dubbed as \"Earthquake Fault,\" after preliminary research, a more accurate name for the fracture would be a fissure. The cause of this fissure is attributed to the Inyo-Mono Crater eruptions, but the exact origin is unknown. The age of the fissure is undetermined.

\n", "

Reasoning for Location: Even though this fissure isn't an earthquake fault, I am interested in the location's recent seismicity.

" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "" ] }, { "cell_type": "code", "execution_count": 30, "metadata": {}, "outputs": [], "source": [ "import matplotlib.pyplot as plt\n", "import matplotlib.dates as mdates\n", "from obspy import UTCDateTime\n", "from obspy.clients.fdsn import Client\n", "import numpy as np\n", "client = Client(\"IRIS\")\n", "from obspy.signal.trigger import recursive_sta_lta\n", "from obspy.signal.trigger import plot_trigger\n", "from obspy.signal.trigger import trigger_onset\n", "from obspy.signal.trigger import trigger_onset\n", "from obspy.signal.cross_correlation import correlation_detector\n", "#for loading libraries" ] }, { "cell_type": "code", "execution_count": 31, "metadata": {}, "outputs": [], "source": [ "#search parameters\n", "startt=UTCDateTime(\"2000-09-15\")\n", "endt=UTCDateTime(\"2020-09-15\")\n", "maxrad=1.0\n", "minmag=4.\n", "lat = 37.6539\n", "lon = -118.9998" ] }, { "cell_type": "code", "execution_count": 32, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "20 Event(s) in Catalog:\n", "2014-05-30T07:48:33.910000Z | +38.392, -119.391 | 4.0 mb\n", "2013-10-21T17:04:11.250000Z | +37.515, -118.824 | 4.0 ML\n", "...\n", "2004-09-18T23:43:41.470000Z | +37.962, -118.621 | 5.4 MW\n", "2004-09-18T23:02:18.090000Z | +37.956, -118.677 | 5.4 MW\n", "To see all events call 'print(CatalogObject.__str__(print_all=True))'\n" ] } ], "source": [ "#catalog request\n", "#Warning: May take a few minutes if number of events is large\n", "cat=client.get_events(starttime=startt, endtime=endt, latitude=lat, longitude=lon, maxradius=maxrad, minmagnitude=minmag, catalog=\"ISC\")\n", "print(cat)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In the twenty years between 9/15/2000 and 9/15/2020, there have been 20 earthquakes with a magnitude of at least 4.0 in a 110 km radius to \"Earthquake Fault\" in Inyo National Forest, a 7,702.71 km2 area forest." ] }, { "cell_type": "code", "execution_count": 33, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "times = []\n", "mags = []\n", "for event in cat:\n", " times.append(event.origins[0].time.datetime)\n", " mags.append(event.magnitudes[0].mag)\n", " \n", "#convert to matplotlib number format\n", "mtimes=mdates.date2num(times)\n", "#plot to show magnitude of earthquakes in catalog over time\n", "fig1=plt.subplots(1,1)\n", "plt.plot_date(mtimes, mags, marker='o', color =\"#14687d\")\n", "plt.title('Earthquakes With A Magnitude Greater than 4.0 in Portion of Inyo National Forests from 2000 to 2020')\n", "plt.xlabel('Time(years)')\n", "plt.ylabel('Magnitude(Mw)')\n", "x = np.array(mtimes)\n", "y= np.array(mags)\n", "m, b = np.polyfit (x, y, 1) #line of best fit\n", "plt.plot(x, m*x +b)\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 34, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "28 Event(s) in Catalog:\n", "2015-01-04T03:18:09.620000Z | +34.608, -118.625 | 4.2 mb\n", "2014-12-30T23:26:17.810000Z | +33.576, -118.276 | 4.0 ML\n", "...\n", "2001-09-09T23:59:17.360000Z | +34.041, -118.492 | 4.2 mb\n", "2001-01-14T02:26:12.200000Z | +34.236, -118.512 | 4.0 mb\n", "To see all events call 'print(CatalogObject.__str__(print_all=True))'\n" ] } ], "source": [ "#comparison with area that is known to be seismically active\n", "#search parameters\n", "starttt=UTCDateTime(\"2000-09-15\")\n", "endt2=UTCDateTime(\"2020-09-15\")\n", "maxrad2=1.0\n", "minmag2=4.0\n", "lat2 = 34.0522\n", "lon2 = -118.2437 #Los Angeles\n", "cat2=client.get_events(starttime=starttt, endtime=endt2, latitude=lat2, longitude=lon2, maxradius=maxrad2, minmagnitude=minmag2, catalog=\"ISC\")\n", "print(cat2)\n", "times2 = []\n", "mags2 = []\n", "for event in cat2:\n", " times2.append(event.origins[0].time.datetime)\n", " mags2.append(event.magnitudes[0].mag)" ] }, { "cell_type": "code", "execution_count": 35, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "#convert to matplotlib number format\n", "mtimess=mdates.date2num(times2)\n", "#plot to show magnitude of earthquakes in catalog over time\n", "fig5=plt.subplots(1,1)\n", "plt.plot_date(mtimess, mags2, marker='o', color=\"#3198b7\")\n", "plt.title('Earthquakes With A Magnitude Greater than 4.0 in Los Angeles from 2000 to 2020')\n", "plt.xlabel('Time(years)')\n", "plt.ylabel('Magnitude(Mw)')\n", "x = np.array(mtimess)\n", "y= np.array(mags2)\n", "m, b = np.polyfit (x, y, 1) #line of best fit\n", "plt.plot(x, m*x +b)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In the twenty years between 9/15/2000 and 9/15/2020, there have been 28 earthquakes with a magnitude of at least 4.0 in a 110 km radius from the center of Los Angeles." ] }, { "cell_type": "code", "execution_count": 36, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[]" ] }, "execution_count": 36, "metadata": {}, "output_type": "execute_result" }, { "data": { "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "from matplotlib.pyplot import figure\n", "figure(num = None, figsize = (20,10), dpi=80, facecolor ='w', edgecolor ='k')\n", "fig, (ax1, ax2) = plt.subplots(nrows=2, sharex=True)\n", "fig.subplots_adjust(top=0.88)\n", "plt.tight_layout(pad=3.0)\n", "\n", "ax1.hist(mtimes, bins=20, color =\"#14687d\")\n", "ax1.xaxis.set_major_locator(mdates.YearLocator())\n", "ax1.xaxis.set_major_formatter(mdates.DateFormatter('%Y'))\n", "fig.subplots_adjust(top=0.8)\n", "fig.suptitle('Sesimicity Rates From 2000-2020',fontweight=\"bold\")\n", "ax1.set_title('Inyo National Forest')\n", "ax1.set_ylabel('Earthquakes/Year')\n", "ax1.plot()\n", "\n", "ax2.hist(mtimess, bins=20, color=\"#3198b7\")\n", "ax2.xaxis.set_major_locator(mdates.YearLocator())\n", "ax2.xaxis.set_major_formatter(mdates.DateFormatter('%Y'))\n", "ax2.set_title('Los Angeles')\n", "ax2.set_xlabel('Time(years)')\n", "ax2.set_ylabel('Earthquakes/Year')\n", "plt.tick_params(axis='x', which='major', labelsize=8)\n", "ax2.plot()\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Comparison of Seismicity in \"Earthquake Fault\" in Inyo National Forest To The Greater Los Angeles Area:\n", "

