WitchesSocialStream/AozoraDivr

Daily bleeding-edge snapshots of everything that came down the public Bluesky firehose, minimally groomed but absolutely NOT privacy-scrubbed. Treat it like you just tapped the fiber yourself.

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TL;DR

• What you get: Real-time posts, replies, likes, follows, blocks, new accounts, profile blobs—pretty much verbatim.
• What we stripped: Only literal garbage (malformed records, Mastodon mirror spam, bridge-bot junk).
• What we kept: Usernames, DIDs, PII, nudes, slurs, doxxes—all still inside.

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Direct Use (good luck)

• Language-model pre-training at internet-scale.
• Memetic-propagation experiments.
• Adversarial red-team corpus.
• Anything that requires authentic, messy micro-blog data.

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Out-of-Scope / Mis-use

• Shipping this as “safe-for-work”.
• Claiming “anonymized dataset” in IRB docs.
• Re-publishing unfiltered subsets.

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Content Warnings (the NSFL edition)

What’s in here?	Frequency	Example mitigation you need to write
Plain-text passwords/keys	~0.001 %	Grep-delete any `/^password
Self-harm imagery descriptions	2–3 %	Hard filter labels & keywords
CSAM pointers	<0.0001 % but non-zero	Hash match, auto-report
Extremist slogans	Same as X/Twitter	Have moderation queues ready
Full-res avatar/banner nudes	Loads	Blur, crop, or drop blobs yourself

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Dataset Layout

One line = one firehose repo#op. No joins done for you.

general.jsonl          → posts, replies (text, facets, labels, media CIDs)
interactions.jsonl     → likes | reposts | follows | blocks (+ `chg: create|delete`)
accounts.jsonl         → new accounts or bio/avi/banner updates

Blob CIDs intact → fetch via https://bsky.social/xrpc/com.atproto.sync.getBlob?did=...&cid=...

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Build Process

1. Connect firehose.
2. Drop malformed CBOR, external-federation junk, & Bridgy bot (HF forums leaks).
3. Push gzipped JSONL to GCS nightly.
4. No further filtering.

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License & Citation

CC-BY-4.0. Fork, scrape, redistribute—just cite:

@misc{bskyaozora-raw,
  title        = {AozoraDiving – Raw Bluesky Firehose},
  author       = {karakarawitch},
  howpublished = {\url{https://huggingface.co/datasets/WitchesSocialStream/bluesky-Aozora-Diving}},
  year         = 2024
}

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