{ "cells": [ { "cell_type": "markdown", "metadata": { "collapsed": false, "jupyter": { "outputs_hidden": false } }, "source": [ "MNE: Resting State Processing Pipeline\n", "======================================\n", "\n", "Author: Hadi Zaatiti " ] }, { "cell_type": "markdown", "metadata": { "collapsed": false, "jupyter": { "outputs_hidden": false } }, "source": [ "In this script we will be processing data generated from the KIT-MEG for a resting state experiment.\n", "\n", "The experiment has been conducted using the code in [Link Text](https://github.com/hzaatiti-NYU/meg-pipeline/blob/175b9f546826cd18ae8cc5ec4897bd8261952060/experiments/general/resting_state_meg.m) involving a 5 minutes eyes closed followed by a 5 minutes eyes open of the participant.\n", "\n", "The data can be accessed at\n", "[Data Storage](https://meg-pipeline.readthedocs.io/en/latest/4-data/2-datastorage.html) we will be using the *resting_state/sub-01* BIDS dataset" ] }, { "cell_type": "markdown", "metadata": { "collapsed": false, "jupyter": { "outputs_hidden": false } }, "source": [ "After downloading the data, be familiar with the different files in the *meg-kit* folder:\n", "\n", "- The .con are the raw files produced by the KIT machine, has the MEG time series for each channel\n", "- The .con that has *analysis* in their name, have already applied a filter to account for the noisy magnetic field in the MSR, the latter is measured with the magnetometers of the KIT, this file contains the filtered MEG time series for each channel\n", "- The .mrk has the markers position from KIT\n", "- The .fif is produced by applying *KIT2FIFF* command provided by the MNE environment from the filtered .con file and the .mrk files (Check the KIT2FIF tutorial in this documentation)\n", "- We obtained two .fif files, one for eyes closed and one for eyes open\n" ] }, { "cell_type": "markdown", "metadata": { "collapsed": false, "jupyter": { "outputs_hidden": false } }, "source": [ "Import mne and set visualisations to show in the notebook" ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "ExecuteTime": { "end_time": "2024-09-26T10:35:11.861509Z", "start_time": "2024-09-26T10:35:10.862375Z" }, "collapsed": false, "jupyter": { "outputs_hidden": false } }, "outputs": [], "source": [ "import os\n", "\n", "import numpy as np\n", "import mne\n", "from mne.time_frequency import tfr_morlet\n", "import matplotlib\n", "import matplotlib.pyplot as plt\n", "%matplotlib inline" ] }, { "cell_type": "markdown", "metadata": { "collapsed": false, "jupyter": { "outputs_hidden": false } }, "source": [ "Load your .fif file for eyes closed" ] }, { "cell_type": "markdown", "metadata": { "collapsed": false, "jupyter": { "outputs_hidden": false } }, "source": [ "Display the info structure from the data" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "ExecuteTime": { "end_time": "2024-04-22T10:15:50.237749300Z", "start_time": "2024-04-22T10:15:49.665894700Z" }, "collapsed": false, "jupyter": { "outputs_hidden": false } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Opening raw data file C:\\Users\\hz3752\\Box\\MEG\\Data\\resting-state\\sub-01\\meg-kit\\sub-01_01-eyes-closed-raw.fif...\n", " Range : 0 ... 321999 = 0.000 ... 321.999 secs\n", "Ready.\n", "Reading 0 ... 321999 = 0.000 ... 321.999 secs...\n", "Opening raw data file C:\\Users\\hz3752\\Box\\MEG\\Data\\resting-state\\sub-01\\meg-kit\\sub-01_02-eyes-open-raw.fif...\n", " Range : 0 ... 335999 = 0.000 ... 