| --- |
| annotations_creators: |
| - machine-generated |
| language: |
| - en |
| license: cc-by-4.0 |
| tags: |
| - finance |
| - news |
| - gics |
| - ai-training |
| - banking |
| - structured-data |
| - jsonl |
| size_categories: |
| - 1K<n<10K |
| --- |
| |
| # BWB Global Intelligence Pack — Free Sample |
|
|
| > **🛒 Want the full dataset?** → [**data.bankingwithbilly.com**](https://data.bankingwithbilly.com) |
| > Basic: 1,000 records / **$5** · Pro: 5,000 records / **$10** · Archive: 15,000 records / **$20** · One-time, instant download. |
|
|
| ## Overview |
|
|
| A combined free sample of structured, AI-ready financial news, GICS intelligence, and long-form books from the Banking With Billy autonomous publishing network. |
|
|
| This **free sample** contains **650 records** from the Banking With Billy autonomous publishing network — 500+ live sites publishing continuously, 24/7 across 187 countries, 11 GICS sectors, and 156 industries. |
|
|
| ### Families Included |
|
|
| - **World News Intelligence** — 187-country global news, guardian-verified, GICS-tagged |
| - **GICS Sector Intelligence** — 11 sectors × 156 industries, structured financial analysis |
| - **Long-Form Book Intelligence** — 12-chapter expert books, 1,000–2,000 words per chapter |
|
|
| ## Schema (Omega Master Schema) |
|
|
| ```json |
| { |
| "omega_id": "string — unique record ID", |
| "source_family": "string — dataset family", |
| "gics_sector": "string — GICS sector", |
| "gics_industry": "string — GICS industry", |
| "data_type": "news | book | government | signal", |
| "timestamp": "ISO-8601", |
| "region": "string — country or region", |
| "entities": ["array", "of", "named", "entities"], |
| "metadata": { |
| "confidence": 0.95, |
| "guardian_verified": true, |
| "word_count": 750, |
| "author": "Billy Odell Tucker-Robinson", |
| "license": "CC BY 4.0 — Banking With Billy" |
| }, |
| "payload": { |
| "headline": "string", |
| "lead": "string", |
| "body": "string — full article body", |
| "why_it_matters": "string — Billy's expert analysis" |
| } |
| } |
| ``` |
|
|
| ## Usage |
|
|
| ```python |
| import json |
| |
| records = [json.loads(line) for line in open("data.jsonl") if line.strip()] |
| |
| # By GICS sector |
| financials = [r for r in records if r["gics_sector"] == "Financials"] |
| |
| # All headlines |
| headlines = [r["payload"]["headline"] for r in records] |
| |
| # pandas |
| import pandas as pd |
| df = pd.read_json("data.jsonl", lines=True) |
| print(df.groupby("gics_sector").size()) |
| ``` |
|
|
| ## Stats |
|
|
| | Metric | Value | |
| |---|---| |
| | Articles Written | 53,995+ | |
| | Books Published | 12,210+ | |
| | Live Indexed URLs | 22.3M+ | |
| | Live Sites | 500+ | |
| | Countries Covered | 187 | |
| | GICS Sectors | 11 | |
| | Industries | 156 | |
| | Update Rate | ~12 articles/hour | |
|
|
| ## License |
|
|
| CC BY 4.0 — Attribution: **Banking With Billy** / Billy Odell Tucker-Robinson |
|
|
| ## Full Dataset Access |
|
|
| This sample contains a fraction of available data. For full access: |
|
|
| 👉 **[data.bankingwithbilly.com](https://data.bankingwithbilly.com)** — $5 / $10 / $20 one-time payment, instant JSONL download. |
|
|
| ## Citation |
|
|
| ```bibtex |
| @dataset{bwb_data_2026, |
| author = {Tucker-Robinson, Billy Odell}, |
| title = {BWB Global Intelligence Pack — Free Sample}, |
| year = {2026}, |
| publisher = {Banking With Billy}, |
| url = {https://data.bankingwithbilly.com}, |
| license = {CC BY 4.0} |
| } |
| ``` |
|
|
