diff --git a/.github/workflows/pythonpackage.yml b/.github/workflows/pythonpackage.yml index 0ae1bd6f..7499ebab 100644 --- a/.github/workflows/pythonpackage.yml +++ b/.github/workflows/pythonpackage.yml @@ -14,7 +14,7 @@ jobs: strategy: max-parallel: 4 matrix: - python-version: [3.6, 3.7, 3.8, 3.9] + python-version: [3.7, 3.8, 3.9] steps: - uses: actions/checkout@v1 diff --git a/README.md b/README.md index 553de001..62c98344 100644 --- a/README.md +++ b/README.md @@ -7,7 +7,7 @@ [![DOI](https://zenodo.org/badge/117451752.svg)](https://zenodo.org/badge/latestdoi/117451752) [![twitter](https://img.shields.io/twitter/follow/lebababa?label=Twitter&style=flat&logo=Twitter)](https://twitter.com/intent/follow?screen_name=lebababa) -Denoising tools for M/EEG processing in Python 3.6+. +Denoising tools for M/EEG processing in Python 3.7+. > **Disclaimer:** The project mostly consists of development code, although some modules and functions are already working. Bugs and performance problems are to be expected, so use at your own risk. More tests and improvements will be added in the future. Comments and suggestions are welcome. diff --git a/examples/example_detrend.ipynb b/examples/example_detrend.ipynb index 5f51e35a..d565e529 100644 --- a/examples/example_detrend.ipynb +++ b/examples/example_detrend.ipynb @@ -15,7 +15,21 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "\nRobust detrending examples\n==========================\n\nSome toy examples to showcase usage for ``meegkit.detrend`` module.\n\nRobust referencing is adapted from [1].\n\nReferences\n----------\n> [1] de Cheveigné, A., & Arzounian, D. (2018). Robust detrending,\n rereferencing, outlier detection, and inpainting for multichannel data.\n NeuroImage, 172, 903-912.\n" + "\n", + "Robust detrending examples\n", + "==========================\n", + "\n", + "Some toy examples to showcase usage for ``meegkit.detrend`` module.\n", + "\n", + "Robust referencing is adapted from [1].\n", + "\n", + "References\n", + "----------\n", + "> [1] de Cheveigné, A., & Arzounian, D. (2018). Robust detrending,\n", + " rereferencing, outlier detection, and inpainting for multichannel data.\n", + " NeuroImage, 172, 903-912.\n", + "\n", + "\n" ] }, { @@ -26,21 +40,34 @@ }, "outputs": [], "source": [ - "import matplotlib.pyplot as plt\nimport numpy as np\nfrom matplotlib.gridspec import GridSpec\n\nfrom meegkit.detrend import regress, detrend\n\n# import config # plotting utils\n\nnp.random.seed(9)" + "import matplotlib.pyplot as plt\n", + "import numpy as np\n", + "from matplotlib.gridspec import GridSpec\n", + "\n", + "from meegkit.detrend import regress, detrend\n", + "\n", + "# import config # plotting utils\n", + "\n", + "np.random.seed(9)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "Regression\n=============================================================================\n\n" + "Regression\n", + "=============================================================================\n", + "\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "Simple regression example, no weights\n-----------------------------------------------------------------------------\nWe first try to fit a simple random walk process.\n\n" + "Simple regression example, no weights\n", + "-----------------------------------------------------------------------------\n", + "We first try to fit a simple random walk process.\n", + "\n" ] }, { @@ -51,29 +78,46 @@ }, "outputs": [ { - "output_type": "display_data", "data": { - "text/plain": "
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\n" 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", + "text/plain": [ + "
" + ] }, "metadata": { "image/png": { - "width": 369, - "height": 263 + "height": 263, + "width": 369 }, "needs_background": "light" - } + }, + "output_type": "display_data" } ], "source": [ - "x = np.cumsum(np.random.randn(1000, 1), axis=0)\nr = np.arange(1000)[:, None]\nr = np.hstack([r, r ** 2, r ** 3])\nb, y = regress(x, r)\n\nplt.figure(1)\nplt.plot(x, label='data')\nplt.plot(y, label='fit')\nplt.title('No weights')\nplt.legend()\nplt.show()" + "x = np.cumsum(np.random.randn(1000, 1), axis=0)\n", + "r = np.arange(1000.)