datasets
Training and evaluation data, with the modality, task and licence stated up front. Listed live from the Hugging Face Hub.
pack_toothbrush_Nov19-advantages
Advantage Values for villekuosmanen/pack_toothbrush_Nov19
Pre-computed advantage values for offline RL training.
Source
Dataset: villekuosmanen/pack_toothbrush_Nov19
Value Model: villekuosmanen/rewact_toothbrush_pistar_1.5.0
N-step lookahead: 50
Files
This dataset contains per-episode parquet files with advantage values for each frame.
Usage
from pathlib import Path
import pandas as pd
# Load advantages for a specific episode
advantage_df =… See the full description on the dataset page: https://huggingface.co/datasets/villekuosmanen/pack_toothbrush_Nov19-advantages.dAgger_pack_toothbrush_Nov26-advantages
Advantage Values for villekuosmanen/dAgger_pack_toothbrush_Nov26
Pre-computed advantage values for offline RL training.
Source
Dataset: villekuosmanen/dAgger_pack_toothbrush_Nov26
Value Model: villekuosmanen/rewact_toothbrush_pistar_1.5.0
N-step lookahead: 50
Files
This dataset contains per-episode parquet files with advantage values for each frame.
Usage
from pathlib import Path
import pandas as pd
# Load advantages for a specific episode… See the full description on the dataset page: https://huggingface.co/datasets/villekuosmanen/dAgger_pack_toothbrush_Nov26-advantages.dAgger_pack_toothbrush_Nov22-advantages
Advantage Values for villekuosmanen/dAgger_pack_toothbrush_Nov22
Pre-computed advantage values for offline RL training.
Source
Dataset: villekuosmanen/dAgger_pack_toothbrush_Nov22
Value Model: villekuosmanen/rewact_toothbrush_pistar_1.5.0
N-step lookahead: 50
Files
This dataset contains per-episode parquet files with advantage values for each frame.
Usage
from pathlib import Path
import pandas as pd
# Load advantages for a specific episode… See the full description on the dataset page: https://huggingface.co/datasets/villekuosmanen/dAgger_pack_toothbrush_Nov22-advantages.pack_toothbrush_Nov26-advantages
Advantage Values for villekuosmanen/pack_toothbrush_Nov26
Pre-computed advantage values for offline RL training.
Source
Dataset: villekuosmanen/pack_toothbrush_Nov26
Value Model: villekuosmanen/rewact_toothbrush_pistar_1.5.0
N-step lookahead: 50
Files
This dataset contains per-episode parquet files with advantage values for each frame.
Usage
from pathlib import Path
import pandas as pd
# Load advantages for a specific episode
advantage_df =… See the full description on the dataset page: https://huggingface.co/datasets/villekuosmanen/pack_toothbrush_Nov26-advantages.dAgger_pack_toothbrush_Nov30-advantages
Advantage Values for villekuosmanen/dAgger_pack_toothbrush_Nov30
Pre-computed advantage values for offline RL training.
Source
Dataset: villekuosmanen/dAgger_pack_toothbrush_Nov30
Value Model: villekuosmanen/rewact_toothbrush_pistar_1.5.0
N-step lookahead: 50
Files
This dataset contains per-episode parquet files with advantage values for each frame.
Usage
from pathlib import Path
import pandas as pd
# Load advantages for a specific episode… See the full description on the dataset page: https://huggingface.co/datasets/villekuosmanen/dAgger_pack_toothbrush_Nov30-advantages.grab_tooth_brushdAgger_pack_toothbrush_Nov28-advantages
Advantage Values for villekuosmanen/dAgger_pack_toothbrush_Nov28
Pre-computed advantage values for offline RL training.
Source
Dataset: villekuosmanen/dAgger_pack_toothbrush_Nov28
Value Model: villekuosmanen/rewact_toothbrush_pistar_1.5.0
N-step lookahead: 50
Files
This dataset contains per-episode parquet files with advantage values for each frame.
Usage
from pathlib import Path
import pandas as pd
# Load advantages for a specific episode… See the full description on the dataset page: https://huggingface.co/datasets/villekuosmanen/dAgger_pack_toothbrush_Nov28-advantages.pack_toothbrush_Nov19This dataset was created using LeRobot.
