{ "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", "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', 'number_of_records': 32, 'encoding': 'STEIM1', 'byteorder': '>', 'record_length': 4096, 'filesize': 356352})\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": 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\n", 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\n", "text/plain": [ "
" ] }, "execution_count": 17, "metadata": {}, "output_type": "execute_result" } ], "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": 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\n", 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\n", 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" ] }, "execution_count": 19, "metadata": {}, "output_type": "execute_result" } ], "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": 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\n", 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\n", 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" ] }, "execution_count": 20, "metadata": {}, "output_type": "execute_result" } ], "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": {}, "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", "6903.56237783\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": 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\n", 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\n", 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" ] }, "execution_count": 26, "metadata": {}, "output_type": "execute_result" } ], "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": 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\n", 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\n", 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" ] }, "execution_count": 27, "metadata": {}, "output_type": "execute_result" } ], "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 Nov 4 09:56 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": 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\n", 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\n", 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" ] }, "execution_count": 29, "metadata": {}, "output_type": "execute_result" } ], "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": 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zmTVr1n7j5gcMGEB5eTnl5eU8/fTTXHfddXz88cdAMPRm7NixfPrpp7z11luUlpYyd+5clixZwvbt2zNxKCIt1rZt2/jDH/7AhAkT6NSpE23btuWss87iueeey3RoIiIijUrJfhObOXMmd9xxB6WlpSxYkHj6/uOOO46jjz6a5cuXAzBjxgy++OILnnzySfr164fnefTt25cZM2aQn5/fVOGLZIWHHnqIyspKrrrqqr1lZ599Np988gmffPJJBiMTERFpXEr2m9AHH3zAypUrufDCCzn33HOZOXNmwroLFy5k5cqVDB8+HIDXXnuN008/ndzc3KYKVyRrzZs3j7POOouePXvuLfvqV79KTk4Ozz//fAYjExERaVxK9pvQzJkzOf3008nPz+eCCy5g9uzZe3+AC2DFihXk5+fTqVMnjj/+eP793/+dPn36AMF4/R49emQqdJGsUVNTw/vvv88JJ5ywT3nHjh059dRTNZRHRESyipL9JlJTU8OsWbO44IILAPj6178OBD2MMUVFRWzbto3t27ezbt06/va3v3H//fcD0L17dzZv3rx/wyJSLytWrGD79u2MHDlyv3Vnn302CxYsoLS0NAORiYiIND4l+03k9ddfZ+PGjfz0pz+lR48e9O7dm/Ly8oRDeXr37s3pp5/Oiy++CMCpp57KSy+9xM6dO5sybJGss3Bh8LMZI0aM2G/dWWedxZ49e3jppZeaOiwREZG0ULLfRB5//HHMjKVLl7Jo0SIWLVrE3Llzee6552rtRdy0aRMvvfQSxxxzDAA/+MEP6N69OxdeeCGrV68GoLi4mHHjxrFt27YmPRaRlmzhwoUUFBTQvXv3/db16dOHQYMG8fLLL2cgMhERkcanZD/NzjjjDO644w6efvppJkyYQI8ePfYu3/jGN+jfvz9PPfUUAJ988sneefaHDRvGyJEj+fWvfw1Abm4u8+fP5/DDD2f06NF06tSJs846iyFDhtCpUycA8vLyePPNNwF48803ycvLy8xBizRjCxcu5Pjjj0+4fuTIkSxZsqQJIxIREUkfL36ud9nPCGBhKhUrKiro0KFDmsM5cDt37iQnJ4dWrfRZTw4uNTU15Ofnc+ONN3L99dfXWufuu+9m0qRJlJWV0bp16yaOUEREpF5GAu8nq6BsT0QOGskezo0ZOnQoFRUVe4fLiYiItGRK9kXkoBF7ODdZsj9s2DAAFi9e3CQxiYiIpJOS/UbWEoZF+b6P53mZDkOkyb333nsUFhbSrVu3hHUOO+wwDj/8cI3bFxGRrNAm0wGY2aHAo8ApwHpggnPu1VrqTQAuBwYDNznn7opbPw64DegMPAVc4ZyrCtf1A2YAxwEfA5c65xq9265169bs2bOHtm3bNnbTjSb2YUTJvhyMFi5cmLRXP2bYsGHq2RcRkazQHHr2pwEbgUOAicCTZta1lnobgZuAufErzGwIcA9wHtAbKAjrxswCXgK6AX8CnjGzRv+g065dO3bv3k1VVRU1NTXNbtm9e/feh3NFDja+77NkyRKOO+64OusOHTpUPfsiIpIVMtqzb2Z5wLlAgXOuAphjZtcC5xD0xO/lnJsTbvOdWpq6CPirc+69sM6twB+BSWY2EBgInBT29P/ezH4BjAYWNObxeJ5Hbm4ue/bsoaqqqlkN6fE8j1atWtG+fXvNwiMHpS1btrBt2zaKiorqrDts2DCmTp1KaWkpXbp0aYLoRERE0iPTw3iKgFLn3KZI2WLg2Hq2Mwh4Ma6NQjPLDdctjw3pCS0J97Ffsm9mOcDeru8pU6Z0LCgoSDkQz/No27Ztsx7KI3IwWrVqFQD9+vWrs+7QoUMB+PDDDznppJPSGpeIiEg6ZbqLNw8oiysrC8sPpJ2ySHl993EDUBpbpk+f3qi9/yKSGfVJ9o8++mjatm2rcfsiItLiZTrZLyd4oDaqc1h+IO10jpTXdx93Al1iy/jx48fUMxYRaYZWrVpF9+7dUxqW065dO4455hiN2xcRkRYv08n+CqCLmfWIlA0DltWznY+AIXFtrHHO7QzXDTSz6LiaoYn24ZyrdM6VxZaCgoId9YxFRJqhVatWpdSrH6MZeUREJBtkdMy+c67czOYCk83sGuA0gqk1n42vG86e0wZoDbQxs/bAbudcNfAXYL6ZPQysAn4JPB7uY7mZLQeuN7MpwI+AauCdtB+giDQb9U32Bw0axNy5c/W7FCIi0qJlumcfYALBdJklwFTAnHNbzexiM4v2vt8E7AS+D9wavr4EwDn3IfBzgg8JGwjm6789su1FwDeAbcCPgfOdc3vSeVAi0rysXr26Xsl+//79KS0tpaSkJI1RiYiIpJfXnKaHbKZGAAszHYSINNzOnTvp0KEDjzzyCOPGjUtpm8WLFzN8+HD+/ve/86UvfSm9AYqIiDTMSOD9ZBWaQ8++iEharVmzBkhtJp6YWN0VK1akJSYREZGmoGRfRLJefabdjMnLy6Nnz55K9kVEpEVTsi8iWW/VqlXk5ubSs2fPem3Xv39/Vq5cmaaoRERE0k/JvohkvVWrVtG3b996z6pTVFSknn0REWnRlOyLSNar77SbMf3792fFihVoIgMREWmplOyLSNZraLJfVFSk6TdFRKRFU7IvIlmturqa4uJi+vbtW+9t+/fvD6Bx+yIi0mIp2ReRrPbpp59SVVXV4GE8oOk3RUSk5VKyLyJZrbi4GIDCwsJ6b5uXl0ePHj3Usy8iIi2Wkn0RyWobNmwA4Mgjj2zQ9pqRR0REWjIl+yKS1davX09+fj55eXkN2l5z7YuISEumZF9Estr69evp3bt3g7eP9exr+k0REWmJlOyLSFbbsGHDASX7/fv3Z9u2bZp+U0REWiQl+yKS1davX9/g8frA3ll8Vq9e3VghiYiINBkl+yKS1Q60Zz82i8+aNWsaKyQREZEm0ybTAZjZocCjwCnAemCCc+7VWurlAg8D5wJbgYnOuVnhuhuBGyPV2wKfOOeGhOuLgcOAmnD94865K9NxPCLSfFRWVvKvf/3rgHr2u3btSpcuXZTsi4hIi5TxZB+YBmwEDgG+DjxpZv2cc1vj6k0GugG9gMHAPDNb6Jz7xDl3B3BHrKKZPQ0si9v+VOfcu+k6CBFpfmLTbh5Izz4EvftK9kVEpCXKaLJvZnkEPfUFzrkKYI6ZXQucA8yIq34JcJ5zrgx4x8zmAhcCt8S1mQ+cyb49/fWJKQfIib2fMmVKx4KCgoY0JSIZdqBz7Mco2RcRkZYq02P2i4BS59ymSNli4NhoJTPrCvQAPkxWL/QdYKlz7uO48jlm9pmZPWNmfZLEdANQGlumT5++ILVDEZHmZv369YB69kVE5OCV6WQ/DyiLKysLy+PrVYe9/8nqAVwMzIwruwgoIPhwsY4g8fcSxHQn0CW2jB8/fkwdxyAizdSGDRvo1q0bHTp0OKB2CgsLWbt2LdXV1Y0UmYiISNPI9Jj9cqBzXFnnsDy+Xmsz6xBJ+PerZ2ZHAicRJPd7OefeCV/uCocJlQKFwH5z6TnnKoHKSNGOlI9GRJqVA512M6awsJDdu3ezcePGA/6WQEREpCllumd/BdDFzHpEyoYR93Bt+LDuZmBIsnrA94D5ccOC4vnhIiJZ7kCn3YzR9JsiItJSZbRn3zlXHj5oO9nMrgFOI5hp59laqj8O/MrMvkcwVv+bwIlxdS4GfhctMLOjCGbweQ9oR/BA71qguPGORESao/Xr13PCCScccDuxh/TXrFnDmDEa2SciIi1Hpnv2ASYAvYESYCpgzrmtZnaxmUV77icRDL/ZBDxJMB//8thKMxsEDASejmu/E/AQsI0gwe8PnOucq0FEstr69esbpWe/Q4cOHH744erZFxGRFsfzfY1oqcMIYGGmgxCR+tm1axe5ubk8+uij/PCHPzzg9r785S8zYMAAHnvssUaITkREpFGMBN5PVqE59OyLiDS6xvpBrZi+ffuqZ19ERFocJfsikpUaO9kvLCxk9er9JvASERFp1pTsi0hWiv2gVq9evRqlvcLCQjZu3EhlZWXdlUVERJoJJfsikpXWr19P9+7dD/gHtWIKCwvxfZ+1a9c2SnsiIiJNQcm+iGSlDRs2NMoPasVorn0REWmJlOyLSFZqrGk3Y3r37k3r1q2V7IuISIuiZF9EslJj9+y3adOG3r17K9kXEZEWRcm+iGSlxu7Zh2Aoj5J9ERFpSZTsi0jWqaiooKSkRMm+iIgc9JTsi0jW+fTTTwEadRgPKNkXEZGWR8m+iGSd2Bz76ejZLykpYfv27Y3aroiISLoo2ReRrBP79dzG+kGtGE2/KSIiLY2SfRHJOuvXr+eQQw4hNze3Udvt27cvoGRfRERaDiX7IpJ10jETD8Dhhx9Obm6ukn0REWkx2mQ6ADM7FHgUOAVYD0xwzr1aS71c4GHgXGArMNE5NytcNxZ4DaiIbHKGc+7NcH0/YAZwHPAxcKlzbnGaDklEMqyx59iP8TyPgoICJfsiItJiNIee/WnARuAQYCLwpJl1raXeZKAb0Au4EJhuZgMi6z9xzuVFljcj62YBL4Xb/wl4xswy/kFHRNIjXT37oBl5RESkZclowmtmeQQ99QXOuQpgjpldC5xD0BMfdQlwnnOuDHjHzOYSJP231LGPgcBA4CTnXBXwezP7BTAaWFBL/RwgJ/Z+ypQpHQsKChp4hCKSCenq2Ycg2X/jjTfS0raIiEhjy3TPfhFQ6pzbFClbDBwbrRT29PcAPkxSr8DM/mVmK8xskpm1DssHAcvDRD9mSfw+Im4ASmPL9OnT9/tAICLNV0VFBVu2bElrz/7q1avxfT8t7YuIiDSmTCf7eUBZXFlZWB5frzrs/a+t3sfAcIIPBOcCBlxdz33E3Al0iS3jx48fk9KRiEizEJtjP509+xUVFXz++edpaV9ERKQxZXrcejnQOa6sc1geX6+1mXWIJPx76znnNgObw/KPzOw2YALwn/XYB2FblUBlpGhHykcjIhkXm2M/nT37EEy/edhhh6VlHyIiIo0l0z37K4AuZtYjUjYMWBat5JzbSpDMD0lWL6Im8vojYKCZtY2UDU2yrYi0YLGe/cb+Qa0Y/bCWiIi0JBlN9p1z5cBcYLKZ5ZrZN4HBwLO1VH8c+JWZdTKzLwHfBP4KwdSbZtY7fF0E3AQ8F+5jObAcuN7McsxsAlANvJPeoxORTNiwYQOHHnoo7du3T0v7+fn55OfnK9kXEZEWIdM9+xAMt+kNlABTAXPObTWzi80s2vs+ieCh2U3AkwTz8S8P140E3jWzHQRTbM4B7olsexHwDWAb8GPgfOfcnjQek4hkSDqn3YzR9JsiItJSeJpRok4jgIWZDkJEUnPmmWfStm1b/vu//ztt+/j2t79NWVkZL7/8ctr2ISIikoKRwPvJKjSHnn0RkUazbt06+vTpk9Z9qGdfRERaCiX7IpI1fN+nuLiYdP8QXt++fVm3bh3V1dVp3Y+IiMiBUrIvIlmjpKSEHTt2pD3ZLywsZPfu3Xz66adp3Y+IiMiBUrIvIlmjuLgYoEmSfdD0myIi0vwp2ReRrNFUyX6sfSX7IiLS3CnZF5GsUVxcTKdOnejatWta99O+fXt69uypZF9ERJo9JfsikjWKi4vp06cPnuelfV+akUdERFoCJfsikjXWrl2b9iE8MUr2RUSkJVCyLyJZoymm3YxRsi8iIi2Bkn0RyQpNNcd+TGFhIZ9++im7du1qkv2JiIg0hJJ9EckKW7Zsoby8vEmTfQiGDomIiDRXSvZFJCs01bSbMZprX0REWgIl+yKSFZo62T/yyCNp3bq1kn0REWnWlOyLSFZYu3YteXl5dOvWrUn216ZNG4466igl+yIi0qy1yXQAZnYo8ChwCrAemOCce7WWernAw8C5wFZgonNuVrjubOCXwCBgO/Cwc25yZNti4DCgJix63Dl3ZZoOSUQyoCnn2I/p27evkn0REWnWmkPP/jRgI3AIMBF40sxq+/nLyUA3oBdwITDdzAaE6zoBNxEk9KOBC83skrjtT3XO5YWLEn2RLNOUM/HEaPpNERFp7jLas29meQQ99QXOuQpgjpldC5wDzIirfglwnnOuDHjHzOYSJP23xHr4Q+vM7GngBODPDYgpB8iJvchbEP0AABh1SURBVJ8yZUrHpk4gRKT+iouLGTNmTJPus7CwkKeeeqpJ9ykiIlIfme7ZLwJKnXObImWLgWOjlcKe/h7Ah8nqRYwGlsWVzTGzz8zsGTPrkySmG4DS2DJ9+vQFdR+GiGRSU8+xH1NUVMTWrVspKSlp0v2KiIikKtPJfh5QFldWFpbH16sOe/+T1cPMrgB6Ao9Fii8CCgg+XKwjSPwTDey9E+gSW8aPH9+0XYUiUm+fffYZ27dvp1+/fk2634EDBwKwfPnyJt2viIhIqjL9gG450DmurHNYHl+vtZl1iCT8+9ULH9SdBHzFObczVu6ceyd8uSscJlQKFAKr4wNyzlUClZGiHfU6IhFpckuXLgVgyJAhTbrfoqIiPM9j+fLljB49ukn3LSIikopM9+yvALqYWY9I2TDihuA457YCm4EhieqZ2Rjgv4BvOudWJtmnHy4ikiWWLl1Kbm7u3h+6aiq5ubkcddRR6tkXEZFmK6M9+8658vBB28lmdg1wGjAYeLaW6o8DvzKz7xGM1f8mcCKAmQ0HZgMXOecWRjcys6MIZvB5D2gH3AKsBYrTcUwi0vSWLl3KoEGDaN26dZPve+DAgUr2RUSk2cp0zz7ABKA3UAJMBcw5t9XMLjazaA//JILhN5uAJwnm44/9C/tToDvBWPzycHkhXNcJeAjYRpDg9wfOdc7VICJZYenSpQwePDgj+1ayLyIizZnn+xrRUocRwMI6a4lIRtTU1NC5c2duvvlmrrvuuibf/7Rp0/jZz35GRUUFbdpk+jEoERE5yIwE3k9WoTn07IuINNjatWvZsWNHxnr2BwwYwO7duykuLs7I/kVERJJRsi8iLVpsJp5MDuMBTb8pIiLNk5J9EWnRli5dSn5+Pr169crI/o888khyc3OV7IuISLOkZF9EWrTYw7mel+h38tKrVatWDBgwQMm+iIg0S0r2RaRFy+RMPDGakUdERJorJfsi0mLt3r2bjz/+WMm+iIhIAkr2RaTFWrlyJVVVVc0i2d+8eTNlZWUZjUNERCSekn0RabHefvttWrVqxZAhQzIaR2xGno8//jijcYiIiMRTsi8iLdYzzzzDSSedRLdu3TIax6BBg2jVqhVLlizJaBwiIiLxlOyLSItUVlbGK6+8wre+9a1Mh0KHDh0YMGAAixcvznQoIiIi+9Bvu4tIizRv3jyqqqqaRbIPMHz4cBYtWpTRGHzfZ9WqVVRWVtKmTRuOPPJIOnbsmNGYREQks9SzLyIt0jPPPMOIESPo06dPpkMBgmR/8eLF1NTUNPm+33//fb7//e9zxBFHUFRUxODBgzn66KPJz8/nxBNP5KabbmLlypVNHpeIiGSekn0RaXF27drFvHnzOP/88zMdyl7Dhg1j+/btFBcXN9k+t2zZwvjx4zn++OP55z//yQ9/+ENeeOEF3n77bV5//XXuu+8++vXrx7Rp0ygqKuKUU07hueeew/f9JotRREQyS8N4RKTFeeWVVygvL282Q3gg6NkHWLRoEX379k37/tatW8fXvvY1PvvsM373u98xYcIE2rTZ90/62LFjGT9+PDt37uTpp59m2rRpnHPOOQwePJjrr7+eCy64YL9tREQku3iZ7uExs0OBR4FTgPXABOfcq7XUywUeBs4FtgITnXOzIuvHAbcBnYGngCucc1Xhun7ADOA44GPgUudcqk/SjQAWNuTYRKTxlZWV8ZWvfIWqqiqWLl2K53mZDmmvHj16cPnll3PLLbekdT+ffPIJX/va12jdujWvvPIK/fr1S2k73/d56623uOuuu5g3bx4FBQVcd911XHrppXTo0CGtMYuISFqMBN5PVqE5DOOZBmwEDgEmAk+aWdda6k0GugG9gAuB6WY2AMDMhgD3AOcBvYEC4KbItrOAl8Lt/wQ8Y2bqzhJpYXbt2sV5553HmjVrmDVrVrNK9CEYypPuGXk2b97MKaecQseOHXnrrbdSTvQBPM/j5JNP5vnnn2fRokWMHj2aq6++moKCAm6//Xa2bt2axshFRCQTMprwmlkeQU99gXOuAphjZtcC5xD0xEddApznnCsD3jGzuQRJ/y3ARcBfnXPvhe3eCvwRmGRmA4GBwElhT//vzewXwGhgQS0x5QA5sfdTpkzpWFBQwLx589iyZUtjHr6IpKiqqorly5fz2muvsXTpUl566SWGDh2a6bD2M3z4cJ544om0tb9nzx4uvPBCqqurefXVVzniiCMa3NawYcOYOXMmt956K3fffTe33XYbd911F1dccQWXXnopxx57bCNGHsS+fv161qxZw9q1a/n888/ZsmULJSUllJSUsH37dnbv3k1VVRW7d+9m9+7dtG7dmnbt2u2ztG3blnbt2pGbm0v79u1p37793teJ/tumTRs8z6NVq1Z4nlfra9/3G7zU1NQc0HYHoqEfeBuyXXP7cC1yMOvWrRtnnnlmSnUz3btdBJQ65zZFyhYD+/wrE/b09wA+jKt3Qvh6EPBi3LrCcOjPIGB5bEhPaEm4j/2SfeAG4NexN9OnT+c3v/kNN910Ex988EF9jk1EGtFRRx3FkCFDuPPOOzn55JMzHU6thg8fzpQpU9i6dStdu9b2BeWBueGGG3jrrbd47bXXDijRj+rbty/Tpk1j0qRJ3HfffTzwwAPcfffdHHPMMZxxxhmcfPLJjBo1iiOOOCJpsldZWcnmzZvZuHEjxcXFrF69mjVr1uxd1q1bR3V19d76Xbp0oXv37nuXrl277pPQt2nThpqaGqqqqvZbysvLqaysZOfOnezatavW/4qIZLPjjjuuxST7eUBZXFkZkF9Lveqw9z9aLy9BO2WR8kT7yKN2dxIMCQJg/Pjxw4AFf//73zWDhUiGtGrVinbt2mU6jDrFHtJdvHgxY8eObdS2X375ZaZOncrdd9/NmDFjGrVtgMMPP5zbb7+dSZMm8fLLLzN79mxmz57NPfcEfw47dOhAQUEBXbp0IS8vD9/3qaqqYsuWLWzatImSkpJ92uvWrRuFhYUUFhYycuRI+vbtu/d9nz59yMnJqS2MRhGLLZb479mzJ2lPfE1Nzd5e/nQv0W8Uoks6zkFzbk9Emk6mk/1yggdqozqH5fH1WptZh0jCH60X307nSHmq+wDAOVcJVEaKdgBp/YdJRLJDUVER7du354MPPmjUZL+iooIrrriCU045hZ/97GeN1m5tcnJyOPvsszn77LMBWLt2LYsXL2bVqlUUFxdTVlZGeXk5rVq1om3btgwZMoSePXvSs2dPjjjiCHr27Ln3Q0GmeJ5HTk4OOTk5GY1DRKQ5yHSyvwLoYmY9nHObw7JhBOPt93LObTWzzcAQ4B+ResvC1x+F64isW+Oc22lmHwEDzaytc253uH4o8NvGPxwROZi1adOGUaNG8fbbbzdqUn7zzTezceNGXnzxxSYfN92nT59m88NlIiJSfxlN9p1z5eGDtpPN7BrgNGAw8Gwt1R8HfmVm3yMYb/9N4MRw3V+A+Wb2MLAK+GVYH+fccjNbDlxvZlOAHwHVwDvpOzIROViNHTuW6dOnU1NTQ6tWBz7h2aJFi7jnnnu45ZZbKCoqaoQIRUTkYNIcpt6cQDBdZgkwFbCwJ/9iM1sWqTcJKAU2AU8SzMe/HMA59yHwc4IPCRsI5uu/PbLtRcA3gG3Aj4HznXN70npUInJQGjt2LF988QUfffTRAbfl+z7XXHMNAwcO5Be/+EUjRCciIgebjP+oVgugH9USkZRVVFTQtWtX7r77bn7yk58cUFtz5szhW9/6FvPmzeOMM85opAhFRCSL1PmjWkr266ZkX0TqZcyYMRx22GHMnj27wW1UVVUxePBgCgsL+dvf/qY5zkVEpDYt4hd0RUSyyle+8hXeeOMNampqGtzGgw8+yKpVq5g6daoSfRERaTAl+yIijexAx+1v3bqVyZMnc9lllzFkyJC6NxAREUlAyb6ISCP78pe/TNu2bZk/f36Dtr/99tuprKzk1ltvbdzARETkoKNkX0SkkXXo0IETTzyR1157rd7brlq1ivvuu4+JEyfSo0ePNEQnIiIHEyX7IiJpcPbZZ/PCCy9QWlpar+2uv/56DjvsMH7+85+nKTIRETmYKNkXEUmDSy65hKqqKp544omUt3n99deZPXs2d9xxBx06dEhjdCIicrDQ1Jt109SbItIgZ511FiUlJbz77rt11t29ezfDhg2jW7duLFiwoFF+fVdERLKept4UEcmUyy67jH/84x8pzcpz7733snz5cqZNm6ZEX0REGo3+RRERSZNzzjmHQw45hEceeSRpvXXr1jF58mR+8pOfMGzYsCaKTkREDgZK9kVE0qRdu3ZcfPHFzJgxg+3bt9dap7Kyku9+97t069aNyZMnN3GEIiKS7ZTsi4ik0dVXX01FRQVXXnkltT0jde2117Jo0SJmz55Nfn5+BiIUEZFspmRfRCSN+vbty0MPPcRf/vIX/vjHP+4tr66u5q677uKBBx7gvvvuY9SoURmMUkREslWbTAcgIpLtvve97/HGG29w1VVXsWzZMkaMGMEf/vAH3nnnHSZOnMjll1+e6RBFRCRLZTTZN7NRwB+BIuCfwA+cc2sT1O0HzACOAz4GLnXOLQ7XTQQuBXoB64GbnHNPh+sKgDXAjkhzVzjnZqbjmEREavO73/0OgGeffZZ7772X/v37s2DBAk4++eQMRyYiItksY8m+meUATwO/Bv4CTAb+DIxJsMks4Hngq8C/A8+Y2QDn3B6gGvgusAw4CXjWzBY751aF21Y65/LSdjAiInVo3749Dz74IAAlJSV07tyZtm3bZjgqERHJdpns2R8LlDvn/gRgZrcAn5tZn/jefTMbCAwETnLOVQG/N7NfAKOBBc65qZHqC8xsKTAcWEU9hR9CcmLvp0yZ0rGgoKC+zYiIJNS9e/dMhyAiIgeJTD6gOwj4MPbGObeDIDkflKDu8jDRj1kCHBtf0cw6heXRX7FpZ2YbzWytmf3OzJL9Dv0NQGlsmT59+oJUD0hEREREpDnJZLKfB5TFlZWF5QdS9w/AXOfc/4bvvwCOB3oTDBEaDtyZJK47gS6xZfz48YmGFYmIiIiINGtpG8ZjZi+RePz9bUA50DmuvHNYHi+lumZ2F3AUcFqszDlXDrwfvl1rZtcDDvhpbYE55yqBykjRjtrqiYiIiIg0d2lL9p1zX0+23sxOBy6PvO8I9GPf4TcxHwEDzaytc253WDYU+G1k+18A5xCM69+ZZNc1qR3BXu3rWV9EREREpCnUmadm8gHd+UCemY0jmGnnJuC92qbedM4tN7PlwPVmNgX4EcEMPO8AmNllwE+Af3PObY1ua2YnAFuBlUBPgmE6z6Ua5M6dO/vn5ubW++BERERERNKsgDAfTiRjyb5zrtLMzgf+C5hOMM/+JbH1ZvZgWO/KsOgi4DHgRoJ59s8Pp90E+BVBIv+xmcWauMM5dwfQH7gDOBTYAswheAg3JW+//faCZcuW8Z3vfOe0Xr16bWnIsYpI4yguLu44ffr0BePHjx9TUFCgIXYiGaJ7USTj2hMk+i/WVdHzfT/t0bRkZtaZYGaeLs65+IeERaQJ6X4UaR50L4q0HJmcjUdERERERNJIyb6IiIiISJZSsl+3SmAy+07HKSKZoftRpHnQvSjSQmjMvoiIiIhIllLPvoiIiIhIllKyLyIiIiKSpZTsi4iIiIhkKSX7IiIiIiJZSsm+iIiIiEiWalOfymaWAzwInAZ0Aj4ArnLOfRiuvx74OdAa+CMw0Tnnm1kb4K/Al4AjgJ7Ouc21tF8A/C/wmHPuyiRxjArbLwL+CfzAObc2XHcPcB5wKLAcuNY5tyBBOwOBu8O4fIKfHL7KObc1WVxmdiNwY7i6LcGHptj0Y48Dvwb+CzgR6OScax/X3vxwn3vCojedc2ckOd5az2td56KWdnKBh4Fzga1hO7Mi68cBtwGdgaeAK5xzVYniEolnZpOB7wJHAxc5554Iy8cRXKe7ItUHOefWJWgn2T2e9Dqupa1xJLiuzawYOAyoCas/nuxvj0hL0dzuRTMbBNwLnABscs4dHbe+HzADOA74GLjUObe4/kcuIvHq27PfBlhNkKh2A+YCcwDM7ExgPEGCeyxwNnBpZNsFwLfraP8/gfeTVQg/cDxN8EejG/Au8OdIlVLg60AX4DfAHDPrlKC5LoAD+gEFQDtgal1xOefucM7lOefyCBL7mbH3YaJQAzwHXJbkUMZFtkmW6Cc8rymci3iTw3q9gAuB6WY2IGxrCBD7oNQ7PB83JWlLpDYrgJ8C/1PLulci13xekuSirus64XVcS1upXNenxt2/ItmgWd2LwG7gLwQdV7WZBbwUtvcn4Jmwo1BEDlC9kn3n3A7n3K3OuQ3OuWrg90ChmXUHLgEecM6tds5tIkiavx9ut8c5d69z7t1EbZvZ6YAHvFxHGGOBcufcn5xzu4BbgOPNrE+4r8nOuZXOuRrn3JPATqDWPz7Ouf9xzs1wzpU653YQ9FCc0MC4ou1+7px7EPgw1W2SSHheqeNcJGhrsnOuzDn3DsGHtQvDdRcBf3XOveecKwVujexHJCXOucedcy+zb69hfY0l+XWd7DqOp+taDkrN7V50zq1wzj0CrIxfF37LPhC40zm3yzn3e4JvskcfQOwiEjrQMftfBj5zzpUAg9g3uV1M0BNdJzNrB/wWuC6F6vvsJ0zSV4Xl8e0WEPQS7PfHJYHRwLIGxlVf95vZ52b2spkNjezzJDPbFqmX7LwmPRdmdr2ZPRe+7gr0SLWtcF1h+DWtSGP4NzMrMbOPzGyfHnQzW2JmF4VvE17XdV3HZnaUmW0zs6Nqa4var+s5ZvaZmT2T5IOySDbJxL2YzCBgedyw0SWkmEOISHIN/orMzLoAfwB+GRblAWWRKmVhWSquBeY551aaWV114/dT677MrC3wGPDbsEcvKTMbDlwNjGlgXPXxH8BHQDVwFTDPzI52zpU7594C8iN1k53XpOfCOXdXXDvVzrmKFNsqi5TvTP3QRGr1BjAEWAeMIviK/jPn3DMAzrmhkbrJruuk13E4HKGu+ydWvpOg5/99giF8txIk/iNiz8SIZKFM3YvJpPTvuog0TIOSfTNrTzBW/3nn3J/C4nKCB+BiOodldbXVi2Bs+8gE65cBsd62QbXsZ799mZkHPAr8C7g5UVuxcYpmVgg8C/zIObcslbgOhHMuOoZyipldRjB86LVaqic7r3Wei7h2WptZh8gf52RtdY6UixwQ59yayNt/mNl9wLeAZ2qpnuy6rus6rqutfa7rcOgBwC4zu5bgmZ9CgmeTRLJOBu/FZOrzb5mI1FO9h/GED8w8AWxk3+EtHxH0FsQMIzIkJolRBA/OrTCzzWGbPzCzvwE4546Ne4hon/2YWUeCB2w/irR5P8GsP993zsVm2aitLcysB8F4/Fudc3NSjauR1SRZl+y8pnIuAHDBDEObU20rXLfGOadefUmHlK/56HWdwnWctC2SX9d+uIgcTJrqXkzmI2Bg+I18zNAGtiUicRrSs/8wkAt8N+6r7seBaWbmCL4ev5ZgFgxg71P9Xvg2x8zahw/8vEDQkxZzHcG0mdcm2P98IC+cPmwWwcwa70WmApsM/BvwFedcZYI2YjF1IZhuc4Zz7qG41fWNK77t9kBO5LXvnKs0s3yCDxILCBKL/0fwXMF7CZpKdl7nk+RcJGjrV2b2PYKxkN8kmOUHglkS5pvZwwRjMn8Z1hdJWfiPdWuCjoS24bVfRTBD1kLn3OdmNoJgyFyD7nGSX8fxEl7X4VjiXgT3XjuChw/XAsUNOXaR5qS53YvhN+45BPeaF8ZT45yrcs4tN7PlwPVmNgX4EcEw13dqa0tE6qdePfvhw2vjCMa1bzWz8nA52Tn3PMEY/n8SzEk/D3gksvly/m/sd3HstXOu0jm3ObYQfG23M3zodz9hAn8+wR+nbQSJ/SWRKpOAY4CNkfguTnBI5xH0HvxHpG7s6/16xVWLnQRzBeeEr5eH5W2BO4ESgl6Rc4AznXNlAGZ2ciyGMI6E57Wuc2FmN5rZC3HnphTYBDwJTHDOLQ/b+pBgSrRngQ3AeuD2FI9VJOZhguv9ZII5s3cS/L04DVgWXtuzgN8451xsIzNbFrtPU7zHa72Ow4cCy2MPBdZxXXcCHgr3UQz0B86Nfhso0oI1q3uRYAjtToIOtgHh65cibV0EfCPcz4+B851zexCRA+b5vr61FhERERHJRgc69aaIiIiIiDRTSvZFRERERLKUkn0RERERkSylZF9EREREJEsp2RcRERERyVJK9kVEREREspSSfRERERGRLKVkX0REREQkSynZFxERERHJUkr2RURERESylJJ9EREREZEs9f8BhxbGKhXxgLAAAAAASUVORK5CYII=\n", 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\n", "text/plain": [ "
" ] }, "execution_count": 30, "metadata": {}, "output_type": "execute_result" } ], "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": 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\n", 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\n", 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" ] }, "execution_count": 31, "metadata": {}, "output_type": "execute_result" } ], "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": 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FX5YSal3X7wNYBWCipmnumqbVgPnnGNcDWAJgqKZpVTRNKwdglGVenlu6dCmmTp2KO3fuIDw8/eHZDRs2RM2aNXHmzBkAwKJFi3Dz5k2sXLkS1apVg1IKVatWxaJFi1C8ePG8Cp/IoV25cgX9+vVDhw4dMGHChCeWd+jQAVu2bMHFixcxY8YMAyIkIiLKW9m5u+9tAKUA3ASwCcB/dV3foev6OgBfAdgP4BTMSfb3ORVoZh06dAjnz59Hnz590KNHDyxdujTdsgcPHsT58+fx3HPPAQC2b9+OgIAAFClSJK/CJcpXkpKS8Morr8DV1RVLliyBs7NzmuVq1aqF0aNHY+rUqTh//nweR0lERJS3lIM8icIfwMHMFHzw4AE8PT3TXT569GicPXsWYWFhWLduHfr3749r167Bzc0NO3fuRPv27VGsWDEkJycjNjYWY8aMSe1F69ChAxo1aoSPP/7Y7h2Ki4uDm5tbvngiCVFmLViwAMOHD8eOHTvQurXte4kfPHiA2rVro2bNmtiwYQNvJiYiovzqeQCRtgoUqGzPZDJh2bJl6N27NwCgU6dOAID169enlnn22Wdx+/Zt3Lt3D5cuXcLGjRsxf/58AECpUqVw7dq1vA+cKB8wmUyYO3cuNE3LMJkGAE9PT8yfPx+bNm3Czz//nAcREhERGaNAJdQ7duzAlStXMHz4cJQrVw6VKlVCbGxsusM+KlWqhICAAGzatAkA0K5dO2zevBkPHz5MszxRYbZhwwacP38ew4YNy/Q63bp1Q/fu3TFixAje2EtERAVWgUqolyxZAk3TcPz4cRw+fBiHDx9GWFgY1q5dizt37jxR/urVq9i8eTNq1aoFABgwYABKlSqFPn364I8//gAAXLx4EYMGDcLt27fzdF+IHM28efPQuHFjNG3aNMvr/f3335g0aVLuBEZERGSwApFQd+7cGVOnTkVISAjeeustlCtXLnV66aWX8Mwzz6Recj579mzqc6gbNGiA559/Hh988AEAoEiRIti5cyfKli2L5s2bo1ixYujatSvq1auHYsWKAQC8vLywe/duAMDu3bvh5ZXeb9cQFRynTp3C5s2bMWzYsCyPha5cuTLef/99zJ07F0ePHs2lCImIiIxT4G5KdBS8KZEKkrfeegshISGIioqCu7t7ltdPSEhAgwYN8Mwzz2DNmjW5ECEREVGuKVw3JRJRzouJicGPP/6IoUOHZiuZBgA3NzcMGzYMGzZswF9//ZXDERIRERmLCTUR2fTdd98hMTERb775pl31aJoGJycnLFu2LIciIyIicgz5MqF2kGEqNuWHGIkykpycjAULFqB3794oV66cXXWVKlUKgYGBWLx4cQ5FR0RE5BjyXULt4uKCpKQko8OwSUQgIhw/TfnemjVrcPHixSw9Ks+WAQMGIDIyEsePH8+R+oiIiBxBvrspUUTw8OFDuLi4wNnZ2eF+fS05ORmJiYlwc3ODi4uL0eEQ2aVdu3aIi4vDL7/8kiP1JSQkoHz58nj99dcxffr0HKmTiIgol2V4U2K+y/iUUihSpAiSkpKQmJjoUEMrlFJwcnKCh4cHe6cp3zt+/Dh27NiB5cuX51idbm5ueOWVV7BkyRJMnToVzs7OOVY3ERGRUfJdQg2YE1dXV1e4uroaHQpRgbVy5Ur4+PigZ8+eOVpv//798dlnn2H79u3o2LFjjtZNRERkBHajElGawsLC0KVLF7i5ueVovS+88AKqV6+ORYsW5Wi9RERERmFCTURP+PPPP3H48GF07949x+tWSmHAgAEICQlBbGxsjtdPRESU15hQE9ET1qxZAxcXF7z00ku5Uv+rr76KBw8eICQkJFfqJyIiyktMqInoCWFhYXjxxRdRvHjxXKm/cuXKaNOmDYd9EBFRgcCEmogece/ePezYsQPdunXL1e0MGDAA27dvx59//pmr2yEiIsptTKiJ6BGbN29GQkJCrifUQUFBcHd3x9KlS3N1O0RERLmNCTURPSIsLAx169ZF1apVc3U73t7eePnll7FkyRKHep48ERFRVmX7OdSapjUDsAfABF3XP9Y0bRCAbwHEWRWrrev6JftCJKK8kpSUhHXr1uHNN9/Mk+3169cP3bp1w9GjR9GgQYM82SYREVFOy1ZCrWmaE4DZAPY/tmirruu581gAIsp1v/76K27dupUrj8tLS0BAAEqVKoWlS5cyoSYionwruz3UbwDYB8AnOytrmuYOwD3l9YwZM4r6+fllMxQiyilhYWEoW7YsGjdunCfbc3V1Re/evfHTTz/h448/hpMTR6EREVH+k+VPL03TSgIYAWBSGotbaJp2S9O0k5qmDbFRzXgAd1KmL774IjyrcRBRzluzZg0CAwPzNLHt168fLl++jF27duXZNomIiHJSdj41pwKYo+t6zGPzdwGoB6A0gMEA3tc0rWc6dUyDuXfbB4DP0KFDW2cjDiLKQWfOnMGZM2fybLhHimbNmqFKlSp82gcREeVbWRryoWlaQwAvAHj78WW6rl+werlP07R5AHoC+F8aZeMBxFvNup+VOIgo561ZswYeHh7o0KFDnm5XKYW+fftiwYIFWLBgATw8PPJ0+0RERPbKag/1iwCqA7isado1AL0BvKdp2jdplDXZGxwR5Z2wsDB07NgRnp6eeb7tfv364c6dO1i/fn2eb5uIiMheWU2ovwbwDIDnLFMYgLkAxmia9pKmaaUBQNM0fwDDAKzNwViJKJfcunULe/bsyfPhHilq1aoFf39/DvsgIqJ8KUtDPnRdfwDgQcprTdMeAojVdf22pmkdASzSNM0TwGUA03Vd13M0WiLKFTt37oTJZMJLLxn31Mt+/fph/PjxiImJQYkSJQyLg4iIKKuUg/xCmT+Ag0YHQVRYDR8+HGvXrsXvv/9uWAxXrlxBpUqV8NVXX+H11183LA4iIqLHPA8g0lYBPvSViBAeHo7WrY192E6FChXQrl07DvsgIqJ8hwk1USF3+/ZtHDlyxPCEGjAP+9i1axeio6ONDoWIiCjTmFATFXJ79uyBiDhEQt2rVy+4u7tjxYoVRodCRESUaUyoiQq5Xbt2oWLFiqhatarRocDb2xsdO3bE6tWrjQ6FiIgo05hQExVyKeOnlVJGhwIA6NGjB3755RfcuHHD6FCIiIgyhQk1USEWGxuLgwcPOsRwjxSBgYEQEaxdy8fYExFR/sCEmqgQ27t3L5KSkhwqoS5btiyaN2+O0NBQo0MhIiLKFCbURIVYeHg4fH19UatWLaNDeUSPHj2wefNmPHjwIOPCREREBmNCTVSIhYeHo1WrVg4zfjpFjx498PDhQ2zZssXoUIiIiDLEhJqokIqLi8PevXsdarhHiurVq6NmzZoc9kFERPkCE2qiQmr//v2Ij493yIQaMPdSr127FsnJyUaHQkREZBMTaqJCKjw8HN7e3mjQoIHRoaSpR48euHHjBn799VejQyEiIrKJCTVRIRUeHo6WLVvC2dnZ6FDS1KRJE5QtW5Y/8kJERA6PCTVRIZSUlIQ9e/Y47HAPAHByckL37t0RGhoKETE6HCIionQxoSYqhA4dOoT79+87dEINmId9nD9/HqdOnTI6FCIionQxoSYqhMLDw1GkSBE8//zzRodiU/v27VG0aFE+7YOIiBwaE2qiQmjXrl1o1qwZ3NzcjA7FJg8PDwQEBDChJiIih8aEmqiQMZlM2L17t8MP90jRo0cP7Nu3D1evXjU6FCIiojQxoSYqZM6cOYPbt2+jRYsWRoeSKV27doVSChs3bjQ6FCIiojS5ZHUFTdO+BtANQFEAUQDG67q+1rLsXQDvAHAG8C2Acbqu8/Z8IgcSGRkJAA4/fjpFqVKlUL9+fezevRuDBw82OhwiIqInZKeHehYAP13XvQH8E8ASTdNKaJrWBcBQAE0A1AEQCICffkQOJjIyElWqVEGJEiWMDiXTWrVqhd27dxsdBhERUZqy3EOt6/ppq5cCwANAeQD9AXyu6/ofAKBp2icAXgXw3eN1aJrmDsA95fWMGTOK+vn5ZTUUIsqGgwcPwt/f3+gwsqRVq1ZYsGABrl27hnLlyhkdDhER0SOyNYZa07TPNU17CGA/gI26rp8EUBvAMatiR2DuqU7LeAB3UqYvvvgiPDtxEFHWmEwmHDp0KN8M90jRsmVLAEBERITBkRARET0pWwm1rutvAfAC0BHALstsLwB3rYrdtcxLyzQAPinT0KFD88fjBojyuT/++AN3797Ndz3UFSpUQNWqVTnsg4iIHFKWh3yk0HU9GcBWTdNGaJp2EkAsAG+rIt6WeWmtGw8g3mrW/ezGQUSZd/DgQQDIdwk1wHHURETkuHLisXlOAKoBOAmgntX8BgBO5ED9RJRDIiMjUalSJZQuXdroULKsVatWOHLkCO7evZtxYSIiojyUpR5qTdO8APQAEAogzvL/tgDGwfwIvc80TdMBPAQwCuYnghCRg8iPNySmaNmyJUwmE3799VcEBAQYHQ4REVGqrPZQC4DXAEQDuAVgAoC+uq4f03V9HYCvYL5R8RSA9QC+z8FYicgOIoLIyMh8d0NiiurVq6NMmTIc9kFERA5HiTjE7674AzhodBBEBdnFixdRpUoVrF27Fl27djU6nGwJCgrCrVu3sHPnTqNDISKiwuN5AJG2CvCnx4kKiZQbEvNrDzVgHke9b98+xMfHZ1yYiIgojzChJiokIiMjUb58+Xz9wygtW7ZEXFxc6pcDIiIiR8CEmqiQyM83JKZ47rnn4OXlxXHURETkUJhQExUC+f2GxBQuLi5o1qwZfzGRiIgcChNqokLg8uXLuHHjRr7voQbM46j37NkDk8lkdChEREQAmFATFQoF4YbEFC1btkRMTAxOnODvRhERkWNgQk1UCERGRqJ06dKoWLGi0aHYrUmTJnB1deWwDyIichhMqIkKgZTx00opo0Oxm6enJ55//nnemEhERA6DCTVRIVAQnvBhrVWrVti9ezcc5IepiIiokGNCTVTAXb16FVevXi1QCXXLli0RHR2NqKgoo0MhIiJiQk1U0EVGmn8ttSDckJjixRdfhJubG0JDQ40OhYiIiAk1UUEXGRmJEiVKoHLlykaHkmN8fHzQuXNnLF++3OhQiIiImFATFXQF6YZEa3369MHevXtx4cIFo0MhIqJCjgk1UQFX0G5ITNGtWzd4enqyl5qIiAzHhJqoADtz5gz+/PNPtGjRwuhQclzRokXRo0cPJtRERGQ4JtREBVhoaCg8PT3RsWNHo0PJFX369MHRo0dx8uRJo0MhIqJCjAk1UQG2evVqdOrUCUWKFDE6lFwREBCA4sWLY9myZUaHQkREhRgTaqIC6tq1a9i7dy9efvllo0PJNe7u7ujVqxeWLVvGH3khIiLDuGSlsKZpkwEEA6gJoK+u68st8wcB+BZAnFXx2rquX8qhOIkoi9asWQOlFLp27Wp0KLnqlVdewXfffYeDBw+iUaNGRodDRESFUJYSagDnAAwH8N80lm3Vdf0l+0MiopwQGhqKVq1awdfX1+hQclXbtm1RtmxZLFu2jAk1EREZIktDPnRdX6Lr+hY82hNNRA4mNjYWW7duRY8ePYwOJdc5OzsjODgYK1asgMlkMjocIiIqhLLaQ21LC03TbgH4C8A8Xde/TK+gpmnuANxTXs+YMaOon59fDoZCVLht2rQJ8fHxhSKhBszDPhYsWICIiAi0bt3a6HCIiKiQyambEncBqAegNIDBAN7XNK2njfLjAdxJmb744ovwHIqDiGB+uke9evVQtWpVo0PJE82aNUPlypX5tA8iIjJEjiTUuq5f0HX9oq7rJl3X9wGYB8BWQj0NgE/KNHToUHYpEeWQxMRErFu3rtD0TgOAUgq9e/fGypUrkZiYaHQ4RERUyOTkkA9rNgcy6roeDyDeatb9XIqDqNDZvXs3YmJiCvTj8tLSu3dvzJgxAxEREWjbtq3R4RARUSGS1cfmuQJwhrln21XTNA8ACQA6ATio6/oNTdP8AQwDMCqngyWijIWGhuKpp56Cv7+/0aHkqYYNG6JChQpYs2YNE2oiIspTWR3y8Q2AhwBaAVhk+X9rAB0BnNA0LRbAMgDTdV3XczJQIsqYiGD16tXo0aMHlFJGh5OnlE864JoAACAASURBVFIIDAzE2rVrjQ6FiIgKGeUgvy7mD+Cg0UEQ5XeHDx9Gw4YNsXnzZnTs2NHocPLc2rVr0a1bN5w+fRo1atQwOhwiIioYngcQaasAf3qcqABZvXo1fHx88OKLLxodiiHatWsHDw8P9lITEVGeYkJNVECYTCasXLkSXbp0gZubm9HhGMLT0xPt27fHmjVrjA6FiIgKESbURAXEqlWrcPLkSQwZMsToUAzVrVs3REREICYmxuhQiIiokGBCTVQAJCYmYuLEiejSpUuh/6XArl27Ijk5GRs3bjQ6FCIiKiSYUBMVAN9//z3OnTuHqVOnGh2K4Z566ik0bNiQ46iJiCjPMKEmyucePHiAyZMno2/fvmjQoIHR4TiEwMBAbNiwAUlJSUaHQkREhQATaqJ8bsGCBbh+/TqmTJlidCgOIzAwEDExMfjll1+MDoWIiAoBJtRE+VhMTAymTZuGN998E9WqVTM6HIfRqFEjlC1blk/7ICKiPMGEmigfmzlzJhISEjBx4kSjQ3EoTk5O6Nq1K8dRExFRnmBCTZRPXb16FXPmzMHIkSNRrlw5o8NxOCm/mHj+/HmjQyEiogKOCTVRPjVlyhQUKVIEY8aMMToUh9ShQwe4ubmxl5qIiHIdE2qifOjYsWP4+uuv8d5778HHx8focBySl5cX2rZty4SaiIhyHRNqonxGRDBixAg888wz+Pe//210OA6te/fu2LVrFy5fvmx0KEREVIAxoSbKZ0JDQ7F9+3bMnj0bbm5uRofj0F599VV4eXnhk08+MToUIiIqwJSIGB0DAPgDOGh0EESOLi4uDnXq1EGNGjWwfv16o8PJFyZNmoQZM2bg4sWLKFOmjNHhGOLOnTvYvXs3du7ciYiICPj6+qJt27Zo164dGjRoACcn9q0QEdnwPIBIWwX4V5QoH5k9ezYuXbqEWbNmGR1KvjFs2DA4OzsXyjb79ttv0ahRI5QsWRLdunXDihUrUK1aNcTFxWHixInw9/eHr68vevXqhY0bN8JBOliIiPId9lBTgXfw4EHcu3cPbdq0MToUu1y5cgXVq1fHG2+8USiTQ3u8++67+OyzzxAVFYWSJUsaHU6eWLduHQIDA9G9e3d0794dbdq0QdWqVaGUAgDEx8dj79692LFjB9atW4cDBw6gefPm+PDDD9G2bdtMbyc+Ph7nzp3DyZMncerUKZw6dQre3t6YP38+3N3dc2v3iIjyUoY91EyoqcA6f/48JkyYgJUrV8LV1RX79+9HgwYNjA4r2wYOHIj169fj3LlzKF68uNHh5CvXr1+Hn58fxo4di0mTJhkdTq6LiopCw4YN0aJFC4SGhmY4pENEsHnzZkycOBEHDhxAu3btMHHiRIgIjh07huPHj+PYsWM4e/YsEhISYDKZUqfExMTUekqXLo2aNWti3759GDJkCObOnZvbu0qUbZcuXcKhQ4cQGBgIZ2dno8Mhx8aEuiD59ddfUa5cOVSpUiVX6o+NjcVvv/2Gtm3bpvZi5UfXr1/HlClT8NVXX6FcuXKYPHky5syZAxHB/v374eHhYXSIWRYREYFWrVrhq6++whtvvGF0OPnSyJEj8cMPPyAqKgre3t5Gh5NrEhIS0Lp1a1y7dg2RkZFZ6pEXEYSFheE///kPjh07BgBwd3dH7dq1UbduXdSsWROenp5wcnJKnTw8PFC9enXUqlULpUqVAgDMnz8fw4YNQ0hICHr27JnmttasWYOrV6/itddeYzJDecJkMuHAgQNYs2YNwsLCcPToUQDm+yw++OADg6PLX5KTk3H79m3ExMSk/vvw4UN06NABnp6eeRbH+fPn8fDhQ9SrVy+3N5VhQg0RybEpODi4dHBw8Lrg4OAHwcHBZ4KDg9tncl1/KcASEhLk8OHDsnDhQnnrrbdk5MiR8vfff2epjmXLlomTk5MULVpUvv/+ezGZTDka48OHD6V169YCQAIDA+XKlSs5Wn9eOHz4sAwfPly8vLzEx8dHpk+fLg8ePBARkaNHj4qbm5uMGjUq3fVjY2MlNjY2r8LN0OnTp2XatGnSuHFjASD+/v6SlJRkdFj5VnR0tLi5ucnUqVONDiVXDR8+XFxdXWXfvn3ZriM5OVl2794tp06dksTExCyvbzKZpFevXuLj4yN//PHHE8tnzZolAASAtGjRQs6cOZPtWAszk8kk+/fvl3HjxsnQoUMlLi4uV7Zz6tQpmTt3rly+fDlX6s8La9eulUqVKgkAKVGihPTr10+WL18u7777rjg5OcnOnTuzVN/OnTvlo48+knv37uVIfNHR0TlWV25buXKllC1bNvUctp6aNWsmt27dyvUYYmNjZcyYMeLi4iIApFWrVvLzzz/n5mekv2SQy+Z0Qq0HBwd/Exwc7BkcHPxycHDw38HBwSUysa5DJNQxMTHyzDPPSNOmTWXWrFly6dIlu+pbvXq1NG3aVDw8PASAKKWkVq1a4uPjI+XKlZPQ0NBM1ZOSTA8YMEAGDRokAKRPnz5y+/Ztu+JLkZiYKC+//LIUKVJEZs6cKWXLlpWSJUvKihUrniiblJQk+/btk02bNsn169dzZPv2uHXrlsyfP1/8/f0FgJQpU0bGjRsnN2/efKLsJ598IgBk27ZtTyxbu3atlChRQooWLSqvv/667Nu3L8e+tCQkJMj69eulf//+0qhRIwkJCUm37sTERPn888+ldu3aAkA8PT0lKChIlixZInfv3s2ReAqzoUOHiq+vr0N9ccpJK1euFAAyb948o0ORmJgYqVKlijRu3Fji4+NFxJyojxo1SgDI+PHjZdeuXVKtWjXx8PCQTz75JEc/DJOSkmT16tWyZMkSWb58uaxcuVJCQkJk/fr1cvToUblz506ObSsnJCQkyJYtW+To0aOp7ZWWuLg42bt3r4wePVr8/PwEgPj6+oqbm5v07Nkzy1+A7t69K9euXZO7d++mrmsymeTQoUMyceJEqVWrVmqyVLNmTblx44Zd+5mRpKQkiYmJkaioKDl+/Ljdn3OxsbEyZMgQASCdO3eWXbt2PdJGSUlJ8uKLL0qFChUyvW+hoaHi5uYmAKRChQqydOnSbH9exMfHy/jx48XJyUmKFCkiffr0kbCwMJvHQG65efOmbN++XQ4cOJDm/ly9elV69eolAKRnz57y888/y7Zt2yQyMlIuXLggu3fvFl9fX6lTp45ER0fnWpyrV6+Wp59+Wjw8POTDDz+UVatWScuWLQWA+Pn5yaxZs+TMmTNy9+7dbL8vycnJsn37dpkwYULKrLxLqIODg72Cg4Pjg4ODy1vNCw8ODh6QifUdIqEeOXKkFC1aVLp37556sjRt2lQ+/fRTOXr0qCQnJ2eqnoSEhNQPjQ4dOsjs2bMlPDw89dtndHS0BAYGCgDp27dvmslfipRkeuDAgakfNj/99JN4e3uLn5+f/Prrr3bts8lkktdee02cnZ1l3bp1ImI+qTRNS03cDx8+LF999ZUEBQVJiRIlHvk2WrlyZQkKCpJp06bJ8ePHM73dK1euSGhoqEycOFF69Oghb7/9tvzwww9y4sSJDNv51q1b8sMPP0i3bt3Ezc1NXFxcpEePHrJ69WpJSEhId73k5GRp06aNPPXUU6lXCBITE2X8+PECQLp16yaTJk1K7cWoX7++zJ8/X0JDQ+Wbb76RqVOnysiRI2XAgAHy2muvybBhw2TChAkydepUmTdvnnz33XeyYsUKWbdunezatUs2bdokQ4YMkVKlSqV+GLVr1y51WxcvXnwkvq1bt0rdunVFKSW9e/eW1atXp/awU864cOGCuLi4yKeffmp0KHYzmUzy8OFDuXHjhly4cEHCw8OlWLFiEhwcnONXsLJr//794urqKiNHjpS4uDjp06ePKKVk/vz5qWXu378vI0aMEKWUNG3aVJYvXy5hYWGyadMm2bVrl+zbty/LX4CSkpLk1VdfTbMHzXry8fGR+vXrS58+fWTLli2Zarf4+HjZtm2bvPPOO1KnTh3p3r27XL161eY6Z8+eTbfMw4cP5fPPP5enn346NS4XFxepU6eO9O7dW8aNGyf9+/eXli1bSsWKFUUpldp5MGTIENm6daskJiZKWFiYuLi4SP/+/dP9G/r3339LWFiYTJkyRXr16iVVq1Z9ok3c3NykaNGiAkCKFy8uAwYMkNDQUDly5IiULl1aXnjhBbt6UqOjo+V///uffPjhh/LWW29Jz549pUmTJvL000+Lp6fnE/H4+vrKxo0b063vwoULEhwcLL1795aFCxc+0hG2b98+efbZZ6VIkSLyxRdfpPv+RkdHi6+vr3Tt2jXDY2DZsmXi7OwsQUFBcvbs2dQEs1WrVnL48GERMZ+bf/31l0RERMj3338va9euTfPqwbFjx6RBgwbi4uIikydPlqlTp0q9evVSe9EHDx4sw4cPl8GDB0tQUJB06tRJAgICsvRZKyJy8eJFCQ4OlpIlS0rt2rWlY8eOMmjQIHnvvfdk7Nix8tJLL0mFChUeafeKFSvK0KFDZcOGDRIXFyc//vijlChRQkqXLi26rqfbTqdOnZJKlSpJ5cqV5ezZs48sM5lMcvz48Wx3EP3555/SvXv31C9Hv//++yPL9+/fL6+++mpqr3VKp1TVqlWlRYsWMnr06Aw7y65cuSLTpk2TatWqCQDp0aNHyqI8TagbBgcHX39s3vzg4ODpaZR1Dw4O9k6ZLly40EpEJDw8XMLCwmT16tUSEhIiP/30k3z66acyatQo6d27t7Rs2VLat28vO3bssNno9+7dy/KQipMnT4qLi0vq5eDbt2/L4sWLH0muS5QoId26dZOZM2fK3r1700zeLl26JM2aNRMXFxeZPXt2um+cyWSSxYsXS4kSJaRMmTIyf/58OXDgwCMnnXXP9OM9N3/88Yc0bdpUnJ2d5V//+pecOHEi3X27f/++REREpNkmKcnkokWLnli2bNmy1ATa2dlZmjdvLh988IFERETI2bNnZfny5TJ69Ghp06aNFCtWTJycnOSNN96Qv/76K804fvnlF+nbt69UrFgx9WAvU6aMdOzYUWrWrJk6r1ixYtK6dWvp06eP/Pvf/5YPPvhA5s2bJ3PnzpWOHTumnizNmzeXWbNmybVr19Ld98dFRUWJj4+P9O3bV65evSpt2rQRZ2dnmT59euqHUFJSkqxfv15efvllcXZ2To2rZMmSUqNGDWnevLk0adJE6tSpI5UrVxZfX9/UqxCPT08//bSMHTtWDh06JCaTSUwmk/z8889SsWJF8fT0lBkzZsjp06elZ8+eqZe/Dxw4kOn9oawbPHiwVKhQIVtDGYyWkJAguq5Lq1atHjk2U6Znn33W4Xpe586dm/oF1d3dXVauXJlmuYiICKlevXqa55G3t7e8/fbbcuzYsQy3l5iYKK+88oo4OzvL8uXL5cGDB3L37l2JiYmRGzduyKVLl2TPnj3y008/ybRp02TIkCFSp04dASA1atSQefPmPdKG169fl23btsns2bOlZ8+e4uXlJQCkfPnyMnDgQClbtqyUKVMmzaTvypUr0r9//9T9qFevnowaNUo2bNggN27ckNmzZ0uFChVEKSV9+vSR3377TcLDw+Xzzz+Xt956S1q3bi2VK1eWZs2aSd++fWXixImycOFCiYiISLM3f9myZaKUkiFDhjzy2XPv3j2ZMmWKFCtWLPVvWbt27WTUqFHy448/SlhYmCxfvly+++47WbBggcycOVM2bdr0xGfcgQMHpFixYtKxY8cnEsTk5GTRdV26du0qPXv2lMGDB8vIkSNl8uTJMnnyZOnRo4eUL18+tS1KlSol9evXl5deekkGDx4s7733nsyZM0e+++47WblypWzatEnCw8PlpZdeEgAyYcKER85Zk8kkX331lXh5ecnTTz8tL7zwQuqXjZo1a0qfPn3E2dlZGjdunKkhRevWrRMANr9sL1y4UJRS0r9//0di2bx5s9SsWVOcnJykQYMG4u3t/cQxXKxYMXnllVdk1apVcvfuXZk5c6a4ublJnTp1JDIy8pHtHDt2TCZMmCB169aVunXrSrNmzSQgIED+8Y9/SI0aNaRs2bJy6tSpDPfpwYMHMmnSJPHw8JDy5cvL+++/L8OGDZOgoCBp2rRpauIbGBgoEyZMkOXLl8uJEydk+/btMnz48NQrICk5UL9+/TLVi3/p0iWpWbOmlC5dWg4ePJh6tcP6c75MmTKyYMECm51g1k6cOCEVK1aUChUqyKpVq2wmxX/99Zfs2LFDli1bJrNnz5axY8dK3759pXTp0qkdge+8845ERETI+vXr5aOPPpKgoKDUL5geHh7Sv39/2bVrl/V28jShbhUcHHz+sXkfBQcHf5ZG2UnBwcGSMo0dO1ZERBo2bPjEQVi0aFGpXr26tG3bVl599dXU8aSBgYFy8uTJRxrx6NGj8uabb0rRokXFyclJ2rZtK/PmzZM///zT5htlMpkkICBAqlatKg8fPnxieWxsrGzbtk0++OADadeunRQpUiT1m0/79u1l8uTJsn37dgkNDZVSpUpJpUqVMt1zfOXKFQkKChInJycBIK6urtKwYUPp06dPusl0ioSEBJk+fXrqH6mOHTvKunXrJDk5WWJiYmTJkiXSq1ev1G/9Tk5O0qhRIxk7dqxs3LhRpk+fLgBk1qxZ6cZ39epV2bhxY4aX3RISEmTOnDlSvHhx8fb2lk8++UTi4+MlMTFRVqxYIU2aNEn9wB87dqysWrVKoqKiHjkpbt++Ldu2bZNp06aJpmnSpk0bqVevnpQvX17c3NxS39MFCxbYNZZvyZIlqb0v5cqVk127dqVb9tatW3Lt2rVMJV+JiYly+/ZtiY6OljNnzsjJkyfT7Sm6e/eujBgxIvV9f+qpp2TZsmUO07NYkB08eFAAyNq1a40OJdOuX78uH374YeqX0datW8u8efNk8eLFEhISIps3b5ZffvnFIYcFmUwmCQoKEh8fH5vnmog5Kbt9+7Zcu3ZNLl68KGfOnJEDBw7Ie++9lzpms2XLlrJkyZI0r94kJCSIpmni4uIiq1atylKMu3btkuDgYHF2dpaiRYtKmzZtpFy5cqmfRR4eHtKiRQv56KOPUr8gi5g/vFOSvtGjR0t8fLzEx8fLjBkzxMvLS3x9feXLL7+UpUuXyqBBgx7pCXR2dpaBAwfK6dOns9aoNnz77bcCQMaMGSPx8fGyYMECKVu2rLi5ucmIESPkwoULdv2d2bFjh7i7u0twcLAkJSWJyWSS9evXp35+t2jRQl566SVp2rSp1KxZU8qVKye+vr7SoUMHGT9+vISEhGRpOEBycrJMmzZNnJ2dpXXr1nL58mW5dOmSdOrUSQDI66+/nvoF6NatW7Jy5Ur517/+JXXq1JH3338/0wmbiMg777wjrq6u8ttvvz2xbP78+QJAhgwZkubf9YSEBJk7d668/vrr8vHHH0tISIgcO3ZMHjx4ICdOnJApU6ZIgwYNUj+LlVIyevToNHMOW65fvy516tSR8uXLP9EDnMJkMsmqVaukcuXK4urqKu+++262/jaYTCY5cuSIfPzxx7Jhw4YsrXvjxg1p3Lhx6pecEiVKyKBBg2TNmjVy7tw5GThwoCil5JlnnpGVK1faPCb37dsnJUuWlPr162d4NciWxMRE2bZtmwwZMkTKlCnzyJWqNm3ayMiRI2Xx4sUSExOT1ur5q4f6+vXrcu3aNbl+/brcvHkzzfEvJpNJli9fLlWqVBFnZ2d58803ZfHixanjZ8qXLy+TJk2Sr7/+Wjp37iyurq4CQF544QXRdT3NRg4LCxMA8r///S9Tb0p8fLz8+uuvMn36dAkMDJTixYunvjFdunSxOYQjPffv35dff/1VFixYIIMHD5bnnntO/u///i9TYwrj4+NlyZIl0qhRo9TkLKUXt3HjxjJt2jTZt2+fLFy4UPr16/fIh8S7776b5VhtuXHjhrz99tvi7OwszzzzTOplzLZt28qaNWsyPWzmcSaTKUt/GDOq64033pAuXbrYdXLmhMjISPnmm2/k/v37hsZRmJhMJqlfv74EBQUZHUqmrFixQtzd3cXDw0Nef/311MvK+UlSUpLdPefx8fGi67q0bdtWAIiXl5f069dPwsLCJC4uThISEiQoKEhcXFwkJCQk29uJjo6W999/X3r16iUTJ04UXdfl9OnTNv8WJycny6effiqurq7i7+8vNWrUEGdnZxk2bNgTVwZNJpOcOHFCFi5c+MQl65wyZ86c1F5ApZQMHDjwiSFm9vjf//4nTk5O0qdPn9TP3pYtW2b4hcke4eHhUqFCBfH19RVvb2+pWLFilpO8jMTHx8sLL7wgvr6+0qhRI6ldu7b4+fmlJl+jRo2yu9Pj3LlzMnfuXImIiMh2HdeuXZOaNWvKU0899cgxlJycLCEhIam5QGBgYLpJd164d++ezJo1K82rHSIiR44ckc6dOwsAadSokSxatOiJLxhbt26VokWLSvPmzbM88sCWlPvBfv/998y+p4aMoS5nNS/XxlDHxcXJp59+mjokoU2bNqLr+hNv2u3bt2Xp0qWpPQjvvvvuI0ldXFycPPPMM9KhQwe7Bq8fOXJENm7cmO2EMSeYTCaJiIiQoUOHyrx589K9qdJkMsnJkyczPWYwO44fPy7/+Mc/ZODAgXLo0KFc2QZRds2ZM0dcXV1z/QYre8XExEjp0qWle/fu2fqiXlCdPXtWpkyZkjpUw8fHR5577jlxdXXN9M3euWH//v1So0YNadeunRw9etSwOETMT1LRNC1Tw2SyY+HChQKYnz60YcOGPLm6dv36denVq5e89tpr6fUi2i0qKkrefPNNeeONN2TEiBEyYcIE+fDDD2XFihUOdQXxypUr8uyzz8rTTz8t58+fl0WLFqXeQNqmTRvZsmWL0SFm2vbt21PvLypZsqSMGjVKTp8+LSEhIeLm5iYBAQGOcCN5hgl1jj6HWtO0lQD+BjACQEcAPwCoput6TAarZvs51Hfu3MHff/+d4bOZRQSzZs3CmDFjEBgYiCVLlsDb2xszZszAhAkTcPToUdSuXTs7IRBRPnPz5k1UqFABM2fOxPDhw40OJ10jRozAt99+izNnzqBixYpGh+OQjh8/jhUrVmD37t0YM2YMunbtamg8IpKvn+OfFX/++SeeeuqpQrO/jiY6OhovvvgiLly4ABFBYGAgxo8fj+bNmxsdWracO3cOX3/9Nb7//nvcunULSikEBwdj8eLFcHNzMzq8vP1hF03TSgP4EUAbANEA3tJ1fWsmVs2zH3ZZv349XnnlFVSqVAlff/01AgIC8M9//pO/6EVUyAQFBeH8+fM4fPiwQyYEx48fx3PPPYePPvoI48aNMzocInJAUVFR+Oyzz9CvX798/UvA1uLi4vDzzz/j6tWrGDlypKP88BN/KTEtp06dQrdu3fD777+jVKlSOHfuHEqUKJFXmyciB7Bu3ToEBgbi4MGD8Pf3NzqcR4gI2rdvj+joaBw7dgzu7u5Gh0REVJhlmFA75VEgDqVWrVr47bff0K9fP3z11VdMpokKoYCAAJQvXx7ff/+90aE8YdWqVdixYwfmzp3LZJqIKB8olD3UREQAMG7cOHzzzTe4cuUKPDw8jA4HAHD//n3UqlULDRs2RGhoqNHhEBERe6iJiNI3ePBgxMTEICwszOhQUn388ce4fv06Zs+ebXQoRESUSUyoiajQqlmzJpo1a+YQwz5EBFu3bsXMmTMxZswYVK1a1eiQiIgok5hQE1GhNnjwYGzatAnR0dGGbF9EsGXLFrRu3RodO3aEv78/xo8fb0gsRESUPUyoiahQ6927Nzw8PLBo0aI83a6IYP369WjWrBk6deqEhIQErF27Fnv27IGnp2eexkJERPZhQk1EhZq3tzd69+6N6dOnY9OmTbm+PRFBWFgYGjdujK5du8LJyQkbN27E3r170bVrV4d8JjYREdnGhJqICr25c+eiVatW6NKlC+bPn4/cePqRyWRCSEgI/P390aNHD3h6emLr1q3Ys2cPAgICmEgTEeVjTKiJqNDz9vZGaGgoRowYgWHDhmHo0KFITEzMsfqjoqLg7++PoKAglCxZEjt37kR4eDjat2/PRJqIqABwMToAIiJH4OzsjE8//RS1a9fGkCFDcO7cOaxcuRIlS5a0q96rV6+iQ4cOSE5Oxu7du9GyZcscipiIiBwFe6iJiKy89tpr2Lp1Kw4fPoxatWphwYIFSEhIyFZdN2/eRMeOHfHw4UNs27aNyTQRUQHFhJqI6DEvvvgiDh8+jM6dO2PYsGGoVasWfvrpJ5hMpkzXcefOHQQEBODGjRvYtm0bqlSpkosRExGRkZhQExGloVKlSvjhhx9w9OhR1K1bF/369YO/vz8WLlyIqKgom+vev38fXbp0wYULF7BlyxbUqFEjj6ImIiIjqNy4mz0b/AEcNDoIIqL0/PLLL/jPf/6DHTt2QERQrVo1tG/fHu3atYOnpydu3LiB69ev48aNGwgPD8eZM2ewdetWvPDCC0aHTkRE9nkeQKStAkyoiYiyICYmBjt37sS2bduwdetWnDlzJnVZiRIlUKZMGZQvXx7//e9/OWaaiKhgYEJNRJSbrl27BhGBr68vXF1djQ6HiIhyXoYJNR+bR0Rkh3LlyhkdAhERGYw3JRIRERER2YEJNRERERGRHZhQExERERHZwVESag+jAyAiIiIiSkOGeaqjJNR+RgdARERERJQGv4wKOMpj80oBCABwEUCcsaEUXhcvXiz6xRdfhA8dOrS1n5/ffaPjITISzwei/4/nAxVSHjAn05sA3LJV0FESanIAmqZ5A7gDwEfX9btGx0NkJJ4PRP8fzwci2xxlyAcRERERUb7EhJqIiIiIyA5MqMlaPIDJln+JCjueD0T/H88HIhs4hpqIiIiIyA7soSYiIiIisgMTaiIiIiIiOzChJiIiIiKyAxNqIiIiIiI7ej5ibwAACFRJREFUMKEmIiIiIrKDi9EBOCpN09wBfAmgI4BiAA4B+D9d149Zlr8L4B0AzgC+BTBO13XRNM0FwAoATQFUAFBe1/VradTvB+AUgB91XR9iI47GlvqfBbAfwABd16Msy2YBeBlAaQBnAIzSdT08nXpqAPjUEpfA/DOa/6freoytuDRNmwBggmWxK8xfwlIem7QEwAcAFgJoAqCYrusej9W307LNJMus3bqud7axv2m2a0ZtkUY9RQB8A6AHgBhLPcvSKLcRQJvH4ybHp2naZADBAGoC6Kvr+nLL/EEwHydxVsVr67p+KZ16bJ1jmTqOrOoaBOBDAN4Afgbwpq7rCZZlrgCmAegPoAiAI7qut8rOvhM9Lh+eDx1g/kyqCuBPAGN0XV+XnX0ncgTsoU6fC4A/YE4GSwIIA7AaADRN6wJgKMxJZB0AgQAGW60bDiAog/pnA4i0VcCS1IcAmGuJYS+AxVZF7gDoBMAHwHQAqzVNK5ZOdT4AdADVYP5dejcAn2QUl67rU3Vd99J13Qvm5HlpymvLFwETgLUA/mljVwZZrWMrmU63XTPRFo+bbClXEUAfAF9omlb9se29DMDLRh3k2M4BGA7gtzSWbbU65rxsJA8ZHVcZHkdWddUDkPIltxLM59lEqyIfA3gaQF0AJQCMyNxuEmVKvjkfLB1PqwDMhDnZfgfAcsvPmxPlS+yhToeu6/f/X3v3FivXFMdx/HvS0IamKl6EaDWEokpQ4lLqQYSEqMQvIW6pB+IWqaaIaLR114Soa5sUTevyFyqohorUNaGVoHoS2iriUkpUU07dWg9rje4zZ2bPnDMHc+T3eenMnjVrr73O2nvWXvu/VoGZlfeS7gVmSdqNNMJ0f0R8mj+bBZwLzIuIP0gXIyTVzFvSyUAHsBTYvaQYE4DNETEvf28GsEHSyIj4PCKmF9I+JeluYD/gvRrH8y6FC62kuaSLXV/KVcx3A/BgHtluVd16pUFd1MnrjIjYBLwt6TnSD8CM/P0hpJGTS4BX+qHs9i+LiAUAkq5vIZsJlLer0nZU5RzgyYhYkfOaSRrpm5avGxcA+0bExpy+x3lq1lcD6XwgDfAMAx7PTyCXSOoCRgIrWyi/2X/GI9TNOxr4NiJ+AA6k+0n/AWlEtSFJO5Luyqc0kbzbfnInf23eXp3v3qSRgzXNlAM4BljVx3L11mxJGyQtlTS2sM/jJG0spCur19K6kHStpBfy611JNwRlf6NrgSeAL1s8NmtPx0r6QVKnpG4hVZI+lHROflu3XTVqR5JGSNooaUStvHLaUfkx+RjgG2C6pO8lrZQ0sd+O1qxcW50P+Xf0SeA8SYMknQb8DHzSXwds9m/zCHUTJO0CPARU7vyHApsKSTbRfOjAZODFiFhTbwS7oHo/NfeVYzMfBe6MiJ8aZSrpUOBK4Pg+lqs3pgKdwJ/AFcCLkkZHxOaIeBMYXkhbVq+ldRERt1Xl82dE/FIrbb75EHAYTY7E24DyGnAw8AUwDlgk6duIWAQQEWMLacvaVWk7yo/NG7XfyvY9SZ3qp/PrI4DFklZFhDsR9k9qx/OhixTyMYc0av0bcGZE+L81twHLHeoGcmjAs8DiymMwYDPpcVXFsLytUV57kmKND6/z+SrSIy9Id/fV++mxL0kdwCPAd8CN9fKqxMxJGgU8D1wUEauaKVcrcqhJxR2SJgFHAq/WSF5Wrw3roiqfQZJ2Klz8i2nvAm6IiC39fPNgbSAi1hXeviPpHmAisKhG8rJ21agdNcprWGF7F/A7cFMOC3tL0sukSc/uUNs/ph3PB0kHAA8DpwJvA8cCz0g6vF58t1m7c8hHiTxx4gnga7qHQnSS7vgrDqEQPlFiHGlyxmpJ63Oe5+eVJoiIg6omjXTbj6SdSZMKOwt5ziatJnJuRGytbKyRF5J2J8VHz4yIZ5stVz/bWvJZWb02UxcA5JVL1pfkNQG4Lx/rcmCwpPVKK6HY/0/Tba7YrppoR6V55bTrIqIL+KhG+o7GRTfrd+1wPowhrXLzZkRsjYg3SCtVHdXbgzFrFx6hLjeXtLzVWZWl27IFpA5ZkEaeJlOY4JdnSld+LAdLGhIRW4AlwKhCPlNIS95NrrP/ZcDQvPTQ46QZ0isKSxhNJ93Zn9DoUVkOW3kJmB8Rc6o+7m25qvMeAgwuvN4WEb9KGk7qrL9OWqrvMlKc94o6WZXV6zJK6qJOXjdIOpsU43c62y/W+7P9ZnIv4A3gUOD7Zo7X2kMOdRpE+lvukNveb6SVb96LiA2SDiOFN/XpHKO8HVV7DFiWJ/yuJYWILQCIiNWSlgPXSbqV9DToJLqvAmLWZwPpfADeBw6WdFREvCPpaJofmDJrS+5Q1yFpJHAhae3OHwuhAadExOI8uW456QI2l/T4quJjtodbfJb/7cid3r/XpJa0GRiaJ2j0kDulZ5LWeX4g7++8QpJppDWhvy6U7+KIWFgjuzOAscA+kqYW9jG0t+Wqoavq9eekJZIq6+6OJl3Y3wdOzTPEkTQeWJKX5KOsXhvVhdJ62eMLy/JNI8XmfUNaL/XSiPg45/Vd4XtD8rYea4Vb25tLWjkDYDwwHziR1FGdL2kn4Cvg9oiIypdyONQtEbGwyXOsZjvKk686ySFVEbFS0tWkkKrKurs3F/I6m9SeryFNhp1UycusHwyY8yHfYF6ey7UH6ffnqojo8cTRbKDo2LZtW+NUZmZmZmZWk2OozczMzMxa4A61mZmZmVkL3KE2MzMzM2uBO9RmZmZmZi1wh9rMzMzMrAXuUJuZmZmZtcAdajMzMzOzFrhDbWZmZmbWAneozczMzMxa4A61mZmZmVkL3KE2MzMzM2vBXzVYfl16AikcAAAAAElFTkSuQmCC\n", 