diff --git a/README.md b/README.md
index fcf67e1..af47482 100644
--- a/README.md
+++ b/README.md
@@ -1,54 +1,7 @@
-# mystical-article
+# Diurnal Variations in Alpha-Band Activity: Mapping Neural Correlates of Stress and Energy
-This repository provides a NeuroLibre-compatible article template using MyST (Markedly Structured Text) for creating interactive scientific preprints.
+During Brain Hack Toronto 2024 we ran a study to understand how the brain alpha power changes through the day using NeuroFusion Explorer and Mobile EEG.
-https://events.neurolibre.org/mystical-article
-
-## Learn the ropes of MyST through GitHub Actions
-
-This repository includes a GitHub Actions workflow that builds the MyST-formatted preprint and publishes it to GitHub Pages.
-
-> [!TIP]
-> To enable this, you need to enable GitHub Pages in the repository settings (select GitHub Actions as the `Build and deployment` source).
-
-Once you push your changes to the `main` branch, the GitHub Actions workflow will build the MyST-formatted preprint and publish it to your GitHub Pages.
-
-> [!WARNING]
-> The actions file (`.github/workflows/deploy.yml`) attempts to **execute** the executable content in this preprint. However, this doesn't always work smoothly in the GitHub Actions environment, as it requires starting a Jupyter Server and connecting to it. In other words, it may not generate the interactive figures as intended. Nevertheless, any changes you make to the **narrative** content will be reflected in the preprint.
-
-The ultimate guide for authoring narrative and executable content in MyST documents is the [MyST Guide](https://mystmd.org/guide).
-
-## The real deal: NeuroLibre workflow
-
-Below is a decision tree guiding you through the process of preparing your living preprint before submitting it to the [NeuroLibre](https://neurolibre.org) for publication.
-
-![Decision tree](https://github.com/neurolibre/brand/blob/main/png/myst_flow.png?raw=true)
-
-
-> [!NOTE]
-> This template includes executable content (simple Python code to generate interactive figures) and needs some data to be used as input. Let's take a look at how they are managed.
-
-### The `binder` folder
-
-* `runtime.txt` declares `python-3.10` as the Python version.
-* `requirements.txt` declares the Python packages that will be installed in your reproducible runtime environment.
-* `data_requirement.json` declares a download source (a simple csv file), which will be downloaded to a folder named `neurolibre-demo-dataset` (project-name).
- * In your runtime environment the data will be mounted to `data/neurolibre-demo-dataset`, relative to the base if your repository.
-
-> [!TIP]
-> Feel free to make small modifications to runtime dependencies and change your code to work with the [provided data](https://raw.githubusercontent.com/plotly/datasets/master/hobbs-pearson-trials.csv). However, if you need to work with a new data, [let us know](https://github.com/neurolibre/info/issues/new?assignees=agahkarakuzu&labels=DOWNLOAD&projects=&template=data_cache.md&title=)
-
-The complete list of REES configuration files for different programming languages can be found [here](https://mybinder.readthedocs.io/en/latest/using/config_files.html).
-
-### NeuroLibre preview Binder X RoboNeuro preview service
-
-We provide a [public Binder instance](https://binder-preview.conp.cloud/) to help you create reproducible, interactive computing environments. Upon successfully building a Binder, a Docker image is pushed to our private registry, tagged with the `commit hash` of your repository.
-
-NeuroLibre can use that Docker image over and over again to build new versions of your living preprint. So hold onto that `commit hash` and keep pushing commits to work on your narrative and executable content! Unless you need to install new dependencies or modify your input data, you don't need to build a new Binder.
-
-![](https://github.com/neurolibre/brand/blob/main/png/let_it_go.png?raw=true)
-
-RoboNeuro will be glad to build the `latest` version of your preprint (from the `main` branch) at each request!
-
-Once you are happy with the current shape and form of your living print, submit it to NeuroLibre! Our team will start a technical screening to ensure that your preprint is ready for publication with the help of RoboNeuro on a GitHub issue.
+This is the paper for the study.
