{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Analyze Electrodermal Activity (EDA)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This example shows how to use NeuroKit2 to extract the features from Electrodermal Activity (EDA) ." ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "# Load the NeuroKit package and other useful packages\n", "import neurokit2 as nk\n", "import matplotlib.pyplot as plt" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [], "source": [ "plt.rcParams['figure.figsize'] = [15, 5] # Bigger images" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Extract the cleaned EDA signal" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "\n", "In this example, we will use a simulated EDA signal. However, you can use any signal you have generated (for instance, extracted from the dataframe using [read_acqknowledge()](https://neurokit2.readthedocs.io/en/latest/functions.html#neurokit2.read_acqknowledge).\n" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [], "source": [ "# Simulate 10 seconds of EDA Signal (recorded at 250 samples / second)\n", "eda_signal = nk.eda_simulate(duration=10, sampling_rate=250, scr_number=3, drift=0.01)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "\n", "Once you have a raw EDA signal in the shape of a vector (i.e., a one-dimensional array), or a list, you can use [eda_process()](https://neurokit2.readthedocs.io/en/latest/functions.html#neurokit2.eda_process) to process it.\n" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [], "source": [ "# Process the raw EDA signal\n", "signals, info = nk.eda_process(eda_signal, sampling_rate=250)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "*Note: It is critical that you specify the correct sampling rate of your signal throughout many processing functions, as this allows NeuroKit to have a time reference.*" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "\n", "This function outputs two elements, a *dataframe* containing the different signals (e.g., the raw signal, clean signal, SCR samples marking the different features etc.), and a *dictionary* containing information about the Skin Conductance Response (SCR) peaks (e.g., onsets, peak amplitude etc.)." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Locate Skin Conductance Response (SCR) features" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The processing function does two important things for our purpose: Firstly, it cleans the signal. Secondly, it detects the location of 1) peak onsets, 2) peak amplitude, and 3) half-recovery time. Let's extract these from the output." ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [], "source": [ "# Extract clean EDA and SCR features\n", "cleaned = signals[\"EDA_Clean\"]\n", "features = [info[\"SCR_Onsets\"], info[\"SCR_Peaks\"], info[\"SCR_Recovery\"]]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can now visualize the location of the peak onsets, the peak amplitude, as well as the half-recovery time points in the cleaned EDA signal, respectively marked by the red dashed line, blue dashed line, and orange dashed line." ] }, { "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": [ "# Visualize SCR features in cleaned EDA signal\n", "plot = nk.events_plot(features, cleaned, color=['red', 'blue', 'orange'])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "\n", "## Decompose EDA into Phasic and Tonic components" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can also decompose the EDA signal into its phasic and tonic components, or more specifically, the ***Phasic Skin Conductance Response (SCR)*** and the ***Tonic Skin Conductance Level (SCL)*** respectively.\n", "The SCR represents the stimulus-dependent fast changing signal whereas the SCL is slow-changing and continuous. Separating these two signals helps to provide a more accurate estimation of the true SCR amplitude." ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [], "source": [ "# Filter phasic and tonic components\n", "data = nk.eda_phasic(nk.standardize(eda_signal), sampling_rate=250)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "*Note: here we **standardized** the raw EDA signal before the decomposition, which can be useful in the presence of high inter-individual variations.*" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can now add the raw signal to the dataframe containing the two signals, and plot them!" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "data[\"EDA_Raw\"] = eda_signal # Add raw signal\n", "data.plot()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Quick Plot" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "You can obtain all of these features by using the [eda_plot()](https://neurokit2.readthedocs.io/en/latest/functions.html#neurokit2.eda_plot) function on the dataframe of processed EDA." ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Plot EDA signal\n", "plot = nk.eda_plot(signals)" ] } ], "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": "3.8.1" } }, "nbformat": 4, "nbformat_minor": 2 }