{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# CCA Tutorial" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "How to use CCA on sound envelope" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Import EEG" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ ":7: DeprecationWarning: stim_channel (default True in 0.17) will change to False in 0.18 and be removed in 0.19, set it to False in 0.17 to avoid this warning\n", " raw = mne.io.read_raw_eeglab(fname, preload=True, event_id=event_id)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Used Annotations descriptions: ['boundary', 'story_onset']\n", "Setting up band-pass filter from 1 - 15 Hz\n", "l_trans_bandwidth chosen to be 1.0 Hz\n", "Filter length of 413 samples (3.304 sec) selected\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "C:\\Users\\Karen\\AppData\\Local\\conda\\conda\\envs\\mne\\lib\\site-packages\\mne\\annotations.py:315: RuntimeWarning: invalid value encountered in less\n", " out_of_bounds = (absolute_onset > tmax) | (absolute_offset < tmin)\n", "C:\\Users\\Karen\\AppData\\Local\\conda\\conda\\envs\\mne\\lib\\site-packages\\mne\\annotations.py:324: RuntimeWarning: invalid value encountered in greater\n", " clip_right_elem = (absolute_offset > tmax) & ~out_of_bounds\n", ":7: RuntimeWarning: 1 events will be dropped because they occur on the same time sample as another event. `mne.io.Raw` objects store events on an event channel, which cannot represent two events on the same sample. Please use `read_annotations_eeglab` and create events using `events_from_annotations` to extract the original event structure. Then, you can e.g. subset the extracted events for constructing epochs.\n", " raw = mne.io.read_raw_eeglab(fname, preload=True, event_id=event_id)\n" ] } ], "source": [ "import numpy as np\n", "import mne\n", "import os\n", "import scipy.io as sio\n", "def load_eeg(fname, story_order):\n", " event_id = dict(story_onset=12, boundary=-1)\n", " raw = mne.io.read_raw_eeglab(fname, preload=True, event_id=event_id)\n", " raw_eeg = raw.copy().pick_types(eeg=True)\n", " n_channels = len(raw_eeg.ch_names)\n", " info = raw_eeg.info\n", " story_order_1kHz = mne.event.read_events(story_order)\n", " story_order_125Hz = story_order_1kHz.copy()\n", " for i in range(len(story_order_125Hz)):\n", " story_order_125Hz[i,0] = story_order_125Hz[i,0]/8\n", " return raw_eeg, story_order_125Hz, n_channels, info\n", "\n", "p = 3 # participant\n", "set_path = np.load(os.path.join(os.getcwd(), \"../../../../set_path.npy\"))\n", "order_path = np.load(os.path.join(os.getcwd(), \"../../../../story_order_path.npy\"))\n", "no_participants = len(set_path)\n", "raw_eeg = []\n", "story_order_125Hz = []\n", "raw_eegs, story_order_125Hzs, n_channels, info = load_eeg((os.path.join(os.getcwd(),\"../../../../\",set_path[p])), (os.path.join(os.getcwd(),\"../../../../\",order_path[p])))\n", "raw_eeg.append(raw_eegs.filter(1,15, h_trans_bandwidth=2))\n", "story_order_125Hz.append(story_order_125Hzs)\n", "sfreq = info['sfreq']" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Load Envelope" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "C:\\Users\\Karen\\AppData\\Local\\conda\\conda\\envs\\mne\\lib\\site-packages\\scipy\\signal\\signaltools.py:2383: FutureWarning: Using a non-tuple sequence for multidimensional indexing is deprecated; use `arr[tuple(seq)]` instead of `arr[seq]`. In the future this will be interpreted as an array index, `arr[np.array(seq)]`, which will result either in an error or a different result.\n", " return y[keep]\n", "C:\\Users\\Karen\\AppData\\Local\\conda\\conda\\envs\\mne\\lib\\site-packages\\scipy\\signal\\signaltools.py:3463: FutureWarning: Using a non-tuple sequence for multidimensional indexing is deprecated; use `arr[tuple(seq)]` instead of `arr[seq]`. In the future this will be interpreted as an array index, `arr[np.array(seq)]`, which will result either in an error or a different result.