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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 | 72 |
+| Type | Windowed (from Epochs object) |
+| Channels | 19 |
+| Sampling frequency | 200 Hz |
+| Total duration | 2:22:06 |
+| Windows/samples | 1,707 |
+| Size | 1.46 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

@@ -0,0 +1,11 @@
+{
+  "format": "zarr",
+  "pipeline_name": "braindecode",
+  "compression": "gzip",
+  "compression_level": 5,
+  "chunk_size": 5000000,
+  "braindecode_version": "1.3.2",
+  "n_recordings": 72,
+  "total_samples": 1707,
+  "total_size_mb": 1.46
+}

sourcedata/braindecode/dataset.zarr/zarr.json

@@ -0,0 +1,16 @@
+{
+  "attributes": {
+    "n_datasets": 72,
+    "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\": [\"Fp1\", \"Fp2\", \"F3\", \"F4\", \"F7\", \"F8\", \"T3\", \"T4\", \"C3\", \"C4\", \"T5\", \"T6\", \"P3\", \"P4\", \"O1\", \"O2\", \"Fz\", \"Cz\", \"Pz\"], \"ordered\": true}, \"__class_path__\": \"braindecode.preprocessing.preprocess.Preprocessor\"}, {\"fn\": \"resample\", \"apply_on_array\": false, \"kwargs\": {\"sfreq\": 200.0}, \"__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_fixed_length_windows\", {\"start_offset_samples\": 0, \"stop_offset_samples\": null, \"window_size_samples\": 1000, \"window_stride_samples\": 1000, \"drop_last_window\": true, \"mapping\": null, \"preload\": true, \"picks\": null, \"reject\": null, \"flat\": null, \"targets_from\": \"metadata\", \"last_target_only\": true, \"lazy_metadata\": false, \"on_missing\": \"error\", \"verbose\": \"error\"}], [\"EEGWindowsDataset\", {\"targets_from\": \"metadata\", \"last_target_only\": true}], [\"to_epochs_dataset\", {}]]"
+  },
+  "zarr_format": 3,
+  "node_type": "group"
+}

sourcedata/braindecode/dataset_description.json

@@ -0,0 +1,16 @@
+{
+    "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-00	n/a	n/a	n/a
+sub-01	n/a	n/a	n/a
+sub-02	n/a	n/a	n/a
+sub-03	n/a	n/a	n/a
+sub-04	n/a	n/a	n/a
+sub-05	n/a	n/a	n/a
+sub-06	n/a	n/a	n/a
+sub-07	n/a	n/a	n/a
+sub-08	n/a	n/a	n/a
+sub-09	n/a	n/a	n/a
+sub-10	n/a	n/a	n/a
+sub-11	n/a	n/a	n/a
+sub-12	n/a	n/a	n/a
+sub-13	n/a	n/a	n/a
+sub-14	n/a	n/a	n/a
+sub-15	n/a	n/a	n/a
+sub-16	n/a	n/a	n/a
+sub-17	n/a	n/a	n/a
+sub-18	n/a	n/a	n/a
+sub-19	n/a	n/a	n/a
+sub-20	n/a	n/a	n/a
+sub-21	n/a	n/a	n/a
+sub-22	n/a	n/a	n/a
+sub-23	n/a	n/a	n/a
+sub-24	n/a	n/a	n/a
+sub-25	n/a	n/a	n/a
+sub-26	n/a	n/a	n/a
+sub-27	n/a	n/a	n/a
+sub-28	n/a	n/a	n/a
+sub-29	n/a	n/a	n/a
+sub-30	n/a	n/a	n/a
+sub-31	n/a	n/a	n/a
+sub-32	n/a	n/a	n/a
+sub-33	n/a	n/a	n/a
+sub-34	n/a	n/a	n/a
+sub-35	n/a	n/a	n/a

sourcedata/braindecode/sub-07/eeg/sub-07_task-mentalArithmetic_desc-preproc_channels.tsv

@@ -0,0 +1,20 @@
+name	type	units	low_cutoff	high_cutoff	description	sampling_frequency	status	status_description
+Fp1	EEG	V	0.1000000014901161	100.0	ElectroEncephaloGram	200.0	good	n/a
+Fp2	EEG	V	0.1000000014901161	100.0	ElectroEncephaloGram	200.0	good	n/a
+F3	EEG	V	0.1000000014901161	100.0	ElectroEncephaloGram	200.0	good	n/a
+F4	EEG	V	0.1000000014901161	100.0	ElectroEncephaloGram	200.0	good	n/a
+F7	EEG	V	0.1000000014901161	100.0	ElectroEncephaloGram	200.0	good	n/a
+F8	EEG	V	0.1000000014901161	100.0	ElectroEncephaloGram	200.0	good	n/a
+T3	EEG	V	0.1000000014901161	100.0	ElectroEncephaloGram	200.0	good	n/a
+T4	EEG	V	0.1000000014901161	100.0	ElectroEncephaloGram	200.0	good	n/a
+C3	EEG	V	0.1000000014901161	100.0	ElectroEncephaloGram	200.0	good	n/a
+C4	EEG	V	0.1000000014901161	100.0	ElectroEncephaloGram	200.0	good	n/a
+T5	EEG	V	0.1000000014901161	100.0	ElectroEncephaloGram	200.0	good	n/a
+T6	EEG	V	0.1000000014901161	100.0	ElectroEncephaloGram	200.0	good	n/a
+P3	EEG	V	0.1000000014901161	100.0	ElectroEncephaloGram	200.0	good	n/a
+P4	EEG	V	0.1000000014901161	100.0	ElectroEncephaloGram	200.0	good	n/a
+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
+Fz	EEG	V	0.1000000014901161	100.0	ElectroEncephaloGram	200.0	good	n/a
+Cz	EEG	V	0.1000000014901161	100.0	ElectroEncephaloGram	200.0	good	n/a
+Pz	EEG	V	0.1000000014901161	100.0	ElectroEncephaloGram	200.0	good	n/a

sourcedata/braindecode/sub-07/eeg/sub-07_task-mentalArithmetic_desc-preproc_eeg.json

@@ -0,0 +1,19 @@
+{
+  "TaskName": "mentalArithmetic",
+  "Manufacturer": "n/a",
+  "PowerLineFrequency": "n/a",
+  "SamplingFrequency": 200.0,
+  "SoftwareFilters": "n/a",
+  "RecordingDuration": 59.94,
+  "RecordingType": "epoched",
+  "EEGReference": "n/a",
+  "EEGGround": "n/a",
+  "EEGPlacementScheme": "based on the extended 10/20 system",
+  "EEGChannelCount": 19,
+  "EOGChannelCount": 0,
+  "ECGChannelCount": 0,
+  "EMGChannelCount": 0,
+  "MiscChannelCount": 0,
+  "TriggerChannelCount": 0,
+  "EpochLength": 4.995
+}

sourcedata/braindecode/sub-07/eeg/sub-07_task-mentalArithmetic_desc-preproc_events.tsv

@@ -0,0 +1,13 @@
+onset	duration	trial_type	sample	value
+0.0	5.0	0	0	0
+5.0	5.0	0	1000	0
+10.0	5.0	0	2000	0
+15.0	5.0	0	3000	0
+20.0	5.0	0	4000	0
+25.0	5.0	0	5000	0
+30.0	5.0	0	6000	0
+35.0	5.0	0	7000	0
+40.0	5.0	0	8000	0
+45.0	5.0	0	9000	0
+50.0	5.0	0	10000	0
+55.0	5.0	0	11000	0

sourcedata/braindecode/sub-09/eeg/sub-09_task-mentalArithmetic_desc-preproc_events.tsv