335.999 secs\n", "Ready.\n", "Reading 0 ... 335999 = 0.000 ... 335.999 secs...\n" ] } ], "source": [ "# Set environment variables and load data\n", "\n", "MEG_DATA = os.getenv('MEG_DATA')\n", "\n", "CLOSED_DATA_PATH = r\"resting-state\\sub-01\\meg-kit\\sub-01_01-eyes-closed-raw.fif\"\n", "OPEN_DATA_PATH = r\"resting-state\\sub-01\\meg-kit\\sub-01_02-eyes-open-raw.fif\"\n", "\n", "CLOSED_DATASET_PATH = os.path.join(MEG_DATA, CLOSED_DATA_PATH)\n", "OPEN_DATASET_PATH = os.path.join(MEG_DATA, OPEN_DATA_PATH)\n", "\n", "# Load your raw data\n", "raw_closed = mne.io.read_raw_fif(CLOSED_DATASET_PATH, preload=True)\n", "\n", "raw_open = mne.io.read_raw_fif(OPEN_DATASET_PATH, preload=True)" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "ExecuteTime": { "end_time": "2024-04-22T10:15:58.984521Z", "start_time": "2024-04-22T10:15:58.921216900Z" }, "collapsed": false, "jupyter": { "outputs_hidden": false } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " head transform\n", " dig: 3459 items (3 Cardinal, 5 HPI, 3451 Extra)\n", " file_id: 4 items (dict)\n", " highpass: 0.0 Hz\n", " kit_system_id: 442 (New York University Abu Dhabi, 2014-)\n", " lowpass: 500.0 Hz\n", " meas_date: 2024-04-19 09:05:59 UTC\n", " meas_id: 4 items (dict)\n", " nchan: 257\n", " projs: []\n", " sfreq: 1000.0 Hz\n", ">\n" ] } ], "source": [ "print(raw_closed.info)" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Using pyvistaqt 3d backend.\n", "\n", "Getting helmet for system KIT (derived from 207 MEG channel locations)\n", "Channel types::\tmag: 207\n" ] } ], "source": [ "# Print Helmet and Sensors for KIT\n", "fig = mne.viz.plot_alignment(\n", " raw_closed.info,\n", " dig=False,\n", " eeg=False,\n", " surfaces=[],\n", " meg=[\"helmet\", \"sensors\"],\n", " coord_frame=\"meg\",\n", ")\n", "mne.viz.set_3d_view(fig, azimuth=50, elevation=90, distance=0.5)" ] }, { "attachments": { "b3b45808-be5e-41d0-86d9-aff8b3ffa3f2.png": { "image/png": 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" } }, "cell_type": "markdown", "metadata": {}, "source": [ "![kithelmet.png](attachment:b3b45808-be5e-41d0-86d9-aff8b3ffa3f2.png)" ] }, { "cell_type": "markdown", "metadata": { "collapsed": false, "jupyter": { "outputs_hidden": false } }, "source": [ "Let us plot the sensor layout of the system used in the data acquisition (KIT-MEG)" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "ExecuteTime": { "end_time": "2024-04-22T10:19:27.011202300Z", "start_time": "2024-04-22T10:19:26.430472400Z" }, "collapsed": false, "jupyter": { "outputs_hidden": false } }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# For a 2D topographic plot of the sensor locations\n", "raw_closed.plot_sensors(kind='topomap', show_names=True);" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "ExecuteTime": { "end_time": "2024-04-22T10:20:45.305860900Z", "start_time": "2024-04-22T10:20:45.009773900Z" }, "collapsed": false, "jupyter": { "outputs_hidden": false }, "scrolled": true }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# For a 3D plot, you can also do:\n", "fig = raw_closed.plot_sensors(kind='3d', show_names=True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let us visualise the data and plot the first 5 seconds of the data interactively" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Using qt as 2D backend.