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+claims_all_50000.jsonl filter=lfs diff=lfs merge=lfs -text
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README.md

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+---
+language:
+- en
+license: apache-2.0
+tags:
+- insurance
+- uk-insurance
+- sft
+- dpo
+- claims
+- underwriting
+- ner
+- tabular
+- bytical
+task_categories:
+- text-generation
+- text-classification
+- token-classification
+- tabular-classification
+- tabular-regression
+size_categories:
+- 10K<n<100K
+---
+
+# INSUREOS Training Data — Insurance AI Dataset
+
+**Created by [Bytical AI](https://bytical.ai)** — AI agents that run insurance operations.
+
+## Dataset Description
+
+A comprehensive synthetic training dataset for UK insurance AI models. Covers six task types across the complete insurance operations lifecycle.
+
+### Files
+
+| File | Format | Records | Task | Description |
+|------|--------|---------|------|-------------|
+| `insurance_sft_10k.jsonl` | JSONL | 10,000 | SFT | Instruction-response pairs for insurance domain QA |
+| `insurance_dpo_5k.jsonl` | JSONL | 5,000 | DPO | Preference pairs (chosen/rejected) for alignment |
+| `insurance_docs_10k.jsonl` | JSONL | 10,000 | Classification | Insurance documents with 12 class labels |
+| `insurance_ner_8k.jsonl` | JSONL | 8,000 | NER | Insurance text with 13 entity types (BIO tagged) |
+| `claims_all_50000.jsonl` | JSONL | 50,000 | Fraud Detection | Tabular claims data (Motor/Property/Liability) |
+| `claims_motor_25000k.csv` | CSV | 25,000 | Fraud/Pricing | Motor insurance claims with 23+ features |
+| `claims_property_15000k.csv` | CSV | 15,000 | Fraud | Property insurance claims with 20+ features |
+| `claims_liability_10000k.csv` | CSV | 10,000 | Fraud | Liability insurance claims with 14+ features |
+
+### SFT Data Schema
+
+```json
+{
+  "instruction": "What is the FCA Consumer Duty and how does it affect UK insurers?",
+  "response": "The FCA Consumer Duty (PS22/9) came into force on 31 July 2023...",
+  "category": "regulation"
+}
+```
+
+### DPO Data Schema
+
+```json
+{
+  "prompt": "Explain the role of Lloyd's syndicates in the London market.",
+  "chosen": "Lloyd's syndicates are the risk-bearing entities within Lloyd's of London...",
+  "rejected": "Lloyd's is a big insurance company in London..."
+}
+```
+
+### Document Classification Labels (12 classes)
+
+Policy Schedule, Certificate of Insurance, Claim Form, Loss Adjuster Report, Bordereaux — Premium, Bordereaux — Claims, Endorsement, Renewal Notice, Statement of Fact, FNOL Report, Subrogation Notice, Policy Wording
+
+### NER Entity Types (13)
+
+CLAIM_NUMBER, DATE, INSURER, LOB, MGA, MONEY, ORG, PERIL, PERSON, POLICY_NUMBER, POSTCODE, REGULATION, SYNDICATE, VEHICLE
+
+### Coverage Topics
+
+- **Regulation:** FCA Consumer Duty, GDPR, Solvency II, IDD, Senior Managers Regime
+- **Market:** Lloyd's of London, London Market, MGA operations, reinsurance
+- **Claims:** FNOL, triage, reserving, subrogation, fraud indicators
+- **Underwriting:** Risk assessment, pricing factors, exposure management
+- **Operations:** Bordereaux processing, premium collection, policy administration
+
+## How to Use
+
+```python
+from datasets import load_dataset
+
+# Load SFT data
+sft = load_dataset("piyushptiwari/insureos-training-data", data_files="insurance_sft_10k.jsonl")
+
+# Load claims data
+claims = load_dataset("piyushptiwari/insureos-training-data", data_files="claims_motor_25000k.csv")
+```
+
+## Part of the INSUREOS Model Suite
+
+Built by Bytical AI for training the INSUREOS model family:
+- [InsureLLM-4B](https://huggingface.co/piyushptiwari/InsureLLM-4B) — Insurance domain LLM
+- [InsureDocClassifier](https://huggingface.co/piyushptiwari/InsureDocClassifier) — Document classification
+- [InsureNER](https://huggingface.co/piyushptiwari/InsureNER) — Named Entity Recognition
+- [InsureFraudNet](https://huggingface.co/piyushptiwari/InsureFraudNet) — Fraud detection
+- [InsurePricing](https://huggingface.co/piyushptiwari/InsurePricing) — Premium pricing
+
+## About Bytical AI
+
+[Bytical](https://bytical.ai) builds AI agents that run insurance operations — claims automation, underwriting intelligence, digital sales, and core system modernization for insurers across the UK and Europe. Microsoft AI Partner | NVIDIA | Salesforce.

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