diff --git a/docs/algorithms/Average_Algorithm.ipynb b/docs/algorithms/Average_Algorithm.ipynb new file mode 100644 index 0000000000000000000000000000000000000000..d9da8af533bd1f33865d9f48e15f677903db7bd7 --- /dev/null +++ b/docs/algorithms/Average_Algorithm.ipynb @@ -0,0 +1,258 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "\n", + "\n", + "Average Algorithm\n", + "-----------------\n", + "\n", + "Algorithm Theoretical Basis for \"Average Algorithm\"\n", + "\n", + "## Summary\n", + "The average algorithm creates an averaged stream from each of the traces in the timeseries that is passed to the algorithm. There are checks to ensure that the traces contain the same channels with the same timestamps but come from different observatories. This is used primarily for creating DST (Disturbance Storm Time) event data.\n", + "\n", + "## Math and Theory\n", + "The timeseries that is passed to the average algorithm process is looped over each observatory. The data related to each observatory is compiled into a 2D numpy array. As the data is input to the numpy array it is multiplied by a correctional value that defaults to 1 but can be changed by specifying an average_observatory_scale parameter. The correctional value is a weighting scale that varies from 0-1 in order to place a stronger reliance on certain observatories. The data in the 2D numpy array is then averaged into a single array using numpy's mean function. A new stream is created with this new data using a get_trace function that resets the stats to a new channel, station, network, interval, and location.\n", + "\n", + "## Practical Considerations\n", + "The averaging function can be called from the command line using the geomag.py script and adding in the optional call to --algorithm average. The algorithm can also be used from your own python script as shown below. This algorithm will take streams of multiple observatories but only one channel may be average at one time. " + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Imports" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "from geomagio.edge import EdgeFactory\n", + "from geomagio.algorithm import AverageAlgorithm\n", + "from obspy.core import UTCDateTime, Stream\n", + "import matplotlib.pyplot as plt" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Initialize variables and Plot the Input Timeseries" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [], + "source": [ + "channels = ['MSD']\n", + "observatories = ['SJG','HON','KAK','HER']\n", + "start = UTCDateTime('2018-08-02T18:00:00Z')\n", + "end = UTCDateTime('2018-08-03T12:00:00Z')\n", + "stream3 = Stream()\n", + "stream4 = Stream()\n", + "\n", + "input_factory = EdgeFactory()\n", + "for obs in observatories:\n", + " stream4 += input_factory.get_timeseries(\n", + " starttime=start,\n", + " endtime=end,\n", + " channels=channels,\n", + " observatory=obs,\n", + " type='variation',\n", + " interval='minute')\n", + "for obs in ['HON','SJG','GUA']:\n", + " stream3 += input_factory.get_timeseries(\n", + " starttime=start,\n", + " endtime=end,\n", + " channels=['MDT',],\n", + " observatory=obs,\n", + " type='variation',\n", + " interval='minute')\n", + " \n", + "# # These lines will plot each trace in the stream so that you can see which\n", + "# # observatory is contributing to different features\n", + "# stream4.plot()\n", + "# stream3.plot()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Initialize the Algorithm factory, run the averaging process and plot the output of the averaged stream" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", 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\n", + "text/plain": [ + "<matplotlib.figure.Figure at 0x1c1f9c1150>" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "algorithm_factory = AverageAlgorithm()\n", + "dst4_stream = algorithm_factory.process(stream4)\n", + "\n", + "algorithm_factory = AverageAlgorithm()\n", + "dst3_stream = algorithm_factory.process(stream3)\n", + "dst4_stream.plot()\n", + "dst3_stream.plot()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Set observatory scale/corrections and re-run the process. The Plot shows the scaled version of the averaging function." + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<matplotlib.figure.Figure at 0x1c202e7550>" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "scaled_factory = AverageAlgorithm(scales = [.2, 2, .5, .5])\n", + "averaged_scaled_series = scaled_factory.process(dst4_stream)\n", + "averaged_scaled_series.plot()" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "2 Trace(s) in Stream:\n", + "NT.old.R0.DST | 2018-08-02T18:00:00.000000Z - 2018-08-03T12:00:00.000000Z | 60.0 s, 1081 samples\n", + "NT.USGS.R0.DST | 2018-08-02T18:00:00.000000Z - 2018-08-03T12:00:00.000000Z | 60.0 s, 1081 samples\n" + ] + }, + { + "data": { + "image/png": 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\n", 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\n", + "text/plain": [ + "<matplotlib.figure.Figure at 0x1c1fe16f90>" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# This obtains the currently running (old