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  ---
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- dataset_info:
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- features:
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- - name: observation.state
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- sequence: float32
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- - name: action
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- sequence: float32
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- - name: timestamp
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- dtype: float32
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- - name: episode_index
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- dtype: int64
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- - name: frame_index
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- dtype: int64
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- - name: next.reward
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- dtype: float32
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- - name: next.done
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- dtype: bool
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- - name: index
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- dtype: int64
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- - name: task_index
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- dtype: int64
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- splits:
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- - name: train
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- num_bytes: 489265.65387639246
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- num_examples: 4525
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- download_size: 297977
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- dataset_size: 489265.65387639246
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  configs:
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  - config_name: default
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- data_files:
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- - split: train
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- path: data/train-*
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  ---
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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  ---
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+ license: cc-by-4.0
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+ task_categories:
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+ - robotics
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+ tags:
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+ - LeRobot
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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  configs:
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  - config_name: default
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+ data_files: data/*/*.parquet
 
 
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  ---
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+
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+ This dataset was created using [LeRobot](https://github.com/huggingface/lerobot).
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+
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+ ## Dataset Description
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+
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+
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+
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+ - **Homepage:** https://sites.google.com/view/berkeley-ur5/home
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+ - **Paper:** [More Information Needed]
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+ - **License:** cc-by-4.0
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+
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+ ## Dataset Structure
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+
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+ [meta/info.json](meta/info.json):
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+ ```json
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+ {
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+ "codebase_version": "v2.0",
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+ "robot_type": "unknown",
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+ "total_episodes": 1000,
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+ "total_frames": 97939,
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+ "total_tasks": 5,
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+ "total_videos": 3000,
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+ "total_chunks": 1,
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+ "chunks_size": 1000,
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+ "fps": 5,
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+ "splits": {
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+ "train": "0:1000"
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+ },
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+ "data_path": "data/chunk-{episode_chunk:03d}/episode_{episode_index:06d}.parquet",
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+ "video_path": "videos/chunk-{episode_chunk:03d}/{video_key}/episode_{episode_index:06d}.mp4",
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+ "features": {
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+ "observation.images.image_with_depth": {
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+ "dtype": "video",
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+ "shape": [
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+ 480,
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+ 640,
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+ 3
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+ ],
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+ "names": [
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+ "height",
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+ "width",
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+ "channel"
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+ ],
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+ "video_info": {
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+ "video.fps": 5.0,
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+ "video.codec": "av1",
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+ "video.pix_fmt": "yuv420p",
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+ "video.is_depth_map": false,
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+ "has_audio": false
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+ }
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+ },
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+ "observation.images.image": {
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+ "dtype": "video",
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+ "shape": [
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+ 480,
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+ 640,
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+ 3
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+ ],
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+ "names": [
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+ "height",
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+ "width",
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+ "channel"
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+ ],
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+ "video_info": {
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+ "video.fps": 5.0,
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+ "video.codec": "av1",
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+ "video.pix_fmt": "yuv420p",
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+ "video.is_depth_map": false,
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+ "has_audio": false
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+ }
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+ },
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+ "observation.images.hand_image": {
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+ "dtype": "video",
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+ "shape": [
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+ 480,
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+ 640,
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+ 3
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+ ],
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+ "names": [
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+ "height",
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+ "width",
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+ "channel"
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+ ],
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+ "video_info": {
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+ "video.fps": 5.0,
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+ "video.codec": "av1",
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+ "video.pix_fmt": "yuv420p",
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+ "video.is_depth_map": false,
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+ "has_audio": false
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+ }
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+ },
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+ "language_instruction": {
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+ "dtype": "string",
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+ "shape": [
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+ 1
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+ ],
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+ "names": null
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+ },
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+ "observation.state": {
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+ "dtype": "float32",
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+ "shape": [
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+ 8
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+ ],
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+ "names": {
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+ "motors": [
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+ "motor_0",
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+ "motor_1",
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+ "motor_2",
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+ "motor_3",
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+ "motor_4",
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+ "motor_5",
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+ "motor_6",
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+ "motor_7"
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+ ]
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+ }
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+ },
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+ "action": {
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+ "dtype": "float32",
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+ "shape": [
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+ 7
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+ ],
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+ "names": {
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+ "motors": [
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+ "motor_0",
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+ "motor_1",
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+ "motor_2",
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+ "motor_3",
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+ "motor_4",
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+ "motor_5",
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+ "motor_6"
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+ ]
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+ }
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+ },
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+ "timestamp": {
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+ "dtype": "float32",
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+ "shape": [
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+ 1
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+ ],
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+ "names": null
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+ },
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+ "episode_index": {
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+ "dtype": "int64",
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+ "shape": [
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+ 1
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+ ],
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+ "names": null
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+ },
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+ "frame_index": {
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+ "dtype": "int64",
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+ "shape": [
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+ 1
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+ ],
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+ "names": null
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+ },
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+ "next.reward": {
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+ "dtype": "float32",
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+ "shape": [
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+ 1
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+ ],
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+ "names": null
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+ },
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+ "next.done": {
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+ "dtype": "bool",
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+ "shape": [
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+ 1
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+ ],
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+ "names": null
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+ },
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+ "index": {
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+ "dtype": "int64",
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+ "shape": [
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+ 1
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+ ],
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+ "names": null
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+ },
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+ "task_index": {
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+ "dtype": "int64",
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+ "shape": [
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+ 1
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+ ],
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+ "names": null
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+ }
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+ }
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+ }
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+ ```
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+
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+
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+ ## Citation
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+
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+ **BibTeX:**
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+
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+ ```bibtex
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+ @misc{BerkeleyUR5Website,
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+ title = {Berkeley {UR5} Demonstration Dataset},
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+ author = {Lawrence Yunliang Chen and Simeon Adebola and Ken Goldberg},
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+ howpublished = {https://sites.google.com/view/berkeley-ur5/home},
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+ }
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+ ```