Inyo National Forest has a lower rate of seismicity compared to that of the Greater Los Angelest Area over Sept 2000- Sept 2020. This can be attributed to to location of the nearby fault zones. Inyo National Forests is located on the Eastern California Shear Zone, which extends into western Nevada.

\n", "

Los Angeles is known for its seismic activity due to its proximity to faults such as the Palos Verdes fault, Compton blind-thrust fault, Puente Hills blind thrust fault, and Sierra Madre faults. The higher seismic activity is easily seen by comparing Los Angeles' seismicity to other locations such as the Inyo National Forest. Recently, on Sept. 18th, 2020, there was a 4.5 Mw earthquake attributed to the Puente Hills blind thrust fault, which Los Angeles lies on top on.

" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Seismogram Processing from 4.5 Earthquake Felt in Los Angeles on 9/18/2020\n", "The earthquake's epicenter was outside of South El Monte, outside of the city of Los Angeles. The hypocenter was 18 kilometers, approximately 11 miles deep." ] }, { "cell_type": "code", "execution_count": 37, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Unfiltered seismogram recorded by the Art Center College of Design in California, 0.16 degrees away from the epicenter of the earthquake on 9/18/2020 PST.\n" ] } ], "source": [ "#Most Recent 4.0+ Earthquake in Los Angeles\n", "client = Client(\"IRIS\") \n", "network = \"CI\"\n", "channel = \"BHZ\"\n", "location =\"00\"\n", "station=\"PASC\"\n", "startt= UTCDateTime(\"2020-09-19T06:38:30\")\n", "endt = UTCDateTime(\"2020-09-19T06:40:00\")\n", "\n", "\n", "st=client.get_waveforms(network,station,location, channel, startt, endt)\n", "tr = st[0]\n", "fig = tr.plot()\n", "print(\"Unfiltered seismogram recorded by the Art Center College of Design in California, 0.16 degrees away from the epicenter of the earthquake on 9/18/2020 PST.\")" ] }, { "cell_type": "code", "execution_count": 38, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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\n", 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" ] }, "execution_count": 38, "metadata": {}, "output_type": "execute_result" } ], "source": [ "#filtering\n", "st.filter('bandpass', freqmin = 0.5, freqmax=3);\n", "tr=st[0]\n", "tr.plot()" ] }, { "cell_type": "code", "execution_count": 39, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "#auto-picking\n", "samprate = tr.stats.sampling_rate;\n", "cf = recursive_sta_lta(tr, int(5*samprate), int(10*samprate));\n", "fig = plot_trigger(tr, cf, 1.5, 0.5);" ] }, { "cell_type": "code", "execution_count": 40, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Calculated P wave:\n", "2020-09-19T06:38:40.019538Z\n" ] } ], "source": [ "trig = trigger_onset(cf, 1.2, 0.5)/samprate\n", "arrival = trig[0][0]\n", "pick = tr.stats.starttime + arrival\n", "print(\"Calculated P wave:\")\n", "print(pick)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Estimation of P wave arrival" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The estimated P wave arrival for the El Monte Earthquake was at Sept 19, 2020 at 6:38:40 UTC" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Notes:\n", "Although this earthquake was 4.5 Mw and not considered a strong earthquake, it serves to show to always be prepared for earthquakes, especially if you live in an location that has high seismicity rates. Earthquakes can happen at anytime, but with safety protocols and protective building standards, we can minimize harm." ] } ], "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 }