license: cc-by-4.0
language:
- en
size_categories:
- n<1K
task_categories:
- text-classification
pretty_name: Mortgage Discrimination Pain Receipt
tags:
- pain-receipt
- defendable-os
- swarm-and-bee
- mr-defendable
- consumer_financial
- tribunal-graded
- free
- cracked
configs:
- config_name: default
data_files:
- split: train
path: data/train.jsonl
Mortgage Discrimination Pain Receipt
"the redlined" — Mr. Defendable
A free pain-receipt dataset from the DefendableOS ecosystem. 9 rows · ready to read · all cited or graded · CC-BY-4.0.
Part of the 100-pack — 100 free pain-receipt datasets dropped from the Defendable Bakery to the open AI-trust community. Different theme per dataset. Same operator voice across all of them.
Tribunal begins before training. No proof, no honey. To the shed.
What's in here
- 9 pain receipts themed
mortgage-discrimination - Sourced from the Defendable Federal Demand Intelligence corpus + the Kimi deep-research intake
- Each row is either HONEY/JELLY/PROPOLIS Tribunal-graded or carries an explicit verification path
Use it for
- AI-trust grading training data (supervised)
- Pain-mode retrieval — index by theme, query by failure mode
- SwarmFixer-style repair loops — feed PROPOLIS rows into your fixer to study what breaks
- Operator voice training — the cracked summaries carry the Mr. Defendable cadence
Doctrine reminder
PROPOLIS rows are the deceiving shine — fabrication looks shippable from the outside. JELLY rows are real signal that needs corroboration. HONEY rows survived the gate. None of this is investment advice, legal advice, or medical advice — these are operator-grade pain receipts published as-is for AI training.
The 100-pack
Browse the rest at huggingface.co/SwarmandBee. All 100 are free. All 100 carry the Defendable doctrine. Take what you need.
Operator + Contact
Swarm and Bee LLC · Florida · D-U-N-S 138652395 · DBA Swarm & Bee AI · a surface of DefendableOS
- Email · build@swarmandbee.ai
- X · @swarmandbee
- LinkedIn · Donovan Mackey (founder)
- GitHub · SudoSuOps
- Hugging Face · SwarmandBee
License
CC-BY-4.0 · attribution to Swarm and Bee LLC. Free to use, share, train on. Cite us when you ship.
Ring ring · to the shed. 🐝