+![NeuroFusion Explorer](static/banner.png)
\ No newline at end of file
diff --git a/_toc.yml b/_toc.yml
index 69f1882..cbb964a 100644
--- a/_toc.yml
+++ b/_toc.yml
@@ -1,5 +1,4 @@
format: jb-book
root: paper.md
chapters:
- - file: content/figure_1.ipynb
- - file: content/figure_2.md
\ No newline at end of file
+ - file: content/Interactive_Resting_State_EEG_Analysis.ipynb
\ No newline at end of file
diff --git a/content/Interactive_Resting_State_EEG_Analysis.ipynb b/content/Interactive_Resting_State_EEG_Analysis.ipynb
new file mode 100644
index 0000000..f2d9691
--- /dev/null
+++ b/content/Interactive_Resting_State_EEG_Analysis.ipynb
@@ -0,0 +1,728 @@
+{
+ "cells": [
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "id": "0MftAj28HZWu"
+ },
+ "source": [
+ "\n",
+ " \n",
+ "\n",
+ "# Analyze your Resting State EEG\n",
+ "\n",
+ "## General Instructions:\n",
+ "### Prepare your data\n",
+ "* Participants should have access to a shared folder called brain_hack_2024_neurofusion.\n",
+ "* For this colab notebook to work, this folder needs to be in your \"My Drive\" folder in Google Drive. To move it to this folder, right click the brain_hack_2024_neurofusion, click \"Organize\" > \"Add shortcut\" > \"All locations\" > \"My Drive\" > \"Add\"\n",
+ "\n",
+ "\n",
+ "### View and Run Code\n",
+ "* To run a code cell, hover over the square brackets [ ] next to the code cell, and click the play button\n",
+ "* Some code cells are hidden, to view/hide, toggle the arrow to the left of the code cell's title\n"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "id": "7gFHDeDKX_5R"
+ },
+ "source": [
+ "# 0. Intall Required Library\n",
+ "### We will be using the [MNE](https://mne.tools/stable/index.html) library to perform our EEG analysis"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {
+ "colab": {
+ "base_uri": "https://localhost:8080/"
+ },
+ "id": "SqPFPBtKOSgy",
+ "outputId": "76695662-d893-45ae-cecf-b92de4acec21"
+ },
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "Collecting mne\n",
+ " Downloading mne-1.8.0-py3-none-any.whl.metadata (21 kB)\n",
+ "Requirement already satisfied: decorator in /usr/local/lib/python3.10/dist-packages (from mne) (4.4.2)\n",
+ "Requirement already satisfied: jinja2 in /usr/local/lib/python3.10/dist-packages (from mne) (3.1.4)\n",
+ "Requirement already satisfied: lazy-loader>=0.3 in /usr/local/lib/python3.10/dist-packages (from mne) (0.4)\n",
+ "Requirement already satisfied: matplotlib>=3.6 in /usr/local/lib/python3.10/dist-packages (from mne) (3.8.0)\n",
+ "Requirement already satisfied: numpy<3,>=1.23 in /usr/local/lib/python3.10/dist-packages (from mne) (1.26.4)\n",
+ "Requirement already satisfied: packaging in /usr/local/lib/python3.10/dist-packages (from mne) (24.2)\n",
+ "Requirement already satisfied: pooch>=1.5 in /usr/local/lib/python3.10/dist-packages (from mne) (1.8.2)\n",
+ "Requirement already satisfied: scipy>=1.9 in /usr/local/lib/python3.10/dist-packages (from mne) (1.13.1)\n",
+ "Requirement already satisfied: tqdm in /usr/local/lib/python3.10/dist-packages (from mne) (4.66.6)\n",
+ "Requirement already satisfied: contourpy>=1.0.1 in /usr/local/lib/python3.10/dist-packages (from matplotlib>=3.6->mne) (1.3.1)\n",
+ "Requirement already satisfied: cycler>=0.10 in /usr/local/lib/python3.10/dist-packages (from matplotlib>=3.6->mne) (0.12.1)\n",
+ "Requirement already satisfied: fonttools>=4.22.0 in /usr/local/lib/python3.10/dist-packages (from matplotlib>=3.6->mne) (4.55.3)\n",
+ "Requirement already satisfied: kiwisolver>=1.0.1 in /usr/local/lib/python3.10/dist-packages (from matplotlib>=3.6->mne) (1.4.7)\n",
+ "Requirement already satisfied: pillow>=6.2.0 in /usr/local/lib/python3.10/dist-packages (from matplotlib>=3.6->mne) (11.0.0)\n",
+ "Requirement already satisfied: pyparsing>=2.3.1 in /usr/local/lib/python3.10/dist-packages (from matplotlib>=3.6->mne) (3.2.0)\n",
+ "Requirement already satisfied: python-dateutil>=2.7 in /usr/local/lib/python3.10/dist-packages (from matplotlib>=3.6->mne) (2.8.2)\n",