\n" ] }, { "data": { "text/plain": [ "" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" }, { "name": "stdout", "output_type": "stream", "text": [ "Waiting for Loading-Thread to finish... (max. 10 sec)\n", "Channels marked as bad:\n", "none\n" ] } ], "source": [ "# Plot the first 5 seconds of the data\n", "raw_closed.plot(start=0, duration=5)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "You should see the following interactive window\n", "\n", "![Data visualisation](graphic/data-visu.png \"Data visualisation for 5 seconds duration\")\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "From the above interactive window, you can mark channels as bad by visual inspection" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Notice that in MNE, the channels have different types\n", "\n", "- MEG, for our system a .fif will show `MEG 001` to `MEG 208` are of type `mag`\n", "- MISC, for our system this will show from `MISC 001` to `MISC 032` are of type `misc`\n", "- STIM, for our system this will show as `STI 014` are of type `stim`\n", "\n", "Let us print the channel types from our raw data." ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "ExecuteTime": { "end_time": "2024-04-24T06:12:15.937734600Z", "start_time": "2024-04-24T06:12:15.586857800Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "['mag', 'mag', 'mag', 'mag', 'mag', 'mag', 'mag', 'mag', 'mag', 'mag', 'mag', 'mag', 'mag', 'mag', 'mag', 'mag', 'mag', 'mag', 'mag', 'mag', 'mag', 'mag', 'mag', 'mag', 'mag', 'mag', 'mag', 'mag', 'mag', 'mag', 'mag', 'mag', 'mag', 'mag', 'mag', 'mag', 'mag', 'mag', 'mag', 'mag', 'mag', 'mag', 'mag', 'mag', 'mag', 'mag', 'mag', 'mag', 'mag', 'mag', 'mag', 'mag', 'mag', 'mag', 'mag', 'mag', 'mag', 'mag', 'mag', 'mag', 'mag', 'mag', 'mag', 'mag', 'mag', 'mag', 'mag', 'mag', 'mag', 'mag', 'mag', 'mag', 'mag', 'mag', 'mag', 'mag', 'mag', 'mag', 'mag', 'mag', 'mag', 'mag', 'mag', 'mag', 'mag', 'mag', 'mag', 'mag', 'mag', 'mag', 'mag', 'ref_meg', 'mag', 'mag', 'mag', 'mag', 'mag', 'mag', 'mag', 'mag', 'mag', 'mag', 'mag', 'mag', 'mag', 'mag', 'mag', 'mag', 'mag', 'mag', 'mag', 'mag', 'mag', 'mag', 'mag', 'mag', 'mag', 'mag', 'mag', 'mag', 'mag', 'mag', 'mag', 'mag', 'mag', 'mag', 'mag', 'mag', 'mag', 'mag', 'mag', 'mag', 'mag', 'mag', 'mag', 'mag', 'mag', 'mag', 'mag', 'mag', 'mag', 'mag', 'mag', 'mag', 'mag', 'mag', 'mag', 'mag', 'mag', 'mag', 'mag', 'mag', 'mag', 'mag', 'mag', 'mag', 'mag', 'mag', 'mag', 'mag', 'mag', 'mag', 'mag', 'mag', 'mag', 'mag', 'mag', 'mag', 'mag', 'mag', 'mag', 'mag', 'mag', 'mag', 'mag', 'mag', 'mag', 'mag', 'mag', 'mag', 'mag', 'mag', 'mag', 'mag', 'mag', 'mag', 'mag', 'mag', 'mag', 'mag', 'mag', 'mag', 'mag', 'mag', 'mag', 'mag', 'mag', 'mag', 'mag', 'mag', 'mag', 'mag', 'mag', 'mag', 'mag', 'mag', 'mag', 'mag', 'ref_meg', 'ref_meg', 'ref_meg', 'ref_meg', 'ref_meg', 'ref_meg', 'ref_meg', 'ref_meg', 'ref_meg', 'ref_meg', 'ref_meg', 'ref_meg', 'ref_meg', 'ref_meg', 'ref_meg', 'ref_meg', 'misc', 'misc', 'misc', 'misc', 'misc', 'misc', 'misc', 'misc', 'misc', 'misc', 'misc', 'misc', 'misc', 'misc', 'misc', 'misc', 'misc', 'misc', 'misc', 'misc', 'misc', 'misc', 'misc', 'misc', 'misc', 'misc', 'misc', 'misc', 'misc', 'misc', 'misc', 'misc', 'stim']\n" ] } ], "source": [ "print(raw_closed.info.get_channel_types())" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let us print all the channel names" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "['MEG 001', 'MEG 002', 'MEG 003', 'MEG 004', 'MEG 005', 'MEG 006', 'MEG 007', 'MEG 008', 'MEG 009', 'MEG 010', 'MEG 011', 'MEG 012', 'MEG 013', 