{
"cells": [
{
"cell_type": "markdown",
"metadata": {
"colab_type": "text",
"execution": {},
"id": "view-in-github"
},
"source": [
" "
]
},
{
"cell_type": "markdown",
"metadata": {
"execution": {}
},
"source": [
"## Loading of Miller ECoG data of faces/houses (+ noise)\n",
"\n",
"includes some visualizations"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"cellView": "form",
"execution": {}
},
"outputs": [],
"source": [
"# @title Data retrieval\n",
"import os, requests\n",
"\n",
"fname = 'faceshouses.npz'\n",
"url = \"https://osf.io/argh7/download\"\n",
"\n",
"if not os.path.isfile(fname):\n",
" try:\n",
" r = requests.get(url)\n",
" except requests.ConnectionError:\n",
" print(\"!!! Failed to download data !!!\")\n",
" else:\n",
" if r.status_code != requests.codes.ok:\n",
" print(\"!!! Failed to download data !!!\")\n",
" else:\n",
" with open(fname, \"wb\") as fid:\n",
" fid.write(r.content)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"cellView": "form",
"execution": {}
},
"outputs": [],
"source": [
"# @title Install packages (`nilearn`, `nimare`), import `matplotlib` and set defaults\n",
"# install packages to visualize brains and electrode locations\n",
"!pip install nilearn --quiet\n",
"!pip install nimare --quiet\n",
"\n",
"from matplotlib import rcParams\n",
"from matplotlib import pyplot as plt\n",
"rcParams['figure.figsize'] = [20, 4]\n",
"rcParams['font.size'] = 15\n",
"rcParams['axes.spines.top'] = False\n",
"rcParams['axes.spines.right'] = False\n",
"rcParams['figure.autolayout'] = True"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"cellView": "form",
"execution": {}
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"dict_keys(['t_off', 'stim_id', 't_on', 'srate', 'V', 'scale_uv', 'locs', 'hemisphere', 'lobe', 'gyrus', 'Brodmann_Area'])\n",
"dict_keys(['stim_id', 'stim_cat', 'stim_noise', 't_on', 't_off', 'key_press', 'V', 'categories', 'scale_uv', 'locs', 'hemisphere', 'lobe', 'gyrus', 'Brodmann_Area'])\n"
]
}
],
"source": [
"# @title Data loading\n",
"import numpy as np\n",
"\n",
"alldat = np.load(fname, allow_pickle=True)['dat']\n",
"\n",
"# select just one of the recordings here.\n",
"dat1 = alldat[1][0]\n",
"dat2 = alldat[1][1]\n",
"\n",
"print(dat1.keys())\n",
"print(dat2.keys())"
]
},
{
"cell_type": "markdown",
"metadata": {
"execution": {}
},
"source": [
"# Dataset info #\n",
"\n",
"This is one of multiple ECoG datasets from Miller 2019, recorded in a clinical settings with a variety of tasks. We plan to curate a few more before NMA starts. Raw data here:\n",
"\n",
"https://exhibits.stanford.edu/data/catalog/zk881ps0522\n",
"\n",
"`alldat` contains 7 subjects each with two sessions `dat1` and `dat2`, and was originally used in these publications: \n",
"\n",
"*Miller, Kai J., et al. \"Face percept formation in human ventral temporal cortex.\" Journal of neurophysiology 118.5 (2017): 2614-2627.*\n",
"\n",
"*Miller, Kai J., et al. \"The physiology of perception in human temporal lobe is specialized for contextual novelty.\" Journal of neurophysiology 114.1 (2015): 256-263.*\n",
"\n",
"*Miller, Kai J., et al. \"Spontaneous decoding of the timing and content of human object perception from cortical surface recordings reveals complementary information in the event-related potential and broadband spectral change.\" PLoS computational biology 12.1 (2016): e1004660.*\n",
"\n",
"*Miller, Kai J., et al. \"The physiology of perception in human temporal lobe is specialized for contextual novelty.\" Journal of neurophysiology 114.1 (2015): 256-263.*\n",
"\n",
"*Miller, Kai J., et al. \"Spontaneous decoding of the timing and content of human object perception from cortical surface recordings reveals complementary information in the event-related potential and broadband spectral change.\" PLoS computational biology 12.1 (2016): e1004660.*\n",
"\n",
"In this task, subjects in a clinical settings (with ECoG implants) are passively shown faces and house during the first experiment (`dat1`). Then in the second experiment in the same subjects (`dat2`), noise is added to face and houses images and the subject has to detect the faces by pressing a key. Two of the subjects don't have keypresses. \n",
"\n",
"Sample rate is always 1000Hz, and the ECoG data has been notch-filtered at 60, 120, 180, 240 and 250Hz, followed by z-scoring across time and conversion to float16 to minimize size. \n",
"\n",
"Experiment 1: \n",
"* `dat1['V']`: continuous voltage data (time by channels)\n",
"* `dat1['srate']`: acquisition rate (1000 Hz). All stimulus times are in units of this. \n",