@@ -0,0 +1,13 @@
+onset	duration	trial_type	sample	value
+0.0	5.0	0	0	0
+5.0	5.0	0	1000	0
+10.0	5.0	0	2000	0
+15.0	5.0	0	3000	0
+20.0	5.0	0	4000	0
+25.0	5.0	0	5000	0
+30.0	5.0	0	6000	0
+35.0	5.0	0	7000	0
+40.0	5.0	0	8000	0
+45.0	5.0	0	9000	0
+50.0	5.0	0	10000	0
+55.0	5.0	0	11000	0

sourcedata/braindecode/sub-09/eeg/sub-09_task-rest_desc-preproc_events.tsv

@@ -0,0 +1,37 @@
+onset	duration	trial_type	sample	value
+0.0	5.0	1	0	1
+5.0	5.0	1	1000	1
+10.0	5.0	1	2000	1
+15.0	5.0	1	3000	1
+20.0	5.0	1	4000	1
+25.0	5.0	1	5000	1
+30.0	5.0	1	6000	1
+35.0	5.0	1	7000	1
+40.0	5.0	1	8000	1
+45.0	5.0	1	9000	1
+50.0	5.0	1	10000	1
+55.0	5.0	1	11000	1
+60.0	5.0	1	12000	1
+65.0	5.0	1	13000	1
+70.0	5.0	1	14000	1
+75.0	5.0	1	15000	1
+80.0	5.0	1	16000	1
+85.0	5.0	1	17000	1
+90.0	5.0	1	18000	1
+95.0	5.0	1	19000	1
+100.0	5.0	1	20000	1
+105.0	5.0	1	21000	1
+110.0	5.0	1	22000	1
+115.0	5.0	1	23000	1
+120.0	5.0	1	24000	1
+125.0	5.0	1	25000	1
+130.0	5.0	1	26000	1
+135.0	5.0	1	27000	1
+140.0	5.0	1	28000	1
+145.0	5.0	1	29000	1
+150.0	5.0	1	30000	1
+155.0	5.0	1	31000	1
+160.0	5.0	1	32000	1
+165.0	5.0	1	33000	1
+170.0	5.0	1	34000	1
+175.0	5.0	1	35000	1

sourcedata/braindecode/sub-10/eeg/sub-10_task-rest_desc-preproc_channels.tsv

@@ -0,0 +1,20 @@
+name	type	units	low_cutoff	high_cutoff	description	sampling_frequency	status	status_description
+Fp1	EEG	V	0.1000000014901161	100.0	ElectroEncephaloGram	200.0	good	n/a
+Fp2	EEG	V	0.1000000014901161	100.0	ElectroEncephaloGram	200.0	good	n/a
+F3	EEG	V	0.1000000014901161	100.0	ElectroEncephaloGram	200.0	good	n/a
+F4	EEG	V	0.1000000014901161	100.0	ElectroEncephaloGram	200.0	good	n/a
+F7	EEG	V	0.1000000014901161	100.0	ElectroEncephaloGram	200.0	good	n/a
+F8	EEG	V	0.1000000014901161	100.0	ElectroEncephaloGram	200.0	good	n/a
+T3	EEG	V	0.1000000014901161	100.0	ElectroEncephaloGram	200.0	good	n/a
+T4	EEG	V	0.1000000014901161	100.0	ElectroEncephaloGram	200.0	good	n/a
+C3	EEG	V	0.1000000014901161	100.0	ElectroEncephaloGram	200.0	good	n/a
+C4	EEG	V	0.1000000014901161	100.0	ElectroEncephaloGram	200.0	good	n/a
+T5	EEG	V	0.1000000014901161	100.0	ElectroEncephaloGram	200.0	good	n/a
+T6	EEG	V	0.1000000014901161	100.0	ElectroEncephaloGram	200.0	good	n/a
+P3	EEG	V	0.1000000014901161	100.0	ElectroEncephaloGram	200.0	good	n/a
+P4	EEG	V	0.1000000014901161	100.0	ElectroEncephaloGram	200.0	good	n/a
+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
+Fz	EEG	V	0.1000000014901161	100.0	ElectroEncephaloGram	200.0	good	n/a
+Cz	EEG	V	0.1000000014901161	100.0	ElectroEncephaloGram	200.0	good	n/a
+Pz	EEG	V	0.1000000014901161	100.0	ElectroEncephaloGram	200.0	good	n/a

sourcedata/braindecode/sub-11/eeg/sub-11_task-mentalArithmetic_desc-preproc_eeg.json

@@ -0,0 +1,19 @@
+{
+  "TaskName": "mentalArithmetic",
+  "Manufacturer": "n/a",
+  "PowerLineFrequency": "n/a",
+  "SamplingFrequency": 200.0,
+  "SoftwareFilters": "n/a",
+  "RecordingDuration": 59.94,
+  "RecordingType": "epoched",
+  "EEGReference": "n/a",
+  "EEGGround": "n/a",
+  "EEGPlacementScheme": "based on the extended 10/20 system",
+  "EEGChannelCount": 19,
+  "EOGChannelCount": 0,
+  "ECGChannelCount": 0,
+  "EMGChannelCount": 0,
+  "MiscChannelCount": 0,
+  "TriggerChannelCount": 0,
+  "EpochLength": 4.995
+}

sourcedata/braindecode/sub-11/eeg/sub-11_task-rest_desc-preproc_channels.tsv

@@ -0,0 +1,20 @@
+name	type	units	low_cutoff	high_cutoff	description	sampling_frequency	status	status_description
+Fp1	EEG	V	0.5	45.0	ElectroEncephaloGram	200.0	good	n/a
+Fp2	EEG	V	0.5	45.0	ElectroEncephaloGram	200.0	good	n/a
+F3	EEG	V	0.5	45.0	ElectroEncephaloGram	200.0	good	n/a
+F4	EEG	V	0.5	45.0	ElectroEncephaloGram	200.0	good	n/a
+F7	EEG	V	0.5	45.0	ElectroEncephaloGram	200.0	good	n/a
+F8	EEG	V	0.5	45.0	ElectroEncephaloGram	200.0	good	n/a
+T3	EEG	V	0.5	45.0	ElectroEncephaloGram	200.0	good	n/a
+T4	EEG	V	0.5	45.0	ElectroEncephaloGram	200.0	good	n/a
+C3	EEG	V	0.5	45.0	ElectroEncephaloGram	200.0	good	n/a
+C4	EEG	V	0.5	45.0	ElectroEncephaloGram	200.0	good	n/a
+T5	EEG	V	0.5	45.0	ElectroEncephaloGram	200.0	good	n/a
+T6	EEG	V	0.5	45.0	ElectroEncephaloGram	200.0	good	n/a
+P3	EEG	V	0.5	45.0	ElectroEncephaloGram	200.0	good	n/a
+P4	EEG	V	0.5	45.0	ElectroEncephaloGram	200.0	good	n/a
+O1	EEG	V	0.5	45.0	ElectroEncephaloGram	200.0	good	n/a
+O2	EEG	V	0.5	45.0	ElectroEncephaloGram	200.0	good	n/a
+Fz	EEG	V	0.5	45.0	ElectroEncephaloGram	200.0	good	n/a
+Cz	EEG	V	0.5	45.0	ElectroEncephaloGram	200.0	good	n/a
+Pz	EEG	V	0.5	45.0	ElectroEncephaloGram	200.0	good	n/a

sourcedata/braindecode/sub-11/eeg/sub-11_task-rest_desc-preproc_eeg.json

@@ -0,0 +1,19 @@
+{
+  "TaskName": "rest",
+  "Manufacturer": "n/a",
+  "PowerLineFrequency": "n/a",
+  "SamplingFrequency": 200.0,
+  "SoftwareFilters": "n/a",
+  "RecordingDuration": 179.82,
+  "RecordingType": "epoched",
+  "EEGReference": "n/a",
+  "EEGGround": "n/a",
+  "EEGPlacementScheme": "based on the extended 10/20 system",
+  "EEGChannelCount": 19,
+  "EOGChannelCount": 0,
+  "ECGChannelCount": 0,
+  "EMGChannelCount": 0,
+  "MiscChannelCount": 0,
+  "TriggerChannelCount": 0,
+  "EpochLength": 4.995
+}

sourcedata/braindecode/sub-11/eeg/sub-11_task-rest_desc-preproc_events.tsv

@@ -0,0 +1,37 @@
+onset	duration	trial_type	sample	value
+0.0	5.0	1	0	1
+5.0	5.0	1	1000	1
+10.0	5.0	1	2000	1
+15.0	5.0	1	3000	1
+20.0	5.0	1	4000	1
+25.0	5.0	1	5000	1
+30.0	5.0	1	6000	1
+35.0	5.0	1	7000	1
+40.0	5.0	1	8000	1
+45.0	5.0	1	9000	1
+50.0	5.0	1	10000	1
+55.0	5.0	1	11000	1
+60.0	5.0	1	12000	1
+65.0	5.0	1	13000	1
+70.0	5.0	1	14000	1
+75.0	5.0	1	15000	1
+80.0	5.0	1	16000	1
+85.0	5.0	1	17000	1
+90.0	5.0	1	18000	1
+95.0	5.0	1	19000	1
+100.0	5.0	1	20000	1
+105.0	5.0	1	21000	1
+110.0	5.0	1	22000	1
+115.0	5.0	1	23000	1
+120.0	5.0	1	24000	1
+125.0	5.0	1	25000	1
+130.0	5.0	1	26000	1
+135.0	5.0	1	27000	1
+140.0	5.0	1	28000	1
+145.0	5.0	1	29000	1
+150.0	5.0	1	30000	1
+155.0	5.0	1	31000	1
+160.0	5.0	1	32000	1
+165.0	5.0	1	33000	1
+170.0	5.0	1	34000	1
+175.0	5.0	1	35000	1

sourcedata/braindecode/sub-13/eeg/sub-13_task-mentalArithmetic_desc-preproc_channels.tsv

