{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Interval-related Analysis" ] }, { "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 Neurokit to analyze longer periods of data (i.e., greater than 10 seconds) such as **resting state data**. If you are looking to perform event-related analysis on epochs, you can refer to this [Neurokit example](https://neurokit2.readthedocs.io/en/latest/examples/eventrelated.html) here." ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "# Load NeuroKit and other useful packages\n", "import neurokit2 as nk\n", "import pandas as pd\n", "import matplotlib.pyplot as plt\n", "%matplotlib inline" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "plt.rcParams['figure.figsize'] = [15, 9] # Bigger images\n", "plt.rcParams['font.size']= 13" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## The Dataset" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "First, download the dataset located on the GitHub repository. \n", "\n", "It contains 5 minutes of physiological signals recorded at a frequency of 100Hz (5 x 60 x 100 = 30000 data points).\n", "\n", "It contains the following signals : **ECG, PPG, RSP**" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [], "source": [ "# Get data\n", "data = pd.read_csv(\"https://raw.githubusercontent.com/neuropsychology/NeuroKit/master/data/bio_resting_5min_100hz.csv\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This is the resting state data from ***1*** **participant** who was asked to close his/her eyes for 8 minutes, trying not to think of anything as well as not to fall asleep. " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Process the Signals" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In this analysis here, we will focus on extracting **ECG** and **RSP** features. To process the respective physiological signals, you can use [ecg_process()](https://neurokit2.readthedocs.io/en/latest/functions.html#neurokit2.ecg_process) and \n", "[rsp_process()](https://neurokit2.readthedocs.io/en/latest/functions.html#neurokit2.rsp_process). You can then then visualize these signals using [ecg_plot()](https://neurokit2.readthedocs.io/en/latest/functions.html#neurokit2.ecg_plot) and [rsp_plot()](https://neurokit2.readthedocs.io/en/latest/functions.html#neurokit2.rsp_plot). For the purposes of these example, we will select just 3000 datapoints (or 30s) to visualize.\n", "\n", "*Note:* Do remember to specify the correct `sampling_rate` (in this case, to 100Hz) in which the signals were generated, in all the relevant functions." ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Process ecg\n", "ecg_signals, info = nk.ecg_process(data[\"ECG\"], sampling_rate=100)\n", "plot = nk.ecg_plot(ecg_signals[:3000], sampling_rate=100)" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Process rsp\n", "rsp_signals, info = nk.rsp_process(data[\"RSP\"], sampling_rate=100)\n", "plot = nk.rsp_plot(rsp_signals[:3000], sampling_rate=100)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Extract Features" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now that we have the processed signals, we can now perform the analysis using [ecg_intervalrelated()](https://neurokit2.readthedocs.io/en/latest/functions.html#neurokit2.ecg_intervalrelated) and [rsp_intervalrelated()](https://neurokit2.readthedocs.io/en/latest/functions.html#neurokit2.rsp_intervalrelated). Simply provide the processed dataframe and these functions will return a dataframe of the features pertaining to the specific signal.\n", "\n", "These features will be quite different from event-related features (See [Event-related analysis example](https://neurokit2.readthedocs.io/en/latest/examples/eventrelated.html)) as these signals were generated over a longer period of time. Hence, apart from the mean signal rate, variability metrices pertaining to heart rate variability (HRV) and respiratory rate variability (RRV) are also extracted here." ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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ECG_Rate_MeanHRV_RMSSDHRV_MeanNNHRV_SDNNHRV_SDSDHRV_CVNNHRV_CVSDHRV_MedianNNHRV_MadNNHRV_MCVNN...HRV_LFnHRV_HFnHRV_LnHFHRV_SD1HRV_SD2HRV_SD2SD1HRV_CSIHRV_CVIHRV_CSI_ModifiedHRV_SampEn
086.3904493.88377769.4756384.9036043.8882560.070580.05590169.04.44780.064461...NaN0.8856281.1376042.7494124.7621221.7320511.7320512.3211632.9929461.978637
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1 rows × 30 columns