\n", " return y[sl]\n", "C:\\Users\\Karen\\AppData\\Local\\conda\\conda\\envs\\mne\\lib\\site-packages\\scipy\\signal\\_arraytools.py:45: FutureWarning: Using a non-tuple sequence for multidimensional indexing is deprecated; use `arr[tuple(seq)]` instead of `arr[seq]`. In the future this will be interpreted as an array index, `arr[np.array(seq)]`, which will result either in an error or a different result.\n", " b = a[a_slice]\n", "C:\\Users\\Karen\\AppData\\Local\\conda\\conda\\envs\\mne\\lib\\site-packages\\scipy\\signal\\signaltools.py:2383: FutureWarning: Using a non-tuple sequence for multidimensional indexing is deprecated; use `arr[tuple(seq)]` instead of `arr[seq]`. In the future this will be interpreted as an array index, `arr[np.array(seq)]`, which will result either in an error or a different result.\n", " return y[keep]\n", "C:\\Users\\Karen\\AppData\\Local\\conda\\conda\\envs\\mne\\lib\\site-packages\\scipy\\signal\\signaltools.py:3463: FutureWarning: Using a non-tuple sequence for multidimensional indexing is deprecated; use `arr[tuple(seq)]` instead of `arr[seq]`. In the future this will be interpreted as an array index, `arr[np.array(seq)]`, which will result either in an error or a different result.\n", " return y[sl]\n", "C:\\Users\\Karen\\AppData\\Local\\conda\\conda\\envs\\mne\\lib\\site-packages\\scipy\\signal\\_arraytools.py:45: FutureWarning: Using a non-tuple sequence for multidimensional indexing is deprecated; use `arr[tuple(seq)]` instead of `arr[seq]`. In the future this will be interpreted as an array index, `arr[np.array(seq)]`, which will result either in an error or a different result.\n", " b = a[a_slice]\n", "C:\\Users\\Karen\\AppData\\Local\\conda\\conda\\envs\\mne\\lib\\site-packages\\scipy\\signal\\signaltools.py:2383: FutureWarning: Using a non-tuple sequence for multidimensional indexing is deprecated; use `arr[tuple(seq)]` instead of `arr[seq]`. In the future this will be interpreted as an array index, `arr[np.array(seq)]`, which will result either in an error or a different result.\n", " return y[keep]\n", "C:\\Users\\Karen\\AppData\\Local\\conda\\conda\\envs\\mne\\lib\\site-packages\\scipy\\signal\\signaltools.py:3463: FutureWarning: Using a non-tuple sequence for multidimensional indexing is deprecated; use `arr[tuple(seq)]` instead of `arr[seq]`. In the future this will be interpreted as an array index, `arr[np.array(seq)]`, which will result either in an error or a different result.\n", " return y[sl]\n", "C:\\Users\\Karen\\AppData\\Local\\conda\\conda\\envs\\mne\\lib\\site-packages\\scipy\\signal\\_arraytools.py:45: FutureWarning: Using a non-tuple sequence for multidimensional indexing is deprecated; use `arr[tuple(seq)]` instead of `arr[seq]`. In the future this will be interpreted as an array index, `arr[np.array(seq)]`, which will result either in an error or a different result.\n", " b = a[a_slice]\n", "C:\\Users\\Karen\\AppData\\Local\\conda\\conda\\envs\\mne\\lib\\site-packages\\scipy\\signal\\signaltools.py:2383: FutureWarning: Using a non-tuple sequence for multidimensional indexing is deprecated; use `arr[tuple(seq)]` instead of `arr[seq]`. In the future this will be interpreted as an array index, `arr[np.array(seq)]`, which will result either in an error or a different result.\n", " return y[keep]\n", "C:\\Users\\Karen\\AppData\\Local\\conda\\conda\\envs\\mne\\lib\\site-packages\\scipy\\signal\\signaltools.py:3463: FutureWarning: Using a non-tuple sequence for multidimensional indexing is deprecated; use `arr[tuple(seq)]` instead of `arr[seq]`. In the future this will be interpreted as an array index, `arr[np.array(seq)]`, which will result either in an error or a different result.