Dataset Structure
meta/info.json:
{
"codebase_version": "v2.1",
"robot_type": "arx5",
"total_episodes": 30,
"total_frames": 23721,
"total_tasks": 1,
"total_videos": 90,
"total_chunks": 1,
"chunks_size": 1000,
"fps": 20,
"splits": {
"train": "0:30"
},
"data_path": "data/chunk-{episode_chunk:03d}/episode_{episode_index:06d}.parquet",
"video_path":… See the full description on the dataset page: https://huggingface.co/datasets/villekuosmanen/pack_toothbrush_Nov19.tooth_extraction_4This dataset was created using LeRobot.
Dataset Structure
meta/info.json:
{
"codebase_version": "v2.0",
"robot_type": "so100",
"total_episodes": 200,
"total_frames": 76053,
"total_tasks": 1,
"total_videos": 400,
"total_chunks": 1,
"chunks_size": 1000,
"fps": 30,
"splits": {
"train": "0:200"
},
"data_path": "data/chunk-{episode_chunk:03d}/episode_{episode_index:06d}.parquet",
"video_path":… See the full description on the dataset page: https://huggingface.co/datasets/samsam0510/tooth_extraction_4.tooth_extraction_3This dataset was created using LeRobot.
Dataset Structure
meta/info.json:
{
"codebase_version": "v2.0",
"robot_type": "so100",
"total_episodes": 100,
"total_frames": 32879,
"total_tasks": 1,
"total_videos": 200,
"total_chunks": 1,
"chunks_size": 1000,
"fps": 30,
"splits": {
"train": "0:100"
},
"data_path": "data/chunk-{episode_chunk:03d}/episode_{episode_index:06d}.parquet",
"video_path":… See the full description on the dataset page: https://huggingface.co/datasets/samsam0510/tooth_extraction_3.toothbrushThis dataset was created using LeRobot.
Dataset Structure
meta/info.json:
{
"codebase_version": "v2.1",
"robot_type": null,
"total_episodes": 2,
"total_frames": 785,
"total_tasks": 1,
"total_videos": 10,
"total_chunks": 1,
"chunks_size": 1000,
"fps": 33,
"splits": {
"train": "0:2"
},
"data_path": "data/chunk-{episode_chunk:03d}/episode_{episode_index:06d}.parquet",
"video_path":… See the full description on the dataset page: https://huggingface.co/datasets/Jinyu220/toothbrush.pickup_toothpicks_2_plus_recovery_bboxestoothbruh_bboxes
toothbruh
This dataset was generated using a phospho starter pack.
This dataset contains a series of episodes recorded with a robot and multiple cameras. It can be directly used to train a policy using imitation learning. It's compatible with LeRobot and RLDS.
dAgger_pack_toothbrush_Dec2This dataset was created using LeRobot.
Dataset Structure
meta/info.json:
{
"codebase_version": "v2.1",
"robot_type": "arx5",
"total_episodes": 30,
"total_frames": 32477,
"total_tasks": 1,
"total_videos": 90,
"total_chunks": 1,
"chunks_size": 1000,
"fps": 20,
"splits": {
"train": "0:30"
},
"data_path": "data/chunk-{episode_chunk:03d}/episode_{episode_index:06d}.parquet",
"video_path":… See the full description on the dataset page: https://huggingface.co/datasets/villekuosmanen/dAgger_pack_toothbrush_Dec2.ffw_bg2_rev4_pick_tooth_brushThis dataset was created using LeRobot.
Dataset Structure
meta/info.json:
{
"codebase_version": "v2.1",
"robot_type": "ffw_bg2_rev4",
"total_episodes": 30,
"total_frames": 4406,
"total_tasks": 1,
"total_videos": 90,
"total_chunks": 1,
"chunks_size": 1000,
"fps": 10,
"splits": {
"train": "0:30"
},
"data_path": "data/chunk-{episode_chunk:03d}/episode_{episode_index:06d}.parquet",
"video_path":… See the full description on the dataset page: https://huggingface.co/datasets/Dongkkka/ffw_bg2_rev4_pick_tooth_brush.dAgger_pack_toothbrush_Dec2-advantages
Advantage Values for villekuosmanen/dAgger_pack_toothbrush_Dec2
Pre-computed advantage values for offline RL training.
Source
Dataset: villekuosmanen/dAgger_pack_toothbrush_Dec2
Value Model: villekuosmanen/rewact_toothbrush_pistar_1.5.0
N-step lookahead: 50
Files
This dataset contains per-episode parquet files with advantage values for each frame.
Usage
from pathlib import Path
import pandas as pd
# Load advantages for a specific episode… See the full description on the dataset page: https://huggingface.co/datasets/villekuosmanen/dAgger_pack_toothbrush_Dec2-advantages.dAgger_pack_toothbrush_Nov28This dataset was created using LeRobot.
