Skip to content

Instantly share code, notes, and snippets.

@drammock
Last active July 9, 2019 22:39
Show Gist options
  • Save drammock/93992a51c6d7bb223b8afc300257f622 to your computer and use it in GitHub Desktop.
Save drammock/93992a51c6d7bb223b8afc300257f622 to your computer and use it in GitHub Desktop.
test cases for plot_epochs_image
Display the source blob
Display the rendered blob
Raw
{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Testing `plot_epochs_image`\n",
"\n",
"## Setup"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"import os\n",
"from copy import deepcopy\n",
"import numpy as np\n",
"import matplotlib.pyplot as plt\n",
"from matplotlib.cm import get_cmap\n",
"import mne\n",
"mne.set_log_level(False)\n",
"sample_data_folder = mne.datasets.sample.data_path()\n",
"sample_data_raw_file = os.path.join(sample_data_folder, 'MEG', 'sample',\n",
" 'sample_audvis_filt-0-40_raw.fif')\n",
"raw = mne.io.read_raw_fif(sample_data_raw_file)\n",
"raw.apply_proj()\n",
"events = mne.find_events(raw, stim_channel='STI 014')\n",
"event_dict = {'auditory/left': 1, 'auditory/right': 2,\n",
" 'visual/left': 3, 'visual/right': 4}\n",
"reject_criteria = dict(mag=4000e-15, # 4000 fT\n",
" grad=4000e-13, # 4000 fT/cm\n",
" eeg=150e-6, # 150 μV\n",
" eog=250e-6) # 250 μV\n",
"all_epochs = mne.Epochs(raw, events, event_id=event_dict,\n",
" reject=reject_criteria, preload=True)\n",
"epochs = all_epochs['auditory']\n",
"del raw"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Single channel: EEG"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {
"scrolled": false
},
"outputs": [
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 432x288 with 4 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"text/plain": [
"[<Figure size 432x288 with 4 Axes>]"
]
},
"execution_count": 2,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"epochs.plot_image(picks='EEG 033') # eeg"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Single channel: MAG with `invert_y=True`"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 432x288 with 4 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"text/plain": [
"[<Figure size 432x288 with 4 Axes>]"
]
},
"execution_count": 3,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"epochs.plot_image(picks='MEG 1331', ts_args=dict(invert_y=True)) # mag"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Single channel: GRAD"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 432x288 with 4 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"text/plain": [
"[<Figure size 432x288 with 4 Axes>]"
]
},
"execution_count": 4,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"epochs.plot_image(picks='MEG 1332') # grad"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## This should warn (trying to `combine` when only one pick)\n",
"In fact we get two warnings, because `plot_compare_evokeds` now also has a `combine` parameter and similar warning, so we get one for the image and one for the ERF plot."
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"<ipython-input-5-7baa061739e2>:1: RuntimeWarning: Only one channel in group \"MEG 1332\"; cannot combine by method \"median\".\n",
" epochs.plot_image(picks='MEG 1332', combine='median')\n",
"<ipython-input-5-7baa061739e2>:1: RuntimeWarning: Only 1 channel in \"picks\"; cannot combine by method \"median\".\n",
" epochs.plot_image(picks='MEG 1332', combine='median')\n"
]
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 432x288 with 3 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"text/plain": [
"[<Figure size 432x288 with 3 Axes>]"
]
},
"execution_count": 5,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"epochs.plot_image(picks='MEG 1332', combine='median')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## default is global field power, one fig per channel type"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 432x288 with 3 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 432x288 with 3 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 432x288 with 3 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"text/plain": [
"[<Figure size 432x288 with 3 Axes>,\n",
" <Figure size 432x288 with 3 Axes>,\n",
" <Figure size 432x288 with 3 Axes>]"
]
},
"execution_count": 6,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"epochs.plot_image()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## `combine='mean'`"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 432x288 with 3 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"text/plain": [
"[<Figure size 432x288 with 3 Axes>]"
]
},
"execution_count": 7,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"epochs.plot_image(picks='mag', combine='mean')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## `combine='median'`"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 432x288 with 3 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"text/plain": [
"[<Figure size 432x288 with 3 Axes>]"
]
},
"execution_count": 8,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"epochs.plot_image(picks='mag', combine='median')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## `combine='std'`"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 432x288 with 3 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"text/plain": [
"[<Figure size 432x288 with 3 Axes>]"
]
},
"execution_count": 9,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"epochs.plot_image(picks='mag', combine='std')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## `combine=callable` (here, it's `np.min`)"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 432x288 with 3 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"text/plain": [
"[<Figure size 432x288 with 3 Axes>]"
]
},
"execution_count": 10,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"epochs.plot_image(picks='grad', combine=lambda x: np.min(x, axis=1))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## pick a list of channel names"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {
"scrolled": true
},
"outputs": [
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 432x288 with 3 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"text/plain": [
"[<Figure size 432x288 with 3 Axes>]"
]
},
"execution_count": 11,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"crown_picks = ['EEG {:03}'.format(n) for n in range(29, 34)]\n",
"epochs.plot_image(picks=crown_picks, combine='mean')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## pick a list of channel names with `combine=None` (one fig per pick)\n",
"Note that they all have the same colorbar limits, which they wouldn't if you plotted each channel in a separate call to `plot_image`."
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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
Sign up for free to join this conversation on GitHub. Already have an account? Sign in to comment