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README.md

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+---
+tags:
+- braindecode
+- eeg
+- neuroscience
+- brain-computer-interface
+- deep-learning
+license: unknown
+---
+
+# EEG Dataset
+
+This dataset was created using [braindecode](https://braindecode.org), a deep
+learning library for EEG/MEG/ECoG signals.
+
+## Dataset Information
+
+| Property | Value |
+|----------|------:|
+| Recordings | 110 |
+| Type | Windowed (from Epochs object) |
+| Channels | 6 |
+| Sampling frequency | 200 Hz |
+| Total duration | 34 days, 4:31:47 |
+| Windows/samples | 98,480 |
+| Size | 1.12 MB |
+| Format | zarr |
+
+## Quick Start
+
+```python
+from braindecode.datasets import BaseConcatDataset
+
+# Load from Hugging Face Hub
+dataset = BaseConcatDataset.pull_from_hub("username/dataset-name")
+
+# Access a sample
+X, y, metainfo = dataset[0]
+# X: EEG data [n_channels, n_times]
+# y: target label
+# metainfo: window indices
+```
+
+## Training with PyTorch
+
+```python
+from torch.utils.data import DataLoader
+
+loader = DataLoader(dataset, batch_size=32, shuffle=True, num_workers=4)
+
+for X, y, metainfo in loader:
+    # X: [batch_size, n_channels, n_times]
+    # y: [batch_size]
+    pass  # Your training code
+```
+
+## BIDS-inspired Structure
+
+This dataset uses a **BIDS-inspired** organization. Metadata files follow BIDS
+conventions, while data is stored in Zarr format for efficient deep learning.
+
+**BIDS-style metadata:**
+- `dataset_description.json` - Dataset information
+- `participants.tsv` - Subject metadata
+- `*_events.tsv` - Trial/window events
+- `*_channels.tsv` - Channel information
+- `*_eeg.json` - Recording parameters
+
+**Data storage:**
+- `dataset.zarr/` - Zarr format (optimized for random access)
+
+```
+sourcedata/braindecode/
+├── dataset_description.json
+├── participants.tsv
+├── dataset.zarr/
+└── sub-<label>/
+    └── eeg/
+        ├── *_events.tsv
+        ├── *_channels.tsv
+        └── *_eeg.json
+```
+
+### Accessing Metadata
+
+```python
+# Participants info
+if hasattr(dataset, "participants"):
+    print(dataset.participants)
+
+# Events for a recording
+if hasattr(dataset.datasets[0], "bids_events"):
+    print(dataset.datasets[0].bids_events)
+
+# Channel info
+if hasattr(dataset.datasets[0], "bids_channels"):
+    print(dataset.datasets[0].bids_channels)
+```
+
+---
+
+*Created with [braindecode](https://braindecode.org)*

format_info.json

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+{
+  "format": "zarr",
+  "pipeline_name": "braindecode",
+  "compression": "gzip",
+  "compression_level": 5,
+  "chunk_size": 5000000,
+  "braindecode_version": "1.3.2",
+  "n_recordings": 110,
+  "total_samples": 98480,
+  "total_size_mb": 1.12
+}

