---
pretty_name: "Free Recall with Closed-Loop Stimulation at Encoding (Encoding Classifier)"
license: cc0-1.0
tags:
  - ieeg
  - neuroscience
  - eegdash
  - brain-computer-interface
  - pytorch
  - visual
  - memory
  - other
size_categories:
  - n<1K
task_categories:
  - other
---

# Free Recall with Closed-Loop Stimulation at Encoding (Encoding Classifier)

**Dataset ID:** `ds005557`

_Herrema2024_Classifier_

> **At a glance:** IEEG · Visual memory · other · 16 subjects · 58 recordings · CC0

## Load this dataset

This repo is a **pointer**. The raw EEG data lives at its canonical source
(OpenNeuro / NEMAR); [EEGDash](https://github.com/eegdash/EEGDash) streams it
on demand and returns a PyTorch / braindecode dataset.

```python
# pip install eegdash
from eegdash import EEGDashDataset

ds = EEGDashDataset(dataset="ds005557", cache_dir="./cache")
print(len(ds), "recordings")
```

If the dataset has been mirrored to the HF Hub in braindecode's Zarr layout,
you can also pull it directly:

```python
from braindecode.datasets import BaseConcatDataset
ds = BaseConcatDataset.pull_from_hub("EEGDash/ds005557")
```


## Dataset metadata

| | |
|---|---|
| **Subjects** | 16 |
| **Recordings** | 58 |
| **Tasks (count)** | 1 |
| **Channels** | 110 (×7), 112 (×6), 76 (×5), 109 (×4), 126 (×4), 108 (×4), 127 (×3), 67 (×2), 70 (×2), 62 (×2), 64 (×2), 60 (×2), 97 (×2), 120 (×2), 83 (×2), 128 (×2), 125 (×1), 99 (×1), 95 (×1), 118 (×1), 121 (×1), 124 (×1), 136 (×1) |
| **Sampling rate (Hz)** | 1000 (×58) |
| **Total duration (h)** | 51.1 |
| **Size on disk** | 34.7 GB |
| **Recording type** | IEEG |
| **Experimental modality** | Visual |
| **Paradigm type** | Memory |
| **Population** | Other |
| **Source** | openneuro |
| **License** | CC0 |
| **NEMAR citations** | 0.0 |

## Links

- **DOI:** [10.18112/openneuro.ds005557.v1.0.0](https://doi.org/10.18112/openneuro.ds005557.v1.0.0)
- **OpenNeuro:** [ds005557](https://openneuro.org/datasets/ds005557)
- **Browse 700+ datasets:** [EEGDash catalog](https://huggingface.co/spaces/EEGDash/catalog)
- **Docs:** <https://eegdash.org>
- **Code:** <https://github.com/eegdash/EEGDash>

---

_Auto-generated from [dataset_summary.csv](https://github.com/eegdash/EEGDash/blob/main/eegdash/dataset/dataset_summary.csv) and the [EEGDash API](https://data.eegdash.org/api/eegdash/datasets/summary/ds005557). Do not edit this file by hand — update the upstream source and re-run `scripts/push_metadata_stubs.py`._