{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Analyze Electrodermal Activity (EDA)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This example can be referenced by [citing the package](https://github.com/neuropsychology/NeuroKit#citation).\n", "\n", "This example shows how to use NeuroKit2 to extract the features from Electrodermal Activity (EDA) ." ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "# Load the NeuroKit package and other useful packages\n", "import neurokit2 as nk\n", "import matplotlib.pyplot as plt\n", "%matplotlib inline" ] }, { "cell_type": "code", "execution_count": 6, "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": 7, "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": 8, "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": 9, "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": 10, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "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": 11, "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": 12, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 12, "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": 13, "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": "3.7.1" } }, "nbformat": 4, "nbformat_minor": 2 }