sourcedata/braindecode/dataset.zarr/zarr.json

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+{
+  "attributes": {
+    "n_datasets": 110,
+    "dataset_type": "WindowsDataset",
+    "braindecode_version": "1.3.2",
+    "mne_version": "1.11.0",
+    "numpy_version": "2.3.5",
+    "pandas_version": "2.3.3",
+    "zarr_version": "3.1.5",
+    "scipy_version": "1.17.0",
+    "raw_preproc_kwargs": "[{\"fn\": \"adapter_finetuning.data_utils.rename_channels_bipolar\", \"apply_on_array\": false, \"kwargs\": {\"mapping\": {\"A1\": \"M1\", \"A2\": \"M2\", \"POO7\": \"E70\", \"POO8\": \"E83\"}}, \"__class_path__\": \"braindecode.preprocessing.preprocess.Preprocessor\"}, {\"fn\": \"pick_channels\", \"apply_on_array\": false, \"kwargs\": {\"ch_names\": [\"C3-M2\", \"C4-M1\", \"F3-M2\", \"F4-M1\", \"O1-M2\", \"O2-M1\"], \"ordered\": true}, \"__class_path__\": \"braindecode.preprocessing.preprocess.Preprocessor\"}, {\"fn\": \"rename_channels\", \"apply_on_array\": false, \"kwargs\": {\"mapping\": {\"C3-M2\": \"O1\", \"C4-M1\": \"O2\", \"F3-M2\": \"AF8\", \"F4-M1\": \"P8\", \"O1-M2\": \"PO10\", \"O2-M1\": \"PO9\"}}, \"__class_path__\": \"braindecode.preprocessing.preprocess.Preprocessor\"}, {\"fn\": \"adapter_finetuning.config_schemas._scale_data\", \"apply_on_array\": true, \"kwargs\": {\"factor\": 1000000.0}, \"__class_path__\": \"braindecode.preprocessing.preprocess.Preprocessor\"}, {\"fn\": \"filter\", \"apply_on_array\": false, \"kwargs\": {\"l_freq\": 0.1, \"h_freq\": null}, \"__class_path__\": \"braindecode.preprocessing.preprocess.Preprocessor\"}]",
+    "window_kwargs": "[[\"create_windows_from_events\", {\"infer_mapping\": false, \"infer_window_size_stride\": false, \"trial_start_offset_samples\": 0, \"trial_stop_offset_samples\": 0, \"window_size_samples\": 6000, \"window_stride_samples\": 12000, \"drop_last_window\": true, \"mapping\": {\"Sleep stage W\": 0, \"Sleep stage N1\": 1, \"Sleep stage N2\": 2, \"Sleep stage N3\": 3, \"Sleep stage R\": 4}, \"preload\": true, \"drop_bad_windows\": null, \"picks\": null, \"reject\": null, \"flat\": null, \"on_missing\": \"error\", \"accepted_bads_ratio\": 0.0, \"verbose\": \"error\", \"use_mne_epochs\": false, \"on_overlapping_events\": \"warn\"}], [\"to_epochs_dataset\", {}]]"
+  },
+  "zarr_format": 3,
+  "node_type": "group"
+}

sourcedata/braindecode/dataset_description.json

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+{
+    "Name": "Braindecode Dataset",
+    "BIDSVersion": "1.9.0",
+    "DatasetType": "derivative",
+    "Authors": [
+        "[Unspecified1]",
+        "[Unspecified2]"
+    ],
+    "GeneratedBy": [
+        {
+            "Name": "braindecode",
+            "Version": "1.3.2",
+            "CodeURL": "https://github.com/braindecode/braindecode"
+        }
+    ]
+}

sourcedata/braindecode/participants.tsv

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+participant_id	age	sex	hand
+sub-I011	n/a	n/a	n/a
+sub-I013	n/a	n/a	n/a
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sourcedata/braindecode/sub-I023/eeg/sub-I023_task-sleep_desc-preproc_channels.tsv

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+name	type	units	low_cutoff	high_cutoff	description	sampling_frequency	status	status_description
+O1	EEG	V	0.1000000014901161	100.0	ElectroEncephaloGram	200.0	good	n/a
+O2	EEG	V	0.1000000014901161	100.0	ElectroEncephaloGram	200.0	good	n/a
+AF8	EEG	V	0.1000000014901161	100.0	ElectroEncephaloGram	200.0	good	n/a
+P8	EEG	V	0.1000000014901161	100.0	ElectroEncephaloGram	200.0	good	n/a
+PO10	EEG	V	0.1000000014901161	100.0	ElectroEncephaloGram	200.0	good	n/a
+PO9	EEG	V	0.1000000014901161	100.0	ElectroEncephaloGram	200.0	good	n/a

sourcedata/braindecode/sub-I023/eeg/sub-I023_task-sleep_desc-preproc_eeg.json

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+{
+  "TaskName": "sleep",
+  "Manufacturer": "n/a",
+  "PowerLineFrequency": "n/a",
+  "SamplingFrequency": 200.0,
+  "SoftwareFilters": "n/a",
+  "RecordingDuration": 26755.54,
+  "RecordingType": "epoched",
+  "EEGReference": "n/a",
+  "EEGGround": "n/a",
+  "EEGPlacementScheme": "based on the extended 10/20 system",
+  "EEGChannelCount": 6,
+  "EOGChannelCount": 0,
+  "ECGChannelCount": 0,
+  "EMGChannelCount": 0,
+  "MiscChannelCount": 0,
+  "TriggerChannelCount": 0,
+  "EpochLength": 29.995
+}

sourcedata/braindecode/sub-I023/eeg/sub-I023_task-sleep_desc-preproc_events.tsv

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sourcedata/braindecode/sub-I033/eeg/sub-I033_task-sleep_desc-preproc_channels.tsv

