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            ---
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            license:  | 
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            task_categories:
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            - robotics
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            tags:
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            - multi-task
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            - converted
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            - lerobot
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            pretty_name: LIBERO Converted
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            size_categories:
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            - 100K<n<1M
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            ---
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            This is the [LIBERO dataset](https://huggingface.co/datasets/physical-intelligence/libero), **preprocessed by the HuggingFace VLA team to fit the LeRobot framework**.  
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            The dataset is structured for easy use in VLA (Vision-Language-Action) LeRobot training pipelines, so you can easily train and evaluate models without extra preprocessing.
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            ## Dataset Description
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            LIBERO (Language-Integrated Benchmark for Evaluating Robot Manipulation) is a comprehensive benchmark for robot manipulation tasks with natural language instructions. This dataset combines four individual Libero datasets: **Libero-Spatial**, **Libero-Object**, **Libero-Goal** and **Libero-10**. All datasets were taken from the original sources and converted into LeRobot format.
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            - **Homepage**: https://libero-project.github.io
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            - **Paper**: https://arxiv.org/abs/2306.03310
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            - **License**: CC-BY 4.0
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            This converted version maintains all original functionality while providing standardized feature naming conventions.
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            - ** | 
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            - **Tasks**: 40 unique manipulation tasks
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            - **Robot**: Franka Panda 7-DOF arm
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            - **Cameras**: Dual camera setup (main view + wrist camera)
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            - **Resolution**: 256×256 RGB images
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            - **Action Space**: 7-dimensional (6 joint velocities + gripper)
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            - **FPS**: 10 Hz
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            ## Dataset Structure
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            ```
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            ## Conversion Details
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            This dataset was converted from the original LIBERO v2.0 format to LeRobot v2.1 format with the following improvements:
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            1. **Standardized Feature Names**: Renamed keys to follow LeRobot conventions
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            2. **Added Episode Statistics**: Generated `episodes_stats.jsonl` for efficient loading
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            3. **Updated Metadata**: Compatible with latest LeRobot framework
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            4. **Structured Image Keys**: Organized image features under `observation.images.*`
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            5. **Preserved All Data**: No data loss during conversion
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            ### Original to Converted Key Mapping
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            | Original Key | Converted Key |
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            |--------------|---------------|
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            | `image` | `observation.images.image` |
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            | `wrist_image` | `observation.images.image2` |
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            | `state` | `observation.state` |
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            | `actions` | `action` |
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            ## Dataset Statistics
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            - **Total Episodes**: 1,693
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            - **Total Frames**: 273,465
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            - **Average Episode Length**: 161.6 frames
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            - **Dataset Size**: ~35GB
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            - **Format**: LeRobot v2.1
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            ## Citation
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            ```bibtex
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              author={Liu, Bo and Zeng, Yifeng and Patil, Arjun and Mu, Xingyu and Xu, Qingqing and Liu, Ying and Wu, Stone and Liu, Yurong and Tenenbaum, Joshua B and others},
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              journal={arXiv preprint arXiv:2306.03310},
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              year={2023}
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            }
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            ```
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            ## License
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            This dataset is released under the CC-BY 4.0 License, following the original LIBERO dataset licensing.
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            ## Original Dataset
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            - **Original Source**: [physical-intelligence/libero](https://huggingface.co/datasets/physical-intelligence/libero)
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            - **Paper**: [LIBERO: Benchmarking Knowledge Transfer for Lifelong Robot Learning](https://arxiv.org/abs/2306.03310)
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            - **Homepage**: [https://libero-project.github.io](https://libero-project.github.io)
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            ## Conversion Process
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            This dataset was converted using the LeRobot conversion pipeline:
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            1. Downloaded original dataset from HuggingFace Hub
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            2. Applied LeRobot v2.0 to v2.1 conversion
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            3. Renamed features to standard conventions
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            4. Generated episode statistics
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            5. Validated data integrity
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            6. Uploaded with proper metadata
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            For questions about the conversion or issues with the dataset, please open an issue on the [LeRobot repository](https://github.com/huggingface/lerobot).
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            ---
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            license: apache-2.0
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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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            This dataset was created using [LeRobot](https://github.com/huggingface/lerobot).
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            ## Dataset Description
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            - **Homepage:** [More Information Needed]
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            - **Paper:** [More Information Needed]
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            - **License:** apache-2.0
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            ## Dataset Structure
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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": "v3.0",
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                "robot_type": "panda",
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                "total_episodes": 1693,
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                "total_frames": 273465,
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                "total_tasks": 40,
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                "chunks_size": 1000,
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                "fps": 10.0,
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                "splits": {
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                    "train": "0:1693"
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                },
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                "data_path": "data/chunk-{chunk_index:03d}/file-{file_index:03d}.parquet",
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                "video_path": "videos/{video_key}/chunk-{chunk_index:03d}/file-{file_index:03d}.mp4",
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                "features": {
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                    "observation.images.image": {
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                        "dtype": "image",
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                        "shape": [
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                            256,
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                            256,
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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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                        "fps": 10.0
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                    },
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                    "observation.images.image2": {
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                        "dtype": "image",
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                        "shape": [
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                            256,
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                            256,
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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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                        "fps": 10.0
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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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                            "state"
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                        ],
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                        "fps": 10.0
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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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                            "actions"
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                        ],
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                        "fps": 10.0
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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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                        "fps": 10.0
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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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                        "fps": 10.0
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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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                        "fps": 10.0
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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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                        "fps": 10.0
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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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                        "fps": 10.0
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                    }
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                },
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                "data_files_size_in_mb": 100,
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                "video_files_size_in_mb": 500
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            }
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            ```
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            ## Citation
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            **BibTeX:**
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            ```bibtex
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            [More Information Needed]
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            ```
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