"* `dat1['t_on']`: time of stimulus onset in data samples\n",
"* `dat1['t_off']`: time of stimulus offset, always 400 samples after `t_on`\n",
"* `dat1['stim_id`]: identity of stimulus from 1-100, with 1-50 being houses and 51-100 being faces\n",
"* `dat1['locs`]: 3D electrode positions on the brain surface\n",
"\n",
"Experiment 2: \n",
"* `dat2['V`]: continuous voltage data (time by channels)\n",
"* `dat2['srate']`: acquisition rate (1000 Hz). All stimulus times are in units of this. \n",
"* `dat2['t_on']`: time of stimulus onset in data samples\n",
"* `dat2['t_off']`: time of stimulus offset, always 1000 samples after `t_on`, with no inter-stimulus interval\n",
"* `dat2['stim_id`]: identity of stimulus from 1-600 (not really useful, since we don't know which ones are the same house/face)\n",
"* `dat2['stim_cat']`: stimulus category (1 = house, 2 = face)\n",
"* `dat2['stim_noise']`: percent noise from 0 to 100\n",
"* `dat2['key_press']`: when the subject thought the image was a face\n",
"* `dat2['categories']`: categories legend (1 = house, 2 = face)\n",
"* `dat2['locs`]: 3D electrode positions on the brain surface\n"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"execution": {}
},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"ERROR:duecredit:Failed to import duecredit due to No module named 'duecredit'\n"
]
},
{
"data": {
"text/html": [
""
],
"text/plain": [
""
]
},
"execution_count": 4,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"from nilearn import plotting\n",
"from nimare import utils\n",
"\n",
"plt.figure(figsize=(8, 8))\n",
"locs = dat1['locs']\n",
"view = plotting.view_markers(utils.tal2mni(locs),\n",
" marker_labels=['%d'%k for k in np.arange(locs.shape[0])],\n",
" marker_color='purple',\n",
" marker_size=5)\n",
"view"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"execution": {}
},
"outputs": [],
"source": [
"# quick way to get broadband power in time-varying windows\n",
"from scipy import signal\n",
"\n",
"V = dat1['V'].astype('float32')\n",
"\n",
"b, a = signal.butter(3, [50], btype='high', fs=1000)\n",
"V = signal.filtfilt(b, a, V, 0)\n",
"V = np.abs(V)**2\n",
"b, a = signal.butter(3, [10], btype='low', fs=1000)\n",
"V = signal.filtfilt(b, a, V, 0)\n",
"\n",
"V = V/V.mean(0)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"execution": {}
},
"outputs": [],
"source": [
"# average the broadband power across all face stimuli and across all house stimuli\n",
"\n",
"nt, nchan = V.shape\n",
"nstim = len(dat1['t_on'])\n",
"\n",
"trange = np.arange(-200, 400)\n",
"ts = dat1['t_on'][:, np.newaxis] + trange\n",
"V_epochs = np.reshape(V[ts, :], (nstim, 600, nchan))\n",
"\n",
"V_house = (V_epochs[dat1['stim_id'] <= 50]).mean(0)\n",
"V_face = (V_epochs[dat1['stim_id'] > 50]).mean(0)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"execution": {}
},
"outputs": [
{
"data": {
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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# let's find the electrodes that distinguish faces from houses\n",
"plt.figure(figsize=(20, 10))\n",
"for j in range(50):\n",
" ax = plt.subplot(5, 10, j+1)\n",
" plt.plot(trange, V_house[:, j])\n",
" plt.plot(trange, V_face[:, j])\n",
" plt.title('ch%d'%j)\n",
" plt.xticks([-200, 0, 200])\n",
" plt.ylim([0, 4])\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"execution": {}
},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# let's look at all the face trials for electrode 46 that has a good response to faces\n",
"# we will sort trials by stimulus id (1-50 is houses, 51-100 is faces)\n",
"plt.subplot(1, 3, 1)\n",
"isort = np.argsort(dat1['stim_id'])\n",
"plt.imshow(V_epochs[isort, :, 46].astype('float32'),\n",
" aspect='auto', vmax=7, vmin=0,\n",
" cmap='magma')\n",
"plt.colorbar()\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"execution": {}
},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# Electrode 43 seems to respond to houses\n",
"isort = np.argsort(dat1['stim_id'])\n",
"plt.subplot(1, 3, 1)\n",
"plt.imshow(V_epochs[isort, :, 43].astype('float32'),\n",
" aspect='auto', vmax=10, vmin=0,\n",
" cmap='magma')\n",
"plt.colorbar()\n",
"plt.show()"
]
}
],
"metadata": {
"colab": {
"collapsed_sections": [],
"include_colab_link": true,
"name": "load_ECoG_faceshouses",
"provenance": [],
"toc_visible": true
},
"kernel": {
"display_name": "Python 3",
"language": "python",
"name": "python3"
},
"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": "3.7.13"
}
},
"nbformat": 4,
"nbformat_minor": 0
}