\n", " return y[sl]\n", "C:\\Users\\Karen\\AppData\\Local\\conda\\conda\\envs\\mne\\lib\\site-packages\\scipy\\signal\\_arraytools.py:45: FutureWarning: Using a non-tuple sequence for multidimensional indexing is deprecated; use `arr[tuple(seq)]` instead of `arr[seq]`. In the future this will be interpreted as an array index, `arr[np.array(seq)]`, which will result either in an error or a different result.\n", " b = a[a_slice]\n", "C:\\Users\\Karen\\AppData\\Local\\conda\\conda\\envs\\mne\\lib\\site-packages\\scipy\\signal\\signaltools.py:2383: FutureWarning: Using a non-tuple sequence for multidimensional indexing is deprecated; use `arr[tuple(seq)]` instead of `arr[seq]`. In the future this will be interpreted as an array index, `arr[np.array(seq)]`, which will result either in an error or a different result.\n", " return y[keep]\n", "C:\\Users\\Karen\\AppData\\Local\\conda\\conda\\envs\\mne\\lib\\site-packages\\scipy\\signal\\signaltools.py:3463: FutureWarning: Using a non-tuple sequence for multidimensional indexing is deprecated; use `arr[tuple(seq)]` instead of `arr[seq]`. In the future this will be interpreted as an array index, `arr[np.array(seq)]`, which will result either in an error or a different result.\n", " return y[sl]\n", "C:\\Users\\Karen\\AppData\\Local\\conda\\conda\\envs\\mne\\lib\\site-packages\\scipy\\signal\\_arraytools.py:45: FutureWarning: Using a non-tuple sequence for multidimensional indexing is deprecated; use `arr[tuple(seq)]` instead of `arr[seq]`. In the future this will be interpreted as an array index, `arr[np.array(seq)]`, which will result either in an error or a different result.\n", " b = a[a_slice]\n", "C:\\Users\\Karen\\AppData\\Local\\conda\\conda\\envs\\mne\\lib\\site-packages\\scipy\\signal\\signaltools.py:2383: FutureWarning: Using a non-tuple sequence for multidimensional indexing is deprecated; use `arr[tuple(seq)]` instead of `arr[seq]`. In the future this will be interpreted as an array index, `arr[np.array(seq)]`, which will result either in an error or a different result.\n", " return y[keep]\n", "C:\\Users\\Karen\\AppData\\Local\\conda\\conda\\envs\\mne\\lib\\site-packages\\scipy\\signal\\signaltools.py:3463: FutureWarning: Using a non-tuple sequence for multidimensional indexing is deprecated; use `arr[tuple(seq)]` instead of `arr[seq]`. In the future this will be interpreted as an array index, `arr[np.array(seq)]`, which will result either in an error or a different result.\n", " return y[sl]\n", "C:\\Users\\Karen\\AppData\\Local\\conda\\conda\\envs\\mne\\lib\\site-packages\\scipy\\signal\\_arraytools.py:45: FutureWarning: Using a non-tuple sequence for multidimensional indexing is deprecated; use `arr[tuple(seq)]` instead of `arr[seq]`. In the future this will be interpreted as an array index, `arr[np.array(seq)]`, which will result either in an error or a different result.\n", " b = a[a_slice]\n", "C:\\Users\\Karen\\AppData\\Local\\conda\\conda\\envs\\mne\\lib\\site-packages\\scipy\\signal\\signaltools.py:2383: FutureWarning: Using a non-tuple sequence for multidimensional indexing is deprecated; use `arr[tuple(seq)]` instead of `arr[seq]`. In the future this will be interpreted as an array index, `arr[np.array(seq)]`, which will result either in an error or a different result.\n", " return y[keep]\n", "C:\\Users\\Karen\\AppData\\Local\\conda\\conda\\envs\\mne\\lib\\site-packages\\scipy\\signal\\signaltools.py:3463: FutureWarning: Using a non-tuple sequence for multidimensional indexing is deprecated; use `arr[tuple(seq)]` instead of `arr[seq]`. In the future this will be interpreted as an array index, `arr[np.array(seq)]`, which will result either in an error or a different result.