RC drill hole data pipeline for a synthetic Birimian greenstone belt gold project in Ghana. Built with Python (numpy, pandas). Covers collar, lithology, assay, and composite datasets.
# Kwabre Gold Project — RC Drill Hole Analysis
> Capstone project for the Google Data Analytics Professional Certificate
> (Coursera, March 2026)
A Python-based data pipeline simulating RC drill hole data from a
Birimian greenstone belt gold project in Ghana, West Africa.
## Background
This project was built by Emmanuel Ako-Addo, a geological engineer
with hands-on RC drilling experience at Goldfields Ghana (Tarkwa Mine).
The dataset is synthetic but modelled on real Birimian greenstone belt
geology — the same setting as major Ghanaian gold mines including
Tarkwa, Asanko, and Bibiani.
## What this project does
Generates and analyses a synthetic but geologically realistic drill
hole dataset, including:
- Collar locations across a 5-line, 45-hole drill grid
- Downhole lithological logging (phyllite, graphitic phyllite,
quartz-carbonate veins and more)
- 1-metre gold assay intervals (6,388 samples)
- Mineralised composite calculation at 0.5 g/t Au cutoff
- QA/QC outlier flagging using 3-sigma lognormal method
## Key findings
- Mean gold grade across all samples: 0.30 g/t Au
- Best intercept: 8.21 g/t Au over 3m (hole KW040, 55-58m depth)
- 151 mineralised composites identified above 0.5 g/t cutoff
- Quartz-carbonate veins confirmed as primary gold carrier at 3.15 g/t
average, versus 0.09 g/t for saprolite
- Grade enrichment trend identified at depth below 180m
## Files
| File | Description |
|------|-------------|
| `generate_data.py` | Main script — run this to generate all datasets |
| `collar.csv` | Drill hole collar locations and orientations |
| `lithology.csv` | Downhole lithology and alteration logging |
| `assay.csv` | 1-metre gold assay results with QA/QC flags |
| `composites.csv` | Mineralised intervals above 0.5 g/t Au cutoff |
## How to run
```bash
pip install numpy pandas
python generate_data.py
```
## Dashboards & Visualisations
| File | Description |
|------|-------------|
| Tableau Public Dashboard | Interactive dashboard — grade distribu …