v0.1 · cracked pain receipt · part of the SwarmandBee 100-pack

README.md

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+---
+license: cc-by-4.0
+language:
+- en
+size_categories:
+- n<1K
+task_categories:
+- text-classification
+pretty_name: Imposter Scam Pain · $2.95B Lost
+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
+---
+
+# Imposter Scam Pain · $2.95B Lost
+
+> *"the fake call"* — Mr. Defendable
+
+**A free pain-receipt dataset** from the DefendableOS ecosystem. 12 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](https://huggingface.co/SwarmandBee) 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
+
+- **12 pain receipts** themed `imposter-scam-receipts`
+- 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](https://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](https://defendableos.com)
+
+- Email · [build@swarmandbee.ai](mailto:build@swarmandbee.ai)
+- X · [@swarmandbee](https://x.com/swarmandbee)
+- LinkedIn · [Donovan Mackey](https://www.linkedin.com/in/donovan-mackey-89a6063b6/) (founder)
+- GitHub · [SudoSuOps](https://github.com/SudoSuOps)
+- Hugging Face · [SwarmandBee](https://huggingface.co/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.` 🐝

data/train.jsonl

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+{"id": "SIGNAL-0002", "type": "demand", "claim": "Investment scams led to $5.7 billion in losses, followed by imposter scams at $2.95 billion [^3^].", "tribunal_class": "HONEY", "source_file": "research/defendable_dim01_consumer_financial.md"}
+{"id": "SIGNAL-0003", "type": "demand", "claim": "Investment scams led to $5.7 billion in losses, followed by imposter scams at $2.95 billion [^3^].", "tribunal_class": "HONEY", "source_file": "research/defendable_dim01_consumer_financial.md"}
+{"id": "SIGNAL-0034", "type": "demand", "claim": "Investment and Fraud Scams - **Description:** Investment scams, imposter scams, job scams, romance scams targeting consumers through social media, phone, and email - **Example incidents:**   - $5.7 billion lost to investment scams in 2024 [^3^]   - $2.95 billion lost to imposter scams", "tribunal_class": "HONEY", "source_file": "research/defendable_dim01_consumer_financial.md"}
+{"id": "SIGNAL-0035", "type": "demand", "claim": "Investment and Fraud Scams - **Description:** Investment scams, imposter scams, job scams, romance scams targeting consumers through social media, phone, and email - **Example incidents:**   - $5.7 billion lost to investment scams in 2024 [^3^]   - $2.95 billion lost to imposter scams in 2024 [^3^]   - Job scam losses grew from $90 million", "tribunal_class": "HONEY", "source_file": "research/defendable_dim01_consumer_financial.md"}
+{"id": "SIGNAL-0036", "type": "demand", "claim": "job scams, romance scams targeting consumers through social media, phone, and email - **Example incidents:**   - $5.7 billion lost to investment scams in 2024 [^3^]   - $2.95 billion lost to imposter scams in 2024 [^3^]   - Job scam losses grew from $90 million (2020) to $501 million (2024) [^3^]   - 70% of victims contacted via social med", "tribunal_class": "HONEY", "source_file": "research/defendable_dim01_consumer_financial.md"}
+{"id": "SIGNAL-0037", "type": "demand", "claim": "ms targeting consumers through social media, phone, and email - **Example incidents:**   - $5.7 billion lost to investment scams in 2024 [^3^]   - $2.95 billion lost to imposter scams in 2024 [^3^]   - Job scam losses grew from $90 million (2020) to $501 million (2024) [^3^]   - 70% of victims contacted via social media reported losing mone", "tribunal_class": "HONEY", "source_file": "research/defendable_dim01_consumer_financial.md"}
+{"id": "SIGNAL-0038", "type": "demand", "claim": "billion lost to investment scams in 2024 [^3^]   - $2.95 billion lost to imposter scams in 2024 [^3^]   - Job scam losses grew from $90 million (2020) to $501 million (2024) [^3^]   - 70% of victims contacted via social media reported losing money ($1.9 billion total) [^3^]   - Bank transfers led to $2 billion in losses; cryptocurrency $1.", "tribunal_class": "HONEY", "source_file": "research/defendable_dim01_consumer_financial.md"}
+{"id": "SIGNAL-0039", "type": "demand", "claim": "$2.95 billion lost to imposter scams in 2024 [^3^]   - Job scam losses grew from $90 million (2020) to $501 million (2024) [^3^]   - 70% of victims contacted via social media reported losing money ($1.9 billion total) [^3^]   - Bank transfers led to $2 billion in losses; cryptocurrency $1.4 billion [^3^] - **Source:** FTC Consumer Sentine", "tribunal_class": "HONEY", "source_file": "research/defendable_dim01_consumer_financial.md"}
+{"id": "SIGNAL-0044", "type": "demand", "claim": "-----|--------| | 1 | **Monetary Loss \u2014 Direct Fees** | Consumers paid $141M+ in surprise overdraft fees (Regions); $80M+ (Navy Federal); $2B in lost interest (Capital One) | CFPB Consent Orders [^12^][^13^] | | 2 | **Monetary Loss \u2014 Fraud/Theft** | $12.5B in total fraud losses in 2024; $5.7B investment scams; $2.95B imposter scams |", "tribunal_class": "HONEY", "source_file": "research/defendable_dim01_consumer_financial.md"}
+{"id": "SIGNAL-0045", "type": "demand", "claim": "\u2014 Direct Fees** | Consumers paid $141M+ in surprise overdraft fees (Regions); $80M+ (Navy Federal); $2B in lost interest (Capital One) | CFPB Consent Orders [^12^][^13^] | | 2 | **Monetary Loss \u2014 Fraud/Theft** | $12.5B in total fraud losses in 2024; $5.7B investment scams; $2.95B imposter scams | FTC Data Book [^3^] | | 3 | **Credit", "tribunal_class": "HONEY", "source_file": "research/defendable_dim01_consumer_financial.md"}
+{"id": "SIGNAL-0046", "type": "demand", "claim": "ers paid $141M+ in surprise overdraft fees (Regions); $80M+ (Navy Federal); $2B in lost interest (Capital One) | CFPB Consent Orders [^12^][^13^] | | 2 | **Monetary Loss \u2014 Fraud/Theft** | $12.5B in total fraud losses in 2024; $5.7B investment scams; $2.95B imposter scams | FTC Data Book [^3^] | | 3 | **Credit Score Damage** | Consumer", "tribunal_class": "HONEY", "source_file": "research/defendable_dim01_consumer_financial.md"}
+{"id": "SIGNAL-0111", "type": "pricing", "claim": "nts:**   - $5.7 billion lost to investment scams in 2024 [^3^]   - $2.95 billion lost to imposter scams in 2024 [^3^]   - Job scam losses grew from $90 million (2020) to $501 million (2024) [^3^]   - 70% of victims contacted via social media reported losing money ($1.9 billion total", "tribunal_class": "HONEY", "source_file": "research/defendable_dim01_consumer_financial.md"}