{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Simulate Artificial Physiological Signals" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This example can be referenced by [citing the package](https://github.com/neuropsychology/NeuroKit#citation).\n", "\n", "Neurokit's core signal processing functions surround electrocardiogram (ECG), respiratory (RSP), electrodermal activity (EDA), and electromyography (EMG) data. Hence, this example shows how to use Neurokit to simulate these physiological signals with customized parametric control." ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "import warnings\n", "warnings.filterwarnings('ignore')" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "# Load NeuroKit and other useful packages\n", "import neurokit2 as nk\n", "import numpy as np\n", "import pandas as pd\n", "import seaborn as sns\n", "import matplotlib.pyplot as plt\n", "%matplotlib inline" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [], "source": [ "plt.rcParams['figure.figsize'] = [10, 6] # Bigger images" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Cardiac Activity (ECG)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "With `ecg_simulate()`, you can generate an artificial ECG signal of a desired length (in this case here, `duration=10`), noise, and heart rate. As you can see in the plot below, *ecg50* has about half the number of heart beats than *ecg100*, and *ecg50* also has more noise in the signal than the latter." ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "scrolled": true }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Alternate heart rate and noise levels\n", "ecg50 = nk.ecg_simulate(duration=10, noise=0.05, heart_rate=50)\n", "ecg100 = nk.ecg_simulate(duration=10, noise=0.01, heart_rate=100)\n", "\n", "# Visualize\n", "ecg_df = pd.DataFrame({\"ECG_100\": ecg100,\n", " \"ECG_50\": ecg50})\n", "\n", "nk.signal_plot(ecg_df, subplots=True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "You can also choose to generate the default, simple simulation based on Daubechies wavelets, which roughly approximates one cardiac cycle, or a more complex one by specifiying `method=\"ecgsyn\"`." ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Alternate methods\n", "ecg_sim = nk.ecg_simulate(duration=10, method=\"simple\")\n", "ecg_com = nk.ecg_simulate(duration=10, method=\"ecgsyn\")\n", "\n", "# Visualize\n", "methods = pd.DataFrame({\"ECG_Simple\": ecg_sim,\n", " \"ECG_Complex\": ecg_com})\n", "nk.signal_plot(methods, subplots=True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Respiration (RSP)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "To simulate a synthetic respiratory signal, you can use `rsp_simulate()` and choose a specific duration and breathing rate. In this example below, you can see that *rsp7* has a lower breathing rate than *rsp15*. You can also decide which model you want to generate the signal. The *simple rsp15* signal incorporates `method = \"sinusoidal\"` which approximates a respiratory cycle based on the trigonometric sine wave. On the other hand, the *complex rsp15* signal specifies `method = \"breathmetrics\"` which uses a more advanced model by interpolating inhalation and exhalation pauses between each respiratory cycle." ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Simulate\n", "rsp15_sim = nk.rsp_simulate(duration=20, respiratory_rate=15, method=\"sinusoidal\")\n", "rsp15_com = nk.rsp_simulate(duration=20, respiratory_rate=15, method=\"breathmetrics\")\n", "rsp7 = nk.rsp_simulate(duration=20, respiratory_rate=7, method=\"breathmetrics\")\n", "\n", "# Visualize respiration rate\n", "rsp_df = pd.DataFrame({\"RSP7\": rsp7,\n", " \"RSP15_simple\": rsp15_sim,\n", " \"RSP15_complex\": rsp15_com})\n", "nk.signal_plot(rsp_df, subplots=True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Electromyography (EMG)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now, we come to generating an artificial EMG signal using `emg_simulate()`. Here, you can specify the number of bursts of muscular activity (`n_bursts`) in the signal as well as the duration of the bursts (`duration_bursts`). As you can see the active muscle periods in *EMG2_Longer* are greater in duration than that of *EMG2*, and *EMG5* contains more bursts than the former two. " ] }, { "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": [ "# Simulate\n", "emg2 = nk.emg_simulate(duration=10, burst_number=2, burst_duration=1.0)\n", "emg2_long = nk.emg_simulate(duration=10, burst_number=2, burst_duration=1.5)\n", "emg5 = nk.emg_simulate(duration=10, burst_number=5, burst_duration=1.0)\n", "\n", "# Visualize\n", "emg_df = pd.DataFrame({\"EMG2\": emg2,\n", " \"EMG2_Longer\": emg2_long,\n", " \"EMG5\": emg5})\n", "nk.signal_plot(emg_df,subplots=True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Electrodermal Activity (EDA)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Finally, `eda_simulate()` can be used to generate a synthetic EDA signal of a given duration, specifying the number of skin conductance responses or activity 'peaks' (`n_scr`) and the `drift` of the signal. You can also modify the noise level of the signal." ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Simulate\n", "eda1 = nk.eda_simulate(duration=10, scr_number=1, drift=-0.01, noise=0.05)\n", "eda3 = nk.eda_simulate(duration=10, scr_number=3, drift=-0.01, noise=0.01)\n", "eda3_long = nk.eda_simulate(duration=10, scr_number=3, drift=-0.1, noise=0.01)\n", "\n", "# Visualize\n", "eda_df = pd.DataFrame({\"EDA1\": eda1,\n", " \"EDA3\": eda3,\n", " \"EDA3_Longer\": eda3_long})\n", "nk.signal_plot(eda_df, subplots=True)" ] } ], "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 }