@@ -0,0 +1,7 @@
+name	type	units	low_cutoff	high_cutoff	description	sampling_frequency	status	status_description
+O1	EEG	V	0.1000000014901161	100.0	ElectroEncephaloGram	200.0	good	n/a
+O2	EEG	V	0.1000000014901161	100.0	ElectroEncephaloGram	200.0	good	n/a
+AF8	EEG	V	0.1000000014901161	100.0	ElectroEncephaloGram	200.0	good	n/a
+P8	EEG	V	0.1000000014901161	100.0	ElectroEncephaloGram	200.0	good	n/a
+PO10	EEG	V	0.1000000014901161	100.0	ElectroEncephaloGram	200.0	good	n/a
+PO9	EEG	V	0.1000000014901161	100.0	ElectroEncephaloGram	200.0	good	n/a

sourcedata/braindecode/sub-I033/eeg/sub-I033_task-sleep_desc-preproc_eeg.json

@@ -0,0 +1,19 @@
+{
+  "TaskName": "sleep",
+  "Manufacturer": "n/a",
+  "PowerLineFrequency": "n/a",
+  "SamplingFrequency": 200.0,
+  "SoftwareFilters": "n/a",
+  "RecordingDuration": 27595.4,
+  "RecordingType": "epoched",
+  "EEGReference": "n/a",
+  "EEGGround": "n/a",
+  "EEGPlacementScheme": "based on the extended 10/20 system",
+  "EEGChannelCount": 6,
+  "EOGChannelCount": 0,
+  "ECGChannelCount": 0,
+  "EMGChannelCount": 0,
+  "MiscChannelCount": 0,
+  "TriggerChannelCount": 0,
+  "EpochLength": 29.995
+}

sourcedata/braindecode/sub-I033/eeg/sub-I033_task-sleep_desc-preproc_events.tsv

@@ -0,0 +1,921 @@
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sourcedata/braindecode/sub-I045/eeg/sub-I045_task-sleep_desc-preproc_eeg.json

@@ -0,0 +1,19 @@
+{
+  "TaskName": "sleep",
+  "Manufacturer": "n/a",
+  "PowerLineFrequency": "n/a",
+  "SamplingFrequency": 200.0,
+  "SoftwareFilters": "n/a",
+  "RecordingDuration": 27175.47,
+  "RecordingType": "epoched",
+  "EEGReference": "n/a",
+  "EEGGround": "n/a",
+  "EEGPlacementScheme": "based on the extended 10/20 system",
+  "EEGChannelCount": 6,
+  "EOGChannelCount": 0,
+  "ECGChannelCount": 0,
+  "EMGChannelCount": 0,
+  "MiscChannelCount": 0,
+  "TriggerChannelCount": 0,
+  "EpochLength": 29.995
+}

sourcedata/braindecode/sub-I062/eeg/sub-I062_task-sleep_desc-preproc_channels.tsv

@@ -0,0 +1,7 @@
+name	type	units	low_cutoff	high_cutoff	description	sampling_frequency	status	status_description
+O1	EEG	V	0.1000000014901161	100.0	ElectroEncephaloGram	200.0	good	n/a
+O2	EEG	V	0.1000000014901161	100.0	ElectroEncephaloGram	200.0	good	n/a
+AF8	EEG	V	0.1000000014901161	100.0	ElectroEncephaloGram	200.0	good	n/a
+P8	EEG	V	0.1000000014901161	100.0	ElectroEncephaloGram	200.0	good	n/a
+PO10	EEG	V	0.1000000014901161	100.0	ElectroEncephaloGram	200.0	good	n/a
+PO9	EEG	V	0.1000000014901161	100.0	ElectroEncephaloGram	200.0	good	n/a

sourcedata/braindecode/sub-I062/eeg/sub-I062_task-sleep_desc-preproc_eeg.json

@@ -0,0 +1,19 @@
+{
+  "TaskName": "sleep",
+  "Manufacturer": "n/a",
+  "PowerLineFrequency": "n/a",
+  "SamplingFrequency": 200.0,
+  "SoftwareFilters": "n/a",
+  "RecordingDuration": 25915.68,
+  "RecordingType": "epoched",
+  "EEGReference": "n/a",
+  "EEGGround": "n/a",
+  "EEGPlacementScheme": "based on the extended 10/20 system",
+  "EEGChannelCount": 6,
+  "EOGChannelCount": 0,
+  "ECGChannelCount": 0,
+  "EMGChannelCount": 0,
+  "MiscChannelCount": 0,
+  "TriggerChannelCount": 0,
+  "EpochLength": 29.995
+}

sourcedata/braindecode/sub-I062/eeg/sub-I062_task-sleep_desc-preproc_events.tsv

@@ -0,0 +1,865 @@
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sourcedata/braindecode/sub-I070/eeg/sub-I070_task-sleep_desc-preproc_channels.tsv