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" ], "text/plain": [ " ECG_Rate_Mean HRV_RMSSD HRV_MeanNN HRV_SDNN HRV_SDSD HRV_CVNN \\\n", "0 86.390449 3.883777 69.475638 4.903604 3.888256 0.07058 \n", "\n", " HRV_CVSD HRV_MedianNN HRV_MadNN HRV_MCVNN ... HRV_LFn HRV_HFn \\\n", "0 0.055901 69.0 4.4478 0.064461 ... NaN 0.885628 \n", "\n", " HRV_LnHF HRV_SD1 HRV_SD2 HRV_SD2SD1 HRV_CSI HRV_CVI \\\n", "0 1.137604 2.749412 4.762122 1.732051 1.732051 2.32116 \n", "\n", " HRV_CSI_Modified HRV_SampEn \n", "0 32.992946 1.978637 \n", "\n", "[1 rows x 30 columns]" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" } ], "source": [ "nk.ecg_intervalrelated(ecg_signals)" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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RSP_Rate_MeanRSP_Amplitude_MeanRRV_RMSSDRRV_MeanBBRRV_SDBBRRV_SDSDRRV_CVBBRRV_CVSDRRV_MedianBBRRV_MadBB...RRV_HFRRV_LFHFRRV_LFnRRV_HFnRRV_SD1RRV_SD2RRV_SD2SD1RRV_ApEnRRV_SampEnRRV_DFA_2
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1 rows × 23 columns

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" ], "text/plain": [ " RSP_Rate_Mean RSP_Amplitude_Mean RRV_RMSSD RRV_MeanBB RRV_SDBB \\\n", "0 15.748653 0.397941 119.691326 384.173333 100.662988 \n", "\n", " RRV_SDSD RRV_CVBB RRV_CVSD RRV_MedianBB RRV_MadBB ... \\\n", "0 120.504248 0.262025 0.311556 371.0 57.8214 ... \n", "\n", " RRV_HF RRV_LFHF RRV_LFn RRV_HFn RRV_SD1 RRV_SD2 \\\n", "0 796537.787146 NaN NaN NaN 85.209371 114.041384 \n", "\n", " RRV_SD2SD1 RRV_ApEn RRV_SampEn RRV_DFA_2 \n", "0 1.338367 0.717675 1.504077 0.618535 \n", "\n", "[1 rows x 23 columns]" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" } ], "source": [ "nk.rsp_intervalrelated(rsp_signals)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Optional: Segmenting the Data" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "If you want to segment your data for analysis, such as analyzing two separate portions of your resting state data, you can simply do so by splitting the `ecg_signals` dataframe into **epochs** using [epochs_create()](https://neurokit2.readthedocs.io/en/latest/functions.html#neurokit2.epochs_create). Using this example dataset, let's say you want to analyze the first half and the second half of the ECG data. This means that each halved data would last for 60 x 2.5s = *150s*. \n", "\n", "In this function, we would also specify the onset of events to be at the 0th (for the first half of the data) and the 15000th datapoint (for the second half of the data), since there are 30000 data points in total. " ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [], "source": [ "# Half the data\n", "epochs = nk.epochs_create(ecg_signals, events=[0, 15000], sampling_rate=100, epochs_start=0, epochs_end=150)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This returns a dictionary of 2 processed ECG dataframes, which you can then enter into `ecg_intervalrelated()`. " ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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2 rows × 30 columns

\n", "
" ], "text/plain": [ " ECG_Rate_Mean HRV_RMSSD HRV_MeanNN HRV_SDNN HRV_SDSD HRV_CVNN \\\n", "1 86.375729 3.638450 69.497674 5.167181 3.645389 0.074350 \n", "2 86.405170 4.032578 69.460465 4.648090 4.042033 0.066917 \n", "\n", " HRV_CVSD HRV_MedianNN HRV_MadNN HRV_MCVNN ... HRV_LFn HRV_HFn \\\n", "1 0.052354 69.0 4.4478 0.064461 ... NaN NaN \n", "2 0.058056 69.0 4.4478 0.064461 ... NaN NaN \n", "\n", " HRV_LnHF HRV_SD1 HRV_SD2 HRV_SD2SD1 HRV_CSI HRV_CVI \\\n", "1 NaN 2.577680 4.464672 1.732051 1.732051 2.265138 \n", "2 NaN 2.858149 4.950459 1.732051 1.732051 2.354850 \n", "\n", " HRV_CSI_Modified HRV_SampEn \n", "1 30.932155 1.252763 \n", "2 34.297785 1.881786 \n", "\n", "[2 rows x 30 columns]" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Analyze\n", "nk.ecg_intervalrelated(epochs)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This then returns a dataframe of the analyzed features, with the rows representing the respective segmented signals. Try doing this with your own 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 }