Dataset Structure
meta/info.json:
{
"codebase_version": "v2.1",
"robot_type": "arx5",
"total_episodes": 30,
"total_frames": 35163,
"total_tasks": 1,
"total_videos": 90,
"total_chunks": 1,
"chunks_size": 1000,
"fps": 20,
"splits": {
"train": "0:30"
},
"data_path": "data/chunk-{episode_chunk:03d}/episode_{episode_index:06d}.parquet",
"video_path":… See the full description on the dataset page: https://huggingface.co/datasets/villekuosmanen/dAgger_pack_toothbrush_Nov28.dAgger_pack_toothbrush_Nov30This dataset was created using LeRobot.
Dataset Structure
meta/info.json:
{
"codebase_version": "v2.1",
"robot_type": "arx5",
"total_episodes": 30,
"total_frames": 32896,
"total_tasks": 1,
"total_videos": 90,
"total_chunks": 1,
"chunks_size": 1000,
"fps": 20,
"splits": {
"train": "0:30"
},
"data_path": "data/chunk-{episode_chunk:03d}/episode_{episode_index:06d}.parquet",
"video_path":… See the full description on the dataset page: https://huggingface.co/datasets/villekuosmanen/dAgger_pack_toothbrush_Nov30.dAgger_pack_toothbrush_Nov22This dataset was created using LeRobot.
Dataset Structure
meta/info.json:
{
"codebase_version": "v2.1",
"robot_type": "arx5",
"total_episodes": 3,
"total_frames": 3261,
"total_tasks": 1,
"total_videos": 9,
"total_chunks": 1,
"chunks_size": 1000,
"fps": 20,
"splits": {
"train": "0:3"
},
"data_path": "data/chunk-{episode_chunk:03d}/episode_{episode_index:06d}.parquet",
"video_path":… See the full description on the dataset page: https://huggingface.co/datasets/villekuosmanen/dAgger_pack_toothbrush_Nov22.pack_toothbrushThis dataset was created using LeRobot.
Dataset Structure
meta/info.json:
{
"codebase_version": "v2.0",
"robot_type": "arx5",
"total_episodes": 15,
"total_frames": 13845,
"total_tasks": 1,
"total_videos": 45,
"total_chunks": 1,
"chunks_size": 1000,
"fps": 20,
"splits": {
"train": "0:15"
},
"data_path": "data/chunk-{episode_chunk:03d}/episode_{episode_index:06d}.parquet",
"video_path":… See the full description on the dataset page: https://huggingface.co/datasets/villekuosmanen/pack_toothbrush.toothbrush_lfThis dataset was created using LeRobot.
Dataset Structure
meta/info.json:
{
"codebase_version": "v2.1",
"robot_type": null,
"total_episodes": 10,
"total_frames": 2778,
"total_tasks": 1,
"total_videos": 20,
"total_chunks": 1,
"chunks_size": 1000,
"fps": 33,
"splits": {
"train": "0:10"},
"data_path": "data/chunk-{episode_chunk:03d}/episode_{episode_index:06d}.parquet",
"video_path":… See the full description on the dataset page: https://huggingface.co/datasets/iantc104/toothbrush_lf.eval_grab_tooth_brushThis dataset was created using LeRobot.
Dataset Structure
meta/info.json:
{
"codebase_version": "v2.1",
"robot_type": "so101",
"total_episodes": 10,
"total_frames": 8823,
"total_tasks": 1,
"total_videos": 10,
"total_chunks": 1,
"chunks_size": 1000,
"fps": 30,
"splits": {
"train": "0:10"
},
"data_path": "data/chunk-{episode_chunk:03d}/episode_{episode_index:06d}.parquet",
"video_path":… See the full description on the dataset page: https://huggingface.co/datasets/guanfengliu/eval_grab_tooth_brush.ffw_bg2_rev4_pick_tooth_brush_leftThis dataset was created using LeRobot.
Dataset Structure
meta/info.json:
{
"codebase_version": "v2.1",
"robot_type": "ffw_bg2_rev4",
"total_episodes": 30,
"total_frames": 4172,
"total_tasks": 1,
"total_videos": 90,
"total_chunks": 1,
"chunks_size": 1000,
"fps": 10,
"splits": {
"train": "0:30"
},
"data_path": "data/chunk-{episode_chunk:03d}/episode_{episode_index:06d}.parquet",
"video_path":… See the full description on the dataset page: https://huggingface.co/datasets/Dongkkka/ffw_bg2_rev4_pick_tooth_brush_left.eval_grab_tooth_brush_orient2_60kThis dataset was created using LeRobot.
