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@agramfort
Last active June 12, 2022 09:53
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Demo of dipole fit and GOF computation using MNE
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{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"import os.path as op\n",
"import numpy as np\n",
"\n",
"import mne\n",
"from mne.forward import make_forward_dipole\n",
"from mne.simulation import simulate_evoked\n",
"\n",
"data_path = mne.datasets.sample.data_path()\n",
"subjects_dir = op.join(data_path, 'subjects')\n",
"fname_ave = op.join(data_path, 'MEG', 'sample', 'sample_audvis-ave.fif')\n",
"fname_cov = op.join(data_path, 'MEG', 'sample', 'sample_audvis-cov.fif')\n",
"fname_bem = op.join(subjects_dir, 'sample', 'bem', 'sample-5120-bem-sol.fif')\n",
"fname_trans = op.join(data_path, 'MEG', 'sample',\n",
" 'sample_audvis_raw-trans.fif')\n",
"fname_surf_lh = op.join(subjects_dir, 'sample', 'surf', 'lh.white')"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"execution_count": 2,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"evoked = mne.read_evokeds(fname_ave, condition='Right Auditory',\n",
" baseline=(None, 0))\n",
"\n",
"evoked.pick_types(meg=\"grad\", eeg=False)\n",
"evoked.crop(0.08, 0.08)\n",
"\n",
"# noise_cov = mne.read_cov(fname_cov)\n",
"noise_cov = mne.make_ad_hoc_cov(evoked.info)\n",
"\n",
"# Fit a dipole\n",
"dip = mne.fit_dipole(evoked, noise_cov, fname_bem, fname_trans)[0]\n",
"\n",
"# Plot the result in 3D brain with the MRI image.\n",
"dip.plot_locations(fname_trans, 'sample', subjects_dir, mode='orthoview')"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/var/folders/97/27l9b459769fxdczmngx97xr0000gn/T/ipykernel_7820/927053973.py:2: RuntimeWarning: Source estimate only contains currents with positive values. Use pick_ori=\"normal\" when computing the inverse to compute currents not current magnitudes.\n",
" pred_evoked = simulate_evoked(fwd, stc, evoked.info, cov=None, nave=np.inf)\n"
]
}
],
"source": [
"fwd, stc = make_forward_dipole(dip, fname_bem, evoked.info, fname_trans)\n",
"pred_evoked = simulate_evoked(fwd, stc, evoked.info, cov=None, nave=np.inf)"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<MNEFigure size 540x158.4 with 5 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<MNEFigure size 540x158.4 with 5 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"evoked.plot_topomap();\n",
"pred_evoked.plot_topomap();"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"array([64.82613458])"
]
},
"execution_count": 5,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"dip.gof"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"0.6484794360656192"
]
},
"execution_count": 6,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# Here it's ok to do it without whitening as the noise cov used is diagonal\n",
"gof = 1 - np.linalg.norm(evoked.data - pred_evoked.data)**2 / np.linalg.norm(evoked.data)**2\n",
"gof"
]
}
],
"metadata": {
"interpreter": {
"hash": "8d1899d3d453529ab54a548c453eb03872168ef6a9900e12952b62a455030e12"
},
"kernelspec": {
"display_name": "Python 3.8.6 ('base')",
"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": "3.8.6"
},
"orig_nbformat": 4
},
"nbformat": 4,
"nbformat_minor": 2
}
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