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README.md
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@@ -14,7 +14,7 @@ We preprocessed the Visual Accent and Dialect Archive (https://archive.mith.umd.
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This version currently only contains read speech, specifically, readings of the Rainbow Passage, which contains every sound in English.
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Citation:
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```
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@misc{vada,
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title = {{Visual Accent and Dialect Archive}},
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@@ -30,3 +30,47 @@ Citation:
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note = {Accessed on DATE at \url{https://huggingface.co/datasets/Berkeley-NLP/visual_accent_dialect_archive}},
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}
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```
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This version currently only contains read speech, specifically, readings of the Rainbow Passage, which contains every sound in English.
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## Citation:
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```
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@misc{vada,
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title = {{Visual Accent and Dialect Archive}},
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note = {Accessed on DATE at \url{https://huggingface.co/datasets/Berkeley-NLP/visual_accent_dialect_archive}},
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}
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```
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## Loading the dataset (example)
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```python
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from huggingface_hub import snapshot_download
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from datasets import load_dataset, Audio, Video
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repo = "Berkeley-NLP/visual_accent_dialect_archive"
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# Download dataset snapshot (cached by HF)
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root = snapshot_download(repo_id=repo, repo_type="dataset")
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# Load metadata CSV
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ds = load_dataset(
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"csv",
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data_files={"test": f"{root}/test.csv"},
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split="test",
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)
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# Rename path columns
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ds = ds.rename_columns({
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"audio_segment_path": "audio",
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"video_noaudio_segment_path": "video_no_audio",
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"video_withaudio_segment_path": "video_with_audio",
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})
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# Convert repo-relative paths to absolute local paths
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def absolutize(ex):
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ex["audio"] = f"{root}/" + ex["audio"]
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ex["video_no_audio"] = f"{root}/" + ex["video_no_audio"]
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ex["video_with_audio"] = f"{root}/" + ex["video_with_audio"]
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return ex
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ds = ds.map(absolutize)
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# Decode audio and video
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ds = ds.cast_column("audio", Audio())
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ds = ds.cast_column("video_no_audio", Video())
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ds = ds.cast_column("video_with_audio", Video())
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ex = ds[0]
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print(ex["audio"]["sampling_rate"], ex["audio"]["array"].shape)
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print(ex["video_no_audio"])
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print(ex["video_with_audio"])
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```
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