\n", " return y[sl]\n", "C:\\Users\\Karen\\AppData\\Local\\conda\\conda\\envs\\mne\\lib\\site-packages\\scipy\\signal\\_arraytools.py:45: FutureWarning: Using a non-tuple sequence for multidimensional indexing is deprecated; use `arr[tuple(seq)]` instead of `arr[seq]`. In the future this will be interpreted as an array index, `arr[np.array(seq)]`, which will result either in an error or a different result.\n", " b = a[a_slice]\n", "C:\\Users\\Karen\\AppData\\Local\\conda\\conda\\envs\\mne\\lib\\site-packages\\scipy\\signal\\signaltools.py:2383: FutureWarning: Using a non-tuple sequence for multidimensional indexing is deprecated; use `arr[tuple(seq)]` instead of `arr[seq]`. In the future this will be interpreted as an array index, `arr[np.array(seq)]`, which will result either in an error or a different result.\n", " return y[keep]\n", "C:\\Users\\Karen\\AppData\\Local\\conda\\conda\\envs\\mne\\lib\\site-packages\\scipy\\signal\\signaltools.py:3463: FutureWarning: Using a non-tuple sequence for multidimensional indexing is deprecated; use `arr[tuple(seq)]` instead of `arr[seq]`. In the future this will be interpreted as an array index, `arr[np.array(seq)]`, which will result either in an error or a different result.\n", " return y[sl]\n", "C:\\Users\\Karen\\AppData\\Local\\conda\\conda\\envs\\mne\\lib\\site-packages\\scipy\\signal\\_arraytools.py:45: FutureWarning: Using a non-tuple sequence for multidimensional indexing is deprecated; use `arr[tuple(seq)]` instead of `arr[seq]`. In the future this will be interpreted as an array index, `arr[np.array(seq)]`, which will result either in an error or a different result.\n", " b = a[a_slice]\n", "C:\\Users\\Karen\\AppData\\Local\\conda\\conda\\envs\\mne\\lib\\site-packages\\scipy\\signal\\signaltools.py:2383: FutureWarning: Using a non-tuple sequence for multidimensional indexing is deprecated; use `arr[tuple(seq)]` instead of `arr[seq]`. In the future this will be interpreted as an array index, `arr[np.array(seq)]`, which will result either in an error or a different result.\n", " return y[keep]\n", "C:\\Users\\Karen\\AppData\\Local\\conda\\conda\\envs\\mne\\lib\\site-packages\\scipy\\signal\\signaltools.py:3463: FutureWarning: Using a non-tuple sequence for multidimensional indexing is deprecated; use `arr[tuple(seq)]` instead of `arr[seq]`. In the future this will be interpreted as an array index, `arr[np.array(seq)]`, which will result either in an error or a different result.\n", " return y[sl]\n", "C:\\Users\\Karen\\AppData\\Local\\conda\\conda\\envs\\mne\\lib\\site-packages\\scipy\\signal\\_arraytools.py:45: FutureWarning: Using a non-tuple sequence for multidimensional indexing is deprecated; use `arr[tuple(seq)]` instead of `arr[seq]`. In the future this will be interpreted as an array index, `arr[np.array(seq)]`, which will result either in an error or a different result.\n", " b = a[a_slice]\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "C:\\Users\\Karen\\AppData\\Local\\conda\\conda\\envs\\mne\\lib\\site-packages\\scipy\\signal\\signaltools.py:2383: FutureWarning: Using a non-tuple sequence for multidimensional indexing is deprecated; use `arr[tuple(seq)]` instead of `arr[seq]`. In the future this will be interpreted as an array index, `arr[np.array(seq)]`, which will result either in an error or a different result.\n", " return y[keep]\n", "C:\\Users\\Karen\\AppData\\Local\\conda\\conda\\envs\\mne\\lib\\site-packages\\scipy\\signal\\signaltools.py:3463: FutureWarning: Using a non-tuple sequence for multidimensional indexing is deprecated; use `arr[tuple(seq)]` instead of `arr[seq]`. In the future this will be interpreted as an array index, `arr[np.array(seq)]`, which will result either in an error or a different result.\n", " return y[sl]\n", "C:\\Users\\Karen\\AppData\\Local\\conda\\conda\\envs\\mne\\lib\\site-packages\\scipy\\signal\\_arraytools.py:45: FutureWarning: Using a non-tuple sequence for multidimensional indexing is deprecated; use `arr[tuple(seq)]` instead of `arr[seq]`. In the future this will be interpreted as an array index, `arr[np.array(seq)]`, which will result either in an error or a different result.