+ "Requirement already satisfied: platformdirs>=2.5.0 in /usr/local/lib/python3.10/dist-packages (from pooch>=1.5->mne) (4.3.6)\n",
+ "Requirement already satisfied: requests>=2.19.0 in /usr/local/lib/python3.10/dist-packages (from pooch>=1.5->mne) (2.32.3)\n",
+ "Requirement already satisfied: MarkupSafe>=2.0 in /usr/local/lib/python3.10/dist-packages (from jinja2->mne) (3.0.2)\n",
+ "Requirement already satisfied: six>=1.5 in /usr/local/lib/python3.10/dist-packages (from python-dateutil>=2.7->matplotlib>=3.6->mne) (1.17.0)\n",
+ "Requirement already satisfied: charset-normalizer<4,>=2 in /usr/local/lib/python3.10/dist-packages (from requests>=2.19.0->pooch>=1.5->mne) (3.4.0)\n",
+ "Requirement already satisfied: idna<4,>=2.5 in /usr/local/lib/python3.10/dist-packages (from requests>=2.19.0->pooch>=1.5->mne) (3.10)\n",
+ "Requirement already satisfied: urllib3<3,>=1.21.1 in /usr/local/lib/python3.10/dist-packages (from requests>=2.19.0->pooch>=1.5->mne) (2.2.3)\n",
+ "Requirement already satisfied: certifi>=2017.4.17 in /usr/local/lib/python3.10/dist-packages (from requests>=2.19.0->pooch>=1.5->mne) (2024.8.30)\n",
+ "Downloading mne-1.8.0-py3-none-any.whl (7.4 MB)\n",
+ "\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m7.4/7.4 MB\u001b[0m \u001b[31m36.9 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
+ "\u001b[?25hInstalling collected packages: mne\n",
+ "Successfully installed mne-1.8.0\n"
+ ]
+ }
+ ],
+ "source": [
+ "!pip install mne"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "id": "4oXcewLBYL__"
+ },
+ "source": [
+ "# 1. Extract Your Data\n",
+ "*Make sure to allow access to your drive in this step!*"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 3,
+ "metadata": {
+ "colab": {
+ "base_uri": "https://localhost:8080/"
+ },
+ "id": "SPxHE1WwHZON",
+ "outputId": "fd4533bf-264b-4bc8-e3d9-3dd905863de8"
+ },
+ "outputs": [
+ {
+ "output_type": "stream",
+ "name": "stdout",
+ "text": [
+ "Mounted at /content/drive\n",
+ "Enter your first name or anonymous ID: erin\n",
+ "Extracting from session: dec12_b...\n",
+ "Your events data for session dec12_b is located at /content/drive/MyDrive/brain_hack_2024_neurofusion/data/erin/dec12_b/Brain Hack Toronto_ Resting State Recordings_1734031664.json\n",
+ "Your raw brain waves for session dec12_b are located at /content/drive/MyDrive/brain_hack_2024_neurofusion/data/erin/dec12_b/rawBrainwaves_1734031540.csv\n",
+ "Extracting from session: dec12_a...\n",
+ "Your events data for session dec12_a is located at /content/drive/MyDrive/brain_hack_2024_neurofusion/data/erin/dec12_a/Brain Hack Toronto_ Resting State Recordings_1734013603 (1).json\n",
+ "Your raw brain waves for session dec12_a are located at /content/drive/MyDrive/brain_hack_2024_neurofusion/data/erin/dec12_a/rawBrainwaves_1734013479.csv\n",
+ "Extracting from session: dec12_c...\n",
+ "Your events data for session dec12_c is located at /content/drive/MyDrive/brain_hack_2024_neurofusion/data/erin/dec12_c/Brain Hack Toronto_ Resting State Recordings_1734047739.json\n",
+ "Your raw brain waves for session dec12_c are located at /content/drive/MyDrive/brain_hack_2024_neurofusion/data/erin/dec12_c/rawBrainwaves_1734047615.csv\n"
+ ]
+ }
+ ],
+ "source": [
+ "import os\n",
+ "from google.colab import drive\n",
+ "drive.mount('/content/drive')\n",
+ "\n",
+ "subject = input(\"Enter your first name or anonymous ID: \").lower()\n",
+ "\n",
+ "data_path = '/content/drive/MyDrive/brain_hack_2024_neurofusion/data'\n",
+ "\n",
+ "subject_path = os.path.join(data_path, subject)\n",
+ "\n",
+ "sessions = []\n",
+ "raw_sessions = []\n",
+ "stim_sessions = []\n",
+ "\n",
+ "try:\n",
+ " for session_name in os.listdir(subject_path):\n",
+ " if session_name.startswith(\"dec12\") or session_name.startswith(\"dec13\") :\n",
+ " session_path = os.path.join(subject_path, session_name)\n",
+ " print(f\"Extracting from session: {session_name}...\")\n",