[:, None]\n", + "r = np.hstack([r, r ** 2, r ** 3])\n", + "b, y = regress(x, r)\n", + "\n", + "plt.figure(1)\n", + "plt.plot(x, label='data')\n", + "plt.plot(y, label='fit')\n", + "plt.title('No weights')\n", + "plt.legend()\n", + "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "Downweight 1st half of the data\n-----------------------------------------------------------------------------\nWe can also use weights for each time sample. Here we explicitly restrict the\nfit to the second half of the data by setting weights to zero for the first\n500 samples.\n\n" + "Downweight 1st half of the data\n", + "-----------------------------------------------------------------------------\n", + "We can also use weights for each time sample. Here we explicitly restrict the\n", + "fit to the second half of the data by setting weights to zero for the first\n", + "500 samples.\n", + "\n" ] }, { @@ -84,39 +128,59 @@ }, "outputs": [ { - "output_type": "execute_result", "data": { "text/plain": [ - "" + "" ] }, + "execution_count": 4, "metadata": {}, - "execution_count": 4 + "output_type": "execute_result" }, { - "output_type": "display_data", "data": { - "text/plain": "
", - "image/png": 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\n" + "image/png": 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V8BdgeqH/DTr7QjM9+zvTbsD56X5V6XGPAScV+rV2loVkGMcP08/ejcB7JIFwQjP7+37uYAvQFfg8ybDY90nGaS8nubfC8bZzx1m24f/hJYVqy6w/y+3ZlyRJkoqUF+hKkiRJRcqwL0mSJBUpw74kSZJUpAz7kiRJUpEy7EuSJElFyrAvSZIkFSnDviRJklSkDPuSJElSkTLsS5IkSUXKsC9JkiQVKcO+JEmSVKQM+5IkSVKRMuxLkiRJRcqwL0mSJBUpw74kSZJUpAz7kiRJUpEy7EuSJElF6v8DL8GfYIWEG4sAAAAASUVORK5CYII=", + "text/plain": [ + "
" + ] }, "metadata": { "image/png": { - "width": 381, - "height": 263 + "height": 263, + "width": 381 }, "needs_background": "light" - } + }, + "output_type": "display_data" } ], "source": [ - "x = np.cumsum(np.random.randn(1000, 1), axis=0) + 1000\nw = np.ones(y.shape[0])\nw[:500] = 0\nb, y = regress(x, r, w)\n\nf = plt.figure(3)\ngs = GridSpec(4, 1, figure=f)\nax1 = f.add_subplot(gs[:3, 0])\nax1.plot(x, label='data')\nax1.plot(y, label='fit')\nax1.set_xticklabels('')\nax1.set_title('Split-wise regression')\nax1.legend()\nax2 = f.add_subplot(gs[3, 0])\nl, = ax2.plot(np.arange(1000), np.zeros(1000))\nax2.stackplot(np.arange(1000), w, labels=['weights'], color=l.get_color())\nax2.legend(loc=2)" + "x = np.cumsum(np.random.randn(1000, 1), axis=0) + 1000\n", + "w = np.ones(y.shape[0])\n", + "w[:500] = 0\n", + "b, y = regress(x, r, w)\n", + "\n", + "f = plt.figure(3)\n", + "gs = GridSpec(4, 1, figure=f)\n", + "ax1 = f.add_subplot(gs[:3, 0])\n", + "ax1.plot(x, label='data')\n", + "ax1.plot(y, label='fit')\n", + "ax1.set_xticklabels('')\n", + "ax1.set_title('Split-wise regression')\n", + "ax1.legend()\n", + "ax2 = f.add_subplot(gs[3, 0])\n", + "l, = ax2.plot(np.arange(1000), np.zeros(1000))\n", + "ax2.stackplot(np.arange(1000), w, labels=['weights'], color=l.get_color())\n", + "ax2.legend(loc=2)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "Multichannel regression\n-----------------------------------------------------------------------------\n\n" + "Multichannel regression\n", + "-----------------------------------------------------------------------------\n", + "\n" ] }, { @@ -127,46 +191,60 @@ }, "outputs": [ { - "output_type": "execute_result", "data": { "text/plain": [ - "" + "" ] }, + "execution_count": 5, "metadata": {}, - "execution_count": 5 + "output_type": "execute_result" }, { - "output_type": "display_data", "data": { - "text/plain": "
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\n" + "image/png": 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", + "text/plain": [ + "
" + ] }, "metadata": { "image/png": { - "width": 377, - "height": 263 + "height": 263, + "width": 377 }, "needs_background": "light" - } + }, + "output_type": "display_data" } ], "source": [ - "x = np.cumsum(np.random.randn(1000, 2), axis=0)\nw = np.ones(y.shape[0])\nb, y = regress(x, r, w)\n\nplt.figure(4)\nplt.plot(x, label='data', color='C0')\nplt.plot(y, ls=':', label='fit', color='C1')\nplt.title('Channel-wise regression')\nplt.legend()" + "x = np.cumsum(np.random.randn(1000, 2), axis=0)\n", + "w = np.ones(y.shape[0])\n", + "b, y = regress(x, r, w)\n", + "\n", + "plt.figure(4)\n", + "plt.plot(x, label='data', color='C0')\n", + "plt.plot(y, ls=':', label='fit', color='C1')\n", + "plt.title('Channel-wise