diff --git a/.gitignore b/.gitignore new file mode 100644 index 0000000..fc3324e --- /dev/null +++ b/.gitignore @@ -0,0 +1,2 @@ +# Ignore notebook checkpoint files +.ipynb_checkpoints/* diff --git a/LonePSD_A_matlab_preprocessing.m b/LonePSD_A_matlab_preprocessing.m index 6bed072..5baeb34 100644 --- a/LonePSD_A_matlab_preprocessing.m +++ b/LonePSD_A_matlab_preprocessing.m @@ -1,6 +1,17 @@ -%% Matlab PreProcessing - Multiple PSDs +%% Matlab PreProcessing - Lone PSD +% +% This script is an example, with a single power spectrum, +% of integrating Python FOOOF into a Matlab workflow. +% +% It is part of a trio of files that must be run in order: +% - `LonePSD_A_* +% - `LonePSD_B_* +% - `LonePSD_C_* +% -% Load data +%% Load Data + +% Load a single channel of data load('dat/ch_dat_one.mat'); %% Calculate Power Spectra @@ -8,5 +19,7 @@ % Calculate a power spectrum with Welch's method [psd, freqs] = pwelch(ch_dat_one, 500, [], [], s_rate); +%% Save Out Data + % Save the power spectra out to mat files save('power_spectrum', 'freqs', 'psd'); diff --git a/LonePSD_B_python_fooofing.ipynb b/LonePSD_B_python_fooofing.ipynb index 2ffb9a0..8aadc16 100644 --- a/LonePSD_B_python_fooofing.ipynb +++ b/LonePSD_B_python_fooofing.ipynb @@ -1,11 +1,25 @@ { "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Mat->Py->Mat Lone PSD Example\n", + "\n", + "This notebook is an example, with a single power spectrum, of integrating Python FOOOF into a Matlab workflow. \n", + "\n", + "It is part of a trio of files that must be run in order:\n", + "- `LonePSD_A_*\n", + "- `LonePSD_B_*\n", + "- `LonePSD_C_*\n", + "\n", + "This code must be run after `LonePSD_A_matlab_preprocessing.m` has been run. " + ] + }, { "cell_type": "code", "execution_count": 1, - "metadata": { - "collapsed": true - }, + "metadata": {}, "outputs": [], "source": [ "%matplotlib inline\n", @@ -19,9 +33,7 @@ { "cell_type": "code", "execution_count": 2, - "metadata": { - "collapsed": true - }, + "metadata": {}, "outputs": [], "source": [ "# Load the mat file \n", @@ -35,9 +47,7 @@ { "cell_type": "code", "execution_count": 3, - "metadata": { - "collapsed": true - }, + "metadata": {}, "outputs": [], "source": [ "# Initialize FOOOF object\n", @@ -67,30 +77,32 @@ " Frequency Resolution is 0.98 Hz \n", " \n", " Background Parameters (offset, slope): \n", - " 2.3159, 2.2018 \n", + " 2.4003, 2.2425 \n", " \n", " 5 peaks were found: \n", - " CF: 8.79, Amp: 1.768, BW: 3.32 \n", - " CF: 16.60, Amp: 1.004, BW: 4.98 \n", - " CF: 22.46, Amp: 0.517, BW: 3.32 \n", - " CF: 25.39, Amp: 0.445, BW: 1.66 \n", - " CF: 31.25, Amp: 0.289, BW: 4.98 \n", + " CF: 8.49, Amp: 1.664, BW: 3.05 \n", + " CF: 16.77, Amp: 0.938, BW: 5.18 \n", + " CF: 21.93, Amp: 0.548, BW: 1.65 \n", + " CF: 25.19, Amp: 0.408, BW: 3.93 \n", + " CF: 31.46, Amp: 0.292, BW: 3.23 \n", " \n", " Goodness of fit metrics: \n", - " R^2 of model fit is 0.9905 \n", - " Root mean squared error is 0.0705 \n", + " R^2 of model fit is 0.9938 \n", + " Root mean squared error is 0.0563 \n", " \n", "==================================================================================================\n" ] }, { "data": { - "image/png": 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NmzYlPj6e+++/3zbHSwU//vgjAwcOJCgoiLZt2/LAAw9gmma1n8Hpqlhy8+mn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\nJgMZQBzQHRgGfA1MAdKBG40xo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\n", 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" ] }, - "metadata": {}, + "metadata": { + "needs_background": "light" + }, "output_type": "display_data" } ], @@ -102,9 +114,7 @@ { "cell_type": "code", "execution_count": 5, - "metadata": { - "collapsed": true - }, + "metadata": {}, "outputs": [], "source": [ "# Extract FOOOF results from object\n", @@ -118,9 +128,7 @@ { "cell_type": "code", "execution_count": 6, - "metadata": { - "collapsed": true - }, + "metadata": {}, "outputs": [], "source": [ "# Save FOOOF results out to a mat file\n", @@ -144,7 +152,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.6.1" + "version": "3.7.1" } }, "nbformat": 4, diff --git a/LonePSD_C_matlab_analysis.m b/LonePSD_C_matlab_analysis.m index 380a559..15bf48c 100644 --- a/LonePSD_C_matlab_analysis.m +++ b/LonePSD_C_matlab_analysis.m @@ -1,8 +1,23 @@ -%% Load and Analyze FOOOF Results in Matlab +%% Load and Analyze FOOOF Results in Matlab - Single PSD +% +% This script is an example, with a single power spectrum, +% of integrating Python FOOOF into a Matlab workflow. +% +% It is part of a trio of files that must be run in order: +% - `LonePSD_A_* +% - `LonePSD_B_* +% - `LonePSD_C_* +% +% This