+ " files = os.listdir(session_path)\n",
+ " for filename in files:\n",
+ " if filename.startswith(\"raw\"):\n",
+ " raw_path = os.path.join(session_path, filename)\n",
+ " print(f\"Your raw brain waves for session {session_name} are located at {raw_path}\")\n",
+ " elif filename.startswith(\"Brain\"):\n",
+ " stim_path = os.path.join(session_path, filename)\n",
+ " print(f\"Your events data for session {session_name} is located at {stim_path}\")\n",
+ "\n",
+ " sessions.append([session_name, session_path, raw_path, stim_path])\n",
+ "except Exception as e:\n",
+ " print(\"We could not find your data, please ensure that you entered your first name/ID with no spaces. If you are sure you entered the field correctly, please contact an organizer.\")\n",
+ " print(f\"Failed with the following error: {e}\")\n"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "id": "3SmM2C2LLDvJ"
+ },
+ "source": [
+ "# 2. Plot Eyes Open vs Eyes Closed Power Spectrum & Topomap\n",
+ "\n",
+ "\n",
+ "#### What is a power spectrum?\n",
+ "The signal we record of our brain activity over time captures many different frequencies, which together comprise the resting-state activity we measure. The power spectrum summerizes the prominence of each frequency within the signal. In resting-state conditions, we expect to see a bump around 10 Hz, known as an alpha wave. The alpha wave is normally largest when the brain is not actively processing information.\n",
+ "\n",
+ "\n",
+ "#### What do my results mean?\n",
+ "While the data is quite noisy, the height/size of the alpha (known as alpha power) can be informative of innate properties of brain function. Changes in alpha between conditions, as you may oberve between eyes-open and eyes-closed, reflect changes in active information processing and attention.\n",
+ "\n",
+ "\n",
+ "#### Explaination of channels\n",
+ "Different neural dynamics and processes occurs at different locations of the brian, which can be captured by EEG channels on different locations of the head. In the present analysis, we only focused on the frontal channels, as those yieleded the cleanest data.\n",
+ "\n",
+ "#### Topoplots\n",
+ "Topoplots/topomaps visualzations of the promonince of different spectra components at each recorded channel. For instance, as we have 4 different channels at 4 different locations of the head, we can measure the alpha power of each channel, and plot their relative strength to one another at their corresponding locations of the head."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 4,
+ "metadata": {
+ "colab": {
+ "base_uri": "https://localhost:8080/",
+ "height": 1000
+ },
+ "id": "LYMW9l0OKD6v",
+ "outputId": "f0e53cf8-2864-45e0-9809-80946ca68399"
+ },
+ "outputs": [
+ {
+ "output_type": "stream",
+ "name": "stdout",
+ "text": [
+ "Drive already mounted at /content/drive; to attempt to forcibly remount, call drive.mount(\"/content/drive\", force_remount=True).\n",
+ "Creating RawArray with float64 data, n_channels=4, n_times=31752\n",
+ " Range : 0 ... 31751 = 0.000 ... 124.027 secs\n",
+ "Ready.\n",
+ "Filtering raw data in 1 contiguous segment\n",
+ "Setting up band-pass filter from 1 - 40 Hz\n",
+ "\n",
+ "FIR filter parameters\n",
+ "---------------------\n",
+ "Designing a one-pass, zero-phase, non-causal bandpass filter:\n",
+ "- Windowed time-domain design (firwin) method\n",
+ "- Hamming window with 0.0194 passband ripple and 53 dB stopband attenuation\n",
+ "- Lower passband edge: 1.00\n",
+ "- Lower transition bandwidth: 1.00 Hz (-6 dB cutoff frequency: 0.50 Hz)\n",
+ "- Upper passband edge: 40.00 Hz\n",
+ "- Upper transition bandwidth: 10.00 Hz (-6 dB cutoff frequency: 45.00 Hz)\n",
+ "- Filter length: 845 samples (3.301 s)\n",
+ "\n",
+ "Not setting metadata\n",
+ "2 matching events found\n",
+ "Setting baseline interval to [-0.19921875, 0.0] s\n",
+ "Applying baseline correction (mode: mean)\n",
+ "0 projection items activated\n",