regression')\n", + "plt.legend()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "Detrending\n=============================================================================\n\n" + "Detrending\n", + "=============================================================================\n", + "\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "Basic example with a linear trend\n-----------------------------------------------------------------------------\n\n" + "Basic example with a linear trend\n", + "-----------------------------------------------------------------------------\n", + "\n" ] }, { @@ -177,39 +255,50 @@ }, "outputs": [ { - "output_type": "execute_result", "data": { "text/plain": [ - "" + "" ] }, + "execution_count": 6, "metadata": {}, - "execution_count": 6 + "output_type": "execute_result" }, { - "output_type": "display_data", "data": { - "text/plain": "
", - "image/png": 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\n" 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", + "text/plain": [ + "
" + ] }, "metadata": { "image/png": { - "width": 375, - "height": 248 + "height": 248, + "width": 375 }, "needs_background": "light" - } + }, + "output_type": "display_data" } ], "source": [ - "x = np.arange(100)[:, None]\nx = x + np.random.randn(*x.shape)\ny, _, _ = detrend(x, 1)\n\nplt.figure(5)\nplt.plot(x, label='original')\nplt.plot(y, label='detrended')\nplt.legend()" + "x = np.arange(100)[:, None]\n", + "x = x + np.random.randn(*x.shape)\n", + "y, _, _ = detrend(x, 1)\n", + "\n", + "plt.figure(5)\n", + "plt.plot(x, label='original')\n", + "plt.plot(y, label='detrended')\n", + "plt.legend()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "Detrend biased random walk with a third-order polynomial\n-----------------------------------------------------------------------------\n\n" + "Detrend biased random walk with a third-order polynomial\n", + "-----------------------------------------------------------------------------\n", + "\n" ] }, { @@ -220,39 +309,56 @@ }, "outputs": [ { - "output_type": "execute_result", "data": { "text/plain": [ - "" + "" ] }, + "execution_count": 7, "metadata": {}, - "execution_count": 7 + "output_type": "execute_result" }, { - "output_type": "display_data", "data": { - "text/plain": "
", - "image/png": 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\n" 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", + "text/plain": [ + "
" + ] }, "metadata": { "image/png": { - "width": 375, - "height": 248 + "height": 248, + "width": 375 }, "needs_background": "light" - } + }, + "output_type": "display_data" } ], "source": [ - "x = np.cumsum(np.random.randn(1000, 1) + 0.1)\ny, _, _ = detrend(x, 3)\n\nplt.figure(6)\nplt.plot(x, label='original')\nplt.plot(y, label='detrended')\nplt.legend()" + "x = np.cumsum(np.random.randn(1000, 1) + 0.1)\n", + "y, _, _ = detrend(x, 3)\n", + "\n", + "plt.figure(6)\n", + "plt.plot(x, label='original')\n", + "plt.plot(y, label='detrended')\n", + "plt.legend()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "Detrend with weights\n-----------------------------------------------------------------------------\nFinally, we show how the detrending process handles local artifacts, and how\nwe can advantageously use weights to improve detrending. The raw data\nconsists of gaussian noise with a linear trend, and a storng glitch covering\nthe first 100 timesamples (blue trace). Detrending without weights (orange\ntrace) causes an overestimation of the polynomial order because of the\nglitch, leading to a mediocre fit. When downweightining this artifactual\nperiod, the fit is much improved (green trace).\n\n" + "Detrend with weights\n", + "-----------------------------------------------------------------------------\n", + "Finally, we show how the detrending process handles local artifacts, and how\n", + "we can advantageously use weights to improve detrending. The raw data\n", + "consists of gaussian noise with a linear trend, and a storng glitch covering\n", + "the first 100 timesamples (blue trace). Detrending without weights (orange\n", + "trace) causes an overestimation of the polynomial order because of the\n", + "glitch, leading to a mediocre fit. When downweightining this artifactual\n", + "period, the fit is much improved (green trace).\n", + "\n" ] }, { @@ -263,28 +369,52 @@ }, "outputs": [ { - "output_type": "display_data", "data": { - "text/plain": "