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FX5YSal3X7wNYBWCipmnumqbVgPnnGNcDWAJgqKZpVTRNKwdglGVenlu6dCmmTp2KO3fuIDw8/eHZDRs2RM2aNXHmzBkAwKJFi3Dz5k2sXLkS1apVg1IKVatWxaJFi1C8ePG8Cp/IoV25cgX9+vVDhw4dMGHChCeWd+jQAVu2bMHFixcxY8YMAyIkIiLKW9m5u+9tAKUA3ASwCcB/dV3foev6OgBfAdgP4BTMSfb3ORVoZh06dAjnz59Hnz590KNHDyxdujTdsgcPHsT58+fx3HPPAQC2b9+OgIAAFClSJK/CJcpXkpKS8Morr8DV1RVLliyBs7NzmuVq1aqF0aNHY+rUqTh//nweR0lERJS3lIM8icIfwMHMFHzw4AE8PT3TXT569GicPXsWYWFhWLduHfr3749r167Bzc0NO3fuRPv27VGsWDEkJycjNjYWY8aMSe1F69ChAxo1aoSPP/7Y7h2Ki4uDm5tbvngiCVFmLViwAMOHD8eOHTvQurXte4kfPHiA2rVro2bNmtiwYQNvJiYiovzqeQCRtgoUqGzPZDJh2bJl6N27NwCgU6dOAID169enlnn22Wdx+/Zt3Lt3D5cuXcLGjRsxf/58AECpUqVw7dq1vA+cKB8wmUyYO3cuNE3LMJkGAE9PT8yfPx+bNm3Czz//nAcREhERGaNAJdQ7duzAlStXMHz4cJQrVw6VKlVCbGxsusM+KlWqhICAAGzatAkA0K5dO2zevBkPHz5MszxRYbZhwwacP38ew4YNy/Q63bp1Q/fu3TFixAje2EtERAVWgUqolyxZAk3TcPz4cRw+fBiHDx9GWFgY1q5dizt37jxR/urVq9i8eTNq1aoFABgwYABKlSqFPn364I8//gAAXLx4EYMGDcLt27fzdF+IHM28efPQuHFjNG3aNMvr/f3335g0aVLuBEZERGSwApFQd+7cGVOnTkVISAjeeustlCtXLnV66aWX8Mwzz6Recj579mzqc6gbNGiA559/Hh988AEAoEiRIti5cyfKli2L5s2bo1ixYujatSvq1auHYsWKAQC8vLywe/duAMDu3bvh5ZXeb9cQFRynTp3C5s2bMWzYsCyPha5cuTLef/99zJ07F0ePHs2lCImIiIxT4G5KdBS8KZEKkrfeegshISGIioqCu7t7ltdPSEhAgwYN8Mwzz2DNmjW5ECEREVGuKVw3JRJRzouJicGPP/6IoUOHZiuZBgA3NzcMGzYMGzZswF9//ZXDERIRERmLCTUR2fTdd98hMTERb775pl31aJoGJycnLFu2LIciIyIicgz5MqF2kGEqNuWHGIkykpycjAULFqB3794oV66cXXWVKlUKgYGBWLx4cQ5FR0RE5BjyXULt4uKCpKQko8OwSUQgIhw/TfnemjVrcPHixSw9Ks+WAQMGIDIyEsePH8+R+oiIiBxBvrspUUTw8OFDuLi4wNnZ2eF+fS05ORmJiYlwc3ODi4uL0eEQ2aVdu3aIi4vDL7/8kiP1JSQkoHz58nj99dcxffr0HKmTiIgol2V4U2K+y/iUUihSpAiSkpKQmJjoUEMrlFJwcnKCh4cHe6cp3zt+/Dh27NiB5cuX51idbm5ueOWVV7BkyRJMnToVzs7OOVY3ERGRUfJdQg2YE1dXV1e4uroaHQpRgbVy5Ur4+PigZ8+eOVpv//798dlnn2H79u3o2LFjjtZNRERkBHajElGawsLC0KVLF7i5ueVovS+88AKqV6+ORYsW5Wi9RERERmFCTURP+PPPP3H48GF07949x+tWSmHAgAEICQlBbGxsjtdPRESU15hQE9ET1qxZAxcXF7z00ku5Uv+rr76KBw8eICQkJFfqJyIiyktMqInoCWFhYXjxxRdRvHjxXKm/cuXKaNOmDYd9EBFRgcCEmogece/ePezYsQPdunXL1e0MGDAA27dvx59//pmr2yEiIsptTKiJ6BGbN29GQkJCrifUQUFBcHd3x9KlS3N1O0RERLmNCTURPSIsLAx169ZF1apVc3U73t7eePnll7FkyRKHep48ERFRVmX7OdSapjUDsAfABF3XP9Y0bRCAbwHEWRWrrev6JftCJKK8kpSUhHXr1uHNN9/Mk+3169cP3bp1w9GjR9GgQYM82SYREVFOy1ZCrWmaE4DZAPY/tmirruu581gAIsp1v/76K27dupUrj8tLS0BAAEqVKoWlS5cyoSYionwruz3UbwDYB8AnOytrmuYOwD3l9YwZM4r6+fllMxQiyilhYWEoW7YsGjdunCfbc3V1Re/evfHTTz/h448/hpMTR6EREVH+k+VPL03TSgIYAWBSGotbaJp2S9O0k5qmDbFRzXgAd1KmL774IjyrcRBRzluzZg0CAwPzNLHt168fLl++jF27duXZNomIiHJSdj41pwKYo+t6zGPzdwGoB6A0gMEA3tc0rWc6dUyDuXfbB4DP0KFDW2cjDiLKQWfOnMGZM2fybLhHimbNmqFKlSp82gcREeVbWRryoWlaQwAvAHj78WW6rl+werlP07R5AHoC+F8aZeMBxFvNup+VOIgo561ZswYeHh7o0KFDnm5XKYW+fftiwYIFWLBgATw8PPJ0+0RERPbKag/1iwCqA7isado1AL0BvKdp2jdplDXZGxwR5Z2wsDB07NgRnp6eeb7tfv364c6dO1i/fn2eb5uIiMheWU2ovwbwDIDnLFMYgLkAxmia9pKmaaUBQNM0fwDDAKzNwViJKJfcunULe/bsyfPhHilq1aoFf39/DvsgIqJ8KUtDPnRdfwDgQcprTdMeAojVdf22pmkdASzSNM0TwGUA03Vd13M0WiLKFTt37oTJZMJLLxn31Mt+/fph/PjxiImJQYkSJQyLg4iIKKuUg/xCmT+Ag0YHQVRYDR8+HGvXrsXvv/9uWAxXrlxBpUqV8NVXX+H11183LA4iIqLHPA8g0lYBPvSViBAeHo7WrY192E6FChXQrl07DvsgIqJ8hwk1USF3+/ZtHDlyxPCEGjAP+9i1axeio6ONDoWIiCjTmFATFXJ79uyBiDhEQt2rVy+4u7tjxYoVRodCRESUaUyoiQq5Xbt2oWLFiqhatarRocDb2xsdO3bE6tWrjQ6FiIgo05hQExVyKeOnlVJGhwIA6NGjB3755RfcuHHD6FCIiIgyhQk1USEWGxuLgwcPOsRwjxSBgYEQEaxdy8fYExFR/sCEmqgQ27t3L5KSkhwqoS5btiyaN2+O0NBQo0MhIiLKFCbURIVYeHg4fH19UatWLaNDeUSPHj2wefNmPHjwIOPCREREBmNCTVSIhYeHo1WrVg4zfjpFjx498PDhQ2zZssXoUIiIiDLEhJqokIqLi8PevXsdarhHiurVq6NmzZoc9kFERPkCE2qiQmr//v2Ij493yIQaMPdSr127FsnJyUaHQkREZBMTaqJCKjw8HN7e3mjQoIHRoaSpR48euHHjBn799VejQyEiIrKJCTVRIRUeHo6WLVvC2dnZ6FDS1KRJE5QtW5Y/8kJERA6PCTVRIZSUlIQ9e/Y47HAPAHByckL37t0RGhoKETE6HCIionQxoSYqhA4dOoT79+87dEINmId9nD9/HqdOnTI6FCIionQxoSYqhMLDw1GkSBE8//zzRodiU/v27VG0aFE+7YOIiBwaE2qiQmjXrl1o1qwZ3NzcjA7FJg8PDwQEBDChJiIih8aEmqiQMZlM2L17t8MP90jRo0cP7Nu3D1evXjU6FCIiojQxoSYqZM6cOYPbt2+jRYsWRoeSKV27doVSChs3bjQ6FCIiojS5ZHUFTdO+BtANQFEAUQDG67q+1rLsXQDvAHAG8C2Acbqu8/Z8IgcSGRkJAA4/fjpFqVKlUL9+fezevRuDBw82OhwiIqInZKeHehYAP13XvQH8E8ASTdNKaJrWBcBQAE0A1AEQCICffkQOJjIyElWqVEGJEiWMDiXTWrVqhd27dxsdBhERUZqy3EOt6/ppq5cCwANAeQD9AXyu6/ofAKBp2icAXgXw3eN1aJrmDsA95fWMGTOK+vn5ZTUUIsqGgwcPwt/f3+gwsqRVq1ZYsGABrl27hnLlyhkdDhER0SOyNYZa07TPNU17CGA/gI26rp8EUBvAMatiR2DuqU7LeAB3UqYvvvgiPDtxEFHWmEwmHDp0KN8M90jRsmVLAEBERITBkRARET0pWwm1rutvAfAC0BHALstsLwB3rYrdtcxLyzQAPinT0KFD88fjBojyuT/++AN3797Ndz3UFSpUQNWqVTnsg4iIHFKWh3yk0HU9GcBWTdNGaJp2EkAsAG+rIt6WeWmtGw8g3mrW/ezGQUSZd/DgQQDIdwk1wHHURETkuHLisXlOAKoBOAmgntX8BgBO5ED9RJRDIiMjUalSJZQuXdroULKsVatWOHLkCO7evZtxYSIiojyUpR5qTdO8APQAEAogzvL/tgDGwfwIvc80TdMBPAQwCuYnghCRg8iPNySmaNmyJUwmE3799VcEBAQYHQ4REVGqrPZQC4DXAEQDuAVgAoC+uq4f03V9HYCvYL5R8RSA9QC+z8FYicgOIoLIyMh8d0NiiurVq6NMmTIc9kFERA5HiTjE7674AzhodBBEBdnFixdRpUoVrF27Fl27djU6nGwJCgrCrVu3sHPnTqNDISKiwuN5AJG2CvCnx4kKiZQbEvNrDzVgHke9b98+xMfHZ1yYiIgojzChJiokIiMjUb58+Xz9wygtW7ZEXFxc6pcDIiIiR8CEmqiQyM83JKZ47rnn4OXlxXHURETkUJhQExUC+f2GxBQuLi5o1qwZfzGRiIgcChNqokLg8uXLuHHjRr7voQbM46j37NkDk8lkdChEREQAmFATFQoF4YbEFC1btkRMTAxOnODvRhERkWNgQk1UCERGRqJ06dKoWLGi0aHYrUmTJnB1deWwDyIichhMqIkKgZTx00opo0Oxm6enJ55//nnemEhERA6DCTVRIVAQnvBhrVWrVti9ezcc5IepiIiokGNCTVTAXb16FVevXi1QCXXLli0RHR2NqKgoo0MhIiJiQk1U0EVGmn8ttSDckJjixRdfhJubG0JDQ40OhYiIiAk1UUEXGRmJEiVKoHLlykaHkmN8fHzQuXNnLF++3OhQiIiImFATFXQF6YZEa3369MHevXtx4cIFo0MhIqJCjgk1UQFX0G5ITNGtWzd4enqyl5qIiAzHhJqoADtz5gz+/PNPtGjRwuhQclzRokXRo0cPJtRERGQ4JtREBVhoaCg8PT3RsWNHo0PJFX369MHRo0dx8uRJo0MhIqJCjAk1UQG2evVqdOrUCUWKFDE6lFwREBCA4sWLY9myZUaHQkREhRgTaqIC6tq1a9i7dy9efvllo0PJNe7u7ujVqxeWLVvGH3khIiLDuGSlsKZpkwEEA6gJoK+u68st8wcB+BZAnFXx2rquX8qhOIkoi9asWQOlFLp27Wp0KLnqlVdewXfffYeDBw+iUaNGRodDRESFUJYSagDnAAwH8N80lm3Vdf0l+0MiopwQGhqKVq1awdfX1+hQclXbtm1RtmxZLFu2jAk1EREZIktDPnRdX6Lr+hY82hNNRA4mNjYWW7duRY8ePYwOJdc5OzsjODgYK1asgMlkMjocIiIqhLLaQ21LC03TbgH4C8A8Xde/TK+gpmnuANxTXs+YMaOon59fDoZCVLht2rQJ8fHxhSKhBszDPhYsWICIiAi0bt3a6HCIiKiQyambEncBqAegNIDBAN7XNK2njfLjAdxJmb744ovwHIqDiGB+uke9evVQtWpVo0PJE82aNUPlypX5tA8iIjJEjiTUuq5f0HX9oq7rJl3X9wGYB8BWQj0NgE/KNHToUHYpEeWQxMRErFu3rtD0TgOAUgq9e/fGypUrkZiYaHQ4RERUyOTkkA9rNgcy6roeDyDeatb9XIqDqNDZvXs3YmJiCvTj8tLSu3dvzJgxAxEREWjbtq3R4RARUSGS1cfmuQJwhrln21XTNA8ACQA6ATio6/oNTdP8AQwDMCqngyWijIWGhuKpp56Cv7+/0aHkqYYNG6JChQpYs2YNE2oiIspTWR3y8Q2AhwBaAVhk+X9rAB0BnNA0LRbAMgDTdV3XczJQIsqYiGD16tXo0aMHlFJGh5OnlE864JoAACAASURBVFIIDAzE2rVrjQ6FiIgKGeUgvy7mD+Cg0UEQ5XeHDx9Gw4YNsXnzZnTs2NHocPLc2rVr0a1bN5w+fRo1atQwOhwiIioYngcQaasAf3qcqABZvXo1fHx88OKLLxodiiHatWsHDw8P9lITEVGeYkJNVECYTCasXLkSXbp0gZubm9HhGMLT0xPt27fHmjVrjA6FiIgKESbURAXEqlWrcPLkSQwZMsToUAzVrVs3REREICYmxuhQiIiokGBCTVQAJCYmYuLEiejSpUuh/6XArl27Ijk5GRs3bjQ6FCIiKiSYUBMVAN9//z3OnTuHqVOnGh2K4Z566ik0bNiQ46iJiCjPMKEmyucePHiAyZMno2/fvmjQoIHR4TiEwMBAbNiwAUlJSUaHQkREhQATaqJ8bsGCBbh+/TqmTJlidCgOIzAwEDExMfjll1+MDoWIiAoBJtRE+VhMTAymTZuGN998E9WqVTM6HIfRqFEjlC1blk/7ICKiPMGEmigfmzlzJhISEjBx4kSjQ3EoTk5O6Nq1K8dRExFRnmBCTZRPXb16FXPmzMHIkSNRrlw5o8NxOCm/mHj+/HmjQyEiogKOCTVRPjVlyhQUKVIEY8aMMToUh9ShQwe4ubmxl5qIiHIdE2qifOjYsWP4+uuv8d5778HHx8focBySl5cX2rZty4SaiIhyHRNqonxGRDBixAg888wz+Pe//210OA6te/fu2LVrFy5fvmx0KEREVIAxoSbKZ0JDQ7F9+3bMnj0bbm5uRofj0F599VV4eXnhk08+MToUIiIqwJSIGB0DAPgDOGh0EESOLi4uDnXq1EGNGjWwfv16o8PJFyZNmoQZM2bg4sWLKFOmjNHhGOLOnTvYvXs3du7ciYiICPj6+qJt27Zo164dGjRoACcn9q0QEdnwPIBIWwX4V5QoH5k9ezYuXbqEWbNmGR1KvjFs2DA4OzsXyjb79ttv0ahRI5QsWRLdunXDihUrUK1aNcTFxWHixInw9/eHr68vevXqhY0bN8JBOliIiPId9lBTgXfw4EHcu3cPbdq0MToUu1y5cgXVq1fHG2+8USiTQ3u8++67+OyzzxAVFYWSJUsaHU6eWLduHQIDA9G9e3d0794dbdq0QdWqVaGUAgDEx8dj79692LFjB9atW4cDBw6gefPm+PDDD9G2bdtMbyc+Ph7nzp3DyZMncerUKZw6dQre3t6YP38+3N3dc2v3iIjyUoY91EyoqcA6f/48JkyYgJUrV8LV1RX79+9HgwYNjA4r2wYOHIj169fj3LlzKF68uNHh5CvXr1+Hn58fxo4di0mTJhkdTq6LiopCw4YN0aJFC4SGhmY4pENEsHnzZkycOBEHDhxAu3btMHHiRIgIjh07huPHj+PYsWM4e/YsEhISYDKZUqfExMTUekqXLo2aNWti3759GDJkCObOnZvbu0qUbZcuXcKhQ4cQGBgIZ2dno8Mhx8aEuiD59ddfUa5cOVSpUiVX6o+NjcVvv/2Gtm3bpvZi5UfXr1/HlClT8NVXX6FcuXKYPHky5syZAxHB/v374eHhYXSIWRYREYFWrVrhq6++whtvvGF0OPnSyJEj8cMPPyAqKgre3t5Gh5NrEhIS0Lp1a1y7dg2RkZFZ6pEXEYSFheE///kPjh07BgBwd3dH7dq1UbduXdSsWROenp5wcnJKnTw8PFC9enXUqlULpUqVAgDMnz8fw4YNQ0hICHr27JnmttasWYOrV6/itddeYzJDecJkMuHAgQNYs2YNwsLCcPToUQDm+yw++OADg6PLX5KTk3H79m3ExMSk/vvw4UN06NABnp6eeRbH+fPn8fDhQ9SrVy+3N5VhQg0RybEpODi4dHBw8Lrg4OAHwcHBZ4KDg9tncl1/KcASEhLk8OHDsnDhQnnrrbdk5MiR8vfff2epjmXLlomTk5MULVpUvv/+ezGZTDka48OHD6V169YCQAIDA+XKlSs5Wn9eOHz4sAwfPly8vLzEx8dHpk+fLg8ePBARkaNHj4qbm5uMGjUq3fVjY2MlNjY2r8LN0OnTp2XatGnSuHFjASD+/v6SlJRkdFj5VnR0tLi5ucnUqVONDiVXDR8+XFxdXWXfvn3ZriM5OVl2794tp06dksTExCyvbzKZpFevXuLj4yN//PHHE8tnzZolAASAtGjRQs6cOZPtWAszk8kk+/fvl3HjxsnQoUMlLi4uV7Zz6tQpmTt3rly+fDlX6s8La9eulUqVKgkAKVGihPTr10+WL18u7777rjg5OcnOnTuzVN/OnTvlo48+knv37uVIfNHR0TlWV25buXKllC1bNvUctp6aNWsmt27dyvUYYmNjZcyYMeLi4iIApFWrVvLzzz/n5mekv2SQy+Z0Qq0HBwd/Exwc7BkcHPxycHDw38HBwSUysa5DJNQxMTHyzDPPSNOmTWXWrFly6dIlu+pbvXq1NG3aVDw8PASAKKWkVq1a4uPjI+XKlZPQ0NBM1ZOSTA8YMEAGDRokAKRPnz5y+/Ztu+JLkZiYKC+//LIUKVJEZs6cKWXLlpWSJUvKihUrniiblJQk+/btk02bNsn169dzZPv2uHXrlsyfP1/8/f0FgJQpU0bGjRsnN2/efKLsJ598IgBk27ZtTyxbu3atlChRQooWLSqvv/667Nu3L8e+tCQkJMj69eulf//+0qhRIwkJCUm37sTERPn888+ldu3aAkA8PT0lKChIlixZInfv3s2ReAqzoUOHiq+vr0N9ccpJK1euFAAyb948o0ORmJgYqVKlijRu3Fji4+NFxJyojxo1SgDI+PHjZdeuXVKtWjXx8PCQTz75JEc/DJOSkmT16tWyZMkSWb58uaxcuVJCQkJk/fr1cvToUblz506ObSsnJCQkyJYtW+To0aOp7ZWWuLg42bt3r4wePVr8/PwEgPj6+oqbm5v07Nkzy1+A7t69K9euXZO7d++mrmsymeTQoUMyceJEqVWrVmqyVLNmTblx44Zd+5mRpKQkiYmJkaioKDl+/Ljdn3OxsbEyZMgQASCdO3eWXbt2PdJGSUlJ8uKLL0qFChUyvW+hoaHi5uYmAKRChQqydOnSbH9exMfHy/jx48XJyUmKFCkiffr0kbCwMJvHQG65efOmbN++XQ4cOJDm/ly9elV69eolAKRnz57y888/y7Zt2yQyMlIuXLggu3fvFl9fX6lTp45ER0fnWpyrV6+Wp59+Wjw8POTDDz+UVatWScuWLQWA+Pn5yaxZs+TMmTNy9+7dbL8vycnJsn37dpkwYULKrLxLqIODg72Cg4Pjg4ODy1vNCw8ODh6QifUdIqEeOXKkFC1aVLp37556sjRt2lQ+/fRTOXr0qCQnJ2eqnoSEhNQPjQ4dOsjs2bMlPDw89dtndHS0BAYGCgDp27dvmslfipRkeuDAgakfNj/99JN4e3uLn5+f/Prrr3bts8lkktdee02cnZ1l3bp1ImI+qTRNS03cDx8+LF999ZUEBQVJiRIlHvk2WrlyZQkKCpJp06bJ8ePHM73dK1euSGhoqEycOFF69Oghb7/9tvzwww9y4sSJDNv51q1b8sMPP0i3bt3Ezc1NXFxcpEePHrJ69WpJSEhId73k5GRp06aNPPXUU6lXCBITE2X8+PECQLp16yaTJk1K7cWoX7++zJ8/X0JDQ+Wbb76RqVOnysiRI2XAgAHy2muvybBhw2TChAkydepUmTdvnnz33XeyYsUKWbdunezatUs2bdokQ4YMkVKlSqV+GLVr1y51WxcvXnwkvq1bt0rdunVFKSW9e/eW1atXp/awU864cOGCuLi4yKeffmp0KHYzmUzy8OFDuXHjhly4cEHCw8OlWLFiEhwcnONXsLJr//794urqKiNHjpS4uDjp06ePKKVk/vz5qWXu378vI0aMEKWUNG3aVJYvXy5hYWGyadMm2bVrl+zbty/LX4CSkpLk1VdfTbMHzXry8fGR+vXrS58+fWTLli2Zarf4+HjZtm2bvPPOO1KnTh3p3r27XL161eY6Z8+eTbfMw4cP5fPPP5enn346NS4XFxepU6eO9O7dW8aNGyf9+/eXli1bSsWKFUUpldp5MGTIENm6daskJiZKWFiYuLi4SP/+/dP9G/r3339LWFiYTJkyRXr16iVVq1Z9ok3c3NykaNGiAkCKFy8uAwYMkNDQUDly5IiULl1aXnjhBbt6UqOjo+V///uffPjhh/LWW29Jz549pUmTJvL000+Lp6fnE/H4+vrKxo0b063vwoULEhwcLL1795aFCxc+0hG2b98+efbZZ6VIkSLyxRdfpPv+RkdHi6+vr3Tt2jXDY2DZsmXi7OwsQUFBcvbs2dQEs1WrVnL48GERMZ+bf/31l0RERMj3338va9euTfPqwbFjx6RBgwbi4uIikydPlqlTp0q9evVSe9EHDx4sw4cPl8GDB0tQUJB06tRJAgICsvRZKyJy8eJFCQ4OlpIlS0rt2rWlY8eOMmjQIHnvvfdk7Nix8tJLL0mFChUeafeKFSvK0KFDZcOGDRIXFyc//vijlChRQkqXLi26rqfbTqdOnZJKlSpJ5cqV5ezZs48sM5lMcvz48Wx3EP3555/SvXv31C9Hv//++yPL9+/fL6+++mpqr3VKp1TVqlWlRYsWMnr06Aw7y65cuSLTpk2TatWqCQDp0aNHyqI8TagbBgcHX39s3vzg4ODpaZR1Dw4O9k6ZLly40EpEJDw8XMLCwmT16tUSEhIiP/30k3z66acyatQo6d27t7Rs2VLat28vO3bssNno9+7dy/KQipMnT4qLi0vq5eDbt2/L4sWLH0muS5QoId26dZOZM2fK3r1700zeLl26JM2aNRMXFxeZPXt2um+cyWSSxYsXS4kSJaRMmTIyf/58OXDgwCMnnXXP9OM9N3/88Yc0bdpUnJ2d5V//+pecOHEi3X27f/++REREpNkmKcnkokWLnli2bNmy1ATa2dlZmjdvLh988IFERETI2bNnZfny5TJ69Ghp06aNFCtWTJycnOSNN96Qv/76K804fvnlF+nbt69UrFgx9WAvU6aMdOzYUWrWrJk6r1ixYtK6dWvp06eP/Pvf/5YPPvhA5s2bJ3PnzpWOHTumnizNmzeXWbNmybVr19Ld98dFRUWJj4+P9O3bV65evSpt2rQRZ2dnmT59euqHUFJSkqxfv15efvllcXZ2To2rZMmSUqNGDWnevLk0adJE6tSpI5UrVxZfX9/UqxCPT08//bSMHTtWDh06JCaTSUwmk/z8889SsWJF8fT0lBkzZsjp06elZ8+eqZe/Dxw4kOn9oawbPHiwVKhQIVtDGYyWkJAguq5Lq1atHjk2U6Znn33W4Xpe586dm/oF1d3dXVauXJlmuYiICKlevXqa55G3t7e8/fbbcuzYsQy3l5iYKK+88oo4OzvL8uXL5cGDB3L37l2JiYmRGzduyKVLl2TPnj3y008/ybRp02TIkCFSp04dASA1atSQefPmPdKG169fl23btsns2bOlZ8+e4uXlJQCkfPnyMnDgQClbtqyUKVMmzaTvypUr0r9//9T9qFevnowaNUo2bNggN27ckNmzZ0uFChVEKSV9+vSR3377TcLDw+Xzzz+Xt956S1q3bi2VK1eWZs2aSd++fWXixImycOFCiYiISLM3f9myZaKUkiFDhjzy2XPv3j2ZMmWKFCtWLPVvWbt27WTUqFHy448/SlhYmCxfvly+++47WbBggcycOVM2bdr0xGfcgQMHpFixYtKxY8cnEsTk5GTRdV26du0qPXv2lMGDB8vIkSNl8uTJMnnyZOnRo4eUL18+tS1KlSol9evXl5deekkGDx4s7733nsyZM0e+++47WblypWzatEnCw8PlpZdeEgAyYcKER85Zk8kkX331lXh5ecnTTz8tL7zwQuqXjZo1a0qfPn3E2dlZGjdunKkhRevWrRMANr9sL1y4UJRS0r9//0di2bx5s9SsWVOcnJykQYMG4u3t/cQxXKxYMXnllVdk1apVcvfuXZk5c6a4ublJnTp1JDIy8pHtHDt2TCZMmCB169aVunXrSrNmzSQgIED+8Y9/SI0aNaRs2bJy6tSpDPfpwYMHMmnSJPHw8JDy5cvL+++/L8OGDZOgoCBp2rRpauIbGBgoEyZMkOXLl8uJEydk+/btMnz48NQrICk5UL9+/TLVi3/p0iWpWbOmlC5dWg4ePJh6tcP6c75MmTKyYMECm51g1k6cOCEVK1aUChUqyKpVq2wmxX/99Zfs2LFDli1bJrNnz5axY8dK3759pXTp0qkdge+8845ERETI+vXr5aOPPpKgoKDUL5geHh7Sv39/2bVrl/V28jShbhUcHHz+sXkfBQcHf5ZG2UnBwcGSMo0dO1ZERBo2bPjEQVi0aFGpXr26tG3bVl599dXU8aSBgYFy8uTJRxrx6NGj8uabb0rRokXFyclJ2rZtK/PmzZM///zT5htlMpkkICBAqlatKg8fPnxieWxsrGzbtk0++OADadeunRQpUiT1m0/79u1l8uTJsn37dgkNDZVSpUpJpUqVMt1zfOXKFQkKChInJycBIK6urtKwYUPp06dPusl0ioSEBJk+fXrqH6mOHTvKunXrJDk5WWJiYmTJkiXSq1ev1G/9Tk5O0qhRIxk7dqxs3LhRpk+fLgBk1qxZ6cZ39epV2bhxY4aX3RISEmTOnDlSvHhx8fb2lk8++UTi4+MlMTFRVqxYIU2aNEn9wB87dqysWrVKoqKiHjkpbt++Ldu2bZNp06aJpmnSpk0bqVevnpQvX17c3NxS39MFCxbYNZZvyZIlqb0v5cqVk127dqVb9tatW3Lt2rVMJV+JiYly+/ZtiY6OljNnzsjJkyfT7Sm6e/eujBgxIvV9f+qpp2TZsmUO07NYkB08eFAAyNq1a40OJdOuX78uH374YeqX0datW8u8efNk8eLFEhISIps3b5ZffvnFIYcFmUwmCQoKEh8fH5vnmog5Kbt9+7Zcu3ZNLl68KGfOnJEDBw7Ie++9lzpms2XLlrJkyZI0r94kJCSIpmni4uIiq1atylKMu3btkuDgYHF2dpaiRYtKmzZtpFy5cqmfRR4eHtKiRQv56KOPUr8gi5g/vFOSvtGjR0t8fLzEx8fLjBkzxMvLS3x9feXLL7+UpUuXyqBBgx7pCXR2dpaBAwfK6dOns9aoNnz77bcCQMaMGSPx8fGyYMECKVu2rLi5ucmIESPkwoULdv2d2bFjh7i7u0twcLAkJSWJyWSS9evXp35+t2jRQl566SVp2rSp1KxZU8qVKye+vr7SoUMHGT9+vISEhGRpOEBycrJMmzZNnJ2dpXXr1nL58mW5dOmSdOrUSQDI66+/nvoF6NatW7Jy5Ur517/+JXXq1JH3338/0wmbiMg777wjrq6u8ttvvz2xbP78+QJAhgwZkubf9YSEBJk7d668/vrr8vHHH0tISIgcO3ZMHjx4ICdOnJApU6ZIgwYNUj+LlVIyevToNHMOW65fvy516tSR8uXLP9EDnMJkMsmqVaukcuXK4urqKu+++262/jaYTCY5cuSIfPzxx7Jhw4YsrXvjxg1p3Lhx6pecEiVKyKBBg2TNmjVy7tw5GThwoCil5JlnnpGVK1faPCb37dsnJUuWlPr