+ "Using data from preloaded Raw for 2 events and 180 original time points ...\n",
+ "0 bad epochs dropped\n",
+ "Eyes Open Evoked Topomaps\n"
+ ]
+ },
+ {
+ "output_type": "display_data",
+ "data": {
+ "text/plain": [
+ ""
+ ],
+ "image/png": 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\n"
+ },
+ "metadata": {}
+ },
+ {
+ "output_type": "stream",
+ "name": "stdout",
+ "text": [
+ "Eyes Closed Evoked Topomaps\n"
+ ]
+ },
+ {
+ "output_type": "display_data",
+ "data": {
+ "text/plain": [
+ ""
+ ],
+ "image/png": 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\n"
+ },
+ "metadata": {}
+ },
+ {
+ "output_type": "stream",
+ "name": "stdout",
+ "text": [
+ "NOTE: pick_channels() is a legacy function. New code should use inst.pick(...).\n",
+ "NOTE: pick_channels() is a legacy function. New code should use inst.pick(...).\n"
+ ]
+ },
+ {
+ "output_type": "display_data",
+ "data": {
+ "text/plain": [
+ ""
+ ],
+ "image/png": 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\n"
+ },
+ "metadata": {}
+ },
+ {
+ "output_type": "stream",
+ "name": "stdout",
+ "text": [
+ "Creating RawArray with float64 data, n_channels=4, n_times=32832\n",
+ " Range : 0 ... 32831 = 0.000 ... 128.246 secs\n",
+ "Ready.\n",
+ "Filtering raw data in 1 contiguous segment\n",
+ "Setting up band-pass filter from 1 - 40 Hz\n",
+ "\n",
+ "FIR filter parameters\n",
+ "---------------------\n",
+ "Designing a one-pass, zero-phase, non-causal bandpass filter:\n",
+ "- Windowed time-domain design (firwin) method\n",
+ "- Hamming window with 0.0194 passband ripple and 53 dB stopband attenuation\n",
+ "- Lower passband edge: 1.00\n",
+ "- Lower transition bandwidth: 1.00 Hz (-6 dB cutoff frequency: 0.50 Hz)\n",
+ "- Upper passband edge: 40.00 Hz\n",
+ "- Upper transition bandwidth: 10.00 Hz (-6 dB cutoff frequency: 45.00 Hz)\n",
+ "- Filter length: 845 samples (3.301 s)\n",
+ "\n",
+ "Not setting metadata\n",
+ "4 matching events found\n",
+ "Setting baseline interval to [-0.19921875, 0.0] s\n",
+ "Applying baseline correction (mode: mean)\n",
+ "0 projection items activated\n",
+ "Using data from preloaded Raw for 4 events and 180 original time points ...\n",
+ "0 bad epochs dropped\n",
+ "Eyes Open Evoked Topomaps\n"
+ ]
+ },
+ {
+ "output_type": "display_data",
+ "data": {
+ "text/plain": [
+ ""
+ ],
+ "image/png": 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\n"
+ },
+ "metadata": {}
+ },
+ {
+ "output_type": "stream",
+ "name": "stdout",
+ "text": [
+ "Eyes Closed Evoked Topomaps\n"
+ ]
+ },
+ {
+ "output_type": "display_data",
+ "data": {
+ "text/plain": [
+ ""
+ ],
+ "image/png": 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\n"
+ },
+ "metadata": {}
+ },
+ {
+ "output_type": "stream",
+ "name": "stdout",
+ "text": [
+ "NOTE: pick_channels() is a legacy function. New code should use inst.pick(...).\n",
+ "NOTE: pick_channels() is a legacy function. New code should use inst.pick(...).\n"
+ ]
+ },
+ {
+ "output_type": "display_data",
+ "data": {
+ "text/plain": [
+ ""
+ ],
+ "image/png": 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\n"
+ },
+ "metadata": {}
+ },
+ {
+ "output_type": "stream",
+ "name": "stdout",
+ "text": [
+ "Creating RawArray with float64 data, n_channels=4, n_times=31788\n",
+ " Range : 0 ... 31787 = 0.000 ... 124.168 secs\n",
+ "Ready.\n",
+ "Filtering raw data in 1 contiguous segment\n",
+ "Setting up band-pass filter from 1 - 40 Hz\n",
+ "\n",
+ "FIR filter parameters\n",
+ "---------------------\n",
+ "Designing a one-pass, zero-phase, non-causal bandpass filter:\n",
+ "- Windowed time-domain design (firwin) method\n",
+ "- Hamming window with 0.0194 passband ripple and 53 dB stopband attenuation\n",
+ "- Lower passband edge: 1.00\n",
+ "- Lower transition bandwidth: 1.00 Hz (-6 dB cutoff frequency: 0.50 Hz)\n",
+ "- Upper passband edge: 40.00 Hz\n",
+ "- Upper transition bandwidth: 10.00 Hz (-6 dB cutoff frequency: 45.00 Hz)\n",
+ "- Filter length: 845 samples (3.301 s)\n",
+ "\n",
+ "Not setting metadata\n",
