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README.md

@@ -9,6 +9,8 @@ tags:
 - predictive-maintenance
 - popchain
 - blockchain-verified
+- laser-cutting
+- cnc
 license: other
 license_name: proof-of-process-data-license-v1
 size_categories:
@@ -22,41 +24,43 @@ task_categories:
 
 Real industrial machine data with **cryptographic provenance** on PopChain L1.
 
-Every record is:
-- **SHA-256 hashed** and submitted on-chain
-- **WOTS+ signed** (post-quantum)
-- **Scored** by Proof-of-Process (entropy, compression, MAD)
-- **Classified** by sector (laser, CNC, welding, electronics)
+## Demo Dataset (100 rows)
+
+This is a **demo preview**. Full datasets available for purchase at **[bomwt.io/market](https://bomwt.io/market)**.
 
-## Demo Dataset
+| Format | File | Rows |
+|--------|------|------|
+| JSONL | `data/train.jsonl` | 100 |
+| CSV | `data/train.csv` | 100 |
 
-This dataset contains **100 demo records** from 2 proof submissions.
 
-Full datasets available at [bomwt.io/market](https://bomwt.io/market) — requires Bwalletx wallet to purchase.
+## Verification
 
-## Proof Submissions
+Every record is:
+- **SHA-256 hashed** on PopChain L1
+- **WOTS+ signed** (post-quantum cryptography)
+- **Scored** by Proof-of-Process algorithm
+- **Visible** on [PopChain Explorer](https://popchain.tech/explorer.html)
 
-| Product ID | Sector | Grade | Score | Rows |
-|-----------|--------|-------|-------|------|
-| c1fe88b22e5ca19e | sqlite | B | 711 | 700 |
-| 5515aa8e97427665 | tsv | A | 898 | 0 |
+## Available Products (2)
 
-## How It Works
+| ID | Format | Grade | Score | Total Rows | Price (BIN) |
+|----|--------|-------|-------|------------|-------------|
+| `5515aa8e97427665` | tsv | A | 898 | 0 | Buy on bomwt.io |
+| `c1fe88b22e5ca19e` | sqlite | B | 711 | 2861 | Buy on bomwt.io |
 
-1. Industrial operator uploads machine data via **Bwalletx** wallet
-2. Data is hashed (SHA-256) and scored (Proof-of-Process)
-3. Proof is submitted **on-chain** to PopChain L1
-4. ML-ready exports generated (JSONL, CSV, Parquet)
-5. 100-line demo pushed to HuggingFace (this dataset)
-6. Full data available on [bomwt.io/market](https://bomwt.io/market)
+## Full Data Access
 
-## Chain Verification
+**100 rows = free demo (this dataset)**
+**Full data = [bomwt.io/market](https://bomwt.io/market)**
+
+Requires [Bwalletx](https://bomwt.io/bwalletx/app/) wallet. Pay with BIN token.
+
+## Links
 
-- **Explorer:** [popchain.tech/explorer.html](https://popchain.tech/explorer.html)
 - **Wallet:** [bomwt.io/bwalletx/app](https://bomwt.io/bwalletx/app/)
+- **Explorer:** [popchain.tech/explorer.html](https://popchain.tech/explorer.html)
 - **GitHub:** [github.com/popchainnetwork](https://github.com/popchainnetwork)
+- **X:** [@Bwallet_by_PoP](https://x.com/Bwallet_by_PoP)
 
-## License
-
-Data licensed under **Proof-of-Process Data License v1**.
-Demo (100 rows) is free. Full datasets require purchase via Bwalletx wallet.
+Total proofs on-chain: 700 | Demo shown: 100