on003004
NEMAR copy of ds003004

Imagined Emotion Study

This high-density EEG dataset captures brain activity during guided emotional imagery across 15 distinct emotion states. Participants listened to voice-guided scenarios designed to evoke emotions with varying valence (positive and negative) while their neural activity was recorded with eyes closed. The dataset includes preprocessed EEG data with artifact correction and high-pass filtering, providing a resource for investigating neural correlates of emotion imagination and brain state dynamics during emotional experiences.

EEG
Issues GitHub OpenNeuro ds003004

Download this dataset

Pick a method. Large datasets skip the zip and use the streaming methods below — all resumable. Full download guide →

  1. Download archive (.zip) — 35.5 GB

    A single zip of the published version. Best for small/medium datasets.

    Download zip

  2. NEMAR CLI recommended

    Pulls the pinned version + annexed data and resumes cleanly. Install nemar-cli → 

    nemar dataset download on003004
  3. DataLad

    Clone the dataset repo and fetch file content on demand. Docs → 

    datalad clone https://github.com/nemarDatasets/on003004 on003004
cd on003004 && datalad get .
  4. git-annex

    Plain git + git-annex against the dataset repo. Docs → 

    git clone https://github.com/nemarDatasets/on003004 on003004
cd on003004 && git annex get .
  5. Direct files (wget / curl / rclone)

    Every file with a stable, range-resumable URL from the manifest. Needs curl, jq, wget (or rclone/aria2c). Docs → 

    curl -s https://data.nemar.org/on003004/v1.0.0/manifest.json | jq -r '.[].bytes_url' > urls.txt
wget -xc -i urls.txt

Compute on this dataset

Two routes today, with a third (in-browser one-click submission) landing soon.

  1. NeuroScience Gateway (NSG) portal.

    NSG runs EEGLAB / Brainstorm / MNE pipelines on supercomputing time donated by SDSC. Create an account, point a job at this dataset's S3 prefix (s3://nemar/on003004), and submit.
    nsgportal.org →

  2. Local processing with nemar-cli.

    Pull the dataset to your machine and run any toolbox locally. Honors the published version pinning. 

    npm install -g nemar-cli
nemar dataset clone on003004
cd on003004 && nemar dataset get
  3. Just the files.

    rclone, aria2c, or any HTTPS client works against data.nemar.org/on003004/ — the manifest carries presigned S3 URLs.

Direct compute access is coming soon. One-click NSG submission from this page is scoped for a follow-up phase. Tracked on nemarOrg/website#6.

Citations

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    Files

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    Signal viewer
    How to use the data (for agentic research) license, citation, download commands

    What it is

    Modalities
    EEG
    Participants
    34
    Size
    36.0 GB
    Tasks
    ImaginedEmotion

    License and terms

    License
    CC0
    Recommended citation
    Onton, J., & Makeig, S. (2026). Imagined Emotion Study (Version v1.0.0) [Data set]. NEMAR. https://doi.org/10.82901/nemar.on003004
    Reference 1
    https://doi.org/10.3389/neuro.09.061.2009
    Reference 2
    https://doi.org/10.1109/ACII.2013.160
    Reference 3
    https://doi.org/10.1016/j.neuroimage.2022.118873

    Where the bytes are

    Latest version (always current)
    https://data.nemar.org/on003004/latest/
    This version (v1.0.0)
    https://data.nemar.org/on003004/v1.0.0/

    How to download

    The dataset
    nemar dataset download on003004 Clones and fetches in one step. Content under stimuli/ and derivatives/ is skipped by default because those trees can be large; add --stimuli --derivatives for the whole thing.
    A subset, one step
    nemar dataset download on003004 --subjects sub-01,02 Also filters by --sessions, --tasks, --runs, --datatypes, --include and --exclude.
    A subset, step 1
    nemar dataset clone on003004 Clones git-annex pointers only; fetches no file content. Creates ./on003004.
    A subset, step 2
    cd on003004 The get command below reads the clone's annex, so it only works from inside the clone.
    A subset, step 3
    nemar dataset get <files> Pulls the files you actually need. Skips stimuli/ and derivatives/ unless the path you ask for is under one of them.
    One small file
    https://data.nemar.org/on003004/v1.0.0/participants.tsv A direct HTTPS fetch works for any single file.

    Assess fit without downloading

    Participants table
    https://data.nemar.org/on003004/v1.0.0/participants.tsv
    Dataset description
    https://data.nemar.org/on003004/v1.0.0/dataset_description.json
    Directory listing
    https://data.nemar.org/on003004/v1.0.0/?format=json
    Catalog record
    https://api.nemar.org/datasets/on003004