+ "4 matching events found\n",
+ "Setting baseline interval to [-0.19921875, 0.0] s\n",
+ "Applying baseline correction (mode: mean)\n",
+ "0 projection items activated\n",
+ "Using data from preloaded Raw for 4 events and 180 original time points ...\n",
+ "0 bad epochs dropped\n",
+ "Eyes Open Evoked Topomaps\n"
+ ]
+ },
+ {
+ "output_type": "display_data",
+ "data": {
+ "text/plain": [
+ ""
+ ],
+ "image/png": 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\n"
+ },
+ "metadata": {}
+ },
+ {
+ "output_type": "stream",
+ "name": "stdout",
+ "text": [
+ "Eyes Closed Evoked Topomaps\n"
+ ]
+ },
+ {
+ "output_type": "display_data",
+ "data": {
+ "text/plain": [
+ ""
+ ],
+ "image/png": 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\n"
+ },
+ "metadata": {}
+ },
+ {
+ "output_type": "stream",
+ "name": "stdout",
+ "text": [
+ "NOTE: pick_channels() is a legacy function. New code should use inst.pick(...).\n",
+ "NOTE: pick_channels() is a legacy function. New code should use inst.pick(...).\n"
+ ]
+ },
+ {
+ "output_type": "display_data",
+ "data": {
+ "text/plain": [
+ ""
+ ],
+ "image/png": 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\n"
+ },
+ "metadata": {}
+ }
+ ],
+ "source": [
+ "# Import required libraries\n",
+ "import os\n",
+ "import pandas as pd\n",
+ "import json\n",
+ "import mne\n",
+ "import numpy as np\n",
+ "import matplotlib.pyplot as plt\n",
+ "import seaborn as sns\n",
+ "import numpy as np\n",
+ "from scipy.signal import welch\n",
+ "import matplotlib.pyplot as plt\n",
+ "from datetime import datetime\n",
+ "\n",
+ "from google.colab import drive\n",
+ "drive.mount('/content/drive')\n",
+ "\n",
+ "# Define the function to plot power spectra\n",
+ "def plot_power_spectra(raw_path, stim_path, sfreq, lfreq, ufreq, nperseg):\n",
+ " \"\"\"\n",
+ " Plots power spectra for eyes open and eyes closed conditions.\n",
+ "\n",
+ " Parameters:\n",
+ " raw_path (str): Path to the EEG data CSV file.\n",
+ " stim_path (str): Path to the stimulus JSON file.\n",
+ " sfreq (float): Sampling frequency of the EEG data.\n",
+ " lfreq (float): Low frequency cutoff for filtering.\n",
+ " ufreq (float): High frequency cutoff for filtering.\n",
+ " nperseg (int): Length of each segment for Welch's method.\n",
+ "\n",
+ " Returns:\n",
+ " tuple: PSD values for eyes open and eyes closed, and the timestamp of the session.\n",
+ " \"\"\"\n",
+ " # Load EEG data and stimulus data\n",
+ " eeg_data = pd.read_csv(raw_path)\n",
+ " with open(stim_path, \"r\") as f:\n",
+ " stim = json.load(f)\n",
+ "\n",
+ " # Drop unnecessary columns\n",
+ " eeg_data.drop(columns=['index'], inplace=True)\n",
+ "\n",
+ " # Get EEG timestamps\n",
+ " eeg_timestamps = eeg_data['unixTimestamp'].tolist()\n",
+ " eeg_timestamps_range = (min(eeg_timestamps), max(eeg_timestamps))\n",
+ "\n",
+ " # Filter events within the EEG timestamp range\n",
+ " filtered_stim = [\n",
+ " trial for trial in stim['trials']\n",
+ " if 'unixTimestamp' in trial and eeg_timestamps_range[0] <= trial['unixTimestamp'] <= eeg_timestamps_range[1]\n",
+ " ]\n",
+ "\n",
+ " # Define event IDs and initialize events\n",
+ " event_id = {'+': 1, 'close your eyes': 2}\n",
+ " events = []\n",
+ " start_time = eeg_timestamps[0] / 1e3 # Convert to seconds\n",
+ "\n",
+ " for trial in filtered_stim:\n",
+ " if 'stimulus' in trial:\n",
+ " if '+' in trial['stimulus']:\n",
+ " event_type = event_id['+']\n",
+ " elif 'close your eyes' in trial['stimulus']:\n",
+ " event_type = event_id['close your eyes']\n",
+ " else:\n",
+ " continue # Skip unrecognized stimuli\n",
+ "\n",
+ " # Calculate event sample index\n",
+ " event_time = trial['unixTimestamp'] / 1e3 # Convert to seconds\n",
+ " event_sample = int((event_time - start_time) * sfreq)\n",
+ " events.append([event_sample, 0, event_type])\n",
+ "\n",
+ " # Convert events to NumPy array\n",
+ " events = np.array(events)\n",
+ "\n",
+ " # Create MNE Raw object\n",
+ " info = mne.create_info(ch_names=list(eeg_data.columns[1:]), sfreq=sfreq, ch_types='eeg')\n",
