{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Quick Start\n", "\n", "The goal of this notebook is to provide you with a quick overview of some of the key features\n", "of EQcorrscan. From this you should be able to dig deeper into the API to learn some of the\n", "more advanced features." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Matched-filter earthquake detection\n", "\n", "One of the main applications of EQcorrscan is to detect earthquakes or other seimic signals\n", "using matched-filters (aka template-matching). To undertake matched-filtering templates are\n", "required. Templates are simply processed waveforms. In EQcorrscan templates are realised\n", "as `Template` objects, which contain the waveform data and meta-data associated with their\n", "creation. Groups of `Template` objects are stored in `Tribe` objects. To demonstrate this, we\n", "will create a `Tribe` for the Parkfield 2004 earthquake.\n", "\n", "Before we begin we will set up logging - EQcorrscan provides textual output through the \n", "native Python [logging library](https://docs.python.org/3/library/logging.html). The standard\n", "`DEBUG`, `INFO`, `WARNING`, `ERROR` and `CRITICAL` levels are supported. For this we will\n", "set to `ERROR` to reduce the output. When starting off you might want to set to `INFO`,\n", "or if something is happening that you don't expect, `DEBUG` will give you much more output." ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import logging\n", "\n", "logging.basicConfig(\n", " level=logging.ERROR,\n", " format=\"%(asctime)s\\t%(name)s\\t%(levelname)s\\t%(message)s\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "First we need a catalog of events. We will just use a few earthquakes from the NCEDC. We are also\n", "only going to used picks from the 20 most picked stations." ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/home/calumch/miniconda3/envs/conda_37/lib/python3.7/site-packages/obspy/imaging/maps.py:387: MatplotlibDeprecationWarning: \n", "The dedent function was deprecated in Matplotlib 3.1 and will be removed in 3.3. Use inspect.cleandoc instead.\n", " width=width, height=height, ax=ax)\n", "/home/calumch/miniconda3/envs/conda_37/lib/python3.7/site-packages/obspy/imaging/maps.py:435: MatplotlibDeprecationWarning: \n", "The dedent function was deprecated in Matplotlib 3.1 and will be removed in 3.3. Use inspect.cleandoc instead.\n", " bmap.drawcountries(color=\"0.75\")\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "%matplotlib inline\n", "from obspy import UTCDateTime\n", "from obspy.clients.fdsn import Client\n", "from eqcorrscan.utils.catalog_utils import filter_picks\n", "\n", "client = Client(\"NCEDC\")\n", "t1 = UTCDateTime(2004, 9, 28)\n", "t2 = t1 + 86400\n", "catalog = client.get_events(\n", " starttime=t1, endtime=t2, minmagnitude=2.5, minlatitude=35.7, maxlatitude=36.1,\n", " minlongitude=-120.6, maxlongitude=-120.2, includearrivals=True)\n", "fig = catalog.plot(projection=\"local\", resolution=\"h\")\n", "catalog = filter_picks(catalog=catalog, evaluation_mode=\"manual\", top_n_picks=20)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "When data are available via a `Client`, you can generate templates directly from the\n", "client without having to download data yourself. However, if you have data locally\n", "you can pass that data. Have a look at the notebook on \n", "[template creation](template_creation.ipynb) for more details on other methods." ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Tribe of 34 templates\n" ] } ], "source": [ "from eqcorrscan import Tribe\n", "\n", "tribe = Tribe().construct(\n", " method=\"from_client\", lowcut=4.0, highcut=15.0, samp_rate=50.0, length=6.0,\n", " filt_order=4, prepick=0.5, client_id=client, catalog=catalog, data_pad=20.,\n", " process_len=21600, min_snr=5.0, parallel=True)\n", "print(tribe)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This makes a tribe by:\n", "\n", "1. Downloading data for each event (if multiple events occur close in time they will share data;\n", "2. Detrending, filtering and resampling the data;\n", "3. Trimming the data around picks within each event in the catalog.\n", " \n", "To make this `Tribe` we used a few different arguments:\n", "\n", "- `lowcut`: This controls the lower corner frequency of a filter in Hz. EQcorrscan\n", " natively uses Obspy's butterworth filter functions. For more details, see the \n", " [Obspy docs](https://docs.obspy.org/packages/autogen/obspy.core.stream.Stream.filter.html).\n", " This can optionally be set to `None` to not apply filtering at low frequencies.\n", "- `highcut`: This controls the upper corner frequency of a filter in Hz. It is applied\n", " in tandem with lowcut, or can be set to `None` to not apply filtering at high frequencies.