{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Averaging Example\n", "Import stream and epoc data into Python using **read_block** \n", "Plot the average waveform around the epoc event using **epoc_filter** \n", "Good for Evoked Potential detection\n", "## Housekeeping\n", "Import critial libraries" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "# special call that tells notebook to keep matlplotlib figures open\n", "%config InlineBackend.close_figures = False\n", "\n", "# special call that tells notebook to show matlplotlib figures inline\n", "%matplotlib inline\n", "\n", "import matplotlib.pyplot as plt # standard Python plotting library\n", "import numpy as np # fundamental package for scientific computing, handles arrays and math\n", "\n", "# import the primary functions from the tdt library only\n", "from tdt import read_block, epoc_filter, download_demo_data" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Importing the Data\n", "This example uses our [example data sets](https://www.tdt.com/files/examples/TDTExampleData.zip). To import your own data, replace BLOCK_PATH with the full path to your own data block.\n", "\n", "In Synapse, you can find the block path in the database. Go to Menu > History. Find your block, then Right-Click > Copy path to clipboard." ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "demo data ready\n" ] } ], "source": [ "download_demo_data()\n", "BLOCK_PATH = 'data/Algernon-180308-130351'" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Set up the varibles for the data you want to extract. We will extract channel 3 from the LFP1 stream data store, created by the Neural Stream Processor gizmo, and use our PulseGen epoc event ('PC0/') as our stimulus onset." ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "REF_EPOC = 'PC0/'\n", "STREAM_STORE = 'LFP1'\n", "ARTIFACT = np.inf # optionally set an artifact rejection level\n", "CHANNEL = 3\n", "TRANGE = [-0.3, 0.8] # window size [start time relative to epoc onset, window duration]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now read the specified data from our block into a Python structure." ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "read from t=0s to t=61.23s\n" ] } ], "source": [ "data = read_block(BLOCK_PATH, evtype=['epocs','scalars','streams'], channel=CHANNEL)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Use epoc_filter to extract data around our epoc event\n", "Using the 't' parameter extracts data only from the time range around our epoc event. For stream events, the chunks of data are stored in a list." ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "data = epoc_filter(data, 'PC0/', t=TRANGE)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Optionally remove artifacts." ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "art1 = np.array([np.any(x>ARTIFACT) for x in data.streams[STREAM_STORE].filtered], dtype=bool)\n", "art2 = np.array([np.any(x<-ARTIFACT) for x in data.streams[STREAM_STORE].filtered], dtype=bool)\n", "good = np.logical_not(art1) & np.logical_not(art2)\n", "data.streams[STREAM_STORE].filtered = [data.streams[STREAM_STORE].filtered[i] for i in range(len(good)) if good[i]]\n", "num_artifacts = np.sum(np.logical_not(good))\n", "if num_artifacts == len(art1):\n", " raise Exception('all waveforms rejected as artifacts')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Applying a time filter to a uniformly sampled signal means that the length of each segment could vary by one sample. Let's find the minimum length so we can trim the excess off before calculating the mean.\n" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [], "source": [ "min_length = np.min([len(x) for x in data.streams[STREAM_STORE].filtered])\n", "data.streams[STREAM_STORE].filtered = [x[:min_length] for x in data.streams[STREAM_STORE].filtered]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Find the average signal." ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [], "source": [ "all_signals = np.vstack(data.streams[STREAM_STORE].filtered)\n", "mean_signal = np.mean(all_signals, axis=0)\n", "std_signal = np.std(all_signals, axis=0)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Ready to plot\n", "Create the time vector.\n" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [], "source": [ "ts = TRANGE[0] + np.arange(0, min_length) / data.streams[STREAM_STORE].fs" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Plot all the signals as gray." ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, ax1 = plt.subplots(1, 1, figsize=(8,5))\n", "ax1.plot(ts, all_signals.T, color=(.85,.85,.85), linewidth=0.5)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Plot vertical line at time=0." ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "ax1.plot([0, 0], [np.min(all_signals), np.max(all_signals)], color='r', linewidth=3)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Plot the average signal." ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "ax1.plot(ts, mean_signal, color='b', linewidth=3)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Plot the standard deviation bands." ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "ax1.plot(ts, mean_signal + std_signal, 'b--', ts, mean_signal - std_signal, 'b--')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Finish up the plot" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "ax1.axis('tight')\n", "ax1.set_xlabel('Time, s',fontsize=12)\n", "ax1.set_ylabel('V',fontsize=12)\n", "ax1.set_title('{0} {1} Trials ({2} Artifacts Removed)'.format(\n", " STREAM_STORE,\n", " len(data.streams[STREAM_STORE].filtered),\n", " num_artifacts))\n", "plt.show()" ] } ], "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": "3.7.1" } }, "nbformat": 4, "nbformat_minor": 2 }