iwatats/sez_procurement

NTB Seychelles Procurement Intelligence Dashboard

An interactive dashboard combining all four public procurement data sources published by the [National Tender Board of Seychelles](https://www.ntb.sc).

What's inside

Dashboard sections

• —Headline KPIs — total SR awarded, tenders opened, EOI count, advertised count
• —Procurement funnel — Advertised → EOI → Minutes → Awarded volume at each stage
• —Awarded spend — SR value by category and by organisation
• —Bidding market — competition level per tender + most frequent low bidders
• —Pipeline tracker — upcoming advertised tender deadlines
• —Organisation deep dive — per-org breakdown across all four data stages
• —Full-text search — search across all four datasets simultaneously
• —Data export — download any dataset as CSV, Excel (.xlsx), or JSON

Run locally

git clone https://huggingface.co/spaces/your-username/ntb-seychelles
cd ntb-seychelles
pip install -r requirements.txt
python app.py
# → open http://localhost:7860

Updating the data

The data/ directory contains pre-scraped CSVs. To refresh:

pip install requests beautifulsoup4 pdfplumber pandas openpyxl
python main.py --all --out-dir ./data
git add data/*.csv
git commit -m "Refresh data $(date +%Y-%m-%d)"
git push

Hugging Face will automatically rebuild the Space after each push.

Data notes

• —Awarded tender PDFs are accessible for May–Aug 2025, Jan–Apr 2025, Nov–Dec 2024, and Jan–Apr 2021. Earlier periods return HTTP 404 from the NTB server.
• —All data is sourced from public NTB web pages. This tool is independent and not affiliated with the NTB.

Tech stack

• —Scraping: Python · requests · BeautifulSoup · pdfplumber
• —Dashboard: Plotly Dash · Dash Bootstrap Components
• —Serving: gunicorn (production WSGI)
• —Hosting: Hugging Face Spaces (Docker SDK)