@@ -0,0 +1,7 @@
+name	type	units	low_cutoff	high_cutoff	description	sampling_frequency	status	status_description
+O1	EEG	V	0.1000000014901161	100.0	ElectroEncephaloGram	200.0	good	n/a
+O2	EEG	V	0.1000000014901161	100.0	ElectroEncephaloGram	200.0	good	n/a
+AF8	EEG	V	0.1000000014901161	100.0	ElectroEncephaloGram	200.0	good	n/a
+P8	EEG	V	0.1000000014901161	100.0	ElectroEncephaloGram	200.0	good	n/a
+PO10	EEG	V	0.1000000014901161	100.0	ElectroEncephaloGram	200.0	good	n/a
+PO9	EEG	V	0.1000000014901161	100.0	ElectroEncephaloGram	200.0	good	n/a

sourcedata/braindecode/sub-I070/eeg/sub-I070_task-sleep_desc-preproc_eeg.json

@@ -0,0 +1,19 @@
+{
+  "TaskName": "sleep",
+  "Manufacturer": "n/a",
+  "PowerLineFrequency": "n/a",
+  "SamplingFrequency": 200.0,
+  "SoftwareFilters": "n/a",
+  "RecordingDuration": 26785.535,
+  "RecordingType": "epoched",
+  "EEGReference": "n/a",
+  "EEGGround": "n/a",
+  "EEGPlacementScheme": "based on the extended 10/20 system",
+  "EEGChannelCount": 6,
+  "EOGChannelCount": 0,
+  "ECGChannelCount": 0,
+  "EMGChannelCount": 0,
+  "MiscChannelCount": 0,
+  "TriggerChannelCount": 0,
+  "EpochLength": 29.995
+}

sourcedata/braindecode/sub-I070/eeg/sub-I070_task-sleep_desc-preproc_events.tsv

@@ -0,0 +1,894 @@
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sourcedata/braindecode/sub-I075/eeg/sub-I075_task-sleep_desc-preproc_channels.tsv

@@ -0,0 +1,7 @@
+name	type	units	low_cutoff	high_cutoff	description	sampling_frequency	status	status_description
+O1	EEG	V	0.1000000014901161	100.0	ElectroEncephaloGram	200.0	good	n/a
+O2	EEG	V	0.1000000014901161	100.0	ElectroEncephaloGram	200.0	good	n/a
+AF8	EEG	V	0.1000000014901161	100.0	ElectroEncephaloGram	200.0	good	n/a
+P8	EEG	V	0.1000000014901161	100.0	ElectroEncephaloGram	200.0	good	n/a
+PO10	EEG	V	0.1000000014901161	100.0	ElectroEncephaloGram	200.0	good	n/a
+PO9	EEG	V	0.1000000014901161	100.0	ElectroEncephaloGram	200.0	good	n/a

sourcedata/braindecode/sub-I075/eeg/sub-I075_task-sleep_desc-preproc_eeg.json

@@ -0,0 +1,19 @@
+{
+  "TaskName": "sleep",
+  "Manufacturer": "n/a",
+  "PowerLineFrequency": "n/a",
+  "SamplingFrequency": 200.0,
+  "SoftwareFilters": "n/a",
+  "RecordingDuration": 26935.510000000002,
+  "RecordingType": "epoched",
+  "EEGReference": "n/a",
+  "EEGGround": "n/a",
+  "EEGPlacementScheme": "based on the extended 10/20 system",
+  "EEGChannelCount": 6,
+  "EOGChannelCount": 0,
+  "ECGChannelCount": 0,
+  "EMGChannelCount": 0,
+  "MiscChannelCount": 0,
+  "TriggerChannelCount": 0,
+  "EpochLength": 29.995
+}

sourcedata/braindecode/sub-I075/eeg/sub-I075_task-sleep_desc-preproc_events.tsv

@@ -0,0 +1,899 @@
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sourcedata/braindecode/sub-I076/eeg/sub-I076_task-sleep_desc-preproc_channels.tsv

@@ -0,0 +1,7 @@
+name	type	units	low_cutoff	high_cutoff	description	sampling_frequency	status	status_description
+O1	EEG	V	0.1000000014901161	100.0	ElectroEncephaloGram	200.0	good	n/a
+O2	EEG	V	0.1000000014901161	100.0	ElectroEncephaloGram	200.0	good	n/a
+AF8	EEG	V	0.1000000014901161	100.0	ElectroEncephaloGram	200.0	good	n/a
+P8	EEG	V	0.1000000014901161	100.0	ElectroEncephaloGram	200.0	good	n/a
+PO10	EEG	V	0.1000000014901161	100.0	ElectroEncephaloGram	200.0	good	n/a
+PO9	EEG	V	0.1000000014901161	100.0	ElectroEncephaloGram	200.0	good	n/a

