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| Modality | Extraction Tool | Output |
|----------|-----------------|--------|
| Video | FFmpeg → I‑frame extraction (1 fps) | JPEG frames, stored in frames/ directory. |
| Audio | OpenAI‑Whisper (large‑v2) → transcriptions + speaker diarization | audio_transcripts/ (JSON). |
| Subtitles | pysrt → token‑level alignment | subtitles/ (SRT + word‑time). |
| Visual Concepts | CLIP (ViT‑B/32) → top‑5 tags per frame | visual_tags/ (CSV). |
| Sentiment | VADER (text) + DeepAffects (audio) | sentiment/ (score ∈ [‑1, 1]). |
All artifacts are stored using the Open Research Corpus (ORC) schema (Mendoza et al., 2024) to facilitate interoperability.