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@kingjr
Created September 16, 2021 19:50
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{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"id": "5facfc84",
"metadata": {},
"outputs": [],
"source": [
"import numpy as np\n",
"from mne.stats import fdr_correction\n",
"from scipy.stats import wilcoxon\n",
"import mne\n",
"import matplotlib.pyplot as plt\n",
"\n",
"\n",
"# load data\n",
"X = np.load('results.npy')\n",
"n, n_alphas, n_times, n_chans, n_effects = X.shape"
]
},
{
"cell_type": "code",
"execution_count": 2,
"id": "f2f0e891",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# reproduce analysis\n",
"\n",
"mean_chans = X.mean(3)\n",
"\n",
"\n",
"def stats(x):\n",
" \"\"\"fdr wilcoxon\"\"\"\n",
" p = np.zeros(x.shape[1])\n",
" for i in range(x.shape[1]):\n",
" _, p[i] = wilcoxon(x[:, i])\n",
" return fdr_correction(p)[1]\n",
"\n",
"\n",
"sfreq = 120.\n",
"times = np.cumsum(np.ones(n_times) / sfreq)\n",
"for effect in range(2):\n",
" plt.figure()\n",
" for alpha_i, alpha in enumerate(('alpha low', 'alpha high')):\n",
" plt.plot(times, mean_chans.mean(0)[alpha_i, :, effect], marker='|', label=alpha)\n",
" plt.axhline(0, color='k', ls=':', label='chance')\n",
" \n",
" low = mean_chans[:, 0, :, effect]\n",
" high = mean_chans[:, 1, :, effect]\n",
" sig = stats(low-high) < .05\n",
" plt.scatter(times, np.ones_like(times)*plt.ylim()[1], marker='*', s=sig*100, color='k')\n",
" \n",
" plt.legend()"
]
},
{
"cell_type": "code",
"execution_count": 3,
"id": "e48d55f4",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"word length : pval= 0.34958340212140393\n",
"word freq : pval= 0.014417353071925687\n"
]
}
],
"source": [
"# check if stats resists if collapse over time\n",
"\n",
"for i, effect in enumerate(('word length', 'word freq')):\n",
" # mean over time\n",
" low = np.mean(mean_chans, 2)[:, 0, i]\n",
" high = np.mean(mean_chans, 2)[:, 1, i]\n",
" print(effect, ': pval=', wilcoxon(low-high)[1])"
]
},
{
"cell_type": "code",
"execution_count": 4,
"id": "244d7a60",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
" Read 5 compensation matrices\n",
"Removing 5 compensators from info because not all compensation channels were picked.\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<MNEFigure size 1188x158.4 with 11 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<MNEFigure size 1188x158.4 with 11 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<MNEFigure size 1188x158.4 with 11 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<MNEFigure size 1188x158.4 with 11 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# Plot main topos\n",
"info = mne.io.read_info('V1001-info.fif')\n",
"picks = mne.pick_types(info, meg=True)[-273:]\n",
"info = mne.pick_info(info, picks)\n",
"info['sfreq'] = 120.\n",
"\n",
"for i, effect in enumerate(('word length', 'word freq')):\n",
" alpha_both = X[:, :, :, :, i].mean(1)\n",
" evoked = mne.EvokedArray(alpha_both.mean(0).T, info=info, tmin=0)\n",
" evoked.plot_topomap(times=np.arange(.100, .600, .050),\n",
" scalings=dict(mag=1),\n",
" sensors=False,\n",
" contours=False,\n",
" vmin=-2e-2, vmax=2e-2)\n",
" \n",
"# plot differential topos\n",
"for i, effect in enumerate(('word length', 'word freq')):\n",
" alpha_low = X[:, 0, :, :, i]\n",
" alpha_high = X[:, 1, :, :, i]\n",
" diff = alpha_low - alpha_high\n",
" evoked = mne.EvokedArray(diff.mean(0).T, info=info, tmin=0)\n",
" \n",
" evoked.plot_topomap(times=np.arange(.100, .600, .050),\n",
" scalings=dict(mag=1), \n",
" sensors=True,\n",
" contours=False,\n",
" vmin=-1e-2, vmax=1e-2)"
]
},
{
"cell_type": "code",
"execution_count": 5,
"id": "03395f34",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<MNEFigure size 216x158.4 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<MNEFigure size 216x158.4 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# plot differential topos collapsed over time\n",
"\n",
"for i, effect in enumerate(('word length', 'word freq')):\n",
" alpha_low = X[:, 0, :, :, i]\n",
" alpha_high = X[:, 1, :, :, i]\n",
" diff = alpha_low - alpha_high\n",
" evoked = mne.EvokedArray(diff.mean(0).T, info=info, tmin=0)\n",
" \n",
" sig = stats(alpha_low.mean(1)-alpha_high.mean(1))<.05\n",
" mask = np.ones_like(evoked.data)*sig[:, None]\n",
" evoked.plot_topomap(times=.300, average=.600,\n",
" scalings=dict(mag=1), \n",
" sensors=False,\n",
" contours=False,\n",
" mask=mask.astype(int),\n",
" mask_params=dict(marker='o', markerfacecolor='k', markeredgecolor='k',\n",
" linewidth=0, markersize=10),\n",
" vmin=-3e-3, vmax=3e-3,\n",
" time_format='')"
]
}
],
"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": "3.8.8"
}
},
"nbformat": 4,
"nbformat_minor": 5
}
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