", - "image/png": 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\n" + "image/png": 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", + "text/plain": [ + "
" + ] }, "metadata": { "image/png": { - "width": 377, - "height": 248 + "height": 248, + "width": 377 }, "needs_background": "light" - } + }, + "output_type": "display_data" } ], "source": [ - "x = np.linspace(0, 100, 1000)[:, None]\nx = x + 3 * np.random.randn(*x.shape)\n\n# introduce some strong artifact on the first 100 samples\nx[:100, :] = 100\n\n# Detrend\ny, _, _ = detrend(x, 3, None, threshold=np.inf)\n\n# Same process but this time downweight artifactual window\nw = np.ones(x.shape)\nw[:100, :] = 0\nz, _, _ = detrend(x, 3, w)\n\nplt.figure(7)\nplt.plot(x, label='original')\nplt.plot(y, label='detrended - no weights')\nplt.plot(z, label='detrended - weights')\nplt.legend()\nplt.show()" + "x = np.linspace(0, 100, 1000)[:, None]\n", + "x = x + 3 * np.random.randn(*x.shape)\n", + "\n", + "# introduce some strong artifact on the first 100 samples\n", + "x[:100, :] = 100\n", + "\n", + "# Detrend\n", + "y, _, _ = detrend(x, 3, None, threshold=np.inf)\n", + "\n", + "# Same process but this time downweight artifactual window\n", + "w = np.ones(x.shape)\n", + "w[:100, :] = 0\n", + "z, _, _ = detrend(x, 3, w)\n", + "\n", + "plt.figure(7)\n", + "plt.plot(x, label='original')\n", + "plt.plot(y, label='detrended - no weights')\n", + "plt.plot(z, label='detrended - weights')\n", + "plt.legend()\n", + "plt.show()" ] } ], "metadata": { + "interpreter": { + "hash": "8d3f30eede7542cb9736528e9b7571a47759a8e9b61fd9e91cab8e19ba424bfa" + }, "kernelspec": { - "display_name": "Python 3", + "display_name": "Python 2", "language": "python", "name": "python3" }, @@ -298,9 +428,9 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.7.7-final" + "version": "3.9.6" } }, "nbformat": 4, "nbformat_minor": 0 -} \ No newline at end of file +} diff --git a/examples/example_detrend.py b/examples/example_detrend.py index 6829ace5..feadb091 100644 --- a/examples/example_detrend.py +++ b/examples/example_detrend.py @@ -32,7 +32,7 @@ # ----------------------------------------------------------------------------- # We first try to fit a simple random walk process. x = np.cumsum(np.random.randn(1000, 1), axis=0) -r = np.arange(1000)[:, None] +r = np.arange(1000.)[:, None] r = np.hstack([r, r ** 2, r ** 3]) b, y = regress(x, r) diff --git a/examples/example_dss_line.ipynb b/examples/example_dss_line.ipynb new file mode 100644 index 00000000..19846ec1 --- /dev/null +++ b/examples/example_dss_line.ipynb @@ -0,0 +1,300 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "%matplotlib inline" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "\n", + "SyntaxError\n", + "===========\n", + "\n", + "Example script with invalid Python syntax\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "\"\"\"\n", + "Remove line noise with ZapLine\n", + "==============================\n", + "\n", + "Find a spatial filter to get rid of line noise [1]_.\n", + "\n", + "Uses meegkit.dss_line().\n", + "\n", + "References\n", + "----------\n", + ".. [1] de Cheveigné, A. (2019). ZapLine: A simple and effective method to\n", + " remove power line artifacts [Preprint]. https://doi.org/10.1101/782029\n", + "\n", + "\"\"\"\n", + "# Authors: Maciej Szul \n", + "# Nicolas Barascud \n", + "import os\n", + "\n", + "import matplotlib.pyplot as plt\n", + "import numpy as np\n", + "from meegkit import dss\n", + "from meegkit.utils import create_line_data, unfold\n", + "from scipy import signal" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Line noise removal\n", + "=============================================================================\n", + "\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Remove line noise with dss_line()\n", + "-----------------------------------------------------------------------------\n", + "We first generate some noisy data to work with\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[PCA] Explained variance of selected components : 85.44%\n", + "Power of components removed by DSS: 0.82\n" + ] + } + ], + "source": [ + "sfreq = 250\n", + "fline = 50\n", + "nsamples = 10000\n", + "nchans = 10\n", + "data = create_line_data(n_samples=3 * nsamples, n_chans=nchans,\n", + " n_trials=1, fline=fline / sfreq, SNR=2)[0]\n", + "data = data[..., 0] # only take first trial\n", + "\n", + "# Apply dss_line (ZapLine)\n", + "out, _ = dss.dss_line(data, fline, sfreq, nkeep=1)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Plot before/after\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": { + "image/png": { + "height": 277, + "width": 393 + }, + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "f, ax = plt.subplots(1, 2, sharey=True)\n", + "f, Pxx = signal.welch(data, sfreq, nperseg=500, axis=0, return_onesided=True)\n", + "ax[0].semilogy(f, Pxx)\n", + "f, Pxx = signal.welch(out, sfreq, nperseg=500, axis=0, return_onesided=True)\n", + "ax[1].semilogy(f, Pxx)\n", + "ax[0].set_xlabel('frequency [Hz]')\n", + "ax[1].set_xlabel('frequency [Hz]')\n", + "ax[0].set_ylabel('PSD [V**2/Hz]')\n", + "ax[0].set_title('before')\n", + "ax[1].set_title('after')\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Remove line noise with dss_line_iter()\n", + "-----------------------------------------------------------------------------\n", + "We first load some noisy data to work with\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "(400, 64, 267)\n", + "Power of components removed by DSS: 0.00\n" + ] + } + ], + "source": [ + "data = np.load(os.path.join('..', 'tests', 'data', 'dss_line_data.npy'))\n", + "fline = 50\n", + "sfreq = 200\n", + "print(data.shape) # n_samples, n_chans, n_trials\n", + "\n", + "# Apply dss_line(), removing only one component\n", + "out1, _ = dss.dss_line(data, fline, sfreq, nremove=1, nfft=400)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Now try dss_line_iter(). This applies dss_line() repeatedly until the\n", + "artifact is gone\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Power of components removed by DSS: 0.00\n", + "Iteration 0 score: 8.822795627883133e-30\n", + "Power of components removed by DSS: 0.00\n", + "Iteration 1 score: 5.459919539000422e-30\n", + "Power of components removed by DSS: 0.00\n", + "Iteration 2 score: 1.8597287845349988e-31\n", + "Power of components removed by DSS: 0.00\n", + "Iteration 3 score: -2.861548485101071e-31\n", + "Removed 3 components\n" + ] + } + ], + "source": [ + "out2, iterations = dss.dss_line_iter(data, fline, sfreq, nfft=400)\n", + "print(f'Removed {iterations} components')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Plot results with dss_line() vs. dss_line_iter()\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "image/png": 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", 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" + ] + }, + "metadata": { + "image/png": { + "height": 279, + "width": 422 + }, + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "f, ax = plt.subplots(1, 2, sharey=True)\n", + "f, Pxx = signal.welch(unfold(out1), sfreq, nperseg=200, axis=0,\n", + " return_onesided=True)\n", + "ax[0].semilogy(f, Pxx, lw=.5)\n", + "f, Pxx = signal.welch(unfold(out2), sfreq, nperseg=200, axis=0,\n", + " return_onesided=True)\n", + "ax[1].semilogy(f, Pxx, lw=.5)\n", + "ax[0].set_xlabel('frequency [Hz]')\n", + "ax[1].set_xlabel('frequency [Hz]')\n", + "ax[0].set_ylabel('PSD [V**2/Hz]')\n", + "ax[0].set_title('dss_line')\n", + "ax[1].set_title('dss_line_iter')\n", + "plt.tight_layout()\n", + "plt.show()" + ] + } + ], + "metadata": { + "interpreter": { + "hash": "8d3f30eede7542cb9736528e9b7571a47759a8e9b61fd9e91cab8e19ba424bfa" + }, + "kernelspec": { + "display_name": "Python 2", + "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": "3.9.6" + } + }, + "nbformat": 4, + "nbformat_minor": 0 +} diff --git a/meegkit/detrend.py b/meegkit/detrend.py index 0b882e25..34de9f74 100644 --- a/meegkit/detrend.py +++ b/meegkit/detrend.py @@ -200,7 +200,7 @@ def regress(x, r, w=None, threshold=1e-7, return_mean=False): xx = demean(x[:, i], wc) * wc # remove channel-specific-weighted mean from regressor - r = demean(r, wc) + r = demean(r, wc, inplace=True) rr = r * wc V, _ = pca(rr.T @ rr, thresh=threshold) rr = rr.dot(V) @@ -282,12 +282,14 @@ def _plot_detrend(x, y, w): f = plt.figure() gs = GridSpec(4, 1, figure=f) ax1 = f.add_subplot(gs[:3, 0]) - plt.plot(x, label='original', color='C0') - plt.plot(y, label='detrended', color='C1') + lines = ax1.plot(x, label='original', color='C0') + plt.setp(lines[1:], label="_") + lines = ax1.plot(y, label='detrended', color='C1') + plt.setp(lines[1:], label="_") ax1.set_xlim(0, n_times) ax1.set_xticklabels('') ax1.set_title('Robust detrending') - ax1.legend() + ax1.legend(fontsize='smaller') ax2 = f.add_subplot(gs[3, 0]) ax2.pcolormesh(w.T, cmap='Greys') diff --git a/meegkit/dss.py b/meegkit/dss.py index f46371b5..f4841ba3 100644 --- a/meegkit/dss.py +++ b/meegkit/dss.py @@ -1,15 +1,16 @@ """Denoising source separation.""" # Authors: Nicolas Barascud # Maciej Szul - import numpy as np from scipy import linalg from scipy.signal import welch from .tspca import tsr -from .utils import (demean, gaussfilt, mean_over_trials, pca, smooth, +from .utils import (demean, gaussfilt, matmul3d, mean_over_trials, pca, smooth, theshapeof, tscov, wpwr) +from numpy.lib.stride_tricks import sliding_window_view + def dss1(X, weights=None, keep1=None, keep2=1e-12): """DSS to maximise repeatability across trials. @@ -134,7 +135,8 @@ def dss0(c0, c1, keep1=None, keep2=1e-9): return todss, fromdss, pwr0, pwr1 -def dss_line(X, fline, sfreq, nremove=1, nfft=1024, nkeep=None, show=False): +def dss_line(X, fline, sfreq, nremove=1, nfft=1024, nkeep=None, blocksize=None, + show=False): """Apply DSS to remove power line artifacts. Implements the ZapLine algorithm described in [1]_. @@ -153,6 +155,11 @@ def dss_line(X, fline, sfreq, nremove=1, nfft=1024, nkeep=None, show=False): FFT size (default=1024). nkeep : int Number of components to keep in DSS (default=None). + blocksize : int + If not None (default), covariance is computed on blocks of + ``blocksize`` samples. This may improve performance for large datasets. + show: bool + If True, show DSS results (default=False). Returns ------- @@ -183,30 +190,45 @@ def dss_line(X, fline, sfreq, nremove=1, nfft=1024, nkeep=None, show=False): """ if X.shape[0] < nfft: - print('reducing nfft to {}'.format(X.shape[0])) + print('Reducing nfft to {}'.format(X.shape[0])) nfft = X.shape[0] - n_samples, n_chans, n_trials = theshapeof(X) - X = demean(X) + n_samples, n_chans, _ = theshapeof(X) + if blocksize is None: + blocksize = n_samples - # cancels line_frequency and harmonics, light lowpass - xx = smooth(X, sfreq / fline) + # Recentre data + X = demean(X, inplace=True) - # residual (X=xx+xxx), contains line and some high frequency power - xxx = X - xx + # Cancel line_frequency and harmonics + light lowpass + X_filt = smooth(X, sfreq / fline) - # reduce dimensionality to avoid overfitting + # X - X_filt results in the artifact plus some residual biological signal + X_noise = X - X_filt + + # Reduce dimensionality to avoid overfitting if nkeep is not None: - xxx_cov = tscov(xxx)[0] - V, _ = pca(xxx_cov, nkeep) - xxxx = xxx @ V + cov_X_res = tscov(X_noise)[0] + V, _ = pca(cov_X_res, nkeep) + X_noise_pca = X_noise @ V else: - xxxx = xxx.copy() + X_noise_pca = X_noise.copy() + nkeep = n_chans - # DSS to isolate line components from residual: + # Compute blockwise covariances of raw and biased data n_harm = np.floor((sfreq / 2) / fline).astype(int) - c0, _ = tscov(xxxx) - c1, _ = tscov(gaussfilt(xxxx, sfreq, fline, 1, n_harm=n_harm)) - + c0 = np.zeros((nkeep, nkeep)) + c1 = np.zeros((nkeep, nkeep)) + for X_block in sliding_window_view(X_noise_pca, (blocksize, nkeep), + axis=(0, 1))[::blocksize, 0]: + # if n_trials>1, reshape to (n_samples, nkeep, n_trials) + if X_block.ndim == 3: + X_block = X_block.transpose(1, 2, 0) + + # bias data + c0 += tscov(X_block)[0] + c1 += tscov(gaussfilt(X_block, sfreq, fline, fwhm=1, n_harm=n_harm))[0] + + # DSS to isolate line components from residual todss, _, pwr0, pwr1 = dss0(c0, c1) if show: @@ -217,23 +239,19 @@ def dss_line(X, fline, sfreq, nremove=1, nfft=1024, nkeep=None, show=False): plt.title('DSS to enhance line frequencies') plt.show() + # Remove line components from X_noise idx_remove = np.arange(nremove) - if X.ndim == 3: - for t in range(n_trials): # line-dominated components - xxxx[..., t] = xxxx[..., t] @ todss[:, idx_remove] - elif X.ndim == 2: - xxxx = xxxx @ todss[:, idx_remove] - - xxx, _, _, _ = tsr(xxx, xxxx) # project them out + X_artifact = matmul3d(X_noise_pca, todss[:, idx_remove]) + X_res = tsr(X_noise, X_artifact)[0] # project them out # reconstruct clean signal - y = xx + xxx - artifact = X - y + y = X_filt + X_res # Power of components p = wpwr(X - y)[0] / wpwr(X)[0] print('Power of components removed by DSS: {:.2f}'.format(p)) - return