\n", " b = a[a_slice]\n", "C:\\Users\\Karen\\AppData\\Local\\conda\\conda\\envs\\mne\\lib\\site-packages\\scipy\\signal\\signaltools.py:2383: FutureWarning: Using a non-tuple sequence for multidimensional indexing is deprecated; use `arr[tuple(seq)]` instead of `arr[seq]`. In the future this will be interpreted as an array index, `arr[np.array(seq)]`, which will result either in an error or a different result.\n", " return y[keep]\n", "C:\\Users\\Karen\\AppData\\Local\\conda\\conda\\envs\\mne\\lib\\site-packages\\scipy\\signal\\signaltools.py:3463: FutureWarning: Using a non-tuple sequence for multidimensional indexing is deprecated; use `arr[tuple(seq)]` instead of `arr[seq]`. In the future this will be interpreted as an array index, `arr[np.array(seq)]`, which will result either in an error or a different result.\n", " return y[sl]\n", "C:\\Users\\Karen\\AppData\\Local\\conda\\conda\\envs\\mne\\lib\\site-packages\\scipy\\signal\\_arraytools.py:45: FutureWarning: Using a non-tuple sequence for multidimensional indexing is deprecated; use `arr[tuple(seq)]` instead of `arr[seq]`. In the future this will be interpreted as an array index, `arr[np.array(seq)]`, which will result either in an error or a different result.\n", " b = a[a_slice]\n", "C:\\Users\\Karen\\AppData\\Local\\conda\\conda\\envs\\mne\\lib\\site-packages\\scipy\\signal\\signaltools.py:2383: FutureWarning: Using a non-tuple sequence for multidimensional indexing is deprecated; use `arr[tuple(seq)]` instead of `arr[seq]`. In the future this will be interpreted as an array index, `arr[np.array(seq)]`, which will result either in an error or a different result.\n", " return y[keep]\n", "C:\\Users\\Karen\\AppData\\Local\\conda\\conda\\envs\\mne\\lib\\site-packages\\scipy\\signal\\signaltools.py:3463: FutureWarning: Using a non-tuple sequence for multidimensional indexing is deprecated; use `arr[tuple(seq)]` instead of `arr[seq]`. In the future this will be interpreted as an array index, `arr[np.array(seq)]`, which will result either in an error or a different result.\n", " return y[sl]\n", "C:\\Users\\Karen\\AppData\\Local\\conda\\conda\\envs\\mne\\lib\\site-packages\\scipy\\signal\\_arraytools.py:45: FutureWarning: Using a non-tuple sequence for multidimensional indexing is deprecated; use `arr[tuple(seq)]` instead of `arr[seq]`. In the future this will be interpreted as an array index, `arr[np.array(seq)]`, which will result either in an error or a different result.\n", " b = a[a_slice]\n", "C:\\Users\\Karen\\AppData\\Local\\conda\\conda\\envs\\mne\\lib\\site-packages\\scipy\\signal\\signaltools.py:2383: FutureWarning: Using a non-tuple sequence for multidimensional indexing is deprecated; use `arr[tuple(seq)]` instead of `arr[seq]`. In the future this will be interpreted as an array index, `arr[np.array(seq)]`, which will result either in an error or a different result.\n", " return y[keep]\n", "C:\\Users\\Karen\\AppData\\Local\\conda\\conda\\envs\\mne\\lib\\site-packages\\scipy\\signal\\signaltools.py:3463: FutureWarning: Using a non-tuple sequence for multidimensional indexing is deprecated; use `arr[tuple(seq)]` instead of `arr[seq]`. In the future this will be interpreted as an array index, `arr[np.array(seq)]`, which will result either in an error or a different result.\n", " return y[sl]\n", "C:\\Users\\Karen\\AppData\\Local\\conda\\conda\\envs\\mne\\lib\\site-packages\\scipy\\signal\\_arraytools.py:45: FutureWarning: Using a non-tuple sequence for multidimensional indexing is deprecated; use `arr[tuple(seq)]` instead of `arr[seq]`. In the future this will be interpreted as an array index, `arr[np.array(seq)]`, which will result either in an error or a different result.