Dataset Structure
meta/info.json:
{
"codebase_version": "v2.1",
"robot_type": "so101",
"total_episodes": 10,
"total_frames": 8943,
"total_tasks": 1,
"total_videos": 10,
"total_chunks": 1,
"chunks_size": 1000,
"fps": 30,
"splits": {
"train": "0:10"
},
"data_path": "data/chunk-{episode_chunk:03d}/episode_{episode_index:06d}.parquet",
"video_path":… See the full description on the dataset page: https://huggingface.co/datasets/guanfengliu/eval_grab_tooth_brush_orient2_60k.omx_f_object-toothlessThis dataset was created using LeRobot.
Dataset Structure
meta/info.json:
{
"codebase_version": "v2.1",
"robot_type": "omx_f",
"total_episodes": 8,
"total_frames": 3607,
"total_tasks": 1,
"total_videos": 8,
"total_chunks": 1,
"chunks_size": 1000,
"fps": 30,
"splits": {
"train": "0:8"
},
"data_path": "data/chunk-{episode_chunk:03d}/episode_{episode_index:06d}.parquet",
"video_path":… See the full description on the dataset page: https://huggingface.co/datasets/jyLee0111/omx_f_object-toothless.eval_act_tooth_extraction_3This dataset was created using LeRobot.
Dataset Structure
meta/info.json:
{
"codebase_version": "v2.0",
"robot_type": "so100",
"total_episodes": 10,
"total_frames": 17799,
"total_tasks": 1,
"total_videos": 20,
"total_chunks": 1,
"chunks_size": 1000,
"fps": 30,
"splits": {
"train": "0:10"
},
"data_path": "data/chunk-{episode_chunk:03d}/episode_{episode_index:06d}.parquet",
"video_path":… See the full description on the dataset page: https://huggingface.co/datasets/samsam0510/eval_act_tooth_extraction_3.part4-put_toothpaste_on_toothbrushThis dataset was created using LeRobot.
Dataset Structure
meta/info.json:
{
"codebase_version": "v3.0",
"robot_type": "hand",
"total_episodes": 1928,
"total_frames": 1276148,
"total_tasks": 7,
"chunks_size": 1000,
"data_files_size_in_mb": 100,
"video_files_size_in_mb": 200,
"fps": 30,
"splits": {
"train": "0:1928"
},
"data_path": "data/chunk-{chunk_index:03d}/file-{file_index:03d}.parquet",
"video_path":… See the full description on the dataset page: https://huggingface.co/datasets/gsethia08/part4-put_toothpaste_on_toothbrush.commercial-tooth-e8f597
commercial-tooth-e8f597
Synthetic weather test data: 53 rows in data.csv.
All values are randomly generated fictional examples, not real observations, products, or user activity. Intended only for CSV loading and pipeline tests; not suitable for scientific or business conclusions. Columns are sampled independently and do not model real-world correlations.
Fields
sample_id: random identifier for this generated sample.
row_id: sequential row number starting at 1.… See the full description on the dataset page: https://huggingface.co/datasets/granitetrail/commercial-tooth-e8f597.pickup_toothpicks_2_recoveryThis dataset was created using LeRobot.
Dataset Structure
meta/info.json:
{
"codebase_version": "v2.1",
"robot_type": "so101_follower",
"total_episodes": 12,
"total_frames": 4813,
"total_tasks": 1,
"total_videos": 24,
"total_chunks": 1,
"chunks_size": 1000,
"fps": 30,
"splits": {
"train": "0:12"
},
"data_path": "data/chunk-{episode_chunk:03d}/episode_{episode_index:06d}.parquet",
"video_path":… See the full description on the dataset page: https://huggingface.co/datasets/Shani123/pickup_toothpicks_2_recovery.pack_electric_toothbrushThis dataset was created using LeRobot.
Dataset Structure
meta/info.json:
{
"codebase_version": "v2.0",
"robot_type": "arx5",
"total_episodes": 10,
"total_frames": 10681,
"total_tasks": 2,
"total_videos": 30,
"total_chunks": 1,
"chunks_size": 1000,
"fps": 20,
"splits": {
"train": "0:10"
},
"data_path": "data/chunk-{episode_chunk:03d}/episode_{episode_index:06d}.parquet",
"video_path":… See the full description on the dataset page: https://huggingface.co/datasets/villekuosmanen/pack_electric_toothbrush.
