{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Example Usage\n", "\n", "Here, I want to use an example dataset that ships with ssvepy. Download the source notebook for your own use here:\n", "https://github.com/janfreyberg/ssvepy/blob/master/doc/example.ipynb" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Reading /Users/jan/Dropbox/Documents/side-projects/ssvepy/ssvepy/exampledata/example-epo.fif ...\n", "Isotrak not found\n", " Found the data of interest:\n", " t = 0.00 ... 15996.09 ms\n", " 0 CTF compensation matrices available\n", "16 matching events found\n", "16 matching events found\n", "0 projection items activated\n" ] } ], "source": [ "import mne\n", "import ssvepy\n", "# get an example data set:\n", "from ssvepy.exampledata import epoch_example\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "---\n", "\n", "This is a file that's already pre-processed and epoched. You can check it's details like this:" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "epoch_example" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "---\n", "\n", "In this data, the subject was stimulated at 6 Hz, with every 5th image (i.e. at 1.2 Hz) being a face. So we have two stimulation frequencies: 1.2 and 6 Hz.\n", "\n", "We can create an SSVEP analysis structure like this:" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "collapsed": true }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/Users/jan/Dropbox/Documents/side-projects/ssvepy/ssvepy/ssvepyepochs.py:142: RuntimeWarning: invalid value encountered in less_equal\n", " for freq in freqs.flat],\n", "/Users/jan/Dropbox/Documents/side-projects/ssvepy/ssvepy/ssvepyepochs.py:142: RuntimeWarning: invalid value encountered in greater_equal\n", " for freq in freqs.flat],\n", "/Users/jan/Dropbox/Documents/side-projects/ssvepy/ssvepy/ssvepyepochs.py:142: RuntimeWarning: Mean of empty slice.\n", " for freq in freqs.flat],\n", "/Library/anaconda/envs/py36/lib/python3.6/site-packages/numpy/core/_methods.py:73: RuntimeWarning: invalid value encountered in true_divide\n", " ret, rcount, out=ret, casting='unsafe', subok=False)\n", "/Users/jan/Dropbox/Documents/side-projects/ssvepy/ssvepy/ssvepyepochs.py:123: RuntimeWarning: invalid value encountered in less_equal\n", " stimband = ((self.freqs <= freq + self.frequency_resolution) &\n", "/Users/jan/Dropbox/Documents/side-projects/ssvepy/ssvepy/ssvepyepochs.py:124: RuntimeWarning: invalid value encountered in greater_equal\n", " (self.freqs >= freq - self.frequency_resolution))\n", "/Users/jan/Dropbox/Documents/side-projects/ssvepy/ssvepy/ssvepyepochs.py:126: RuntimeWarning: invalid value encountered in less_equal\n", " (self.freqs >= freq - self.noisebandwidth) &\n", "/Users/jan/Dropbox/Documents/side-projects/ssvepy/ssvepy/ssvepyepochs.py:126: RuntimeWarning: invalid value encountered in greater_equal\n", " (self.freqs >= freq - self.noisebandwidth) &\n", "/Users/jan/Dropbox/Documents/side-projects/ssvepy/ssvepy/ssvepyepochs.py:128: RuntimeWarning: Mean of empty slice.\n", " snr.append(self.psd[..., stimband].mean(axis=-1) /\n", "/Users/jan/Dropbox/Documents/side-projects/ssvepy/ssvepy/ssvepyepochs.py:129: RuntimeWarning: Mean of empty slice.\n", " self.psd[..., noiseband].mean(axis=-1))\n" ] } ], "source": [ "ssvep_example = ssvepy.Ssvep(epoch_example, [1.2, 6.0], fmin=0.5, fmax=30)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "---\n", "\n", "## Exploring power and signal-to-noise ratio at evoked frequencies\n", "\n", "You can check, for example, what the power at the stimulation frequency was (averaged over all electrodes):" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "3.2258907579264815e-09" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "ssvep_example.stimulation.power.mean()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can also check all the harmonic frequencies in your frequency range. You can investigate the frequencies, which order the frequencies are, and what the frequency power was." ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([[ 12., 18., 24., 30.]])" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "ssvep_example.harmonic.frequencies" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([2, 3, 4, 5])" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "ssvep_example.harmonic.orders" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The numpy array that contains the power values has the following dimensions:\n", "\n", "1. Epoch\n", "2. Electrodes\n", "3. Frequencies\n", "\n", "We can work out the power at these frequencies by averaging over epochs and electrodes.\n", "\n", "There is an array with the same dimensions that holds the signal-to-noise ration for the harmonic frequencies, too." ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(16, 64, 4)\n" ] }, { "data": { "text/plain": [ "array([ 7.32671447e-10, 2.48359140e-10, 1.20176901e-10,\n", " 7.01583927e-11])" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "print(ssvep_example.harmonic.power.shape)\n", "ssvep_example.harmonic.power.mean(axis=(0, 1))" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(16, 64, 4)\n" ] }, { "data": { "text/plain": [ "array([ 1.68739754, 1.23014751, 1.07890902, 0.94730138])" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ "print(ssvep_example.harmonic.snr.shape)\n", "ssvep_example.harmonic.snr.mean(axis=(0, 1))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "As you can see, the signal amplitude and signal-to-noise ratio decreases with each harmonic, with the fourth harmonic (24 Hz) already having almost no signal.\n", "\n", "The calculation for this SNR is by default done by dividing the average power at a given frequency and dividing it by the average power in a 1 Hz band around it. You can set the width of this _noise_ band yourself when you create the `Ssvep` class." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "---\n", "\n", "## Plotting\n", "\n", "We can easily visualise both the power spectrum and the SNR spectrum:" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "image/png": 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kQBBimYwEWdSJykyJtbUgrjIZzhlbXaW4f8976LCeO0ehtroKzM+zrNFm3skh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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ssvep_example.plot_psd()" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "image/png": 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RTeUB2YV64pEhQ62lodcO0oGxiCRJw3ikZBGxCxmyQkFqaJh/X3e3ZchmZuxz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XcEVBEARBEARh4RGDTJgRmZnIvzp/nohzJ81mGDgrVkz9/ooKfPeGQZacjHDFmhrdf2oq6uoQ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\nTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ssvep_example.plot_snr()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Note: the red line is the average of all electrodes, the blue lines are individual electrode. By default, all the __evoked__ frequencies that have been evaluated (fundamental, harmonic, subharmonic) are indicated by vertical lines (the stimulation frequency, and the harmonics / subharmonics." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can also visualise this on a scalp plot. This usually requires you to have set the montage of the raw / epoched data before you create the ssvep analysis data structure:" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "image/png": 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Zn9fo0+9s3Xix6vkyjBEG+eghpEoYzPI2atzhVi1ZvmivNaSUMZY9YpH0gCnj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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ssvep_example.topoplot_snr()" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "image/png": 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Boq5Nvn3bM6WOkcLH5Gsh3Z7jiu3jTkrlTvZ6hRktxSztko7FqXStpHediGTM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\n0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nEhaqFO1Q/fuwZEBLlgkk0+kgzIHkD2gNQgiEegpOfrN6NBOJG95cgcMMwKEeuWmsDO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\nfwzWZHXTaWCaYU7zK/a3ihnmm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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ssvep_example.topoplot_psd()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Just to compare, we can also plot the signal-to-noise-ratio for a random frequency using the `flims` parameter. To compare it to the SNR plot above we can set the `vmax` to something in line with the previous plot:" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "image/png": 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iUcyUKQsVKlWhRet2sYqvNBxRBCdNStlyFay+3PnzF2L95u2sWvEH3Tq+T2ho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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ssvep_example.topoplot_snr(flims=15, vmax=3.5)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "And again, you can plot these for the non-linear products of the stimulation frequency:" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "image/png": 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EE87YqcCRpXtNbzCeeqX7gFpffLdLlajzl3//PoLz/xxH41e7uhx//PA+rl+6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+AonPnnCNYs+xKDOjZA2y698dDwcajbsCkIIWjXtQ+en/0eGjRrJRtfTHHj2hUc2L0Nv+/cgtPH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\nCki5colPX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7amYNHijHy3B7/89D2d3xhIqaRKrj70Gw56qZvqVNi3ayubflnEplVLyJOY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iDUSZIUb8lgA+oMgiBkJCUlzc0srJk/LQDea4aZRoLx27JP36P6HPPHl5SQhJ6+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bNODctTtkSvUfUS6qnCIjSlHfv9Gqfk1mLlyOk3NDBGDrxvXcCQpktftWBOCq/yUWzJyC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\nYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ssvep_example.topoplot_snr(flims='harmonic', figsize=(12, 