+ " eeg_df = eeg_data.values[:, 1:].T * 1e-6 # Convert from µV to V\n",
+ " raw = mne.io.RawArray(eeg_df, info)\n",
+ " raw.set_montage('standard_1020')\n",
+ "\n",
+ " # Filter the data in the alpha band\n",
+ " raw_alpha = raw.copy().filter(lfreq, ufreq)\n",
+ "\n",
+ " # Create epochs\n",
+ " epochs = mne.Epochs(raw_alpha, events, event_id, baseline=(None, 0), preload=True, reject={'eeg': 100e-3})\n",
+ "\n",
+ " # Average epochs for open and closed eyes\n",
+ " open_eyes = epochs['+'].average()\n",
+ " closed_eyes = epochs['close your eyes'].average()\n",
+ "\n",
+ "\n",
+ " # Plot top map\n",
+ " print(\"Eyes Open Evoked Topomaps\")\n",
+ " open_eyes.plot_topomap()\n",
+ " print(\"Eyes Closed Evoked Topomaps\")\n",
+ " closed_eyes.plot_topomap()\n",
+ "\n",
+ "\n",
+ " # Select frontal channels\n",
+ " frontal = [\"AF7\", \"AF8\"]\n",
+ " fr_open_eyes = np.mean(open_eyes.pick_channels(frontal).get_data(), axis=0)\n",
+ " fr_closed_eyes = np.mean(closed_eyes.pick_channels(frontal).get_data(), axis=0)\n",
+ "\n",
+ " # Compute PSD using Welch's method\n",
+ " frequencies_open, psd_open = welch(fr_open_eyes, sfreq, nperseg=nperseg)\n",
+ " frequencies_closed, psd_closed = welch(fr_closed_eyes, sfreq, nperseg=nperseg)\n",
+ "\n",
+ " # Extract the first timestamp\n",
+ " timestamp = eeg_timestamps[0]\n",
+ "\n",
+ " return psd_open, psd_closed, timestamp\n",
+ "\n",
+ "suffix_to_num = {\"a\":\"First session\",\n",
+ " \"b\":\"Second session\",\n",
+ " \"c\":\"Third session\"}\n",
+ "\n",
+ "\n",
+ "for session_name, session_path, raw_path, stim_path in sessions:\n",
+ " try:\n",
+ " # Call plot_power_spectra function\n",
+ " psd_open, psd_closed, timestamp = plot_power_spectra(raw_path, stim_path, 256, 1, 40, 125)\n",
+ " sfreq = 256\n",
+ " ufreq = 40 # High-frequency cutoff\n",
+ "\n",
+ " # Plot the power spectra\n",
+ " frequencies_open = np.linspace(0, sfreq / 2, len(psd_open))\n",
+ " frequencies_closed = np.linspace(0, sfreq / 2, len(psd_closed))\n",
+ "\n",
+ " # Mask frequencies to stop at ufreq\n",
+ " mask_open = frequencies_open <= ufreq\n",
+ " mask_closed = frequencies_closed <= ufreq\n",
+ "\n",
+ " plt.figure(figsize=(10, 6))\n",
+ "\n",
+ " # Highlight the alpha range (7-13 Hz)\n",
+ " plt.axvspan(7, 13, color='yellow', alpha=0.3, label=\"Alpha Range (7-13 Hz)\")\n",
+ "\n",
+ " # Plot the PSD\n",
+ " plt.plot(frequencies_open[mask_open], np.log10(psd_open[mask_open]), label=\"Eyes Open\", color='blue')\n",
+ " plt.plot(frequencies_closed[mask_closed], np.log10(psd_closed[mask_closed]), label=\"Eyes Closed\", color='red')\n",
+ "\n",
+ " plt.xlabel(\"Frequency (Hz)\")\n",
+ " plt.ylabel(\"Log10 Power Spectral Density (µV²/Hz)\")\n",
+ " session_suffix = session_name.split('_')[-1]\n",
+ " plt.title(f\"Power Spectra for Eyes Open and Eyes Closed - {subject} - {suffix_to_num[session_suffix]}: {session_name}\")\n",
+ " plt.legend()\n",
+ " plt.grid(True)\n",
+ " plt.xlim([0, ufreq]) # Explicitly set x-axis limits to 0-ufreq\n",
+ " plt.show()\n",
+ "\n",
+ " except Exception as e:\n",
+ " print(f\"Error processing {session_path}: {e}\")\n"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "id": "BZNvRoHfkCr7"
+ },
+ "source": [
+ "# 3. Plot your Behaviour Across Sessions\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 5,
+ "metadata": {
+ "colab": {
+ "base_uri": "https://localhost:8080/",
+ "height": 671
+ },
+ "id": "pJ4M3E50k5Al",
+ "outputId": "18b42fe1-d057-4113-cd42-76dd790abef6"
+ },
+ "outputs": [
+ {
+ "output_type": "stream",
+ "name": "stdout",
+ "text": [
+ "Looking at file Brain Hack Toronto_ Resting State Recordings_1734013603 (1).json\n",
+ "stim path /content/drive/MyDrive/brain_hack_2024_neurofusion/data/erin/dec12_a/Brain Hack Toronto_ Resting State Recordings_1734013603 (1).json\n",
+ "Looking at file Brain Hack Toronto_ Resting State Recordings_1734031664.json\n",