@@ -0,0 +1,20 @@
+name	type	units	low_cutoff	high_cutoff	description	sampling_frequency	status	status_description
+Fp1	EEG	V	0.5	45.0	ElectroEncephaloGram	200.0	good	n/a
+Fp2	EEG	V	0.5	45.0	ElectroEncephaloGram	200.0	good	n/a
+F3	EEG	V	0.5	45.0	ElectroEncephaloGram	200.0	good	n/a
+F4	EEG	V	0.5	45.0	ElectroEncephaloGram	200.0	good	n/a
+F7	EEG	V	0.5	45.0	ElectroEncephaloGram	200.0	good	n/a
+F8	EEG	V	0.5	45.0	ElectroEncephaloGram	200.0	good	n/a
+T3	EEG	V	0.5	45.0	ElectroEncephaloGram	200.0	good	n/a
+T4	EEG	V	0.5	45.0	ElectroEncephaloGram	200.0	good	n/a
+C3	EEG	V	0.5	45.0	ElectroEncephaloGram	200.0	good	n/a
+C4	EEG	V	0.5	45.0	ElectroEncephaloGram	200.0	good	n/a
+T5	EEG	V	0.5	45.0	ElectroEncephaloGram	200.0	good	n/a
+T6	EEG	V	0.5	45.0	ElectroEncephaloGram	200.0	good	n/a
+P3	EEG	V	0.5	45.0	ElectroEncephaloGram	200.0	good	n/a
+P4	EEG	V	0.5	45.0	ElectroEncephaloGram	200.0	good	n/a
+O1	EEG	V	0.5	45.0	ElectroEncephaloGram	200.0	good	n/a
+O2	EEG	V	0.5	45.0	ElectroEncephaloGram	200.0	good	n/a
+Fz	EEG	V	0.5	45.0	ElectroEncephaloGram	200.0	good	n/a
+Cz	EEG	V	0.5	45.0	ElectroEncephaloGram	200.0	good	n/a
+Pz	EEG	V	0.5	45.0	ElectroEncephaloGram	200.0	good	n/a

sourcedata/braindecode/sub-13/eeg/sub-13_task-mentalArithmetic_desc-preproc_events.tsv

@@ -0,0 +1,13 @@
+onset	duration	trial_type	sample	value
+0.0	5.0	0	0	0
+5.0	5.0	0	1000	0
+10.0	5.0	0	2000	0
+15.0	5.0	0	3000	0
+20.0	5.0	0	4000	0
+25.0	5.0	0	5000	0
+30.0	5.0	0	6000	0
+35.0	5.0	0	7000	0
+40.0	5.0	0	8000	0
+45.0	5.0	0	9000	0
+50.0	5.0	0	10000	0
+55.0	5.0	0	11000	0

sourcedata/braindecode/sub-13/eeg/sub-13_task-rest_desc-preproc_channels.tsv

@@ -0,0 +1,20 @@
+name	type	units	low_cutoff	high_cutoff	description	sampling_frequency	status	status_description
+Fp1	EEG	V	0.1000000014901161	100.0	ElectroEncephaloGram	200.0	good	n/a
+Fp2	EEG	V	0.1000000014901161	100.0	ElectroEncephaloGram	200.0	good	n/a
+F3	EEG	V	0.1000000014901161	100.0	ElectroEncephaloGram	200.0	good	n/a
+F4	EEG	V	0.1000000014901161	100.0	ElectroEncephaloGram	200.0	good	n/a
+F7	EEG	V	0.1000000014901161	100.0	ElectroEncephaloGram	200.0	good	n/a
+F8	EEG	V	0.1000000014901161	100.0	ElectroEncephaloGram	200.0	good	n/a
+T3	EEG	V	0.1000000014901161	100.0	ElectroEncephaloGram	200.0	good	n/a
+T4	EEG	V	0.1000000014901161	100.0	ElectroEncephaloGram	200.0	good	n/a
+C3	EEG	V	0.1000000014901161	100.0	ElectroEncephaloGram	200.0	good	n/a
+C4	EEG	V	0.1000000014901161	100.0	ElectroEncephaloGram	200.0	good	n/a
+T5	EEG	V	0.1000000014901161	100.0	ElectroEncephaloGram	200.0	good	n/a
+T6	EEG	V	0.1000000014901161	100.0	ElectroEncephaloGram	200.0	good	n/a
+P3	EEG	V	0.1000000014901161	100.0	ElectroEncephaloGram	200.0	good	n/a
+P4	EEG	V	0.1000000014901161	100.0	ElectroEncephaloGram	200.0	good	n/a
+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
+Fz	EEG	V	0.1000000014901161	100.0	ElectroEncephaloGram	200.0	good	n/a
+Cz	EEG	V	0.1000000014901161	100.0	ElectroEncephaloGram	200.0	good	n/a
+Pz	EEG	V	0.1000000014901161	100.0	ElectroEncephaloGram	200.0	good	n/a

sourcedata/braindecode/sub-13/eeg/sub-13_task-rest_desc-preproc_eeg.json

@@ -0,0 +1,19 @@
+{
+  "TaskName": "rest",
+  "Manufacturer": "n/a",
+  "PowerLineFrequency": "n/a",
+  "SamplingFrequency": 200.0,
+  "SoftwareFilters": "n/a",
+  "RecordingDuration": 179.82,
+  "RecordingType": "epoched",
+  "EEGReference": "n/a",
+  "EEGGround": "n/a",
+  "EEGPlacementScheme": "based on the extended 10/20 system",
+  "EEGChannelCount": 19,
+  "EOGChannelCount": 0,
+  "ECGChannelCount": 0,
+  "EMGChannelCount": 0,
+  "MiscChannelCount": 0,
+  "TriggerChannelCount": 0,
+  "EpochLength": 4.995
+}

sourcedata/braindecode/sub-13/eeg/sub-13_task-rest_desc-preproc_events.tsv

@@ -0,0 +1,37 @@
+onset	duration	trial_type	sample	value
+0.0	5.0	1	0	1
+5.0	5.0	1	1000	1
+10.0	5.0	1	2000	1
+15.0	5.0	1	3000	1
+20.0	5.0	1	4000	1
+25.0	5.0	1	5000	1
+30.0	5.0	1	6000	1
+35.0	5.0	1	7000	1
+40.0	5.0	1	8000	1
+45.0	5.0	1	9000	1
+50.0	5.0	1	10000	1
+55.0	5.0	1	11000	1
+60.0	5.0	1	12000	1
+65.0	5.0	1	13000	1
+70.0	5.0	1	14000	1
+75.0	5.0	1	15000	1
+80.0	5.0	1	16000	1
+85.0	5.0	1	17000	1
+90.0	5.0	1	18000	1
+95.0	5.0	1	19000	1
+100.0	5.0	1	20000	1
+105.0	5.0	1	21000	1
+110.0	5.0	1	22000	1
+115.0	5.0	1	23000	1
+120.0	5.0	1	24000	1
+125.0	5.0	1	25000	1
+130.0	5.0	1	26000	1
+135.0	5.0	1	27000	1
+140.0	5.0	1	28000	1
+145.0	5.0	1	29000	1
+150.0	5.0	1	30000	1
+155.0	5.0	1	31000	1
+160.0	5.0	1	32000	1
+165.0	5.0	1	33000	1
+170.0	5.0	1	34000	1
+175.0	5.0	1	35000	1

sourcedata/braindecode/sub-19/eeg/sub-19_task-mentalArithmetic_desc-preproc_eeg.json