\n", "- `samp_rate`: The desired sampling-rate of the templates in Hz. EQcorrscan requires that\n", " templates and continuous data be sampled at the same rate. In this case we are downsampling\n", " data from 100.0 Hz to 50.0 Hz. We do this to reduce memory-load. EQcorrscan uses Obspy's\n", " [resampling method](https://docs.obspy.org/packages/autogen/obspy.core.stream.Stream.resample.html#obspy.core.stream.Stream.resample)\n", "- `length`: This is the length of the template waveform on each channel in seconds.\n", "- `filt_order`: This sets the number of corners/order of the filter applied using\n", " `highcut` and `lowcut`.\n", "- `prepick`: The number of seconds prior to a phase-pick to start a template waveform.\n", "- `client_id`: This is the `Client` or client ID (e.g. our client id would be `\"NCEDC\"`)\n", " from which to download the data from.\n", "- `catalog`: The catalog of events to generate templates for.\n", "- `data_pad`: A fudge-factor to cope with data centres not providing quite the data you asked\n", " for. This is the number of seconds extra to download to cope with this.\n", "- `process_len`: The length of data to download in seconds for each template. This should be\n", " the same as the length of your continuous data, e.g. if you data are in day-long files, this\n", " should be set to `86400`.\n", "- `min_snr`: The minimum signal-to-noise ratio required for a channel to be included in a\n", " template. This provides a simple way of getting rid of poor-quality data from your templates.\n", "- `parallel`: Whether to process the data in parallel or not. This will increase memory load,\n", " if you find yourself running out of memory, set `parallel=False` for these template\n", " construction methods.\n", " \n", "Lets have a quick look at the attributes of a `Template`:" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Template 2004_09_28t17_15_25: \n", "\t 20 channels;\n", "\t lowcut: 4.0 Hz;\n", "\t highcut: 15.0 Hz;\n", "\t sampling rate 50.0 Hz;\n", "\t filter order: 4; \n", "\t process length: 21600.0 s\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "print(tribe[0])\n", "fig = tribe[0].st.plot(equal_scale=False, size=(800, 600))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can see that this template has data from multiple stations, and that our processing parameters\n", "are stored alongside the template waveform. This means that we can ensure that when we work\n", "on continuous data to run matched-filtering the data are processed in the same way.\n", "\n", "Lets remove templates with fewer than five stations then use this tribe to detect earthquakes \n", "within the first few days of the Parkfield aftershock sequence:" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Tribe of 28 templates\n" ] } ], "source": [ "tribe.templates = [t for t in tribe if len({tr.stats.station for tr in t.st}) >= 5]\n", "print(tribe)\n", "party, st = tribe.client_detect(\n", " client=client, starttime=t1, endtime=t1 + (86400 * 2), threshold=9., \n", " threshold_type=\"MAD\", trig_int=2.0, plot=False, return_stream=True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This will:\n", "\n", "1. Download the data required;\n", "2. Process the data in the same way as the templates in the `Tribe` (note that your\n", " tribe can contain templates processed in different ways: these will be grouped into\n", " similarly processed templates and the matched-filter process will be run multiple\n", " times; once for each group of similar templates);\n", "3. Cross-correlate the templates with the processed data and stack the correlations;\n", "4. Detect within each templates stacked cross-correlation array based on a given threshold;\n", "5. Generate `Detection` objects with Obspy events and meta-data\n", " \n", "Again, we used a few arguments here:\n", "\n", "- `client`: This again is the client from which to download data;\n", "- `starttime`: The start of the data we want to detect within;\n", "- `endtime`: The end of the data we want to detect within;\n", "- `threshold`: The threshold for detection: note that the correlation sum is both\n", " positive and negative valued. Detections are made based on the absolute of the\n", " correlation vector, so both postively and negatively correlated detections are made;\n", "- `threshold_type`: The type of threshold to use, in this case we used `\"MAD\"`, the\n", " median absolute deviation, our `threshold` is the MAD multiplier;\n", "- `trig_int`: The minimum time (in seconds) between triggers. The highest absolute\n", " correlation value will be used within this window if multiple possible triggers\n", " occur. Note that this only applies within the detections from one template.\n", "- `plotvar`: We turned plotting off in this case;\n", "- `return_stream`: Setting this to `True` will return the pre-processed stream downloaded\n", " from the client, allowing us to reuse this stream for later processing.\n", " \n", "Lets have a look at the cumulative detections we made." ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig = party.plot(plot_grouped=True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We were returned a `Party` and a `Stream`. The `Party` is a container for `Family` objects. Each\n", "`Family` contains a `Template` and all the detections associated with that `Template`. Detections\n", "are stored as `Detection` objects.\n", "\n", "Lets have a look at the most productive family:" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Family of 106 detections from template 2004_09_28t20_05_53\n" ] } ], "source": [ "family = sorted(party.families, key=lambda f: len(f))[-1]\n", "print(family)" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig = family.template.st.plot(equal_scale=False, size=(800, 600))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can get a dictionary of streams for each detection in a `Family` and look at some of those:" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Detection on template: 2004_09_28t20_05_53 at: 2004-09-28T17:24:03.440000Z with 20 channels: [('BAP', 'SHZ'), ('BCW', 'EHZ'), ('BJC', 'EHZ'), ('BPO', 'SHZ'), ('BSG', 'EHZ'), ('PAP', 'SHZ'), ('PBW', 'SHZ'), ('PCA', 'EHZ'), ('PGH', 'EHZ'), ('PHP', 'SHZ'), ('PHS', 'SHZ'), ('PJC', 'EHZ'), ('PMM', 'EHZ'), ('PMR', 'EHZ'), ('PPT', 'SHZ'), ('PSA', 'SHZ'), ('PSM', 'SHZ'), ('PSR', 'EHZ'), ('PST', 'EHZ'), ('PTA', 'SHZ')]\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "streams = family.extract_streams(stream=st, length=10, prepick=2.5)\n", "print(family.detections[0])\n", "fig = streams[family.detections[0].id].plot(equal_scale=False, size=(800, 600))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "On some stations we can clearly see the earthquake that was detected. Remember that these data have not been filtered.\n", "\n", "We can also undertake cross-correlation phase-picking using our templates. This is achieved\n", "using the `lag_calc` method on `Party` or `Family` objects. You can also use the\n", "`eqcorrscan.core.lag_calc` module directly on other catalogs.\n", "\n", "We need to provide a merged stream to the lag-calc function. The stream we have obtained\n", "from `tribe.detect` has overlaps in it. Using `stream.merge()` would result in gaps at those\n", "overlaps, which we do not want. We use `stream.merge(method=1)` to take include the real data\n", "in that gap." ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/home/calumch/miniconda3/envs/conda_37/lib/python3.7/site-packages/obspy/signal/detrend.py:35: RuntimeWarning: invalid value encountered in true_divide\n", " data -= x1 + np.arange(ndat) * (x2 - x1) / float(ndat - 1)\n" ] } ], "source": [ "st = st.merge(method=1)\n", "repicked_catalog = party.lag_calc(st, pre_processed=False, shift_len=0.5, min_cc=0.4)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This returns a catalog with picks for each detected event. The arguments we have used are:\n", "\n", "- The stream that we downloaded previously;\n", "- `pre_processed`: Our data have not been processed, so we rely on `lag_calc` to process\n", " our data - this means that our data will be processed in the same way as our templates were;\n", "- `shift_len`: This is the maximum allowed shift (positive and negative) of the pick-time \n", " relative to the template moveout in seconds.\n", "- `min_cc`: The minimum normalised cross-correlation value required to generate a pick. Picks\n", " are made on the maximum correlation within a window.\n", " \n", "Lets look at one of the events that we have picked. The correlation value for the pick is\n", "stored in a comment:" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Pick\n", "\t resource_id: ResourceIdentifier(id=\"smi:local/08139539-1fec-4707-b60e-b87f68ecfb9e\")\n", "\t time: UTCDateTime(2004, 9, 28, 18, 45, 22, 820000)\n", "\t waveform_id: WaveformStreamID(network_code='NC', station_code='BPO', channel_code='SHZ', location_code='')\n", "\t method_id: ResourceIdentifier(id=\"EQcorrscan\")\n", "\t phase_hint: 'P'\n", "\t evaluation_mode: 'automatic'\n", "\t creation_info: CreationInfo(agency_id='eqcorrscan.core.lag_calc')\n", "\t ---------\n", "\t comments: 1 Elements\n" ] } ], "source": [ "print(repicked_catalog[100].picks[0])" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Comment(text='cc_max=0.439941', resource_id=ResourceIdentifier(id=\"smi:local/383b3803-a499-407b-bf1c-8d78ab4b73d1\"))\n" ] } ], "source": [ "print(repicked_catalog[100].picks[0].comments[0])" ] }, { "cell_type": "markdown", "metadata": { "pycharm": { "name": "#%% md\n" } }, "source": [ "## Note:\n", "\n", "Using long templates like this that include both P and S energy does not usually produce good\n", "correlation derived phase arrivals. This is simply a demonstration. You should carefully select\n", "your template length, and ideally include both P and S picks in the catalog that you use to\n", "make templates.\n", "\n", "Explore the rest of the tutorials and API docs for further hints.\n" ] } ], "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": "3.7.3" } }, "nbformat": 4, "nbformat_minor": 4 }