'MEG 014', 'MEG 015', 'MEG 016', 'MEG 017', 'MEG 018', 'MEG 019', 'MEG 020', 'MEG 021', 'MEG 022', 'MEG 023', 'MEG 024', 'MEG 025', 'MEG 026', 'MEG 027', 'MEG 028', 'MEG 029', 'MEG 030', 'MEG 031', 'MEG 032', 'MEG 033', 'MEG 034', 'MEG 035', 'MEG 036', 'MEG 037', 'MEG 038', 'MEG 039', 'MEG 040', 'MEG 041', 'MEG 042', 'MEG 043', 'MEG 044', 'MEG 045', 'MEG 046', 'MEG 047', 'MEG 048', 'MEG 049', 'MEG 050', 'MEG 051', 'MEG 052', 'MEG 053', 'MEG 054', 'MEG 055', 'MEG 056', 'MEG 057', 'MEG 058', 'MEG 059', 'MEG 060', 'MEG 061', 'MEG 062', 'MEG 063', 'MEG 064', 'MEG 065', 'MEG 066', 'MEG 067', 'MEG 068', 'MEG 069', 'MEG 070', 'MEG 071', 'MEG 072', 'MEG 073', 'MEG 074', 'MEG 075', 'MEG 076', 'MEG 077', 'MEG 078', 'MEG 079', 'MEG 080', 'MEG 081', 'MEG 082', 'MEG 083', 'MEG 084', 'MEG 085', 'MEG 086', 'MEG 087', 'MEG 088', 'MEG 089', 'MEG 090', 'MEG 091', 'MEG 092', 'MEG 093', 'MEG 094', 'MEG 095', 'MEG 096', 'MEG 097', 'MEG 098', 'MEG 099', 'MEG 100', 'MEG 101', 'MEG 102', 'MEG 103', 'MEG 104', 'MEG 105', 'MEG 106', 'MEG 107', 'MEG 108', 'MEG 109', 'MEG 110', 'MEG 111', 'MEG 112', 'MEG 113', 'MEG 114', 'MEG 115', 'MEG 116', 'MEG 117', 'MEG 118', 'MEG 119', 'MEG 120', 'MEG 121', 'MEG 122', 'MEG 123', 'MEG 124', 'MEG 125', 'MEG 126', 'MEG 127', 'MEG 128', 'MEG 129', 'MEG 130', 'MEG 131', 'MEG 132', 'MEG 133', 'MEG 134', 'MEG 135', 'MEG 136', 'MEG 137', 'MEG 138', 'MEG 139', 'MEG 140', 'MEG 141', 'MEG 142', 'MEG 143', 'MEG 144', 'MEG 145', 'MEG 146', 'MEG 147', 'MEG 148', 'MEG 149', 'MEG 150', 'MEG 151', 'MEG 152', 'MEG 153', 'MEG 154', 'MEG 155', 'MEG 156', 'MEG 157', 'MEG 158', 'MEG 159', 'MEG 160', 'MEG 161', 'MEG 162', 'MEG 163', 'MEG 164', 'MEG 165', 'MEG 166', 'MEG 167', 'MEG 168', 'MEG 169', 'MEG 170', 'MEG 171', 'MEG 172', 'MEG 173', 'MEG 174', 'MEG 175', 'MEG 176', 'MEG 177', 'MEG 178', 'MEG 179', 'MEG 180', 'MEG 181', 'MEG 182', 'MEG 183', 'MEG 184', 'MEG 185', 'MEG 186', 'MEG 187', 'MEG 188', 'MEG 189', 'MEG 190', 'MEG 191', 'MEG 192', 'MEG 193', 'MEG 194', 'MEG 195', 'MEG 196', 'MEG 197', 'MEG 198', 'MEG 199', 'MEG 200', 'MEG 201', 'MEG 202', 'MEG 203', 'MEG 204', 'MEG 205', 'MEG 206', 'MEG 207', 'MEG 208', 'MEG 209', 'MEG 210', 'MEG 211', 'MEG 212', 'MEG 213', 'MEG 214', 'MEG 215', 'MEG 216', 'MEG 217', 'MEG 218', 'MEG 219', 'MEG 220', 'MEG 221', 'MEG 222', 'MEG 223', 'MEG 224', 'MISC 001', 'MISC 002', 'MISC 003', 'MISC 004', 'MISC 005', 'MISC 006', 'MISC 007', 'MISC 008', 'MISC 009', 'MISC 010', 'MISC 011', 'MISC 012', 'MISC 013', 'MISC 014', 'MISC 015', 'MISC 016', 'MISC 017', 'MISC 018', 'MISC 019', 'MISC 020', 'MISC 021', 'MISC 022', 'MISC 023', 'MISC 024', 'MISC 025', 'MISC 026', 'MISC 027', 'MISC 028', 'MISC 029', 'MISC 030', 'MISC 031', 'MISC 032', 'STI 014']\n" ] } ], "source": [ "print(raw_closed.ch_names)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let us plot the `MISC 001` channel that contains the trigger, it is a good practice to copy the raw data before picking a specific channel since the picking operation changes " ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "NOTE: pick_channels() is a legacy function. New code should use inst.pick(...).\n" ] }, { "data": { "text/plain": [ "" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" }, { "name": "stdout", "output_type": "stream", "text": [ "Channels marked as bad:\n", "none\n" ] } ], "source": [ "channel_name = 'MISC 001'\n", "raw_picked = raw_closed.copy().pick_channels([channel_name])\n", "scalings = {'misc':0.1}\n", "\n", "raw_picked.plot(scalings = scalings, duration=315, start=0, n_channels=1)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "You should see the trigger channel going from 0 to 1 over a period of 5 minutes, corresponding to the eyes closed period as in the following image.