sourcedata/braindecode/sub-I076/eeg/sub-I076_task-sleep_desc-preproc_eeg.json

@@ -0,0 +1,19 @@
+{
+  "TaskName": "sleep",
+  "Manufacturer": "n/a",
+  "PowerLineFrequency": "n/a",
+  "SamplingFrequency": 200.0,
+  "SoftwareFilters": "n/a",
+  "RecordingDuration": 25495.75,
+  "RecordingType": "epoched",
+  "EEGReference": "n/a",
+  "EEGGround": "n/a",
+  "EEGPlacementScheme": "based on the extended 10/20 system",
+  "EEGChannelCount": 6,
+  "EOGChannelCount": 0,
+  "ECGChannelCount": 0,
+  "EMGChannelCount": 0,
+  "MiscChannelCount": 0,
+  "TriggerChannelCount": 0,
+  "EpochLength": 29.995
+}

sourcedata/braindecode/sub-I076/eeg/sub-I076_task-sleep_desc-preproc_events.tsv

@@ -0,0 +1,851 @@
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sourcedata/braindecode/sub-I081/eeg/sub-I081_task-sleep_desc-preproc_channels.tsv

@@ -0,0 +1,7 @@
+name	type	units	low_cutoff	high_cutoff	description	sampling_frequency	status	status_description
+O1	EEG	V	0.1000000014901161	100.0	ElectroEncephaloGram	200.0	good	n/a
+O2	EEG	V	0.1000000014901161	100.0	ElectroEncephaloGram	200.0	good	n/a
+AF8	EEG	V	0.1000000014901161	100.0	ElectroEncephaloGram	200.0	good	n/a
+P8	EEG	V	0.1000000014901161	100.0	ElectroEncephaloGram	200.0	good	n/a
+PO10	EEG	V	0.1000000014901161	100.0	ElectroEncephaloGram	200.0	good	n/a
+PO9	EEG	V	0.1000000014901161	100.0	ElectroEncephaloGram	200.0	good	n/a

sourcedata/braindecode/sub-I081/eeg/sub-I081_task-sleep_desc-preproc_eeg.json

@@ -0,0 +1,19 @@
+{
+  "TaskName": "sleep",
+  "Manufacturer": "n/a",
+  "PowerLineFrequency": "n/a",
+  "SamplingFrequency": 200.0,
+  "SoftwareFilters": "n/a",
+  "RecordingDuration": 27325.445,
+  "RecordingType": "epoched",
+  "EEGReference": "n/a",
+  "EEGGround": "n/a",
+  "EEGPlacementScheme": "based on the extended 10/20 system",
+  "EEGChannelCount": 6,
+  "EOGChannelCount": 0,
+  "ECGChannelCount": 0,
+  "EMGChannelCount": 0,
+  "MiscChannelCount": 0,
+  "TriggerChannelCount": 0,
+  "EpochLength": 29.995
+}

sourcedata/braindecode/sub-I081/eeg/sub-I081_task-sleep_desc-preproc_events.tsv

@@ -0,0 +1,912 @@
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sourcedata/braindecode/sub-I082/eeg/sub-I082_task-sleep_desc-preproc_channels.tsv

@@ -0,0 +1,7 @@
+name	type	units	low_cutoff	high_cutoff	description	sampling_frequency	status	status_description
+O1	EEG	V	0.1000000014901161	100.0	ElectroEncephaloGram	200.0	good	n/a
+O2	EEG	V	0.1000000014901161	100.0	ElectroEncephaloGram	200.0	good	n/a
+AF8	EEG	V	0.1000000014901161	100.0	ElectroEncephaloGram	200.0	good	n/a
+P8	EEG	V	0.1000000014901161	100.0	ElectroEncephaloGram	200.0	good	n/a
+PO10	EEG	V	0.1000000014901161	100.0	ElectroEncephaloGram	200.0	good	n/a
+PO9	EEG	V	0.1000000014901161	100.0	ElectroEncephaloGram	200.0	good	n/a

sourcedata/braindecode/sub-I082/eeg/sub-I082_task-sleep_desc-preproc_eeg.json

@@ -0,0 +1,19 @@
+{
+  "TaskName": "sleep",
+  "Manufacturer": "n/a",
+  "PowerLineFrequency": "n/a",
+  "SamplingFrequency": 200.0,
+  "SoftwareFilters": "n/a",
+  "RecordingDuration": 26455.59,
+  "RecordingType": "epoched",
+  "EEGReference": "n/a",
+  "EEGGround": "n/a",
+  "EEGPlacementScheme": "based on the extended 10/20 system",
+  "EEGChannelCount": 6,
+  "EOGChannelCount": 0,
+  "ECGChannelCount": 0,
+  "EMGChannelCount": 0,
+  "MiscChannelCount": 0,
+  "TriggerChannelCount": 0,
+  "EpochLength": 29.995
+}

sourcedata/braindecode/sub-I082/eeg/sub-I082_task-sleep_desc-preproc_events.tsv

@@ -0,0 +1,883 @@
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sourcedata/braindecode/sub-I090/eeg/sub-I090_task-sleep_desc-preproc_channels.tsv

