| --- |
| language: |
| - zh |
| - en |
| tags: |
| - automatic-speech-recognition |
| - code-switching |
| - audio |
| - speech-processing |
| license: cc-by-nc-sa-4.0 |
| task_categories: |
| - automatic-speech-recognition |
| --- |
| |
| ## Dataset Summary |
|
|
| <div align="center"> |
| <img src="https://huggingface.co/front/assets/huggingface_logo-noborder.svg" width="50" height="50"/> |
| </div> |
| |
| This dataset is a curated compilation of **[SECoMiCSC](https://magichub.com/datasets/chinese-english-code-mixing-conversational-speech-corpus/)**, **[DevCECoMiCSC](https://magichub.com/datasets/dev-set-of-chinese-english-code-mixing-conversational-speech-corpus/)**, and **[BAAI/CS-Dialogue](https://huggingface.co/datasets/BAAI/CS-Dialogue)**, specifically processed for Code-Switching ASR research. |
|
|
| ```text |
| root/ |
| ├── audio/ |
| │ ├── SECoMiCSC/ # Chunked segments from SECoMiCSC |
| │ ├── DevCECoMiCSC/ # Chunked segments from DevCECoMiCSC |
| │ └── CS_Dialogue/ # Extracted <MIX> segments from BAAI/CS-Dialogue |
| ├── metadata.jsonl # Universal index containing paths, transcripts, and metadata |
| └── data_preparation.py # Script to reproduce this dataset from raw sources |
| ``` |
|
|
| ## Usage |
|
|
| ```python |
| from datasets import load_dataset, Audio |
| |
| # Load with streaming (Recommended) |
| data = load_dataset("1uckyan/code-switch_chunks", split="train", streaming=True) |
| |
| # Important: Cast to 16kHz |
| data = data.cast_column("audio", Audio(sampling_rate=16000)) |
| |
| for sample in data: |
| print(f"Source: {sample['source']} | Text: {sample['sentence']}") |
| break |
| ``` |
|
|
|
|
| ## Data Sources & Creation |
|
|
|
|
| | Source Dataset | Original Content | Processing / Cleaning Logic | |
| | --- | --- | --- | |
| | **SECoMiCSC** | Conversational Speech | **VAD-based Chunking**: Split >1.8s gaps, merged to 5-15s segments. |
| | **DevCECoMiCSC** | Conversational Speech | **VAD-based Chunking**: Same as above. | |
| | **BAAI/CS-Dialogue** | Dialogue | **Tag Filtering**: Only retained utterances tagged as <MIX> |
|
|
|
|
|
|
| ## Reproducibility |
|
|
| We provide the `data_preparation.py` script in this repository to ensure the transparency and reproducibility of our data processing pipeline. |
|
|
| If you have access to the raw source datasets, you can recreate this specific processed version by running: |
|
|
| ```bash |
| python data_preparation.py \ |
| --secomicsc_root /path/to/local/ASR-SECoMiCSC \ |
| --dev_root /path/to/local/ASR-DevCECoMiCSC \ |
| --cs_dialogue_root /path/to/local/CS_Dialogue/data/short_wav \ |
| --output_dir ./output_Dataset |
| |
| ``` |
|
|
| ## License & Citations |
|
|
| This dataset is a derivative work. We adhere to the licenses of the original source datasets: |
|
|
| * **BAAI/CS-Dialogue**: Licensed under **CC BY-NC-SA 4.0**. |
| * **SECoMiCSC / DevCECoMiCSC**: Please refer to their original publications for usage rights. |
|
|
| If you use this dataset, please cite the original authors of the source datasets and our work. |