{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Note Filter Example\n", "Import streaming EEG data into Python using **read_block** \n", "Filter around behavioral events that were timestamped by the user using the Run-time Notes feature in Synapse, using **epoc_filter** \n", "Plot each occurrence in a subplot organized by Note type \n", "Good for sleep scoring and behavioral discrimination\n", "\n", "### Housekeeping\n", "\n", "Import the read_block function from the tdt package\\\n", "Also import other python packages we care about" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "# magic for Jupyter\n", "%matplotlib inline\n", "\n", "import matplotlib.pyplot as plt # standard Python plotting library\n", "import numpy as np\n", "\n", "from tdt import read_block, download_demo_data, epoc_filter" ] }, { "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/Subject1-180426-120951'" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Set up the variables for the data you want to extract.\n", "We will extract channel 1 from the EEG1 stream data store." ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "STORE = 'EEG1'\n", "CHANNEL = 1\n", "ONSET = [-3] # relative onset, in seconds, from the note timestamp" ] }, { "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": [ "Found Synapse note file: data/Subject1-180426-120951\\Notes.txt\n", "read from t=0s to t=31.81s\n" ] } ], "source": [ "data = read_block(BLOCK_PATH, channel=CHANNEL)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "All user notes are stored in a special epoc event called 'Note'" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "# find all the unique note values\n", "notes, counts = np.unique(data.epocs.Note.notes, return_counts=True)\n", "\n", "# find the highest number of occurrences (to inform our plot)\n", "maxOccur = np.max(counts)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Loop through the notes for plotting" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Reading note: grooming\n", "Reading note: moving\n", "Reading note: sleep\n" ] }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# some useful variables\n", "num_notes = len(notes)\n", "fs = data.streams[STORE].fs\n", "\n", "fig = plt.figure(figsize=(14, 8))\n", "for ind, note in enumerate(notes,1):\n", " \n", " print('Reading note:', note)\n", " \n", " # look at only the data around this note type\n", " filtered = epoc_filter(data, 'Note', values=note, t=ONSET)\n", " \n", " # for each note occurrence, plot the data from\n", " # the note onset to the next note onset\n", " n = len(filtered.streams[STORE].filtered)\n", " for j in range(n):\n", " plotInd = j * num_notes + ind\n", " ax = fig.add_subplot(maxOccur, num_notes, plotInd)\n", " \n", " # x-axis is the valid time ranges, in seconds\n", " len_wav = len(filtered.streams[STORE].filtered[j])\n", " ts = filtered.time_ranges[0,j] + np.linspace(1, len_wav, len_wav) / fs\n", " \n", " # plot the snippet, in microvolts\n", " y = np.transpose(1e6 * filtered.streams[STORE].filtered[j])\n", " trace1 = ax.plot(ts, y, lw=1, color='cornflowerblue')\n", " \n", " # if we specified an ONSET, draw the vertical line at the note onset\n", " if ONSET != 0:\n", " trace2 = ax.axvline(x = (ts[0]-ONSET),\n", " color='slategray',\n", " linewidth=3)\n", " \n", " # plot labels\n", " if j == 0:\n", " ax.set_title(note,fontsize=14)\n", " elif j == (n-1):\n", " if ind == 1:\n", " ax.set_ylabel('\\u03BCV',fontsize=12)\n", " ax.set_xlabel('Time (s)',fontsize=12)\n", "\n", "fig.tight_layout()" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "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 }