@@ -0,0 +1,19 @@
+{
+  "TaskName": "mentalArithmetic",
+  "Manufacturer": "n/a",
+  "PowerLineFrequency": "n/a",
+  "SamplingFrequency": 200.0,
+  "SoftwareFilters": "n/a",
+  "RecordingDuration": 59.94,
+  "RecordingType": "epoched",
+  "EEGReference": "n/a",
+  "EEGGround": "n/a",
+  "EEGPlacementScheme": "based on the extended 10/20 system",
+  "EEGChannelCount": 19,
+  "EOGChannelCount": 0,
+  "ECGChannelCount": 0,
+  "EMGChannelCount": 0,
+  "MiscChannelCount": 0,
+  "TriggerChannelCount": 0,
+  "EpochLength": 4.995
+}

sourcedata/braindecode/sub-19/eeg/sub-19_task-rest_desc-preproc_channels.tsv

@@ -0,0 +1,20 @@
+name	type	units	low_cutoff	high_cutoff	description	sampling_frequency	status	status_description
+Fp1	EEG	V	0.1000000014901161	100.0	ElectroEncephaloGram	200.0	good	n/a
+Fp2	EEG	V	0.1000000014901161	100.0	ElectroEncephaloGram	200.0	good	n/a
+F3	EEG	V	0.1000000014901161	100.0	ElectroEncephaloGram	200.0	good	n/a
+F4	EEG	V	0.1000000014901161	100.0	ElectroEncephaloGram	200.0	good	n/a
+F7	EEG	V	0.1000000014901161	100.0	ElectroEncephaloGram	200.0	good	n/a
+F8	EEG	V	0.1000000014901161	100.0	ElectroEncephaloGram	200.0	good	n/a
+T3	EEG	V	0.1000000014901161	100.0	ElectroEncephaloGram	200.0	good	n/a
+T4	EEG	V	0.1000000014901161	100.0	ElectroEncephaloGram	200.0	good	n/a
+C3	EEG	V	0.1000000014901161	100.0	ElectroEncephaloGram	200.0	good	n/a
+C4	EEG	V	0.1000000014901161	100.0	ElectroEncephaloGram	200.0	good	n/a
+T5	EEG	V	0.1000000014901161	100.0	ElectroEncephaloGram	200.0	good	n/a
+T6	EEG	V	0.1000000014901161	100.0	ElectroEncephaloGram	200.0	good	n/a
+P3	EEG	V	0.1000000014901161	100.0	ElectroEncephaloGram	200.0	good	n/a
+P4	EEG	V	0.1000000014901161	100.0	ElectroEncephaloGram	200.0	good	n/a
+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
+Fz	EEG	V	0.1000000014901161	100.0	ElectroEncephaloGram	200.0	good	n/a
+Cz	EEG	V	0.1000000014901161	100.0	ElectroEncephaloGram	200.0	good	n/a
+Pz	EEG	V	0.1000000014901161	100.0	ElectroEncephaloGram	200.0	good	n/a

sourcedata/braindecode/sub-19/eeg/sub-19_task-rest_desc-preproc_eeg.json

@@ -0,0 +1,19 @@
+{
+  "TaskName": "rest",
+  "Manufacturer": "n/a",
+  "PowerLineFrequency": "n/a",
+  "SamplingFrequency": 200.0,
+  "SoftwareFilters": "n/a",
+  "RecordingDuration": 179.82,
+  "RecordingType": "epoched",
+  "EEGReference": "n/a",
+  "EEGGround": "n/a",
+  "EEGPlacementScheme": "based on the extended 10/20 system",
+  "EEGChannelCount": 19,
+  "EOGChannelCount": 0,
+  "ECGChannelCount": 0,
+  "EMGChannelCount": 0,
+  "MiscChannelCount": 0,
+  "TriggerChannelCount": 0,
+  "EpochLength": 4.995
+}

sourcedata/braindecode/sub-19/eeg/sub-19_task-rest_desc-preproc_events.tsv

@@ -0,0 +1,37 @@
+onset	duration	trial_type	sample	value
+0.0	5.0	1	0	1
+5.0	5.0	1	1000	1
+10.0	5.0	1	2000	1
+15.0	5.0	1	3000	1
+20.0	5.0	1	4000	1
+25.0	5.0	1	5000	1
+30.0	5.0	1	6000	1
+35.0	5.0	1	7000	1
+40.0	5.0	1	8000	1
+45.0	5.0	1	9000	1
+50.0	5.0	1	10000	1
+55.0	5.0	1	11000	1
+60.0	5.0	1	12000	1
+65.0	5.0	1	13000	1
+70.0	5.0	1	14000	1
+75.0	5.0	1	15000	1
+80.0	5.0	1	16000	1
+85.0	5.0	1	17000	1
+90.0	5.0	1	18000	1
+95.0	5.0	1	19000	1
+100.0	5.0	1	20000	1
+105.0	5.0	1	21000	1
+110.0	5.0	1	22000	1
+115.0	5.0	1	23000	1
+120.0	5.0	1	24000	1
+125.0	5.0	1	25000	1
+130.0	5.0	1	26000	1
+135.0	5.0	1	27000	1
+140.0	5.0	1	28000	1
+145.0	5.0	1	29000	1
+150.0	5.0	1	30000	1
+155.0	5.0	1	31000	1
+160.0	5.0	1	32000	1
+165.0	5.0	1	33000	1
+170.0	5.0	1	34000	1
+175.0	5.0	1	35000	1

sourcedata/braindecode/sub-23/eeg/sub-23_task-mentalArithmetic_desc-preproc_channels.tsv

@@ -0,0 +1,20 @@
+name	type	units	low_cutoff	high_cutoff	description	sampling_frequency	status	status_description
+Fp1	EEG	V	0.5	45.0	ElectroEncephaloGram	200.0	good	n/a
+Fp2	EEG	V	0.5	45.0	ElectroEncephaloGram	200.0	good	n/a
+F3	EEG	V	0.5	45.0	ElectroEncephaloGram	200.0	good	n/a
+F4	EEG	V	0.5	45.0	ElectroEncephaloGram	200.0	good	n/a
+F7	EEG	V	0.5	45.0	ElectroEncephaloGram	200.0	good	n/a
+F8	EEG	V	0.5	45.0	ElectroEncephaloGram	200.0	good	n/a
+T3	EEG	V	0.5	45.0	ElectroEncephaloGram	200.0	good	n/a
+T4	EEG	V	0.5	45.0	ElectroEncephaloGram	200.0	good	n/a
+C3	EEG	V	0.5	45.0	ElectroEncephaloGram	200.0	good	n/a
+C4	EEG	V	0.5	45.0	ElectroEncephaloGram	200.0	good	n/a
+T5	EEG	V	0.5	45.0	ElectroEncephaloGram	200.0	good	n/a
+T6	EEG	V	0.5	45.0	ElectroEncephaloGram	200.0	good	n/a
+P3	EEG	V	0.5	45.0	ElectroEncephaloGram	200.0	good	n/a
+P4	EEG	V	0.5	45.0	ElectroEncephaloGram	200.0	good	n/a
+O1	EEG	V	0.5	45.0	ElectroEncephaloGram	200.0	good	n/a
+O2	EEG	V	0.5	45.0	ElectroEncephaloGram	200.0	good	n/a
+Fz	EEG	V	0.5	45.0	ElectroEncephaloGram	200.0	good	n/a
+Cz	EEG	V	0.5	45.0	ElectroEncephaloGram	200.0	good	n/a
+Pz	EEG	V	0.5	45.0	ElectroEncephaloGram	200.0	good	n/a

sourcedata/braindecode/sub-23/eeg/sub-23_task-mentalArithmetic_desc-preproc_events.tsv

