{ "cells": [ { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "%matplotlib inline" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# 3 - Dynamic Connectivity\n", "\n", "In this short tutorial, we will build and expand on the previous tutorials by computing the dynamic connectivity, using Time-Varying Functional Connectivity Graphs.\n", "\n", "In the near future, the standard method of \"sliding window\" will be supported." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "- - -" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Load data" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "import numpy as np" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "import scipy\n", "from scipy import io" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "eeg = np.load(\"data/eyes_opened.npy\")\n", "\n", "num_trials, num_channels, num_samples = np.shape(eeg)" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "eeg1 = np.squeeze(eeg[0, :, :])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Dynamic connectivity\n", "\n", "As a first example, we are going to compute the static connectivity of the EEG signals using the IPLV estimator." ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "import warnings\n", "warnings.simplefilter(action='ignore', category=FutureWarning)\n", "\n", "from dyconnmap import tvfcg\n", "from dyconnmap.fc import IPLV" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "First, setup the configuration options\n", "* frequency band, `fb`\n", "* sampling frequency, `fs`\n", "* cycle-criterion, `cc`\n", "* steping samples, `step`" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [], "source": [ "fb = [1.0, 4.0]\n", "cc = 3.0\n", "fs = 160.0\n", "step = 32" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Declare and instantiate which estimator we will use to compute the dynamic connectivity. In this case we use again IPLV.\n", "\n", "*** Notice *** As you might have noticed, the following line intantiates an object. We only need to pass two parameters, the `fb` and `fs`." ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [], "source": [ "estimator = IPLV(fb, fs)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now we are ready to estimate the dynamic functional connectivity." ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [], "source": [ "fcgs = tvfcg(eeg1, estimator, fb, fs, cc, step)" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [], "source": [ "num_fcgs, num_channels, num_channels = np.shape(fcgs)" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "285 FCGs of shape 64x64\n" ] } ], "source": [ "print(\"{0} FCGs of shape {1}x{2}\".format(num_fcgs, num_channels, num_channels))" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "FCGs array data type is complex128\n" ] } ], "source": [ "print(\"FCGs array data type is {0}\".format(fcgs.dtype))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Because of the nature of the estimator, notice the FCG's data type; for compatibility reasons, it is `np.complex128`. We have to use `np.real` to get the real part." ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [], "source": [ "rfcgs = np.real(fcgs)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Plot\n", "\n", "Plot a few FCGs using the standard Matplotlib functions" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import matplotlib.pyplot as plt\n", "\n", "slices = np.linspace(0, num_fcgs - 1, 5, dtype=np.int32)\n", "num_slices = len(slices)\n", "\n", "mtx_min = 0.0\n", "mtx_max = np.max(rfcgs)\n", "\n", "f, axes = plt.subplots(ncols=num_slices, figsize=(14, 14))\n", "for i, s in enumerate(slices):\n", " slice_mtx = rfcgs[s, :, :] + rfcgs[s, :, :].T\n", " np.fill_diagonal(slice_mtx, 1.0)\n", " cax = axes[i].imshow(slice_mtx, vmin=mtx_min, vmax=mtx_max, cmap=plt.cm.Spectral)\n", " axes[i].set_title('#{0}'.format(s))\n", "\n", "# move the colorbar to the side ;)\n", "f.subplots_adjust(right=0.8)\n", "cbar_ax = f.add_axes([0.82, 0.445, 0.0125, 0.115])\n", "cb = f.colorbar(cax, cax=cbar_ax)\n", "cb.set_label('Imaginary PLV')" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "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": "3.6.5" } }, "nbformat": 4, "nbformat_minor": 2 }