10))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "---\n", "\n", "## Exploring time-frequency decompositions of your data\n", "\n", "You can also explore the time-frequency relationship of your entrained frequencies. This uses the recursive-least-squares method (described in Tang & Norcia, 1995). By default turned off, you can enable it by passing the argument `compute_tfr=True` during class creation. It takes a while, but will evaluate the time-frequency relationship of all the evoked frequencies you specified.\n", "\n", "The resulting data has the dimensions of MNE-standard frequency data:\n", "\n", "1. Trial / Epoch\n", "2. Electrode\n", "3. Frequency\n", "4. Time" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(16, 64, 1, 4096)\n" ] } ], "source": [ "ssvep_example = ssvepy.Ssvep(epoch_example, 6.0, fmin=2, fmax=30, compute_tfr=True)\n", "\n", "print(ssvep_example.stimulation.tfr.shape)" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "image/png": 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72Vqxvstl+WutSlcmEv1d72cFT7oeHh4eMwBr5cFGAXTjlkryGFVJqlTqTqAKw7BEOkuE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\nYjz7bNp8Dx2KJ+RjZ4/o6MJp7Z/Zr1uu3qampliH3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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ssvep_example.plot_tfr()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "---\n", "\n", "## Using your evoked frequency data to classify epochs\n", "\n", "You can also use your evoked frequeny data for classification. Ssvepy can do two types of classification: It can classify an epoch, based on a model trained on other epoch data, and it can classify timepoints, based on other timepoints. I will first show you how to classify epochs.\n", "\n", "In the example data, on half the trials (trigger code 1XX), faces were rhythmically presented at 1.2 Hz. During the other half, faces were presented at completely random intervals, meaning there was no 1.2 Hz rhythm. Here, we'll see if we can use SSVEPs to classify these trials.\n", "\n", "(_NB: this is not best practice. There were only 16 trials here, which is not usually enough for machine learning classification to make any sense. But this is just a demonstration._)\n", "\n", "For this, we need a list of labels. This list needs to have the exact same size as the number of epochs in our ssvep structure. Since the trial labels were effectively encoded in the trigger codes, I can use this to construct a list of labels:" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([0, 1, 0, 0, 1, 1, 1, 0, 0, 0, 1, 1, 1, 1, 0, 0], dtype=int32)" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "labels = (epoch_example.events[:, -1] // 100) - 1\n", "\n", "labels" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can use these labels to train a model, and it will return a predicted label for each trial, as well as a score. It will use the average signal-to-noise ratio for each epoch, for each electrode, for each evoked frequency (including stimulation, and all intermodulation/subharmonic frequencies).\n", "\n", "By default, it uses `sklearn.linear_model.LogisticRegressionCV`, a linear logistic regression model that will use cross-validation to optimise the parameters and avoid overfitting." ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[0 1 0 0 1 1 1 0 0 0 1 1 1 1 0 0]\n", "[0 1 0 0 1 1 1 0 0 0 1 1 1 1 0 0]\n", "1.0\n" ] } ], "source": [ "predictions = ssvep_example.predict_epochs(labels)\n", "\n", "print(labels)\n", "print(predictions)\n", "print((labels==predictions).mean())" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can also provide a different algorithm for classifying the epochs - they have to follow the scikit learn standard of being classes with a `fit(X, y)`, `predict(X)` and `score(X, y)` method, but otherwise could be anything. Let's try a different scikit learn algorithm:" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[0 1 0 0 1 1 1 0 0 0 1 1 1 1 0 0]\n", "[0 1 0 0 1 1 1 0 0 0 1 1 1 1 0 0]\n", "1.0\n" ] } ], "source": [ "import sklearn.svm\n", "\n", "predictions = ssvep_example.predict_epochs(labels, method=sklearn.svm.SVC())\n", "\n", "print(labels)\n", "print(predictions)\n", "print((labels==predictions).mean())" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": true }, "outputs": [], "source": [] } ], "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": "3.6.1" } }, "nbformat": 4, "nbformat_minor": 2 }