@@ -0,0 +1,13 @@
+onset	duration	trial_type	sample	value
+0.0	5.0	0	0	0
+5.0	5.0	0	1000	0
+10.0	5.0	0	2000	0
+15.0	5.0	0	3000	0
+20.0	5.0	0	4000	0
+25.0	5.0	0	5000	0
+30.0	5.0	0	6000	0
+35.0	5.0	0	7000	0
+40.0	5.0	0	8000	0
+45.0	5.0	0	9000	0
+50.0	5.0	0	10000	0
+55.0	5.0	0	11000	0

sourcedata/braindecode/sub-23/eeg/sub-23_task-rest_desc-preproc_eeg.json

@@ -0,0 +1,19 @@
+{
+  "TaskName": "rest",
+  "Manufacturer": "n/a",
+  "PowerLineFrequency": "n/a",
+  "SamplingFrequency": 200.0,
+  "SoftwareFilters": "n/a",
+  "RecordingDuration": 179.82,
+  "RecordingType": "epoched",
+  "EEGReference": "n/a",
+  "EEGGround": "n/a",
+  "EEGPlacementScheme": "based on the extended 10/20 system",
+  "EEGChannelCount": 19,
+  "EOGChannelCount": 0,
+  "ECGChannelCount": 0,
+  "EMGChannelCount": 0,
+  "MiscChannelCount": 0,
+  "TriggerChannelCount": 0,
+  "EpochLength": 4.995
+}

sourcedata/braindecode/sub-23/eeg/sub-23_task-rest_desc-preproc_events.tsv

@@ -0,0 +1,37 @@
+onset	duration	trial_type	sample	value
+0.0	5.0	1	0	1
+5.0	5.0	1	1000	1
+10.0	5.0	1	2000	1
+15.0	5.0	1	3000	1
+20.0	5.0	1	4000	1
+25.0	5.0	1	5000	1
+30.0	5.0	1	6000	1
+35.0	5.0	1	7000	1
+40.0	5.0	1	8000	1
+45.0	5.0	1	9000	1
+50.0	5.0	1	10000	1
+55.0	5.0	1	11000	1
+60.0	5.0	1	12000	1
+65.0	5.0	1	13000	1
+70.0	5.0	1	14000	1
+75.0	5.0	1	15000	1
+80.0	5.0	1	16000	1
+85.0	5.0	1	17000	1
+90.0	5.0	1	18000	1
+95.0	5.0	1	19000	1
+100.0	5.0	1	20000	1
+105.0	5.0	1	21000	1
+110.0	5.0	1	22000	1
+115.0	5.0	1	23000	1
+120.0	5.0	1	24000	1
+125.0	5.0	1	25000	1
+130.0	5.0	1	26000	1
+135.0	5.0	1	27000	1
+140.0	5.0	1	28000	1
+145.0	5.0	1	29000	1
+150.0	5.0	1	30000	1
+155.0	5.0	1	31000	1
+160.0	5.0	1	32000	1
+165.0	5.0	1	33000	1
+170.0	5.0	1	34000	1
+175.0	5.0	1	35000	1

sourcedata/braindecode/sub-24/eeg/sub-24_task-mentalArithmetic_desc-preproc_channels.tsv

@@ -0,0 +1,20 @@
+name	type	units	low_cutoff	high_cutoff	description	sampling_frequency	status	status_description
+Fp1	EEG	V	0.1000000014901161	100.0	ElectroEncephaloGram	200.0	good	n/a
+Fp2	EEG	V	0.1000000014901161	100.0	ElectroEncephaloGram	200.0	good	n/a
+F3	EEG	V	0.1000000014901161	100.0	ElectroEncephaloGram	200.0	good	n/a
+F4	EEG	V	0.1000000014901161	100.0	ElectroEncephaloGram	200.0	good	n/a
+F7	EEG	V	0.1000000014901161	100.0	ElectroEncephaloGram	200.0	good	n/a
+F8	EEG	V	0.1000000014901161	100.0	ElectroEncephaloGram	200.0	good	n/a
+T3	EEG	V	0.1000000014901161	100.0	ElectroEncephaloGram	200.0	good	n/a
+T4	EEG	V	0.1000000014901161	100.0	ElectroEncephaloGram	200.0	good	n/a
+C3	EEG	V	0.1000000014901161	100.0	ElectroEncephaloGram	200.0	good	n/a
+C4	EEG	V	0.1000000014901161	100.0	ElectroEncephaloGram	200.0	good	n/a
+T5	EEG	V	0.1000000014901161	100.0	ElectroEncephaloGram	200.0	good	n/a
+T6	EEG	V	0.1000000014901161	100.0	ElectroEncephaloGram	200.0	good	n/a
+P3	EEG	V	0.1000000014901161	100.0	ElectroEncephaloGram	200.0	good	n/a
+P4	EEG	V	0.1000000014901161	100.0	ElectroEncephaloGram	200.0	good	n/a
+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
+Fz	EEG	V	0.1000000014901161	100.0	ElectroEncephaloGram	200.0	good	n/a
+Cz	EEG	V	0.1000000014901161	100.0	ElectroEncephaloGram	200.0	good	n/a
+Pz	EEG	V	0.1000000014901161	100.0	ElectroEncephaloGram	200.0	good	n/a

sourcedata/braindecode/sub-24/eeg/sub-24_task-mentalArithmetic_desc-preproc_eeg.json

@@ -0,0 +1,19 @@
+{
+  "TaskName": "mentalArithmetic",
+  "Manufacturer": "n/a",
+  "PowerLineFrequency": "n/a",
+  "SamplingFrequency": 200.0,
+  "SoftwareFilters": "n/a",
+  "RecordingDuration": 59.94,
+  "RecordingType": "epoched",
+  "EEGReference": "n/a",
+  "EEGGround": "n/a",
+  "EEGPlacementScheme": "based on the extended 10/20 system",
+  "EEGChannelCount": 19,
+  "EOGChannelCount": 0,
+  "ECGChannelCount": 0,
+  "EMGChannelCount": 0,
+  "MiscChannelCount": 0,
+  "TriggerChannelCount": 0,
+  "EpochLength": 4.995
+}

sourcedata/braindecode/sub-24/eeg/sub-24_task-mentalArithmetic_desc-preproc_events.tsv

@@ -0,0 +1,13 @@
+onset	duration	trial_type	sample	value
+0.0	5.0	0	0	0
+5.0	5.0	0	1000	0
+10.0	5.0	0	2000	0
+15.0	5.0	0	3000	0
+20.0	5.0	0	4000	0
+25.0	5.0	0	5000	0
+30.0	5.0	0	6000	0
+35.0	5.0	0	7000	0
+40.0	5.0	0	8000	0
+45.0	5.0	0	9000	0
+50.0	5.0	0	10000	0
+55.0	5.0	0	11000	0

sourcedata/braindecode/sub-24/eeg/sub-24_task-rest_desc-preproc_channels.tsv

@@ -0,0 +1,20 @@
+name	type	units	low_cutoff	high_cutoff	description	sampling_frequency	status	status_description
+Fp1	EEG	V	0.1000000014901161	100.0	ElectroEncephaloGram	200.0	good	n/a
+Fp2	EEG	V	0.1000000014901161	100.0	ElectroEncephaloGram	200.0	good	n/a
+F3	EEG	V	0.1000000014901161	100.0	ElectroEncephaloGram	200.0	good	n/a
+F4	EEG	V	0.1000000014901161	100.0	ElectroEncephaloGram	200.0	good	n/a
+F7	EEG	V	0.1000000014901161	100.0	ElectroEncephaloGram	200.0	good	n/a
+F8	EEG	V	0.1000000014901161	100.0	ElectroEncephaloGram	200.0	good	n/a
+T3	EEG	V	0.1000000014901161	100.0	ElectroEncephaloGram	200.0	good	n/a
+T4	EEG	V	0.1000000014901161	100.0	ElectroEncephaloGram	200.0	good	n/a
+C3	EEG	V	0.1000000014901161	100.0	ElectroEncephaloGram	200.0	good	n/a
+C4	EEG	V	0.1000000014901161	100.0	ElectroEncephaloGram	200.0	good	n/a
+T5	EEG	V	0.1000000014901161	100.0	ElectroEncephaloGram	200.0	good	n/a
+T6	EEG	V	0.1000000014901161	100.0	ElectroEncephaloGram	200.0	good	n/a
+P3	EEG	V	0.1000000014901161	100.0	ElectroEncephaloGram	200.0	good	n/a
+P4	EEG	V	0.1000000014901161	100.0	ElectroEncephaloGram	200.0	good	n/a
+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
+Fz	EEG	V	0.1000000014901161	100.0	ElectroEncephaloGram	200.0	good	n/a
+Cz	EEG	V	0.1000000014901161	100.0	ElectroEncephaloGram	200.0	good	n/a
+Pz	EEG	V	0.1000000014901161	100.0	ElectroEncephaloGram	200.0	good	n/a

