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@kingjr
Created July 24, 2017 16:32
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{
"cells": [
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Opening raw data file /home/jrking/mne_data/MNE-sample-data/MEG/sample/sample_audvis_filt-0-40_raw.fif...\n",
" Read a total of 4 projection items:\n",
" PCA-v1 (1 x 102) idle\n",
" PCA-v2 (1 x 102) idle\n",
" PCA-v3 (1 x 102) idle\n",
" Average EEG reference (1 x 60) idle\n",
" Range : 6450 ... 48149 = 42.956 ... 320.665 secs\n",
"Ready.\n",
"Current compensation grade : 0\n",
"319 events found\n",
"Events id: [ 1 2 3 4 5 32]\n",
"288 matching events found\n",
"Created an SSP operator (subspace dimension = 4)\n",
"4 projection items activated\n"
]
},
{
"data": {
"image/png": 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OHTtOt27dPJ+vXBlZukyZSW63O0tGiLEJZHPYLpv+KZkM/1NAJGbYyAtW96U2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\n6XUZMuKRWnnKuMRE4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1VeKM+unTv0Vs5Cb2c9ZMx4sufIpdMqkGhIvH4ffb/ozMH4feH3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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f199bd0d590>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# to plot the figures inside the notebook\n",
"%matplotlib inline\n",
"\n",
"# Import libraries on top of script\n",
"import numpy as np # library for matrices\n",
"import mne\n",
"from mne.datasets import sample\n",
"\n",
"\n",
"# Define data path (and download if necessary)\n",
"data_path = mne.datasets.sample.data_path()\n",
"raw_fname = data_path + '/MEG/sample/sample_audvis_filt-0-40_raw.fif'\n",
"\n",
"# Read raw data (continuous MEG recordings)\n",
"raw = mne.io.Raw(raw_fname)\n",
"\n",
"# find events: when the stimulus triggers are above 0\n",
"events = mne.find_events(raw)\n",
"\n",
"# Define which events are relevant:\n",
"event_id = dict(audio_left=1, audio_right=2,\n",
" visual_left=3, visual_right=4)\n",
"\n",
"# Segment continuous data into epochs\n",
"epochs = mne.Epochs(raw, events, event_id=event_id)\n",
"\n",
"# Average across trials\n",
"evoked = epochs.average()\n",
"\n",
"# plot\n",
"times = np.linspace(0, .500, 9)\n",
"evoked.plot_topomap(times=times, average=0.010);"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 2",
"language": "python",
"name": "python2"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 2
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython2",
"version": "2.7.13"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
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