# Dr K Corpus Expansion 2026-06-20 Dr K Corpus Expansion 2026-06-20 records the generated public Healthy Gamer source corpus behind Dr K Buddy. ## Meaning This pass makes [[Dr K Meaning Guide]] more auditable. The guide now has three layers: - a canonical concept map at `/Users/joeniemchak/Developer/10 Systems/codex-collaboration/ontology/DR_K_MEANING_GUIDE.md` - public YouTube title/metadata corpora at `/Users/joeniemchak/Developer/10 Systems/codex-collaboration/ontology/dr-k-corpus/youtube/`, `/Users/joeniemchak/Developer/10 Systems/codex-collaboration/ontology/dr-k-corpus/youtube-shorts/`, `/Users/joeniemchak/Developer/10 Systems/codex-collaboration/ontology/dr-k-corpus/youtube-streams/`, and `/Users/joeniemchak/Developer/10 Systems/codex-collaboration/ontology/dr-k-corpus/youtube-vods/` - a public official-web corpus at `/Users/joeniemchak/Developer/10 Systems/codex-collaboration/ontology/dr-k-corpus/web/` - a public podcast feed corpus at `/Users/joeniemchak/Developer/10 Systems/codex-collaboration/ontology/dr-k-corpus/podcast/` The YouTube corpus indexed 2,901 public Healthy Gamer entries and wrote 2,901 per-entry derived notes: - 968 main uploads - 1,676 Shorts - 220 Streams - 37 VOD-channel videos The current YouTube run is title/metadata-derived. Transcript extraction was attempted earlier, but the current environment hit public caption access limits: the transcript API reported IP blocking and the YouTube caption-download route returned HTTP 429 rate-limit responses. The web corpus processed 148 public Healthy Gamer, HG Institute, and Healthy Gamer Foundation resources, including 106 blog URLs, with 0 fetch failures. The podcast corpus indexed 582 public HealthyGamerGG feed episodes from `https://feeds.megaphone.fm/NSR7100634184`, with Apple Podcasts as the public directory anchor. No corpus stores raw transcripts, raw page text, raw episode descriptions, or podcast audio. ## Source Of Meaning This note is grounded in [[Dr K Source Intake 2026-06-20]], [[Dr K Meaning Guide]], and the generated corpus files: - `/Users/joeniemchak/Developer/10 Systems/codex-collaboration/ontology/dr-k-corpus/youtube/manifest.json` - `/Users/joeniemchak/Developer/10 Systems/codex-collaboration/ontology/dr-k-corpus/youtube/topic-rollups.md` - `/Users/joeniemchak/Developer/10 Systems/codex-collaboration/ontology/dr-k-corpus/youtube-shorts/manifest.json` - `/Users/joeniemchak/Developer/10 Systems/codex-collaboration/ontology/dr-k-corpus/youtube-streams/manifest.json` - `/Users/joeniemchak/Developer/10 Systems/codex-collaboration/ontology/dr-k-corpus/youtube-vods/manifest.json` - `/Users/joeniemchak/Developer/10 Systems/codex-collaboration/ontology/dr-k-corpus/web/manifest.json` - `/Users/joeniemchak/Developer/10 Systems/codex-collaboration/ontology/dr-k-corpus/web/web-resource-index.md` - `/Users/joeniemchak/Developer/10 Systems/codex-collaboration/ontology/dr-k-corpus/podcast/manifest.json` - `/Users/joeniemchak/Developer/10 Systems/codex-collaboration/ontology/dr-k-corpus/podcast/podcast-topic-index.md` ## Strongest Signals The generated corpus reinforces these Dr. K meaning clusters: - addiction, gaming, dopamine, scrolling, and digital wellness - relationships, dating, sex, attachment, attraction, and communication - male mental health, loneliness, isolation, friendship, and help-seeking - giftedness, burnout, school, career, work, and learning - motivation, procrastination, discipline, willpower, resistance, and action - parenting, family systems, ADHD, parent-child alliance, and gaming conflict - anxiety, depression, purpose, nihilism, emotional processing, and clinical boundary - meditation, ego, dharma, karma, samskara, Ayurveda, and spiritual self-study - podcast-specific density around relationships, emotions, gifted burnout, men's isolation, anxiety, addiction, motivation, ADHD, AI/digital risk, and spirituality ## Relationship Over Time This corpus should be rerun when public YouTube captions and podcast transcript/audio extraction are accessible without IP/rate-limit blocking. The rerun should keep the same copyright boundary: process raw transcript or episode text temporarily, store only derived metadata and summaries, and never create a raw transcript dump. ## Links - [[Dr K Source Intake 2026-06-20]] - [[Dr K Meaning Guide]] - [[Dr K Comparison Queue 2026-06-20]] - [[Meaning Guide Steward]] - [[Well-being Source Layer]] ## Tensions Title/metadata coverage is broad but shallow. Transcript-level coverage would be narrower to obtain but deeper. The current map should therefore use the corpus for navigation and emphasis, not as proof that every nuance of every video has been semantically extracted. ## Question Which high-density Dr. K cluster should become the next transcript-level extraction target when caption access is available?