code must be run after `LonePSD_B_python_fooofing.ipynb` has been run. +% + +%% Load Data % Load FOOOF results fooof_results = load('fooof_results.mat'); +%% Explore FOOOF Results + % Check out FOOOF results fooof_results diff --git a/MultiPSD_A_matlab_preprocessing.m b/MultiPSD_A_matlab_preprocessing.m index d3d92be..2b278b2 100644 --- a/MultiPSD_A_matlab_preprocessing.m +++ b/MultiPSD_A_matlab_preprocessing.m @@ -1,6 +1,17 @@ %% Matlab PreProcessing - Multiple PSDs +% +% This script is an example, with multiple power spectra, +% of integrating Python FOOOF into a Matlab workflow. +% +% It is part of a trio of files that must be run in order: +% - `MultiPSD_A_* +% - `MultiPSD_B_* +% - `MultiPSD_C_* +% -% Load data +%% Load Data + +% Load two channels of time series data load('dat/ch_dat_one.mat'); load('dat/ch_dat_two.mat'); @@ -12,5 +23,7 @@ % Calculate power spectra with Welch's method [psds, freqs] = pwelch(chs_dat, 500, [], [], s_rate); +%% Save Out Data + % Save the power spectra out to mat files save('power_spectra', 'freqs', 'psds'); diff --git a/MultiPSD_B_python_fooofing.ipynb b/MultiPSD_B_python_fooofing.ipynb index 6d14373..ab7db60 100644 --- a/MultiPSD_B_python_fooofing.ipynb +++ b/MultiPSD_B_python_fooofing.ipynb @@ -1,11 +1,25 @@ { "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Mat->Py->Mat Multi PSD Example\n", + "\n", + "This notebook is an example, with multiple power spectra, of integrating Python FOOOF into a Matlab workflow. \n", + "\n", + "It is part of a trio of files that must be run in order:\n", + "- `MultiPSD_A_*\n", + "- `MultiPSD_B_*\n", + "- `MultiPSD_C_*\n", + "\n", + "This code must be run after `MultiPSD_A_matlab_preprocessing.m` has been run. " + ] + }, { "cell_type": "code", "execution_count": 1, - "metadata": { - "collapsed": true - }, + "metadata": {}, "outputs": [], "source": [ "%matplotlib inline\n", @@ -19,9 +33,7 @@ { "cell_type": "code", "execution_count": 2, - "metadata": { - "collapsed": true - }, + "metadata": {}, "outputs": [], "source": [ "# Load the mat file \n", @@ -40,9 +52,7 @@ { "cell_type": "code", "execution_count": 3, - "metadata": { - "collapsed": true - }, + "metadata": {}, "outputs": [], "source": [ "# Initialize FOOOF object\n", @@ -58,6 +68,7 @@ "name": "stdout", "output_type": "stream", "text": [ + "Running FOOOFGroup across 2 power spectra.\n", "\n", "FOOOF WARNING: Lower-bound peak width limit is < or ~= the frequency resolution: 0.98 <= 0.50\n", "\tLower bounds below frequency-resolution have no effect (effective lower bound is freq-res)\n", @@ -78,7 +89,7 @@ " Background Slope Values \n", " Min: 1.8607, Max: 2.2425, Mean: 2.0516 \n", " \n", - " In total [8 8] peaks were extracted from the group \n", + " In total 8 peaks were extracted from the group \n", " \n", " Goodness of fit metrics: \n", " R2s - Min: 0.9923, Max: 0.9938, Mean: 0.9931 \n", @@ -89,12 +100,14 @@ }, { "data": { - "image/png": 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cBGwASnMMrwD2B6YAq4AvVqogImZHREdEdAwd6tkfZmZWXUMDQUn7SfqRpEcl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\nkiSpY/4/99Nkm/1gXi8AAAAASUVORK5CYII=\n", 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" ] }, - "metadata": {}, + "metadata": { + "needs_background": "light" + }, "output_type": "display_data" } ], @@ -106,9 +119,7 @@ { "cell_type": "code", "execution_count": 5, - "metadata": { - "collapsed": true - }, + "metadata": {}, "outputs": [], "source": [ "# Save out a specific FOOOF measure of interest - for example, slopes\n", @@ -130,9 +141,7 @@ { "cell_type": "code", "execution_count": 7, - "metadata": { - "collapsed": true - }, + "metadata": {}, "outputs": [], "source": [ "# Alternatively: save out full FOOOFresults for each PSD fit separately to mat files\n", @@ -158,7 +167,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.6.1" + "version": "3.7.1" } }, "nbformat": 4, diff --git a/MultiPSD_C_matlab_analysis.m b/MultiPSD_C_matlab_analysis.m index caabe50..43fd900 100644 --- a/MultiPSD_C_matlab_analysis.m +++ b/MultiPSD_C_matlab_analysis.m @@ -1,4 +1,15 @@ -%% Load and Analyze FOOOF Results in Matlab +%% Load and Analyze FOOOF Results in Matlab - Multiple PSDs +% +% This script is an example, with multiple power spectra, +% of integrating Python FOOOF into a Matlab workflow. +% +% It is part of a trio of files that must be run in order: +% - `MultiPSD_A_* +% - `MultiPSD_B_* +% - `MultiPSD_C_* +% +% This code must be run after `MultiPSD_B_python_fooofing.ipynb has been run. +% %% Load a specific variable that was saved out to a mat file