{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Customize your Processing Pipeline" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This example can be referenced by [citing the package](https://github.com/neuropsychology/NeuroKit#citation).\n", "\n", "While *NeuroKit* is designed to be beginner-friendly, experts who desire to have more control over their own processing pipeline are also offered the possibility to tune functions to their specific usage. This example shows how to use NeuroKit to customize your own processing pipeline for advanced users taking ECG processing as an example." ] }, { "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 matplotlib.pyplot as plt\n", "%matplotlib inline\n", "import pandas as pd" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [], "source": [ "plt.rcParams['figure.figsize'] = [15, 9] # Bigger images" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## The Default NeuroKit processing pipeline" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "*NeuroKit* provides a very useful set of functions, `*_process()` (e.g. `ecg_process()`, `eda_process()`, `emg_process()`, ...), which are all-in-one functions that cleans, preprocesses and processes the signals. It includes good and sensible defaults that should be suited for most of users and typical use-cases. That being said, in some cases, you might want to have more control over the processing pipeline.\n", "\n", "This is how `ecg_process()` is typically used:" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Simulate ecg signal (you can use your own one)\n", "ecg = nk.ecg_simulate(duration=15, sampling_rate=1000, heart_rate=80)\n", "\n", "# Default processing pipeline\n", "signals, info = nk.ecg_process(ecg, sampling_rate=1000)\n", "\n", "# Visualize\n", "plot = nk.ecg_plot(signals)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Building your own `process()` function" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now, if you look at the code of [`ecg_process()`](https://github.com/neuropsychology/NeuroKit/blob/master/neurokit2/ecg/ecg_process.py#L49) (see [here](https://neurokit2.readthedocs.io/en/latest/tutorials/understanding.html) for how to explore the code), you can see that it is in fact very simple.\n", "\n", "It uses what can be referred to as \"mid-level functions\", such as `ecg_clean()`, `ecg_peaks()`, `ecg_rate()` etc.\n", "\n", "This means that you can basically **re-create** the `ecg_process()` function very easily by calling these mid-level functions:" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [], "source": [ "# Define a new function\n", "def my_processing(ecg_signal):\n", " # Do processing\n", " ecg_cleaned = nk.ecg_clean(ecg, sampling_rate=1000)\n", " instant_peaks, rpeaks, = nk.ecg_peaks(ecg_cleaned, sampling_rate=1000)\n", " rate = nk.ecg_rate(rpeaks, sampling_rate=1000, desired_length=len(ecg_cleaned))\n", " quality = nk.ecg_quality(ecg_cleaned, sampling_rate=1000)\n", "\n", "\n", " # Prepare output\n", " signals = pd.DataFrame({\"ECG_Raw\": ecg_signal,\n", " \"ECG_Clean\": ecg_cleaned,\n", " \"ECG_Rate\": rate,\n", " \"ECG_Quality\": quality})\n", " signals = pd.concat([signals, instant_peaks], axis=1)\n", " info = rpeaks\n", " \n", " return signals, info" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "You can now use this function as you would do with `ecg_process()`." ] }, { "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": [ "# Process the signal using previously defined function\n", "signals, info = my_processing(ecg)\n", "\n", "# Visualize\n", "plot = nk.ecg_plot(signals)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Changing the processing parameters" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now, you might want to ask, why would you re-create the processing function? Well, it allows you to **change the parameters** of the inside as you please. Let's say you want to use a specific **cleaning** method.\n", "\n", "First, let's look at the [documentation for `ecg_clean()`](https://neurokit2.readthedocs.io/en/latest/functions.html#neurokit2.ecg_clean), you can see that they are several different methods for cleaning which can be specified. The default is the **Neurokit** method, however depending on the quality of your signal (and several other factors), other methods may be more appropriate. It is up to you to make this decision.\n", "\n", "You can now change the methods as you please for each function in your custom processing function that you have written above:" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [], "source": [ "# Define a new function\n", "def my_processing(ecg_signal):\n", " # Do processing\n", " ecg_cleaned = nk.ecg_clean(ecg_signal, sampling_rate=1000, method=\"engzeemod2012\")\n", " instant_peaks, rpeaks, = nk.ecg_peaks(ecg_cleaned, sampling_rate=1000)\n", " rate = nk.ecg_rate(rpeaks, sampling_rate=1000, desired_length=len(ecg_cleaned))\n", " quality = nk.ecg_quality(ecg_cleaned, sampling_rate=1000)\n", "\n", " # Prepare output\n", " signals = pd.DataFrame({\"ECG_Raw\": ecg_signal,\n", " \"ECG_Clean\": ecg_cleaned,\n", " \"ECG_Rate\": rate,\n", " \"ECG_Quality\": quality})\n", " signals = pd.concat([signals, instant_peaks], axis=1)\n", " info = rpeaks\n", " \n", " return signals, info" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Similarly, you can select a different method for the peak detection." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Customize even more!" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "It is possible that none of these methods suit your needs, or that you want to test a new method. Rejoice yourself, as *NeuroKit* allows you to do that by providing what can be referred to as \"low-level\" functions. \n", "\n", "For instance, you can rewrite the **cleaning** procedure by using the [signal processsing tools](https://neurokit2.readthedocs.io/en/latest/functions.html#general-signal-processing) offered by NeuroKit:" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [], "source": [ "def my_cleaning(ecg_signal, sampling_rate):\n", " detrended = nk.signal_detrend(ecg_signal, order=1)\n", " cleaned = nk.signal_filter(detrended, sampling_rate=sampling_rate, lowcut=2, highcut=9, method='butterworth')\n", " return cleaned" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "You can use this function inside your custom processing written above:" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [], "source": [ "# Define a new function\n", "def my_processing(ecg_signal):\n", " # Do processing\n", " ecg_cleaned = my_cleaning(ecg_signal, sampling_rate=1000)\n", " instant_peaks, rpeaks, = nk.ecg_peaks(ecg_cleaned, sampling_rate=1000)\n", " rate = nk.ecg_rate(rpeaks, sampling_rate=1000, desired_length=len(ecg_cleaned))\n", " quality = nk.ecg_quality(ecg_cleaned, sampling_rate=1000)\n", "\n", " # Prepare output\n", " signals = pd.DataFrame({\"ECG_Raw\": ecg_signal,\n", " \"ECG_Clean\": ecg_cleaned,\n", " \"ECG_Rate\": rate,\n", " \"ECG_Quality\": quality})\n", "\n", " signals = pd.concat([signals, instant_peaks], axis=1)\n", " info = rpeaks\n", " \n", " return signals, info" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Congrats, you have created your own processing pipeline! Let's see how it performs:" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "signals, info = my_processing(ecg)\n", "plot = nk.ecg_plot(signals)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This doesn't look bad :) **Can you do better?**" ] } ], "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 }