version) of DST data\n", + "dst_factory = EdgeFactory()\n", + "chan = ['MGD','MSD',]\n", + "OG_DST = input_factory.get_timeseries(\n", + " starttime=UTCDateTime('2018-08-02T18:00:00Z'),\n", + " endtime=UTCDateTime('2018-08-03T12:00:00Z'),\n", + " channels=chan,\n", + " observatory='USGS',\n", + " type='variation',\n", + " interval='minute')\n", + "\n", + "# This just renames the channels for clarity in comparing the old and new DST\n", + "OG_DST.select(channel='MGD')[0].stats.channel = 'DST'\n", + "OG_DST.select(channel='DST')[0].stats.station = 'old'\n", + "OG_DST.select(channel='MSD')[0].stats.channel = 'DST3'\n", + "OG_DST.select(channel='DST3')[0].stats.station = 'old'\n", + "dst3_stream[0].stats.channel = 'DST3'\n", + "dst4_stream[0].stats.channel = 'DST'\n", + "\n", + "# # Plots each stream separately\n", + "# OG_DST.plot()\n", + "# dst3_stream.plot()\n", + "# dst4_stream.plot()\n", + "\n", + "# For easier comparison\n", + "all_streams = OG_DST + dst3_stream + dst4_stream\n", + "all_dst3 = all_streams.select(channel='DST3')\n", + "all_dst = all_streams.select(channel='DST')\n", + "print(all_dst)\n", + "all_dst3.plot()\n", + "all_dst.plot()\n", + " " + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 2", + "language": "python", + "name": "python2" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 2 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython2", + "version": "2.7.14" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/geomagio/algorithm/AverageAlgorithm.py b/geomagio/algorithm/AverageAlgorithm.py index ace31bcab4525ac78ccca587e3f39fbf4624b81e..7aa473c92999bd8831d1e4a58d7e325d63791133 100644 --- a/geomagio/algorithm/AverageAlgorithm.py +++ b/geomagio/algorithm/AverageAlgorithm.py @@ -29,11 +29,12 @@ class AverageAlgorithm(Algorithm): """ - def __init__(self, observatories=None, channel=None): + def __init__(self, observatories=None, channel=None, scales=[None,]): Algorithm.__init__(self) self._npts = -1 self._stt = -1 self._stats = None + self.scales = scales self.observatories = observatories self.outchannel = channel self.observatoryMetadata = ObservatoryMetadata() @@ -72,6 +73,11 @@ class AverageAlgorithm(Algorithm): raise AlgorithmException( 'Received timeseries have different lengths') + if numpy.isnan(ts.data).all(): + raise AlgorithmException( + 'Trace for %s observatory is completely empty.' + % (ts.stats.station)) + if ts.stats.starttime != self._stt: raise AlgorithmException( 'Received timeseries have different starttimes') @@ -93,6 +99,21 @@ class AverageAlgorithm(Algorithm): if not self.outchannel: self.outchannel = timeseries[0].stats.channel + if not self.observatories: + self.observatories = [] + for trace in timeseries: + self.observatories += [trace.stats.station,] + + # Set Correction values if specified and add a dicitonary + # if observatory is not already set in CORR + if self.scales[0]: + for obs in self.observatories: + if obs not in CORR: + new_obs = {str(obs): 1.0} + CORR.update(new_obs) + for (i, obs) in enumerate(self.observatories): + CORR[obs] = self.scales[i] + # Run checks on input timeseries self.check_stream(timeseries) @@ -118,45 +139,9 @@ class AverageAlgorithm(Algorithm): stream = obspy.core.Stream(( get_trace(self.outchannel, self._stats, dst_tot), )) - # TODO: move this to a better place - interval = None - if 'data_interval' in timeseries[0].stats: - interval = timeseries[0].stats.data_interval - elif timeseries[0].stats.delta == 60: - interval = 'minute' - elif timeseries[0].stats.delta == 1: - interval = 'second' - - # set the full metadata for the USGS station used for averaged - # data sets - self.set_metadata( - stream=stream, - observatory='USGS', - channel=self.outchannel, - type=stream[0].stats.data_type, - interval=interval) - # return averaged values as a stream return stream - def set_metadata(self, stream, observatory, channel, type, interval): - """set metadata for a given stream/channel - Parameters - ---------- - observatory : str - observatory code - channel : str - edge channel code {MVH, MVE, MVD, ...} - type : str - data type {definitive, quasi-definitive, variation} - interval : str - interval length {minute, second} - """ - - for trace in stream: - self.observatoryMetadata.set_metadata(trace.stats, observatory, - channel, type, interval) - @classmethod def add_arguments(cls, parser): """Add command line arguments to argparse parser. @@ -216,11 +201,19 @@ def get_trace(channel, stats, data): obspy.core.Trace trace containing data and metadata. """ - stats = obspy.core.Stats(stats) - - stats.channel = channel - stats.station = 'USGS' - stats.network = 'NT' - stats.location = 'R0' - - return obspy.core.Trace(data, stats) + New_stats = obspy.core.Stats(stats) + + interval = None + if 'data_interval' in stats: + New_stats.data_interval = stats.data_interval + elif stats.delta == 60: + New_stats.data_interval = 'minute' + elif stats.delta == 1: + New_stats.data_interval = 'second' + + New_stats.channel = channel + New_stats.station = 'USGS' + New_stats.network = 'NT' + New_stats.location = stats.location + + return obspy.core.Trace(data, New_stats)