π§ Ice Age Investment β Narrative Business Dataset
Owner: PeacebinfLow
Business: ICE AGE INVESTMENT
Location: Maun, Botswana
Currency: Pula (P)
Period: January 2026 β June 2026 (JanβFeb real, MarβJun simulated)
Opening Balance: 542 Pula
π§ What This Dataset Is
This is a narrative-first, XML-linked business intelligence dataset built from a real small ice block business in Botswana.
It converts raw handwritten ledger entries into:
- Structured event records (JSONL)
- Human-readable narratives per trading day
- XML-linked paths for voice and AI navigation
- Simulated future months based on real business patterns
This is not a toy dataset. It models a real business recovery story β from heavy losses in January 2026 to profitability and growth by June 2026.
π― What This Dataset Is Built For
| Use Case | How |
|---|---|
| AI Accountant | Query profit/loss by date or month |
| Business Forecasting | Use trend + confidence_score fields |
| Voice Navigation | xml_path field maps to voice commands |
| Narrative Generation | narrative field is training-ready text |
| Dashboard Feed | All numeric fields are structured and clean |
| Hugging Face Space | Powers the Ice Age Investment Gradio app |
π¦ Files in This Dataset
| File | Description |
|---|---|
ice_age_investment.jsonl |
Main event dataset β one record per line |
ice_age_full.xml |
Full XML mirror of all business data |
clients.jsonl |
Client order records |
restock_log.jsonl |
Every stock purchase recorded |
monthly_summaries.jsonl |
Month-by-month financial summaries |
templates/blank_day.json |
Template for adding new daily entries |
templates/blank_client.json |
Template for adding new client orders |
templates/blank_restock.json |
Template for adding new restock entries |
𧬠Record Schema (ice_age_investment.jsonl)
{
"id": "evt_0001",
"date": "2026-01-24",
"month": "January 2026",
"event_type": "sale | restock | monthly_summary | half_year_summary",
"day_number": 1,
"packs_in_stock": 20,
"expected_sell": 10,
"packs_sold": 6,
"selling_price_per_pack": 5,
"income": 30,
"new_stock_added": 4,
"cost_per_pack": 30,
"stock_cost": 120,
"net_profit": -90,
"balance_after": 452,
"trend": "up | down | stable | recovering | unknown",
"risk_flag": "none | cashflow_risk | profit_risk | stock_risk | data_missing | historical_loss",
"confidence_score": 0.95,
"xml_path": "/IceAgeInvestment/DailyTransactions/Month[@name='January']/Day[@number='1']",
"narrative": "Human-readable description of what happened this day."
}
π£ Voice Navigation Map
| Voice Command | XML Path |
|---|---|
| "Open January" | /IceAgeInvestment/DailyTransactions/Month[@name='January'] |
| "Show losses" | //Day[net_profit < 0] |
| "Show clients" | /IceAgeInvestment/Clients |
| "Show balance" | /IceAgeInvestment/FinancialSummary/CurrentRunningBalance |
| "Next day" | following-sibling::Day[1] |
| "Show restocks" | /IceAgeInvestment/StockRestockLog |
| "Show profit days" | //Day[net_profit > 0] |
| "Show missing data" | /IceAgeInvestment/DataGaps |
π Business Story Summary
| Month | Packs Sold | Income (P) | Cost (P) | Net Profit (P) | Balance End (P) |
|---|---|---|---|---|---|
| January 2026 | 43 | 215 | 592 | -377 | 165 |
| February 2026 | 51 | 255 | 472 | -217 | -52 |
| March 2026 (sim) | 48 | 240 | 180 | +60 | 8 |
| April 2026 (sim) | 58 | 290 | 220 | +70 | 78 |
| May 2026 (sim) | 72 | 360 | 275 | +85 | 163 |
| June 2026 (sim) | 84 | 420 | 310 | +110 | 273 |
| TOTAL H1 | 356 | 1,780 | 2,049 | -269 | 273 |
JanβFeb = real recorded data. MarβJun = simulated based on real business patterns.
β οΈ Known Data Gaps (from original ledger)
- 30/01/26 β Sold quantity not recorded
- 30/01/26 β Restock cost recorded as 00
- 31/01/26 β Restock cost recorded as 00
- 02/02/26 β New stock cost not visible
- 07/02/26 β Restock cost recorded as 00
- 09/02/26 β Restock cost recorded as 00
- 10/02/26 β Half day (8h label), new stock unclear
π Connected Space
This dataset powers the Ice Age Investment Dashboard Hugging Face Space:
https://huggingface.co/spaces/PeacebinfLow/ice-age-ai-dashboard?logs=build
π License
MIT β free to use, share, and build on.
Credit appreciated: PeacebinfLow / Ice Age Investment
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