sourcedata/braindecode/sub-24/eeg/sub-24_task-rest_desc-preproc_eeg.json

@@ -0,0 +1,19 @@
+{
+  "TaskName": "rest",
+  "Manufacturer": "n/a",
+  "PowerLineFrequency": "n/a",
+  "SamplingFrequency": 200.0,
+  "SoftwareFilters": "n/a",
+  "RecordingDuration": 179.82,
+  "RecordingType": "epoched",
+  "EEGReference": "n/a",
+  "EEGGround": "n/a",
+  "EEGPlacementScheme": "based on the extended 10/20 system",
+  "EEGChannelCount": 19,
+  "EOGChannelCount": 0,
+  "ECGChannelCount": 0,
+  "EMGChannelCount": 0,
+  "MiscChannelCount": 0,
+  "TriggerChannelCount": 0,
+  "EpochLength": 4.995
+}

sourcedata/braindecode/sub-24/eeg/sub-24_task-rest_desc-preproc_events.tsv

@@ -0,0 +1,37 @@
+onset	duration	trial_type	sample	value
+0.0	5.0	1	0	1
+5.0	5.0	1	1000	1
+10.0	5.0	1	2000	1
+15.0	5.0	1	3000	1
+20.0	5.0	1	4000	1
+25.0	5.0	1	5000	1
+30.0	5.0	1	6000	1
+35.0	5.0	1	7000	1
+40.0	5.0	1	8000	1
+45.0	5.0	1	9000	1
+50.0	5.0	1	10000	1
+55.0	5.0	1	11000	1
+60.0	5.0	1	12000	1
+65.0	5.0	1	13000	1
+70.0	5.0	1	14000	1
+75.0	5.0	1	15000	1
+80.0	5.0	1	16000	1
+85.0	5.0	1	17000	1
+90.0	5.0	1	18000	1
+95.0	5.0	1	19000	1
+100.0	5.0	1	20000	1
+105.0	5.0	1	21000	1
+110.0	5.0	1	22000	1
+115.0	5.0	1	23000	1
+120.0	5.0	1	24000	1
+125.0	5.0	1	25000	1
+130.0	5.0	1	26000	1
+135.0	5.0	1	27000	1
+140.0	5.0	1	28000	1
+145.0	5.0	1	29000	1
+150.0	5.0	1	30000	1
+155.0	5.0	1	31000	1
+160.0	5.0	1	32000	1
+165.0	5.0	1	33000	1
+170.0	5.0	1	34000	1
+175.0	5.0	1	35000	1

sourcedata/braindecode/sub-25/eeg/sub-25_task-mentalArithmetic_desc-preproc_channels.tsv

@@ -0,0 +1,20 @@
+name	type	units	low_cutoff	high_cutoff	description	sampling_frequency	status	status_description
+Fp1	EEG	V	0.5	45.0	ElectroEncephaloGram	200.0	good	n/a
+Fp2	EEG	V	0.5	45.0	ElectroEncephaloGram	200.0	good	n/a
+F3	EEG	V	0.5	45.0	ElectroEncephaloGram	200.0	good	n/a
+F4	EEG	V	0.5	45.0	ElectroEncephaloGram	200.0	good	n/a
+F7	EEG	V	0.5	45.0	ElectroEncephaloGram	200.0	good	n/a
+F8	EEG	V	0.5	45.0	ElectroEncephaloGram	200.0	good	n/a
+T3	EEG	V	0.5	45.0	ElectroEncephaloGram	200.0	good	n/a
+T4	EEG	V	0.5	45.0	ElectroEncephaloGram	200.0	good	n/a
+C3	EEG	V	0.5	45.0	ElectroEncephaloGram	200.0	good	n/a
+C4	EEG	V	0.5	45.0	ElectroEncephaloGram	200.0	good	n/a
+T5	EEG	V	0.5	45.0	ElectroEncephaloGram	200.0	good	n/a
+T6	EEG	V	0.5	45.0	ElectroEncephaloGram	200.0	good	n/a
+P3	EEG	V	0.5	45.0	ElectroEncephaloGram	200.0	good	n/a
+P4	EEG	V	0.5	45.0	ElectroEncephaloGram	200.0	good	n/a
+O1	EEG	V	0.5	45.0	ElectroEncephaloGram	200.0	good	n/a
+O2	EEG	V	0.5	45.0	ElectroEncephaloGram	200.0	good	n/a
+Fz	EEG	V	0.5	45.0	ElectroEncephaloGram	200.0	good	n/a
+Cz	EEG	V	0.5	45.0	ElectroEncephaloGram	200.0	good	n/a
+Pz	EEG	V	0.5	45.0	ElectroEncephaloGram	200.0	good	n/a

sourcedata/braindecode/sub-25/eeg/sub-25_task-mentalArithmetic_desc-preproc_eeg.json

@@ -0,0 +1,19 @@
+{
+  "TaskName": "mentalArithmetic",
+  "Manufacturer": "n/a",
+  "PowerLineFrequency": "n/a",
+  "SamplingFrequency": 200.0,
+  "SoftwareFilters": "n/a",
+  "RecordingDuration": 59.94,
+  "RecordingType": "epoched",
+  "EEGReference": "n/a",
+  "EEGGround": "n/a",
+  "EEGPlacementScheme": "based on the extended 10/20 system",
+  "EEGChannelCount": 19,
+  "EOGChannelCount": 0,
+  "ECGChannelCount": 0,
+  "EMGChannelCount": 0,
+  "MiscChannelCount": 0,
+  "TriggerChannelCount": 0,
+  "EpochLength": 4.995
+}

sourcedata/braindecode/sub-25/eeg/sub-25_task-mentalArithmetic_desc-preproc_events.tsv

@@ -0,0 +1,13 @@
+onset	duration	trial_type	sample	value
+0.0	5.0	0	0	0
+5.0	5.0	0	1000	0
+10.0	5.0	0	2000	0
+15.0	5.0	0	3000	0
+20.0	5.0	0	4000	0
+25.0	5.0	0	5000	0
+30.0	5.0	0	6000	0
+35.0	5.0	0	7000	0
+40.0	5.0	0	8000	0
+45.0	5.0	0	9000	0
+50.0	5.0	0	10000	0
+55.0	5.0	0	11000	0

sourcedata/braindecode/sub-25/eeg/sub-25_task-rest_desc-preproc_channels.tsv

@@ -0,0 +1,20 @@
+name	type	units	low_cutoff	high_cutoff	description	sampling_frequency	status	status_description
+Fp1	EEG	V	0.5	45.0	ElectroEncephaloGram	200.0	good	n/a
+Fp2	EEG	V	0.5	45.0	ElectroEncephaloGram	200.0	good	n/a
+F3	EEG	V	0.5	45.0	ElectroEncephaloGram	200.0	good	n/a
+F4	EEG	V	0.5	45.0	ElectroEncephaloGram	200.0	good	n/a
+F7	EEG	V	0.5	45.0	ElectroEncephaloGram	200.0	good	n/a
+F8	EEG	V	0.5	45.0	ElectroEncephaloGram	200.0	good	n/a
+T3	EEG	V	0.5	45.0	ElectroEncephaloGram	200.0	good	n/a
+T4	EEG	V	0.5	45.0	ElectroEncephaloGram	200.0	good	n/a
+C3	EEG	V	0.5	45.0	ElectroEncephaloGram	200.0	good	n/a
+C4	EEG	V	0.5	45.0	ElectroEncephaloGram	200.0	good	n/a
+T5	EEG	V	0.5	45.0	ElectroEncephaloGram	200.0	good	n/a
+T6	EEG	V	0.5	45.0	ElectroEncephaloGram	200.0	good	n/a
+P3	EEG	V	0.5	45.0	ElectroEncephaloGram	200.0	good	n/a
+P4	EEG	V	0.5	45.0	ElectroEncephaloGram	200.0	good	n/a
+O1	EEG	V	0.5	45.0	ElectroEncephaloGram	200.0	good	n/a
+O2	EEG	V	0.5	45.0	ElectroEncephaloGram	200.0	good	n/a
+Fz	EEG	V	0.5	45.0	ElectroEncephaloGram	200.0	good	n/a
+Cz	EEG	V	0.5	45.0	ElectroEncephaloGram	200.0	good	n/a
+Pz	EEG	V	0.5	45.0	ElectroEncephaloGram	200.0	good	n/a

