{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Analyze Respiratory Rate Variability (RRV)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This example can be referenced by [citing the package](https://github.com/neuropsychology/NeuroKit#citation).\n", "\n", "Respiratory Rate Variability (RRV), or variations in respiratory rhythm, are crucial indices of general health and respiratory complications. This example shows how to use NeuroKit to perform RRV analysis." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Download Data and Extract Relevant Signals" ] }, { "cell_type": "code", "execution_count": 2, "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 matplotlib.pyplot as plt\n", "%matplotlib inline" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "plt.rcParams['figure.figsize'] = 15, 5 # Bigger images" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In this example, we will download a dataset that contains electrocardiogram, respiratory, and electrodermal activity signals, and extract only the respiratory (RSP) signal." ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Get data\n", "data = pd.read_csv(\"https://raw.githubusercontent.com/neuropsychology/NeuroKit/master/data/bio_eventrelated_100hz.csv\")\n", "rsp = data[\"RSP\"]\n", "nk.signal_plot(rsp, sampling_rate=100) # Visualize" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "You now have the raw RSP signal in the shape of a vector (i.e., a one-dimensional array). You can then clean it using `rsp_clean()` and extract the inhalation peaks of the signal using `rsp_peaks()`. This will output 1) a *dataframe* indicating the occurrences of inhalation peaks and exhalation troughs (\"1\" marked in a list of zeros), and 2) a *dictionary* showing the samples of peaks and troughs." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "*Note: As the dataset has a frequency of 100Hz, make sure the `sampling_rate` is also set to 100Hz. It is critical that you specify the correct sampling rate of your signal throughout all the processing functions.*" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "# Clean signal\n", "cleaned = nk.rsp_clean(rsp, sampling_rate=100)\n", "\n", "# Extract peaks\n", "df, peaks_dict = nk.rsp_peaks(cleaned) \n", "info = nk.rsp_fixpeaks(peaks_dict)\n", "formatted = nk.signal_formatpeaks(info, desired_length=len(cleaned),peak_indices=info[\"RSP_Peaks\"])" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "nk.signal_plot(pd.DataFrame({\"RSP_Raw\": rsp, \"RSP_Clean\": cleaned}), sampling_rate=100, subplots=True)" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "candidate_peaks = nk.events_plot(peaks_dict['RSP_Peaks'], cleaned)" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fixed_peaks = nk.events_plot(info['RSP_Peaks'], cleaned)" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0, 0.5, 'BPM')" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Extract rate\n", "rsp_rate = nk.rsp_rate(formatted, desired_length=None, sampling_rate=100) # Note: You can also replace info with peaks dictionary\n", "\n", "# Visualize\n", "nk.signal_plot(rsp_rate, sampling_rate=100)\n", "plt.ylabel('BPM')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Analyse RRV" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now that we have extracted the respiratory rate signal and the peaks dictionary, you can then input these into `rsp_rrv()`. This outputs a variety of RRV indices including time domain, frequency domain, and nonlinear features. Examples of time domain features include RMSSD (root-mean-squared standard deviation) or SDBB (standard deviation of the breath-to-breath intervals). Power spectral analyses (e.g., LF, HF, LFHF) and entropy measures (e.g., sample entropy, SampEn where smaller values indicate that respiratory rate is regular and predictable) are also examples of frequency domain and nonlinear features respectively.\n", "\n", "A Poincaré plot is also shown when setting `show=True`, plotting each breath-to-breath interval against the next successive one. It shows the distribution of successive respiratory rates.\n" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Neurokit warning: signal_psd(): The duration of recording is too short to support a sufficiently long window for high frequency resolution. Consider using a longer recording or increasing the `min_frequency`\n" ] }, { "data": { "text/html": [ "
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RRV_SDBBRRV_RMSSDRRV_SDSDRRV_VLFRRV_LFRRV_HFRRV_LFHFRRV_LFnRRV_HFnRRV_SD1RRV_SD2RRV_SD2SD1RRV_ApEnRRV_SampEnRRV_DFA
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\n", "
" ], "text/plain": [ " RRV_SDBB RRV_RMSSD RRV_SDSD RRV_VLF RRV_LF RRV_HF \\\n", "0 1030.411296 1269.625397 1286.590811 0.0 203.846501 2000.465169 \n", "\n", " RRV_LFHF RRV_LFn RRV_HFn RRV_SD1 RRV_SD2 RRV_SD2SD1 RRV_ApEn \\\n", "0 0.1019 0.092476 0.907524 909.757087 1138.34833 1.251266 0.496939 \n", "\n", " RRV_SampEn RRV_DFA \n", "0 0.693147 0.755783 " ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "rrv = nk.rsp_rrv(rsp_rate, info, sampling_rate=100, show=True)\n", "rrv" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This is a simple visualization tool for short-term (SD1) and long-term variability (SD2) in respiratory rhythm. \n", "\n", "### See documentation for full reference" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "RRV method taken from : Soni et al. 2019" ] } ], "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 }