\n", "The `AU` unit on the Y-axis correspond to arbitrary unit." ] }, { "cell_type": "markdown", "metadata": {}, "source": "![Trigger visualisation](graphic/eye-closed-misc001.png \"Visualisation of the trigger signal from 0 to 5V over 5 minutes of eyes closed, resting state period\")" }, { "cell_type": "markdown", "metadata": {}, "source": [ "Note the times of beginning and end of the trigger as respectively 11 seconds and 310 seconds, let's do FFT on the data for this time" ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "scrolled": true }, "outputs": [ { "data": { "text/html": [ "
\n", " General\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
Measurement dateApril 19, 2024 09:05:59 GMT
ExperimenterUnknown
ParticipantUnknown
\n", "
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\n", " Channels\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
Digitized points3459 points
Good channels207 Magnetometers, 17 Reference Magnetometers, 32 misc, 1 Stimulus
Bad channelsNone
EOG channelsNot available
ECG channelsNot available
\n", "
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\n", " Data\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
Sampling frequency1000.00 Hz
Highpass0.00 Hz
Lowpass500.00 Hz
Filenamessub-01_01-eyes-closed-raw.fif
Duration00:02:30 (HH:MM:SS)
\n", "
" ], "text/plain": [ "" ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" } ], "source": [ "crop_raw_closed = raw_closed.copy()\n", "crop_raw_closed.crop(100, 250)" ] }, { "cell_type": "code", "execution_count": 16, "metadata": { "scrolled": true }, "outputs": [ { "data": { "text/html": [ "
\n", " General\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
Measurement dateApril 19, 2024 09:12:37 GMT
ExperimenterUnknown
ParticipantUnknown
\n", "
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\n", " Channels\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
Digitized points3459 points
Good channels207 Magnetometers, 17 Reference Magnetometers, 32 misc, 1 Stimulus
Bad channelsNone
EOG channelsNot available
ECG channelsNot available
\n", "
\n", "
\n", " Data\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
Sampling frequency1000.00 Hz
Highpass0.00 Hz
Lowpass500.00 Hz
Filenamessub-01_02-eyes-open-raw.fif
Duration00:02:30 (HH:MM:SS)
\n", "
" ], "text/plain": [ "" ] }, "execution_count": 16, "metadata": {}, "output_type": "execute_result" } ], "source": [ "crop_raw_open = raw_open.copy()\n", "crop_raw_open.crop(100, 250)" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [], "source": [ "# Define frequencies of interest\n", "frequencies = np.arange(1, 51, 1) # Frequencies from 1 to 50 Hz\n", "\n", "# Define the number of cycles in each frequency\n", "n_cycles = frequencies / 2. # Different number of cycles per frequency" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Not setting metadata\n", "75 matching events found\n", "No baseline correction applied\n", "0 projection items activated\n", "Using data from preloaded Raw for 75 events and 2000 original time points ...\n", "0 bad epochs dropped\n", "Not setting metadata\n", "75 matching events found\n", "No baseline correction applied\n", "0 projection items activated\n", "Using data from preloaded Raw for 75 events and 2000 original time points ...