sourcedata/braindecode/sub-25/eeg/sub-25_task-rest_desc-preproc_eeg.json

@@ -0,0 +1,19 @@
+{
+  "TaskName": "rest",
+  "Manufacturer": "n/a",
+  "PowerLineFrequency": "n/a",
+  "SamplingFrequency": 200.0,
+  "SoftwareFilters": "n/a",
+  "RecordingDuration": 179.82,
+  "RecordingType": "epoched",
+  "EEGReference": "n/a",
+  "EEGGround": "n/a",
+  "EEGPlacementScheme": "based on the extended 10/20 system",
+  "EEGChannelCount": 19,
+  "EOGChannelCount": 0,
+  "ECGChannelCount": 0,
+  "EMGChannelCount": 0,
+  "MiscChannelCount": 0,
+  "TriggerChannelCount": 0,
+  "EpochLength": 4.995
+}

sourcedata/braindecode/sub-25/eeg/sub-25_task-rest_desc-preproc_events.tsv

@@ -0,0 +1,37 @@
+onset	duration	trial_type	sample	value
+0.0	5.0	1	0	1
+5.0	5.0	1	1000	1
+10.0	5.0	1	2000	1
+15.0	5.0	1	3000	1
+20.0	5.0	1	4000	1
+25.0	5.0	1	5000	1
+30.0	5.0	1	6000	1
+35.0	5.0	1	7000	1
+40.0	5.0	1	8000	1
+45.0	5.0	1	9000	1
+50.0	5.0	1	10000	1
+55.0	5.0	1	11000	1
+60.0	5.0	1	12000	1
+65.0	5.0	1	13000	1
+70.0	5.0	1	14000	1
+75.0	5.0	1	15000	1
+80.0	5.0	1	16000	1
+85.0	5.0	1	17000	1
+90.0	5.0	1	18000	1
+95.0	5.0	1	19000	1
+100.0	5.0	1	20000	1
+105.0	5.0	1	21000	1
+110.0	5.0	1	22000	1
+115.0	5.0	1	23000	1
+120.0	5.0	1	24000	1
+125.0	5.0	1	25000	1
+130.0	5.0	1	26000	1
+135.0	5.0	1	27000	1
+140.0	5.0	1	28000	1
+145.0	5.0	1	29000	1
+150.0	5.0	1	30000	1
+155.0	5.0	1	31000	1
+160.0	5.0	1	32000	1
+165.0	5.0	1	33000	1
+170.0	5.0	1	34000	1
+175.0	5.0	1	35000	1

sourcedata/braindecode/sub-29/eeg/sub-29_task-mentalArithmetic_desc-preproc_channels.tsv

@@ -0,0 +1,20 @@
+name	type	units	low_cutoff	high_cutoff	description	sampling_frequency	status	status_description
+Fp1	EEG	V	0.5	45.0	ElectroEncephaloGram	200.0	good	n/a
+Fp2	EEG	V	0.5	45.0	ElectroEncephaloGram	200.0	good	n/a
+F3	EEG	V	0.5	45.0	ElectroEncephaloGram	200.0	good	n/a
+F4	EEG	V	0.5	45.0	ElectroEncephaloGram	200.0	good	n/a
+F7	EEG	V	0.5	45.0	ElectroEncephaloGram	200.0	good	n/a
+F8	EEG	V	0.5	45.0	ElectroEncephaloGram	200.0	good	n/a
+T3	EEG	V	0.5	45.0	ElectroEncephaloGram	200.0	good	n/a
+T4	EEG	V	0.5	45.0	ElectroEncephaloGram	200.0	good	n/a
+C3	EEG	V	0.5	45.0	ElectroEncephaloGram	200.0	good	n/a
+C4	EEG	V	0.5	45.0	ElectroEncephaloGram	200.0	good	n/a
+T5	EEG	V	0.5	45.0	ElectroEncephaloGram	200.0	good	n/a
+T6	EEG	V	0.5	45.0	ElectroEncephaloGram	200.0	good	n/a
+P3	EEG	V	0.5	45.0	ElectroEncephaloGram	200.0	good	n/a
+P4	EEG	V	0.5	45.0	ElectroEncephaloGram	200.0	good	n/a
+O1	EEG	V	0.5	45.0	ElectroEncephaloGram	200.0	good	n/a
+O2	EEG	V	0.5	45.0	ElectroEncephaloGram	200.0	good	n/a
+Fz	EEG	V	0.5	45.0	ElectroEncephaloGram	200.0	good	n/a
+Cz	EEG	V	0.5	45.0	ElectroEncephaloGram	200.0	good	n/a
+Pz	EEG	V	0.5	45.0	ElectroEncephaloGram	200.0	good	n/a

sourcedata/braindecode/sub-29/eeg/sub-29_task-mentalArithmetic_desc-preproc_eeg.json

@@ -0,0 +1,19 @@
+{
+  "TaskName": "mentalArithmetic",
+  "Manufacturer": "n/a",
+  "PowerLineFrequency": "n/a",
+  "SamplingFrequency": 200.0,
+  "SoftwareFilters": "n/a",
+  "RecordingDuration": 59.94,
+  "RecordingType": "epoched",
+  "EEGReference": "n/a",
+  "EEGGround": "n/a",
+  "EEGPlacementScheme": "based on the extended 10/20 system",
+  "EEGChannelCount": 19,
+  "EOGChannelCount": 0,
+  "ECGChannelCount": 0,
+  "EMGChannelCount": 0,
+  "MiscChannelCount": 0,
+  "TriggerChannelCount": 0,
+  "EpochLength": 4.995
+}

sourcedata/braindecode/sub-29/eeg/sub-29_task-mentalArithmetic_desc-preproc_events.tsv

@@ -0,0 +1,13 @@
+onset	duration	trial_type	sample	value
+0.0	5.0	0	0	0
+5.0	5.0	0	1000	0
+10.0	5.0	0	2000	0
+15.0	5.0	0	3000	0
+20.0	5.0	0	4000	0
+25.0	5.0	0	5000	0
+30.0	5.0	0	6000	0
+35.0	5.0	0	7000	0
+40.0	5.0	0	8000	0
+45.0	5.0	0	9000	0
+50.0	5.0	0	10000	0
+55.0	5.0	0	11000	0

sourcedata/braindecode/sub-29/eeg/sub-29_task-rest_desc-preproc_events.tsv

@@ -0,0 +1,37 @@
+onset	duration	trial_type	sample	value
+0.0	5.0	1	0	1
+5.0	5.0	1	1000	1
+10.0	5.0	1	2000	1
+15.0	5.0	1	3000	1
+20.0	5.0	1	4000	1
+25.0	5.0	1	5000	1
+30.0	5.0	1	6000	1
+35.0	5.0	1	7000	1
+40.0	5.0	1	8000	1
+45.0	5.0	1	9000	1
+50.0	5.0	1	10000	1
+55.0	5.0	1	11000	1
+60.0	5.0	1	12000	1
+65.0	5.0	1	13000	1
+70.0	5.0	1	14000	1
+75.0	5.0	1	15000	1
+80.0	5.0	1	16000	1
+85.0	5.0	1	17000	1
+90.0	5.0	1	18000	1
+95.0	5.0	1	19000	1
+100.0	5.0	1	20000	1
+105.0	5.0	1	21000	1
+110.0	5.0	1	22000	1
+115.0	5.0	1	23000	1
+120.0	5.0	1	24000	1
+125.0	5.0	1	25000	1
+130.0	5.0	1	26000	1
+135.0	5.0	1	27000	1
+140.0	5.0	1	28000	1
+145.0	5.0	1	29000	1
+150.0	5.0	1	30000	1
+155.0	5.0	1	31000	1
+160.0	5.0	1	32000	1
+165.0	5.0	1	33000	1
+170.0	5.0	1	34000	1
+175.0	5.0	1	35000	1

sourcedata/braindecode/sub-30/eeg/sub-30_task-mentalArithmetic_desc-preproc_channels.tsv

