{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Customize your Processing Pipeline" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "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": 1, "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", "import pandas as pd\n", "%matplotlib notebook" ] }, { "cell_type": "code", "execution_count": 2, "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": 3, "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": 22, "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": 23, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "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": 24, "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, 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": 25, "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": 26, "metadata": {}, "outputs": [], "source": [ "# Define a new function\n", "def my_processing(ecg_signal):\n", " # Do processing\n", " ecg_cleaned = my_cleaning(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", " # 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": 27, "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": "3.7.3" } }, "nbformat": 4, "nbformat_minor": 2 }