\n", "0 bad epochs dropped\n" ] } ], "source": [ "# Define the duration of each epoch (in seconds)\n", "epoch_duration = 2 # 2 sec\n", "\n", "epochs_closed = mne.make_fixed_length_epochs(crop_raw_closed, duration=epoch_duration, preload=True)\n", "epochs_open = mne.make_fixed_length_epochs(crop_raw_open, duration=epoch_duration, preload=True)" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Plot PSD for cleaned data with labels\n", "fig, (ax1, ax2) = plt.subplots(2, 1, figsize=(8, 6), sharex=True)\n" ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "NOTE: plot_psd() is a legacy function. New code should use .compute_psd().plot().\n", " Using multitaper spectrum estimation with 7 DPSS windows\n", "Plotting power spectral density (dB=True).\n", "Averaging across epochs...\n", "NOTE: plot_psd() is a legacy function. New code should use .compute_psd().plot().\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "C:\\Users\\hz3752\\AppData\\Local\\Temp\\ipykernel_2872\\3760958086.py:1: UserWarning: Zero value in spectrum for channels MEG 041, MEG 056, MEG 059, MEG 067, MEG 102, MEG 148, MEG 183\n", " epochs_closed.plot_psd(fmin=1, fmax=40, ax=ax1, color='blue', show=False, average=True, spatial_colors=False, line_alpha=0.5, dB=True, xscale='log')\n", "C:\\Users\\hz3752\\AppData\\Local\\Temp\\ipykernel_2872\\3760958086.py:1: UserWarning: Infinite value in PSD for channels MEG 041, MEG 056, MEG 059, MEG 067, MEG 102, MEG 148, MEG 183.\n", "These channels might be dead.\n", " epochs_closed.plot_psd(fmin=1, fmax=40, ax=ax1, color='blue', show=False, average=True, spatial_colors=False, line_alpha=0.5, dB=True, xscale='log')\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " Using multitaper spectrum estimation with 7 DPSS windows\n", "Plotting power spectral density (dB=True).\n", "Averaging across epochs...\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "C:\\Users\\hz3752\\AppData\\Local\\Temp\\ipykernel_2872\\3760958086.py:2: UserWarning: Zero value in spectrum for channels MEG 041, MEG 056, MEG 059, MEG 067, MEG 102, MEG 148, MEG 157, MEG 183\n", " epochs_open.plot_psd(fmin=1, fmax=40, ax=ax2, color='blue', show=False, average=True, spatial_colors=False, line_alpha=0.5, dB=True, xscale='log')\n", "C:\\Users\\hz3752\\AppData\\Local\\Temp\\ipykernel_2872\\3760958086.py:2: UserWarning: Infinite value in PSD for channels MEG 041, MEG 056, MEG 059, MEG 067, MEG 102, MEG 148, MEG 183.\n", "These channels might be dead.\n", " epochs_open.plot_psd(fmin=1, fmax=40, ax=ax2, color='blue', show=False, average=True, spatial_colors=False, line_alpha=0.5, dB=True, xscale='log')\n" ] }, { "data": { "image/png": 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", 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" ] }, "execution_count": 23, "metadata": {}, "output_type": "execute_result" } ], "source": [ "epochs_closed.plot_psd(fmin=1, fmax=40, ax=ax1, color='blue', show=False, average=True, spatial_colors=False, line_alpha=0.5, dB=True, xscale='log')\n", "epochs_open.plot_psd(fmin=1, fmax=40, ax=ax2, color='blue', show=False, average=True, spatial_colors=False, line_alpha=0.5, dB=True, xscale='log')" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "NOTE: tfr_morlet() is a legacy function. New code should use .compute_tfr(method=\"morlet\").