+ "stim path /content/drive/MyDrive/brain_hack_2024_neurofusion/data/erin/dec12_b/Brain Hack Toronto_ Resting State Recordings_1734031664.json\n",
+ "Looking at file Brain Hack Toronto_ Resting State Recordings_1734047739.json\n",
+ "stim path /content/drive/MyDrive/brain_hack_2024_neurofusion/data/erin/dec12_c/Brain Hack Toronto_ Resting State Recordings_1734047739.json\n"
+ ]
+ },
+ {
+ "output_type": "display_data",
+ "data": {
+ "text/plain": [
+ ""
+ ],
+ "image/png": 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\n"
+ },
+ "metadata": {}
+ }
+ ],
+ "source": [
+ "\n",
+ "import os\n",
+ "import json\n",
+ "import matplotlib.pyplot as plt\n",
+ "\n",
+ "\n",
+ "def find_values(id, json_repr):\n",
+ " results = []\n",
+ "\n",
+ " def _decode_dict(a_dict):\n",
+ " try:\n",
+ " results.append(a_dict[id])\n",
+ " except KeyError:\n",
+ " pass\n",
+ " return a_dict\n",
+ "\n",
+ " json.loads(json_repr, object_hook=_decode_dict)\n",
+ "\n",
+ " return results\n",
+ "\n",
+ "\n",
+ "participant_path = f'/content/drive/MyDrive/brain_hack_2024_neurofusion/data/{subject}/'\n",
+ "sessions = [\"dec12_a\", \"dec12_b\", \"dec12_c\"]\n",
+ "json_data = {}\n",
+ "\n",
+ "try:\n",
+ " for session in sessions:\n",
+ " for file in os.listdir(os.path.join(participant_path, session)):\n",
+ " if file.endswith(\"json\"):\n",
+ " print(f\"Looking at file {file}\")\n",
+ " stim_path = os.path.join(participant_path, session, file)\n",
+ " print(f\"stim path {stim_path}\")\n",
+ "\n",
+ " with open(stim_path, 'r') as f:\n",
+ " json_data[session] = json.dumps(json.load(f))\n",
+ "\n",
+ " cups_o_coffee = []\n",
+ " energy_level = []\n",
+ " stress_level = []\n",
+ " session_mapping = {\n",
+ " \"dec12_a\": \"First session\",\n",
+ " \"dec12_b\": \"Second session\",\n",
+ " \"dec12_c\": \"Third session\"\n",
+ " }\n",
+ " for session in sessions:\n",
+ " cups_o_coffee.append(find_values('coffee', json_data[session])[0])\n",
+ " energy_level.append(find_values('energy', json_data[session])[0])\n",
+ " stress_level.append(find_values('stress', json_data[session])[0])\n",
+ "\n",
+ " plt.figure(figsize=(10, 6))\n",
+ " plt.plot([session_mapping[session] for session in sessions], cups_o_coffee, label='Cups of Coffee')\n",
+ " plt.plot([session_mapping[session] for session in sessions], energy_level, label='Energy Level')\n",
+ " plt.plot([session_mapping[session] for session in sessions], stress_level, label='Stress Level')\n",
+ " plt.legend()\n",
+ " plt.xlabel('Session')\n",
+ " plt.ylabel('Value')\n",
+ " plt.title('Behaviour Over Time')\n",
+ " plt.show()\n",
+ "\n",
+ "except Exception as e:\n",
+ " print(f\"Error reading JSON file: {e}\")\n",
+ "\n"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "id": "wunMSAMfXeZj"
+ },
+ "source": [
+ "# Questions to consider\n",
+ "\n",
+ "### 1. Did your alpha power increase or decrease across measurment sessions?\n",
+ "### 2. If you recorded multiple sessions, how does your alpha power change across sessions considering how your behaviour/self reports changed?\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {
+ "colab": {
+ "background_save": true
+ },
+ "id": "bLAg27cCXvnn"
+ },
+ "outputs": [],
+ "source": []
+ }
+ ],
+ "metadata": {
+ "colab": {
+ "provenance": []
+ },
+ "kernelspec": {
+ "display_name": "Python 3",
+ "name": "python3"
+ },
+ "language_info": {
+ "name": "python"
+ }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 0
+}
\ No newline at end of file
diff --git a/myst.yml b/myst.yml
index 4b8c2b1..8536422 100644
--- a/myst.yml
+++ b/myst.yml
@@ -139,8 +139,7 @@ project:
bibliography:
- paper.bib
resources:
- - content/figure1.ipynb
- - content/figure2.md
+ - content/Interactive_Resting_State_EEG_Analysis.ipynb
site:
template: article-theme # Or book-theme
options:
diff --git a/paper.md b/paper.md
index 4e4875d..6e83e8a 100644
--- a/paper.md
+++ b/paper.md
@@ -15,4 +15,6 @@ numbering:
## Analysis
-## Results
\ No newline at end of file
+## Results
+
+## Limitations & Next Steps
\ No newline at end of file