162d4NciWxMRE2bZtmwwZMkTKlCnzyJWqNm3ayMiRI2Xx4sUSExOT1ur5q4f6+vXrcu3aNbl+/brcvHkzzfEvJpNJli9fLlWqVBFnZ2d58803ZfHixanjZ8qXLy+TJk2Sr7/+Wjp37iyurq4CQF544QXRdT3NRg4LCxMA8r///S9Tb0p8fLz8+uuvMn36dAkMDJTixYunvjFdunSxOYQjPffv35dff/1VFixYIIMHD5bnnntO/u///i9TYwrj4+NlyZIl0qhRo9TkLKUXt3HjxjJt2jTZt2+fLFy4UPr16/fIh8S7776b5VhtuXHjhrz99tvi7OwszzzzTOplzLZt28qaNWsyPWzmcSaTKUt/GDOq64033pAuXbrYdXLmhMjISPnmm2/k/v37hsZRmJhMJqlfv74EBQUZHUqmrFixQtzd3cXDw0Nef/311MvK+UlSUpLdPefx8fGi67q0bdtWAIiXl5f069dPwsLCJC4uThISEiQoKEhcXFwkJCQk29uJjo6W999/X3r16iUTJ04UXdfl9OnTNv8WJycny6effiqurq7i7+8vNWrUEGdnZxk2bNgTVwZNJpOcOHFCFi5c+MQl65wyZ86c1F5ApZQMHDjwiSFm9vjf//4nTk5O0qdPn9TP3pYtW2b4hcke4eHhUqFCBfH19RVvb2+pWLFilpO8jMTHx8sLL7wgvr6+0qhRI6ldu7b4+fmlJl+jRo2yu9Pj3LlzMnfuXImIiMh2HdeuXZOaNWvKU0899cgxlJycLCEhIam5QGBgYLpJd164d++ezJo1K82rHSIiR44ckc6dOwsAadSokSxatOiJLxhbt26VokWLSvPmzbM88sCWlPvBfv/998y+p4aMoS5nNS/XxlDHxcXJp59+mjokoU2bNqLr+hNv2u3bt2Xp0qWpPQjvvvvuI0ldXFycPPPMM9KhQwe7Bq8fOXJENm7cmO2EMSeYTCaJiIiQoUOHyrx589K9qdJkMsnJkyczPWYwO44fPy7/+Mc/ZODAgXLo0KFc2QZRds2ZM0dcXV1z/QYre8XExEjp0qWle/fu2fqiXlCdPXtWpkyZkjpUw8fHR5577jlxdXXN9M3euWH//v1So0YNadeunRw9etSwOETMT1LRNC1Tw2SyY+HChQKYnz60YcOGPLm6dv36denVq5e89tpr6fUi2i0qKkrefPNNeeONN2TEiBEyYcIE+fDDD2XFihUOdQXxypUr8uyzz8rTTz8t58+fl0WLFqXeQNqmTRvZsmWL0SFm2vbt21PvLypZsqSMGjVKTp8+LSEhIeLm5iYBAQGOcCN5hgl1jj6HWtO0lQD+BjACQEcAPwCoput6TAarZvs51Hfu3MHff/+d4bOZRQSzZs3CmDFjEBgYiCVLlsDb2xszZszAhAkTcPToUdSuXTs7IRBRPnPz5k1UqFABM2fOxPDhw40OJ10jRozAt99+izNnzqBixYpGh+OQjh8/jhUrVmD37t0YM2YMunbtamg8IpKvn+OfFX/++SeeeuqpQrO/jiY6OhovvvgiLly4ABFBYGAgxo8fj+bNmxsdWracO3cOX3/9Nb7//nvcunULSikEBwdj8eLFcHNzMzq8vP1hF03TSgP4EUAbANEA3tJ1fWsmVs2zH3ZZv349XnnlFVSqVAlff/01AgIC8M9//pO/6EVUyAQFBeH8+fM4fPiwQyYEx48fx3PPPYePPvoI48aNMzocInJAUVFR+Oyzz9CvX798/UvA1uLi4vDzzz/j6tWrGDlypKP88BN/KTEtp06dQrdu3fD777+jVKlSOHfuHEqUKJFXmyciB7Bu3ToEBgbi4MGD8Pf3NzqcR4gI2rdvj+joaBw7dgzu7u5Gh0REVJhlmFA75VEgDqVWrVr47bff0K9fP3z11VdMpokKoYCAAJQvXx7ff/+90aE8YdWqVdixYwfmzp3LZJqIKB8olD3UREQAMG7cOHzzzTe4cuUKPDw8jA4HAHD//n3UqlULDRs2RGhoqNHhEBERe6iJiNI3ePBgxMTEICwszOhQUn388ce4fv06Zs+ebXQoRESUSUyoiajQqlmzJpo1a+YQwz5EBFu3bsXMmTMxZswYVK1a1eiQiIgok5hQE1GhNnjwYGzatAnR0dGGbF9EsGXLFrRu3RodO3aEv78/xo8fb0gsRESUPUyoiahQ6927Nzw8PLBo0aI83a6IYP369WjWrBk6deqEhIQErF27Fnv27IGnp2eexkJERPZhQk1EhZq3tzd69+6N6dOnY9OmTbm+PRFBWFgYGjdujK5du8LJyQkbN27E3r170bVrV4d8JjYREdnGhJqICr25c+eiVatW6NKlC+bPn4/cePqRyWRCSEgI/P390aNHD3h6emLr1q3Ys2cPAgICmEgTEeVjTKiJqNDz9vZGaGgoRowYgWHDhmHo0KFITEzMsfqjoqLg7++PoKAglCxZEjt37kR4eDjat2/PRJqIqABwMToAIiJH4OzsjE8//RS1a9fGkCFDcO7cOaxcuRIlS5a0q96rV6+iQ4cOSE5Oxu7du9GyZcscipiIiBwFe6iJiKy89tpr2Lp1Kw4fPoxatWphwYIFSEhIyFZdN2/eRMeOHfHw4UNs27aNyTQRUQHFhJqI6DEvvvgiDh8+jM6dO2PYsGGoVasWfvrpJ5hMpkzXcefOHQQEBODGjRvYtm0bqlSpkosRExGRkZhQExGloVKlSvjhhx9w9OhR1K1bF/369YO/vz8WLlyIqKgom+vev38fXbp0wYULF7BlyxbUqFEjj6ImIiIjqNy4mz0b/AEcNDoIIqL0/PLLL/jPf/6DHTt2QERQrVo1tG/fHu3atYOnpydu3LiB69ev48aNGwgPD8eZM2ewdetWvPDCC0aHTkRE9nkeQKStAkyoiYiyICYmBjt37sS2bduwdetWnDlzJnVZiRIlUKZMGZQvXx7//e9/OWaaiKhgYEJNRJSbrl27BhGBr68vXF1djQ6HiIhyXoYJNR+bR0Rkh3LlyhkdAhERGYw3JRIRERER2YEJNRERERGRHZhQExERERHZwVESag+jAyAiIiIiSkOGeaqjJNR+RgdARERERJQGv4wKOMpj80oBCABwEUCcsaEUXhcvXiz6xRdfhA8dOrS1n5/ffaPjITISzwei/4/nAxVSHjAn05sA3LJV0FESanIAmqZ5A7gDwEfX9btGx0NkJJ4PRP8fzwci2xxlyAcRERERUb7EhJqIiIiIyA5MqMlaPIDJln+JCjueD0T/H88HIhs4hpqIiIiIyA7soSYiIiIisgMTaiIiIiIiOzChJiIiIiKyAxNqIiIiIiI7ej5ibwAACFRJREFUMKEmIiIiIrKDi9EBOCpN09wBfAmgI4BiAA4B+D9d149Zlr8L4B0AzgC+BTBO13XRNM0FwAoATQFUAFBe1/VradTvB+AUgB91XR9iI47GlvqfBbAfwABd16Msy2YBeBlAaQBnAIzSdT08nXpqAPjUEpfA/DOa/6freoytuDRNmwBggmWxK8xfwlIem7QEwAcAFgJoAqCYrusej9W307LNJMus3bqud7axv2m2a0ZtkUY9RQB8A6AHgBhLPcvSKLcRQJvH4ybHp2naZADBAGoC6Kvr+nLL/EEwHydxVsVr67p+KZ16bJ1jmTqOrOoaBOBDAN4Afgbwpq7rCZZlrgCmAegPoAiAI7qut8rOvhM9Lh+eDx1g/kyqCuBPAGN0XV+XnX0ncgTsoU6fC4A/YE4GSwIIA7AaADRN6wJgKMxJZB0AgQAGW60bDiAog/pnA4i0VcCS1IcAmGuJYS+AxVZF7gDoBMAHwHQAqzVNK5ZOdT4AdADVYP5dejcAn2QUl67rU3Vd99J13Qvm5HlpymvLFwETgLUA/mljVwZZrWMrmU63XTPRFo+bbClXEUAfAF9omlb9se29DMDLRh3k2M4BGA7gtzSWbbU65rxsJA8ZHVcZHkdWddUDkPIltxLM59lEqyIfA3gaQF0AJQCMyNxuEmVKvjkfLB1PqwDMhDnZfgfAcsvPmxPlS+yhToeu6/f/X3v3FivXFMdx/HvS0IamKl6EaDWEokpQ4lLqQYSEqMQvIW6pB+IWqaaIaLR114Soa5sUTevyFyqohorUNaGVoHoS2iriUkpUU07dWg9rje4zZ2bPnDMHc+T3eenMnjVrr73O2nvWXvu/VoGZlfeS7gVmSdqNNMJ0f0R8mj+bBZwLzIuIP0gXIyTVzFvSyUAHsBTYvaQYE4DNETEvf28GsEHSyIj4PCKmF9I+JeluYD/gvRrH8y6FC62kuaSLXV/KVcx3A/BgHtluVd16pUFd1MnrjIjYBLwt6TnSD8CM/P0hpJGTS4BX+qHs9i+LiAUAkq5vIZsJlLer0nZU5RzgyYhYkfOaSRrpm5avGxcA+0bExpy+x3lq1lcD6XwgDfAMAx7PTyCXSOoCRgIrWyi/2X/GI9TNOxr4NiJ+AA6k+0n/AWlEtSFJO5Luyqc0kbzbfnInf23eXp3v3qSRgzXNlAM4BljVx3L11mxJGyQtlTS2sM/jJG0spCur19K6kHStpBfy611JNwRlf6NrgSeAL1s8NmtPx0r6QVKnpG4hVZI+lHROflu3XTVqR5JGSNooaUStvHLaUfkx+RjgG2C6pO8lrZQ0sd+O1qxcW50P+Xf0SeA8SYMknQb8DHzSXwds9m/zCHUTJO0CPARU7vyHApsKSTbRfOjAZODFiFhTbwS7oHo/NfeVYzMfBe6MiJ8aZSrpUOBK4Pg+lqs3pgKdwJ/AFcCLkkZHxOaIeBMYXkhbVq+ldRERt1Xl82dE/FIrbb75EHAYTY7E24DyGnAw8AUwDlgk6duIWAQQEWMLacvaVWk7yo/NG7XfyvY9SZ3qp/PrI4DFklZFhDsR9k9qx/OhixTyMYc0av0bcGZE+L81twHLHeoGcmjAs8DiymMwYDPpcVXFsLytUV57kmKND6/z+SrSIy9Id/fV++mxL0kdwCPAd8CN9fKqxMxJGgU8D1wUEauaKVcrcqhJxR2SJgFHAq/WSF5Wrw3roiqfQZJ2Klz8i2nvAm6IiC39fPNgbSAi1hXeviPpHmAisKhG8rJ21agdNcprWGF7F/A7cFMOC3tL0sukSc/uUNs/ph3PB0kHAA8DpwJvA8cCz0g6vF58t1m7c8hHiTxx4gnga7qHQnSS7vgrDqEQPlFiHGlyxmpJ63Oe5+eVJoiIg6omjXTbj6SdSZMKOwt5ziatJnJuRGytbKyRF5J2J8VHz4yIZ5stVz/bWvJZWb02UxcA5JVL1pfkNQG4Lx/rcmCwpPVKK6HY/0/Tba7YrppoR6V55bTrIqIL+KhG+o7GRTfrd+1wPowhrXLzZkRsjYg3SCtVHdXbgzFrFx6hLjeXtLzVWZWl27IFpA5ZkEaeJlOY4JdnSld+LAdLGhIRW4AlwKhCPlNIS95NrrP/ZcDQvPTQ46QZ0isKSxhNJ93Zn9DoUVkOW3kJmB8Rc6o+7m25qvMeAgwuvN4WEb9KGk7qrL9OWqrvMlKc94o6WZXV6zJK6qJOXjdIOpsU43c62y/W+7P9ZnIv4A3gUOD7Zo7X2kMOdRpE+lvukNveb6SVb96LiA2SDiOFN/XpHKO8HVV7DFiWJ/yuJYWILQCIiNWSlgPXSbqV9DToJLqvAmLWZwPpfADeBw6WdFREvCPpaJofmDJrS+5Q1yFpJHAhae3OHwuhAadExOI8uW456QI2l/T4quJjtodbfJb/7cid3r/XpJa0GRiaJ2j0kDulZ5LWeX4g7++8QpJppDWhvy6U7+KIWFgjuzOAscA+kqYW9jG0t+Wqoavq9eekJZIq6+6OJl3Y3wdOzTPEkTQeWJKX5KOsXhvVhdJ62eMLy/JNI8XmfUNaL/XSiPg45/Vd4XtD8rYea4Vb25tLWjkDYDwwHziR1FGdL2kn4Cvg9oiIypdyONQtEbGwyXOsZjvKk686ySFVEbFS0tWkkKrKurs3F/I6m9SeryFNhp1UycusHwyY8yHfYF6ey7UH6ffnqojo8cTRbKDo2LZtW+NUZmZmZmZWk2OozczMzMxa4A61mZmZmVkL3KE2MzMzM2uBO9RmZmZmZi1wh9rMzMzMrAXuUJuZmZmZtcAdajMzMzOzFrhDbWZmZmbWAneozczMzMxa4A61mZmZmVkL3KE2MzMzM2vBXzVYfl16AikcAAAAAElFTkSuQmCC\n", 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" ] }, "execution_count": 32, "metadata": {}, "output_type": "execute_result" } ], "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": 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\n", 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\n", "text/plain": [ "
" ] }, "execution_count": 34, "metadata": {}, "output_type": "execute_result" } ], "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": 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\n", 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\n", 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\n", 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "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": 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\n", 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\n", 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" ] }, "execution_count": 36, "metadata": {}, "output_type": "execute_result" } ], "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": "3.7.3" } }, "nbformat": 4, "nbformat_minor": 2 }