@@ -0,0 +1,7 @@
+name	type	units	low_cutoff	high_cutoff	description	sampling_frequency	status	status_description
+O1	EEG	V	0.1000000014901161	100.0	ElectroEncephaloGram	200.0	good	n/a
+O2	EEG	V	0.1000000014901161	100.0	ElectroEncephaloGram	200.0	good	n/a
+AF8	EEG	V	0.1000000014901161	100.0	ElectroEncephaloGram	200.0	good	n/a
+P8	EEG	V	0.1000000014901161	100.0	ElectroEncephaloGram	200.0	good	n/a
+PO10	EEG	V	0.1000000014901161	100.0	ElectroEncephaloGram	200.0	good	n/a
+PO9	EEG	V	0.1000000014901161	100.0	ElectroEncephaloGram	200.0	good	n/a

sourcedata/braindecode/sub-I090/eeg/sub-I090_task-sleep_desc-preproc_eeg.json

@@ -0,0 +1,19 @@
+{
+  "TaskName": "sleep",
+  "Manufacturer": "n/a",
+  "PowerLineFrequency": "n/a",
+  "SamplingFrequency": 200.0,
+  "SoftwareFilters": "n/a",
+  "RecordingDuration": 27985.335,
+  "RecordingType": "epoched",
+  "EEGReference": "n/a",
+  "EEGGround": "n/a",
+  "EEGPlacementScheme": "based on the extended 10/20 system",
+  "EEGChannelCount": 6,
+  "EOGChannelCount": 0,
+  "ECGChannelCount": 0,
+  "EMGChannelCount": 0,
+  "MiscChannelCount": 0,
+  "TriggerChannelCount": 0,
+  "EpochLength": 29.995
+}

sourcedata/braindecode/sub-I090/eeg/sub-I090_task-sleep_desc-preproc_events.tsv

@@ -0,0 +1,934 @@
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sourcedata/braindecode/sub-I092/eeg/sub-I092_task-sleep_desc-preproc_channels.tsv

@@ -0,0 +1,7 @@
+name	type	units	low_cutoff	high_cutoff	description	sampling_frequency	status	status_description
+O1	EEG	V	0.1000000014901161	100.0	ElectroEncephaloGram	200.0	good	n/a
+O2	EEG	V	0.1000000014901161	100.0	ElectroEncephaloGram	200.0	good	n/a
+AF8	EEG	V	0.1000000014901161	100.0	ElectroEncephaloGram	200.0	good	n/a
+P8	EEG	V	0.1000000014901161	100.0	ElectroEncephaloGram	200.0	good	n/a
+PO10	EEG	V	0.1000000014901161	100.0	ElectroEncephaloGram	200.0	good	n/a
+PO9	EEG	V	0.1000000014901161	100.0	ElectroEncephaloGram	200.0	good	n/a

sourcedata/braindecode/sub-I092/eeg/sub-I092_task-sleep_desc-preproc_eeg.json

@@ -0,0 +1,19 @@
+{
+  "TaskName": "sleep",
+  "Manufacturer": "n/a",
+  "PowerLineFrequency": "n/a",
+  "SamplingFrequency": 200.0,
+  "SoftwareFilters": "n/a",
+  "RecordingDuration": 26305.615,
+  "RecordingType": "epoched",
+  "EEGReference": "n/a",
+  "EEGGround": "n/a",
+  "EEGPlacementScheme": "based on the extended 10/20 system",
+  "EEGChannelCount": 6,
+  "EOGChannelCount": 0,
+  "ECGChannelCount": 0,
+  "EMGChannelCount": 0,
+  "MiscChannelCount": 0,
+  "TriggerChannelCount": 0,
+  "EpochLength": 29.995
+}

sourcedata/braindecode/sub-I092/eeg/sub-I092_task-sleep_desc-preproc_events.tsv

@@ -0,0 +1,878 @@
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sourcedata/braindecode/sub-I094/eeg/sub-I094_task-sleep_desc-preproc_channels.tsv