y, artifact + # return the reconstructed clean signal, and the artifact + return y, X - y def dss_line_iter(data, fline, sfreq, win_sz=10, spot_sz=2.5, diff --git a/meegkit/tspca.py b/meegkit/tspca.py index 9769bffc..0efbac21 100644 --- a/meegkit/tspca.py +++ b/meegkit/tspca.py @@ -158,8 +158,8 @@ def tsr(X, R, shifts=None, wX=None, wR=None, keep=None, thresh=1e-12): wR = weights # remove weighted means - X, mean1 = demean(X, wX, return_mean=True) - R = demean(R, wR) + X, mean1 = demean(X, wX, return_mean=True, inplace=True) + R = demean(R, wR, inplace=True) # equalize power of R channels, the equalize power of the R PCs # if R.shape[1] > 1: @@ -182,11 +182,9 @@ def tsr(X, R, shifts=None, wX=None, wR=None, keep=None, thresh=1e-12): y = np.zeros((n_samples_X, n_chans_X, n_trials_X)) for t in np.arange(n_trials_X): r = multishift(R[..., t], shifts, reshape=True) - z = r @ regression - y[..., t] = X[:z.shape[0], :, t] - z - - y, mean2 = demean(y, wX, return_mean=True) + y[..., t] = X[:z.shape[0], :, t] - (r @ regression) + y, mean2 = demean(y, wX, return_mean=True, inplace=True) idx = np.arange(offset1, initial_samples - offset2) mean_total = mean1 + mean2 weights = wR diff --git a/meegkit/utils/__init__.py b/meegkit/utils/__init__.py index b34ee4ab..766cc140 100644 --- a/meegkit/utils/__init__.py +++ b/meegkit/utils/__init__.py @@ -7,8 +7,8 @@ from .denoise import (demean, find_outlier_samples, find_outlier_trials, mean_over_trials, wpwr) from .matrix import (fold, matmul3d, multishift, multismooth, normcol, - relshift, shift, shiftnd, theshapeof, unfold, unsqueeze, - widen_mask) + relshift, shift, shiftnd, sliding_window, theshapeof, + unfold, unsqueeze, widen_mask) from .sig import (gaussfilt, hilbert_envelope, slope_sum, smooth, spectral_envelope, teager_kaiser) from .stats import (bootstrap_ci, bootstrap_snr, cronbach, rms, robust_mean, diff --git a/meegkit/utils/denoise.py b/meegkit/utils/denoise.py index dc87bcd7..92ed6321 100644 --- a/meegkit/utils/denoise.py +++ b/meegkit/utils/denoise.py @@ -7,7 +7,7 @@ from .matrix import fold, theshapeof, unfold, _check_weights -def demean(X, weights=None, return_mean=False): +def demean(X, weights=None, return_mean=False, inplace=False): """Remove weighted mean over rows (samples). Parameters @@ -15,10 +15,14 @@ def demean(X, weights=None, return_mean=False): X : array, shape=(n_samples, n_channels[, n_trials]) Data. weights : array, shape=(n_samples) + return_mean : bool + If True, also return signal mean (default=False). + inplace : bool + If True, save the resulting array in X (default=False). Returns ------- - demeaned_X : array, shape=(n_samples, n_channels[, n_trials]) + X : array, shape=(n_samples, n_channels[, n_trials]) Centered data. mn : array Mean value. @@ -26,6 +30,9 @@ def demean(X, weights=None, return_mean=False): """ weights = _check_weights(weights, X) ndims = X.ndim + + if not inplace: + X = X.copy() n_samples, n_chans, n_trials = theshapeof(X) X = unfold(X) @@ -43,18 +50,20 @@ def demean(X, weights=None, return_mean=False): raise ValueError('Weight array should have either the same ' + 'number of columns as X array, or 1 column.') - demeaned_X = X - mn else: mn = np.mean(X, axis=0, keepdims=True) - demeaned_X = X - mn + + # Remove mean (no copy) + X -= mn + # np.subtract(X, mn, out=X) if n_trials > 1 or ndims == 3: - demeaned_X = fold(demeaned_X, n_samples) + X = fold(X, n_samples) if return_mean: - return demeaned_X, mn # the_mean.shape=(1, the_mean.shape[0]) + return X, mn # the_mean.shape=(1, the_mean.shape[0]) else: - return demeaned_X + return X def mean_over_trials(X, weights=None): diff --git a/meegkit/utils/matrix.py b/meegkit/utils/matrix.py index 2264959b..e186b095 100644 --- a/meegkit/utils/matrix.py +++ b/meegkit/utils/matrix.py @@ -5,7 +5,7 @@ from numpy.lib.stride_tricks import as_strided -def sliding_window(data, window, step=1, padded=False, axis=-1, copy=True): +def sliding_window(data, window, step=1, axis=-1, copy=True): """Calculate a sliding window over a signal. Parameters @@ -30,8 +30,8 @@ def sliding_window(data, window, step=1, padded=False, axis=-1, copy=True): Notes ----- - - Be wary of setting `copy` to `False` as undesired sideffects with the - output values may occur. + Be wary of setting `copy` to `False` as undesired side effects with the + output values may