\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "[Parallel(n_jobs=1)]: Done 17 tasks | elapsed: 18.3s\n" ] } ], "source": [ "# Compute the power spectral density (PSD) using Morlet wavelets\n", "freqs = np.logspace(*np.log10([1, 40]), num=50) # Define frequency range\n", "\n", "n_cycles = freqs / 2\n", "\n", "power_closed = tfr_morlet(epochs_closed, freqs=freqs, n_cycles=n_cycles, return_itc=False, average=True)\n", "\n", "\n", "# Plot the PSD\n", "fig, ax = plt.subplots(figsize=(10, 6))\n", "power_closed.plot([0], baseline=None, mode='logratio', title='Average power', axes=ax, show=False)\n", "\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Number of frequencies: 129\n", "Number of time steps: 2516\n" ] } ], "source": [ "data, times = raw[:]\n", "wsize=256\n", "fourier_transform_data = mne.time_frequency.stft(data, wsize=wsize)" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Sampling frequency 1000.0\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "%matplotlib inline\n", "# Select the channel index you're interested in\n", "channel_index = 1\n", "import numpy as np\n", "# Compute magnitude of STFT results\n", "magnitude = np.abs(fourier_transform_data[channel_index])\n", "\n", "# Prepare frequencies and time vectors for plotting\n", "sfreq = raw.info['sfreq']\n", "print('Sampling frequency', sfreq)\n", "frequencies = np.linspace(0, sfreq / 2, magnitude.shape[0], endpoint=True)\n", "t_secs = np.arange(magnitude.shape[1]) * (wsize / sfreq)\n", "\n", "# Plotting\n", "plt.figure()\n", "plt.pcolormesh(t_secs, frequencies, magnitude, shading='auto')\n", "plt.title(f'STFT Magnitude - Channel {raw.info[\"ch_names\"][channel_index]}')\n", "plt.ylabel('Frequency (Hz)')\n", "plt.ylim(0, 20)\n", "plt.xlabel('Time (sec)')\n", "plt.colorbar(label='Magnitude')\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "ExecuteTime": { "end_time": "2024-05-15T13:02:39.989741Z", "start_time": "2024-05-15T13:02:37.022754Z" } }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import numpy as np\n", "import matplotlib.pyplot as plt\n", "\n", "# Assuming 'stft_result' from previous STFT calculation and 'raw' object are available\n", "\n", "# Parameters\n", "channel_index = 0\n", "sfreq = raw.info['sfreq']\n", "wsize = 256 # Window size used in STFT\n", "hop_size = int(wsize / 2) # 50% overlap\n", "\n", "# Compute magnitude of STFT results\n", "magnitude = np.abs(fourier_transform_data[channel_index])\n", "\n", "# Prepare frequencies and time vectors for plotting\n", "frequencies = np.linspace(0, sfreq / 2, magnitude.shape[0], endpoint=True)\n", "\n", "# Calculate correct start times for each window and then add half the window size to center it\n", "start_times = np.arange(0, magnitude.shape[1] * hop_size, hop_size)\n", "t_secs = (start_times + wsize / 2) / sfreq\n", "\n", "# Limit frequency data to 100 Hz\n", "freq_limit = 20\n", "freq_indices = frequencies <= freq_limit\n", "frequencies = frequencies[freq_indices]\n", "magnitude = magnitude[freq_indices, :]\n", "\n", "# Plotting\n", "plt.figure()\n", "plt.pcolormesh(t_secs, frequencies, magnitude, shading='auto')\n", "plt.title(f'STFT Magnitude - Channel {raw.info[\"ch_names\"][channel_index]}')\n", "plt.ylabel('Frequency (Hz)')\n", "plt.xlabel('Time (sec)')\n", "plt.ylim(0, freq_limit) # Set y-axis limit to 100 Hz\n", "plt.colorbar(label='Magnitude')\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "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": "3.12.2" } }, "nbformat": 4, "nbformat_minor": 4 }