Datasets:
metadata
license: apache-2.0
task_categories:
- robotics
tags:
- tsfile
- timeseries
- time-series
- LeRobot
- emg
- electromyography
- sensor
pretty_name: Forearm EMG Sensor Dataset (TsFile)
size_categories:
- 100K<n<1M
configs:
- config_name: default
data_files:
- split: train
path: data/anaselkhabbaz_sensor_dataset.tsfile
Forearm EMG Sensor Dataset (TsFile)
Apache TsFile version of AnasElkhabbaz/sensor_dataset.
Overview
Surface electromyography (EMG) recordings of the forearm, packaged in the
LeRobot v2.1 layout (robot_type = None). Each episode is one resting-state
recording trial of a subject, sampling three forearm muscle sensors over time.
- Episodes: 32 recording trials.
- Frames: 152,837 timesteps total, sampled at ~3.33 Hz (each trial ≈ 1500 s).
- Tasks: 32, one per episode — each labelled
<Subject>_<Sex>_<N>_Rest(e.g.Billy_Male_1_Rest).task_indexequalsepisode_index. - Sensors: 3 forearm EMG channels — brachioradialis, flexor_carpi_radialis, flexor_carpi_ulnaris.
- Source format: LeRobot v2.1 (no action and no video columns).
Schema (TsFile structure)
- Time (INT64, milliseconds) — per-frame timestamp, restarts at 0 for each
episode (
round(timestamp * 1000); ~300 ms apart at 3.33 Hz). - episode_index (TAG) — trial id (0–31). Query one trial with
WHERE episode_index=0. - task_index (TAG) — task id (equals
episode_index); maps to the subject / trial label inmeta/tasks.jsonl. - frame_index (FIELD, INT64) — frame number within the episode.
- sample_index (FIELD, INT64) — the source global
indexcolumn. - observation_state_0 (FIELD, FLOAT) — brachioradialis EMG.
- observation_state_1 (FIELD, FLOAT) — flexor_carpi_radialis EMG.
- observation_state_2 (FIELD, FLOAT) — flexor_carpi_ulnaris EMG.
The source timestamp column is dropped because it equals Time / 1000.
Usage
Read the .tsfile file with the Apache TsFile Java or Python SDK.
# pip install tsfile
from tsfile import TsFileReader
reader = TsFileReader("data/anaselkhabbaz_sensor_dataset.tsfile")
# query one trial: WHERE episode_index=0
Source & license
- Original dataset: https://huggingface.co/datasets/AnasElkhabbaz/sensor_dataset
- Author / publisher: AnasElkhabbaz
- License: Apache-2.0 (inherited from the original dataset)