Marina Shiraishi Subindo

The prevalence of this search term also highlights how algorithms game the system.

| Source | Type | Volume | Extraction Tool | |--------|------|--------|-----------------| | Twitter API | Tweets (text, meta) | 1.2 M | Twarc 2.0 | | Niconico API | Video metadata | 78 k | Custom Python scraper | | Discord | Chat logs | 5 GB | Discord.py | | YouTube/TikTok | Video files | 38 min (total) | youtube‑dl, TikTok‑API | | Interviews | Audio transcripts | 6 h | Zoom + Otter.ai | marina shiraishi subindo