@@ -0,0 +1,7 @@
+name	type	units	low_cutoff	high_cutoff	description	sampling_frequency	status	status_description
+O1	EEG	V	0.1000000014901161	100.0	ElectroEncephaloGram	200.0	good	n/a
+O2	EEG	V	0.1000000014901161	100.0	ElectroEncephaloGram	200.0	good	n/a
+AF8	EEG	V	0.1000000014901161	100.0	ElectroEncephaloGram	200.0	good	n/a
+P8	EEG	V	0.1000000014901161	100.0	ElectroEncephaloGram	200.0	good	n/a
+PO10	EEG	V	0.1000000014901161	100.0	ElectroEncephaloGram	200.0	good	n/a
+PO9	EEG	V	0.1000000014901161	100.0	ElectroEncephaloGram	200.0	good	n/a

sourcedata/braindecode/sub-I094/eeg/sub-I094_task-sleep_desc-preproc_eeg.json

@@ -0,0 +1,19 @@
+{
+  "TaskName": "sleep",
+  "Manufacturer": "n/a",
+  "PowerLineFrequency": "n/a",
+  "SamplingFrequency": 200.0,
+  "SoftwareFilters": "n/a",
+  "RecordingDuration": 25375.77,
+  "RecordingType": "epoched",
+  "EEGReference": "n/a",
+  "EEGGround": "n/a",
+  "EEGPlacementScheme": "based on the extended 10/20 system",
+  "EEGChannelCount": 6,
+  "EOGChannelCount": 0,
+  "ECGChannelCount": 0,
+  "EMGChannelCount": 0,
+  "MiscChannelCount": 0,
+  "TriggerChannelCount": 0,
+  "EpochLength": 29.995
+}

sourcedata/braindecode/sub-I094/eeg/sub-I094_task-sleep_desc-preproc_events.tsv

@@ -0,0 +1,847 @@
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sourcedata/braindecode/sub-I096/eeg/sub-I096_task-sleep_desc-preproc_eeg.json

@@ -0,0 +1,19 @@
+{
+  "TaskName": "sleep",
+  "Manufacturer": "n/a",
+  "PowerLineFrequency": "n/a",
+  "SamplingFrequency": 200.0,
+  "SoftwareFilters": "n/a",
+  "RecordingDuration": 25735.71,
+  "RecordingType": "epoched",
+  "EEGReference": "n/a",
+  "EEGGround": "n/a",
+  "EEGPlacementScheme": "based on the extended 10/20 system",
+  "EEGChannelCount": 6,
+  "EOGChannelCount": 0,
+  "ECGChannelCount": 0,
+  "EMGChannelCount": 0,
+  "MiscChannelCount": 0,
+  "TriggerChannelCount": 0,
+  "EpochLength": 29.995
+}

sourcedata/braindecode/sub-I097/eeg/sub-I097_task-sleep_desc-preproc_eeg.json

@@ -0,0 +1,19 @@
+{
+  "TaskName": "sleep",
+  "Manufacturer": "n/a",
+  "PowerLineFrequency": "n/a",
+  "SamplingFrequency": 200.0,
+  "SoftwareFilters": "n/a",
+  "RecordingDuration": 27055.49,
+  "RecordingType": "epoched",
+  "EEGReference": "n/a",
+  "EEGGround": "n/a",
+  "EEGPlacementScheme": "based on the extended 10/20 system",
+  "EEGChannelCount": 6,
+  "EOGChannelCount": 0,
+  "ECGChannelCount": 0,
+  "EMGChannelCount": 0,
+  "MiscChannelCount": 0,
+  "TriggerChannelCount": 0,
+  "EpochLength": 29.995
+}

sourcedata/braindecode/sub-I098/eeg/sub-I098_task-sleep_desc-preproc_channels.tsv

@@ -0,0 +1,7 @@
+name	type	units	low_cutoff	high_cutoff	description	sampling_frequency	status	status_description
+O1	EEG	V	0.1000000014901161	100.0	ElectroEncephaloGram	200.0	good	n/a
+O2	EEG	V	0.1000000014901161	100.0	ElectroEncephaloGram	200.0	good	n/a
+AF8	EEG	V	0.1000000014901161	100.0	ElectroEncephaloGram	200.0	good	n/a
+P8	EEG	V	0.1000000014901161	100.0	ElectroEncephaloGram	200.0	good	n/a
+PO10	EEG	V	0.1000000014901161	100.0	ElectroEncephaloGram	200.0	good	n/a
+PO9	EEG	V	0.1000000014901161	100.0	ElectroEncephaloGram	200.0	good	n/a

sourcedata/braindecode/sub-I098/eeg/sub-I098_task-sleep_desc-preproc_eeg.json

@@ -0,0 +1,19 @@
+{
+  "TaskName": "sleep",
+  "Manufacturer": "n/a",
+  "PowerLineFrequency": "n/a",
+  "SamplingFrequency": 200.0,
+  "SoftwareFilters": "n/a",
+  "RecordingDuration": 26965.505,
+  "RecordingType": "epoched",
+  "EEGReference": "n/a",
+  "EEGGround": "n/a",
+  "EEGPlacementScheme": "based on the extended 10/20 system",
+  "EEGChannelCount": 6,
+  "EOGChannelCount": 0,
+  "ECGChannelCount": 0,
+  "EMGChannelCount": 0,
+  "MiscChannelCount": 0,
+  "TriggerChannelCount": 0,
+  "EpochLength": 29.995
+}

sourcedata/braindecode/sub-I098/eeg/sub-I098_task-sleep_desc-preproc_events.tsv

@@ -0,0 +1,900 @@
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sourcedata/braindecode/sub-II004/ses-1/eeg/sub-II004_ses-1_task-sleep_desc-preproc_channels.tsv