\n", " b = a[a_slice]\n", "C:\\Users\\Karen\\AppData\\Local\\conda\\conda\\envs\\mne\\lib\\site-packages\\scipy\\signal\\signaltools.py:2383: FutureWarning: Using a non-tuple sequence for multidimensional indexing is deprecated; use `arr[tuple(seq)]` instead of `arr[seq]`. In the future this will be interpreted as an array index, `arr[np.array(seq)]`, which will result either in an error or a different result.\n", " return y[keep]\n", "C:\\Users\\Karen\\AppData\\Local\\conda\\conda\\envs\\mne\\lib\\site-packages\\scipy\\signal\\signaltools.py:3463: FutureWarning: Using a non-tuple sequence for multidimensional indexing is deprecated; use `arr[tuple(seq)]` instead of `arr[seq]`. In the future this will be interpreted as an array index, `arr[np.array(seq)]`, which will result either in an error or a different result.\n", " return y[sl]\n", "C:\\Users\\Karen\\AppData\\Local\\conda\\conda\\envs\\mne\\lib\\site-packages\\scipy\\signal\\_arraytools.py:45: FutureWarning: Using a non-tuple sequence for multidimensional indexing is deprecated; use `arr[tuple(seq)]` instead of `arr[seq]`. In the future this will be interpreted as an array index, `arr[np.array(seq)]`, which will result either in an error or a different result.\n", " b = a[a_slice]\n", "C:\\Users\\Karen\\AppData\\Local\\conda\\conda\\envs\\mne\\lib\\site-packages\\scipy\\signal\\signaltools.py:2383: FutureWarning: Using a non-tuple sequence for multidimensional indexing is deprecated; use `arr[tuple(seq)]` instead of `arr[seq]`. In the future this will be interpreted as an array index, `arr[np.array(seq)]`, which will result either in an error or a different result.\n", " return y[keep]\n", "C:\\Users\\Karen\\AppData\\Local\\conda\\conda\\envs\\mne\\lib\\site-packages\\scipy\\signal\\signaltools.py:3463: FutureWarning: Using a non-tuple sequence for multidimensional indexing is deprecated; use `arr[tuple(seq)]` instead of `arr[seq]`. In the future this will be interpreted as an array index, `arr[np.array(seq)]`, which will result either in an error or a different result.\n", " return y[sl]\n", "C:\\Users\\Karen\\AppData\\Local\\conda\\conda\\envs\\mne\\lib\\site-packages\\scipy\\signal\\_arraytools.py:45: FutureWarning: Using a non-tuple sequence for multidimensional indexing is deprecated; use `arr[tuple(seq)]` instead of `arr[seq]`. In the future this will be interpreted as an array index, `arr[np.array(seq)]`, which will result either in an error or a different result.\n", " b = a[a_slice]\n" ] } ], "source": [ "from scipy.io import wavfile\n", "from scipy import signal\n", "from sklearn.preprocessing import scale\n", "def get_env():\n", " story_name_path = sio.loadmat(os.path.join(os.getcwd(), \"../../../../story_name_path.mat\"))['story_name_loc'] \n", " sfreq = 125\n", " envelopes = [];\n", " for i in range(15):\n", " envelope, time = load_env(story_name_path[i], sfreq)\n", " envelope = np.reshape(scale(envelope.T),(len(envelope),1))\n", " envelopes.append(envelope) \n", " return envelopes\n", "\n", "def load_env(fname, sfreq):\n", " fs, data = wavfile.read(os.path.join(os.getcwd(), \"../../../../\",fname))\n", " time = np.linspace(0., len(data)/fs, len(data))\n", " data = abs(data)\n", " speech = signal.decimate(x=data, q=int(fs/sfreq), ftype='fir')\n", " b, a = signal.butter(3, 0.12, 'low')\n", " speech = signal.filtfilt(b, a, speech)\n", " return speech, time\n", "\n", "envelopes = get_env()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Order EEG according to envelope" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "def all_eeg_ordered(raw_eeg, story_order_125Hz, envelopes, no_participants):\n", " all_raw_stories = []\n", " all_times = []\n", " speech_duration = np.zeros((15,1))\n", " for n in range(1):\n", " raw_stories = []\n", " times = []\n", " for i in range(15):\n", " raw_story, time = get_eeg_ordered(raw_eeg[n],story_order_125Hz[n],envelopes[i],i)\n", " raw_stories.append(raw_story.T)\n", " times.append(time)\n", " speech_duration[i] = len(envelopes[i]) \n", " all_raw_stories.append(raw_stories)\n", " all_times.append(times)\n", " return all_raw_stories, speech_duration\n", "\n", "def get_eeg_ordered(raw_eeg, story_order_125Hz, envelope, story_no):\n", " raw_story, times = raw_eeg[:,story_order_125Hz[story_order_125Hz[:,2]==story_no][0][0]:(story_order_125Hz[story_order_125Hz[:,2]==story_no][0][0]+len(envelope))]\n", " return raw_story, times\n", "\n", "stories, speech_duration = all_eeg_ordered(raw_eeg, story_order_125Hz, envelopes, no_participants)" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "x = np.concatenate(envelopes)\n", "y = np.concatenate(stories[0]) # for participant 4" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Run CCA modelling from noise toolbox" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "scrolled": true }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "INFO:pyeeg.cca:Will use lags spanning form tmin to tmax.\n", "To use individual lags, use the `times` argument...\n" ] } ], "source": [ "from pyeeg.cca import CCA_Estimator\n", "cca = CCA_Estimator(tmin=-0.6, tmax=0.8, srate=info['sfreq'])\n", "cca.fit(x, y, thresh_x=0.999, thresh_y=0.999, feat_names=[\"Speech Envelope\"]) # best to use all components but only display first few" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Plot coefficients" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "import matplotlib.pyplot as plt\n", "cca.plot_time_filter(n_comp=2)" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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\n", 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "cca.plot_activation_map(info, n_comp=4)" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [], "source": [ "V, E = np.linalg.eigh(cca.X.T @ cca.X)" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [], "source": [ "last_eig = max(np.where(np.cumsum(V[::-1]/sum(V)) <= 0.99)[0])" ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "scrolled": true }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "0.02157739893299738\n" ] }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.plot(V[::-1])\n", "plt.vlines(last_eig, ymin=plt.gca().get_ylim()[0], ymax=plt.gca().get_ylim()[1])\n", "print(min(V))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Run CCA modelling from sklearn" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "INFO:pyeeg.cca:Will use lags spanning form tmin to tmax.\n", "To use individual lags, use the `times` argument...\n" ] } ], "source": [ "cca_s = CCA_Estimator(tmin=-0.6, tmax=0.8, srate=info['sfreq'])\n", "cca_s.fit(x, y, cca_implementation='sklearn', n_comp=5, feat_names=[\"Speech Envelope\"]) " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Plot coefficients" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "cca_s.plot_activation_map(info, n_comp=5)\n" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "cca_s.plot_corr(info, n_comp=1)" ] }, { "cell_type": "code", "execution_count": 17, "metadata": { "scrolled": true }, "outputs": [ { "data": { "image/png": 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\n", 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "cca_s.plot_spatial_filter(info, n_comp=1)" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([0.1482251 , 0.13947855, 0.06393436, 0.06242088, 0.05479706])" ] }, "execution_count": 19, "metadata": {}, "output_type": "execute_result" } ], "source": [ "cca_s.score_" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[,\n", " ]" ] }, "execution_count": 20, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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