occur. Examples -------- @@ -495,17 +495,18 @@ def unsqueeze(X): def fold(X, epoch_size): - """Fold 2D X into 3D.""" + """Fold 2D (n_times, n_channels) X into 3D (n_times, n_chans, n_trials).""" if X.ndim == 1: X = X[:, np.newaxis] if X.ndim > 2: raise AttributeError('X must be 2D at most') - n_chans = X.shape[0] // epoch_size + nt = X.shape[0] // epoch_size + nc = X.shape[1] if X.shape[0] / epoch_size >= 1: - X = np.transpose(np.reshape(X, (epoch_size, n_chans, X.shape[1]), - order="F").copy(), [0, 2, 1]) - return X + return X.reshape((epoch_size, nt, nc), order="F").transpose([0, 2, 1]) + else: + return X def unfold(X): @@ -622,9 +623,14 @@ def matmul3d(X, mixin): Projection. """ - assert X.ndim == 3, 'data must be of shape (n_samples, n_chans, n_trials)' assert mixin.ndim == 2, 'mixing matrix must be 2D' - return np.einsum('sct,ck->skt', X, mixin) + + if X.ndim == 2: + return X @ mixin + elif X.ndim == 3: + return np.einsum('sct,ck->skt', X, mixin) + else: + raise RuntimeError('X must be (n_samples, n_chans, n_trials)') def _check_shifts(shifts, allow_floats=False): diff --git a/meegkit/utils/sig.py b/meegkit/utils/sig.py index c8a312fe..ada58d5d 100644 --- a/meegkit/utils/sig.py +++ b/meegkit/utils/sig.py @@ -345,13 +345,13 @@ def gaussfilt(data, srate, f, fwhm, n_harm=1, shift=0, return_empvals=False, fx = fx + gauss # filter - tmp = np.fft.fft(data, axis=0) if data.ndim == 2: - tmp *= fx[:, None] + filtdat = 2 * np.real(np.fft.ifft( + np.fft.fft(data, axis=0) * fx[:, None], axis=0)) elif data.ndim == 3: - tmp *= fx[:, None, None] - - filtdat = 2 * np.real(np.fft.ifft(tmp, axis=0)) + filtdat = 2 * np.real(np.fft.ifft( + np.fft.fft(data, axis=0) * fx[:, None, None], + axis=0)) if return_empvals or show: empVals[0] = hz[idx_p] diff --git a/requirements.txt b/requirements.txt index d3434cbd..29ca0982 100644 --- a/requirements.txt +++ b/requirements.txt @@ -1,4 +1,4 @@ -numpy +numpy>=1.20 scipy matplotlib scikit-learn diff --git a/tests/data/eeg_for_trca.mat b/tests/data/eeg_for_trca.mat new file mode 100644 index 00000000..6a5ba349 Binary files /dev/null and b/tests/data/eeg_for_trca.mat differ diff --git a/tests/test_detrend.py b/tests/test_detrend.py index 3419ec97..5d115044 100644 --- a/tests/test_detrend.py +++ b/tests/test_detrend.py @@ -11,7 +11,7 @@ def test_regress(): # Simple regression example, no weights # fit random walk y = np.cumsum(np.random.randn(1000, 1), axis=0) - x = np.arange(1000)[:, None] + x = np.arange(1000.)[:, None] x = np.hstack([x, x ** 2, x ** 3]) [b, z] = regress(y, x) diff --git a/tests/test_dss.py b/tests/test_dss.py index d892ec3c..be390355 100644 --- a/tests/test_dss.py +++ b/tests/test_dss.py @@ -39,10 +39,10 @@ def test_dss0(n_bad_chans): atol=1e-6) # use abs as DSS component might be flipped -def test_dss1(show=False): +def test_dss1(show=True): """Test DSS1 (evoked).""" n_samples = 300 - data, source = create_line_data(n_samples=n_samples) + data, source = create_line_data(n_samples=n_samples, fline=.01) todss, _, pwr0, pwr1 = dss.dss1(data, weights=None, ) z = fold(np.dot(unfold(data), todss), epoch_size=n_samples) @@ -103,6 +103,10 @@ def _plot(x): out, _ = dss.dss_line(s, fline, sr, nkeep=nkeep) _plot(out) + # Test blocksize + out, _ = dss.dss_line(s, fline, sr, nkeep=nkeep, blocksize=1000) + _plot(out) + # Test n_outputs > 1 out, _ = dss.dss_line(s, fline, sr, nkeep=nkeep, nremove=2) # _plot(out) @@ -165,9 +169,34 @@ def _plot(before, after): noise_dim=10, SNR=2, fline=fline / sr) out, _ = dss.dss_line_iter(x, fline, sr, show=False) + +def profile_dss_line(nkeep): + """Test line noise removal.""" + import cProfile + import io + from pstats import SortKey, Stats + + sr = 200 + fline = 20 + nsamples = 1000000 + nchans = 99 + s = create_line_data(n_samples=3 * nsamples, n_chans=nchans, + n_trials=1, fline=fline / sr, SNR=2)[0][..., 0] + + pr = cProfile.Profile() + pr.enable() + out, _ = dss.dss_line(s, fline, sr, nkeep=nkeep) + pr.disable() + s = io.StringIO() + sortby = SortKey.CUMULATIVE + ps = Stats(pr, stream=s).sort_stats(sortby) + ps.print_stats() + print(s.getvalue()) + if __name__ == '__main__': - # pytest.main([__file__]) + pytest.main([__file__]) # create_data(SNR=5, show=True) # test_dss1(True) - # test_dss_line(None) - test_dss_line_iter() + # test_dss_line(2) + # test_dss_line_iter() + # profile_dss_line(None)