@@ -0,0 +1,7 @@
+name	type	units	low_cutoff	high_cutoff	description	sampling_frequency	status	status_description
+O1	EEG	V	0.1000000014901161	100.0	ElectroEncephaloGram	200.0	good	n/a
+O2	EEG	V	0.1000000014901161	100.0	ElectroEncephaloGram	200.0	good	n/a
+AF8	EEG	V	0.1000000014901161	100.0	ElectroEncephaloGram	200.0	good	n/a
+P8	EEG	V	0.1000000014901161	100.0	ElectroEncephaloGram	200.0	good	n/a
+PO10	EEG	V	0.1000000014901161	100.0	ElectroEncephaloGram	200.0	good	n/a
+PO9	EEG	V	0.1000000014901161	100.0	ElectroEncephaloGram	200.0	good	n/a

sourcedata/braindecode/sub-II004/ses-1/eeg/sub-II004_ses-1_task-sleep_desc-preproc_eeg.json

@@ -0,0 +1,19 @@
+{
+  "TaskName": "sleep",
+  "Manufacturer": "n/a",
+  "PowerLineFrequency": "n/a",
+  "SamplingFrequency": 200.0,
+  "SoftwareFilters": "n/a",
+  "RecordingDuration": 27955.34,
+  "RecordingType": "epoched",
+  "EEGReference": "n/a",
+  "EEGGround": "n/a",
+  "EEGPlacementScheme": "based on the extended 10/20 system",
+  "EEGChannelCount": 6,
+  "EOGChannelCount": 0,
+  "ECGChannelCount": 0,
+  "EMGChannelCount": 0,
+  "MiscChannelCount": 0,
+  "TriggerChannelCount": 0,
+  "EpochLength": 29.995
+}

sourcedata/braindecode/sub-II004/ses-1/eeg/sub-II004_ses-1_task-sleep_desc-preproc_events.tsv

@@ -0,0 +1,933 @@
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sourcedata/braindecode/sub-II004/ses-2/eeg/sub-II004_ses-2_task-sleep_desc-preproc_channels.tsv

@@ -0,0 +1,7 @@
+name	type	units	low_cutoff	high_cutoff	description	sampling_frequency	status	status_description
+O1	EEG	V	0.1000000014901161	100.0	ElectroEncephaloGram	200.0	good	n/a
+O2	EEG	V	0.1000000014901161	100.0	ElectroEncephaloGram	200.0	good	n/a
+AF8	EEG	V	0.1000000014901161	100.0	ElectroEncephaloGram	200.0	good	n/a
+P8	EEG	V	0.1000000014901161	100.0	ElectroEncephaloGram	200.0	good	n/a
+PO10	EEG	V	0.1000000014901161	100.0	ElectroEncephaloGram	200.0	good	n/a
+PO9	EEG	V	0.1000000014901161	100.0	ElectroEncephaloGram	200.0	good	n/a

sourcedata/braindecode/sub-II004/ses-2/eeg/sub-II004_ses-2_task-sleep_desc-preproc_eeg.json

@@ -0,0 +1,19 @@
+{
+  "TaskName": "sleep",
+  "Manufacturer": "n/a",
+  "PowerLineFrequency": "n/a",
+  "SamplingFrequency": 200.0,
+  "SoftwareFilters": "n/a",
+  "RecordingDuration": 26605.565000000002,
+  "RecordingType": "epoched",
+  "EEGReference": "n/a",
+  "EEGGround": "n/a",
+  "EEGPlacementScheme": "based on the extended 10/20 system",
+  "EEGChannelCount": 6,
+  "EOGChannelCount": 0,
+  "ECGChannelCount": 0,
+  "EMGChannelCount": 0,
+  "MiscChannelCount": 0,
+  "TriggerChannelCount": 0,
+  "EpochLength": 29.995
+}

sourcedata/braindecode/sub-II004/ses-2/eeg/sub-II004_ses-2_task-sleep_desc-preproc_events.tsv

@@ -0,0 +1,888 @@
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