@@ -0,0 +1,20 @@
+name	type	units	low_cutoff	high_cutoff	description	sampling_frequency	status	status_description
+Fp1	EEG	V	0.1000000014901161	100.0	ElectroEncephaloGram	200.0	good	n/a
+Fp2	EEG	V	0.1000000014901161	100.0	ElectroEncephaloGram	200.0	good	n/a
+F3	EEG	V	0.1000000014901161	100.0	ElectroEncephaloGram	200.0	good	n/a
+F4	EEG	V	0.1000000014901161	100.0	ElectroEncephaloGram	200.0	good	n/a
+F7	EEG	V	0.1000000014901161	100.0	ElectroEncephaloGram	200.0	good	n/a
+F8	EEG	V	0.1000000014901161	100.0	ElectroEncephaloGram	200.0	good	n/a
+T3	EEG	V	0.1000000014901161	100.0	ElectroEncephaloGram	200.0	good	n/a
+T4	EEG	V	0.1000000014901161	100.0	ElectroEncephaloGram	200.0	good	n/a
+C3	EEG	V	0.1000000014901161	100.0	ElectroEncephaloGram	200.0	good	n/a
+C4	EEG	V	0.1000000014901161	100.0	ElectroEncephaloGram	200.0	good	n/a
+T5	EEG	V	0.1000000014901161	100.0	ElectroEncephaloGram	200.0	good	n/a
+T6	EEG	V	0.1000000014901161	100.0	ElectroEncephaloGram	200.0	good	n/a
+P3	EEG	V	0.1000000014901161	100.0	ElectroEncephaloGram	200.0	good	n/a
+P4	EEG	V	0.1000000014901161	100.0	ElectroEncephaloGram	200.0	good	n/a
+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
+Fz	EEG	V	0.1000000014901161	100.0	ElectroEncephaloGram	200.0	good	n/a
+Cz	EEG	V	0.1000000014901161	100.0	ElectroEncephaloGram	200.0	good	n/a
+Pz	EEG	V	0.1000000014901161	100.0	ElectroEncephaloGram	200.0	good	n/a

sourcedata/braindecode/sub-30/eeg/sub-30_task-mentalArithmetic_desc-preproc_eeg.json

@@ -0,0 +1,19 @@
+{
+  "TaskName": "mentalArithmetic",
+  "Manufacturer": "n/a",
+  "PowerLineFrequency": "n/a",
+  "SamplingFrequency": 200.0,
+  "SoftwareFilters": "n/a",
+  "RecordingDuration": 59.94,
+  "RecordingType": "epoched",
+  "EEGReference": "n/a",
+  "EEGGround": "n/a",
+  "EEGPlacementScheme": "based on the extended 10/20 system",
+  "EEGChannelCount": 19,
+  "EOGChannelCount": 0,
+  "ECGChannelCount": 0,
+  "EMGChannelCount": 0,
+  "MiscChannelCount": 0,
+  "TriggerChannelCount": 0,
+  "EpochLength": 4.995
+}

sourcedata/braindecode/sub-30/eeg/sub-30_task-mentalArithmetic_desc-preproc_events.tsv

@@ -0,0 +1,13 @@
+onset	duration	trial_type	sample	value
+0.0	5.0	0	0	0
+5.0	5.0	0	1000	0
+10.0	5.0	0	2000	0
+15.0	5.0	0	3000	0
+20.0	5.0	0	4000	0
+25.0	5.0	0	5000	0
+30.0	5.0	0	6000	0
+35.0	5.0	0	7000	0
+40.0	5.0	0	8000	0
+45.0	5.0	0	9000	0
+50.0	5.0	0	10000	0
+55.0	5.0	0	11000	0

sourcedata/braindecode/sub-30/eeg/sub-30_task-rest_desc-preproc_channels.tsv

@@ -0,0 +1,20 @@
+name	type	units	low_cutoff	high_cutoff	description	sampling_frequency	status	status_description
+Fp1	EEG	V	0.1000000014901161	100.0	ElectroEncephaloGram	200.0	good	n/a
+Fp2	EEG	V	0.1000000014901161	100.0	ElectroEncephaloGram	200.0	good	n/a
+F3	EEG	V	0.1000000014901161	100.0	ElectroEncephaloGram	200.0	good	n/a
+F4	EEG	V	0.1000000014901161	100.0	ElectroEncephaloGram	200.0	good	n/a
+F7	EEG	V	0.1000000014901161	100.0	ElectroEncephaloGram	200.0	good	n/a
+F8	EEG	V	0.1000000014901161	100.0	ElectroEncephaloGram	200.0	good	n/a
+T3	EEG	V	0.1000000014901161	100.0	ElectroEncephaloGram	200.0	good	n/a
+T4	EEG	V	0.1000000014901161	100.0	ElectroEncephaloGram	200.0	good	n/a
+C3	EEG	V	0.1000000014901161	100.0	ElectroEncephaloGram	200.0	good	n/a
+C4	EEG	V	0.1000000014901161	100.0	ElectroEncephaloGram	200.0	good	n/a
+T5	EEG	V	0.1000000014901161	100.0	ElectroEncephaloGram	200.0	good	n/a
+T6	EEG	V	0.1000000014901161	100.0	ElectroEncephaloGram	200.0	good	n/a
+P3	EEG	V	0.1000000014901161	100.0	ElectroEncephaloGram	200.0	good	n/a
+P4	EEG	V	0.1000000014901161	100.0	ElectroEncephaloGram	200.0	good	n/a
+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
+Fz	EEG	V	0.1000000014901161	100.0	ElectroEncephaloGram	200.0	good	n/a
+Cz	EEG	V	0.1000000014901161	100.0	ElectroEncephaloGram	200.0	good	n/a
+Pz	EEG	V	0.1000000014901161	100.0	ElectroEncephaloGram	200.0	good	n/a

sourcedata/braindecode/sub-30/eeg/sub-30_task-rest_desc-preproc_eeg.json

@@ -0,0 +1,19 @@
+{
+  "TaskName": "rest",
+  "Manufacturer": "n/a",
+  "PowerLineFrequency": "n/a",
+  "SamplingFrequency": 200.0,
+  "SoftwareFilters": "n/a",
+  "RecordingDuration": 179.82,
+  "RecordingType": "epoched",
+  "EEGReference": "n/a",
+  "EEGGround": "n/a",
+  "EEGPlacementScheme": "based on the extended 10/20 system",
+  "EEGChannelCount": 19,
+  "EOGChannelCount": 0,
+  "ECGChannelCount": 0,
+  "EMGChannelCount": 0,
+  "MiscChannelCount": 0,
+  "TriggerChannelCount": 0,
+  "EpochLength": 4.995
+}

sourcedata/braindecode/sub-30/eeg/sub-30_task-rest_desc-preproc_events.tsv

@@ -0,0 +1,37 @@
+onset	duration	trial_type	sample	value
+0.0	5.0	1	0	1
+5.0	5.0	1	1000	1
+10.0	5.0	1	2000	1
+15.0	5.0	1	3000	1
+20.0	5.0	1	4000	1
+25.0	5.0	1	5000	1
+30.0	5.0	1	6000	1
+35.0	5.0	1	7000	1
+40.0	5.0	1	8000	1
+45.0	5.0	1	9000	1
+50.0	5.0	1	10000	1
+55.0	5.0	1	11000	1
+60.0	5.0	1	12000	1
+65.0	5.0	1	13000	1
+70.0	5.0	1	14000	1
+75.0	5.0	1	15000	1
+80.0	5.0	1	16000	1
+85.0	5.0	1	17000	1
+90.0	5.0	1	18000	1
+95.0	5.0	1	19000	1
+100.0	5.0	1	20000	1
+105.0	5.0	1	21000	1
+110.0	5.0	1	22000	1
+115.0	5.0	1	23000	1
+120.0	5.0	1	24000	1
+125.0	5.0	1	25000	1
+130.0	5.0	1	26000	1
+135.0	5.0	1	27000	1
+140.0	5.0	1	28000	1
+145.0	5.0	1	29000	1
+150.0	5.0	1	30000	1
+155.0	5.0	1	31000	1
+160.0	5.0	1	32000	1
+165.0	5.0	1	33000	1
+170.0	5.0	1	34000	1
+175.0	5.0	1	35000	1